<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="review-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2023.1130730</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The potential of the gut microbiome for identifying Alzheimer&#x2019;s disease diagnostic biomarkers and future therapies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zhan</surname><given-names>Yu</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Al-Nusaif</surname><given-names>Murad</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1029205/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Ding</surname><given-names>Cong</given-names></name><xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Zhao</surname><given-names>Li</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Dong</surname><given-names>Chunbo</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2150110/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology, First Affiliated Hospital, Dalian Medical University</institution>, <addr-line>Dalian</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Liaoning Provincial Key Laboratories for Research on the Pathogenic Mechanism of Neurological Disease, First Affiliated Hospital, Dalian Medical University</institution>, <addr-line>Dalian</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>The Center for Gerontology and Geriatrics, Dalian Friendship Hospital</institution>, <addr-line>Dalian</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by"><p>Edited by: Weigang Gong, Shandong University, China</p></fn>
<fn id="fn0003" fn-type="edited-by"><p>Reviewed by: Govindaraju T, Jawaharlal Nehru Centre for Advanced Scientific Research, India; Zan Wang, Southeast University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Li Zhao, <email>dlzhaoli0209@126.com</email></corresp>
<corresp id="c002">Chunbo Dong, <email>dcb101dalian@163.com</email></corresp>
<fn id="fn0001" fn-type="equal"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>17</volume>
<elocation-id>1130730</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Zhan, Al-Nusaif, Ding, Zhao and Dong.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhan, Al-Nusaif, Ding, Zhao and Dong</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Being isolated from the peripheral system by the blood&#x2013;brain barrier, the brain has long been considered a completely impervious tissue. However, recent findings show that the gut microbiome (GM) influences gastrointestinal and brain disorders such as Alzheimer&#x2019;s disease (AD). Despite several hypotheses, such as neuroinflammation, tau hyperphosphorylation, amyloid plaques, neurofibrillary tangles, and oxidative stress, being proposed to explain the origin and progression of AD, the pathogenesis remains incompletely understood. Epigenetic, molecular, and pathological studies suggest that GM influences AD development and have endeavored to find predictive, sensitive, non-invasive, and accurate biomarkers for early disease diagnosis and monitoring of progression. Given the growing interest in the involvement of GM in AD, current research endeavors to identify prospective gut biomarkers for both preclinical and clinical diagnoses, as well as targeted therapy techniques. Here, we discuss the most recent findings on gut changes in AD, microbiome-based biomarkers, prospective clinical diagnostic uses, and targeted therapy approaches. Furthermore, we addressed herbal components, which could provide a new venue for AD diagnostic and therapy research.</p>
</abstract>
<kwd-group>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>microbiome-gut-brain axis</kwd>
<kwd>biomarkers</kwd>
<kwd>traditional Chinese medicine</kwd>
<kwd>gut microbiome</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="232"/>
<page-count count="18"/>
<word-count count="17118"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Alzheimer&#x2019;s disease (AD) is the most common neurodegenerative disease of cognitive decline in people over 65&#x2009;years old, accounting for 60&#x2013;70% of cases (<xref ref-type="bibr" rid="ref39">Daniilidou et al., 2011</xref>; <xref ref-type="bibr" rid="ref1">2022 Alzheimer&#x2019;s disease facts and figures, 2022</xref>; <xref ref-type="bibr" rid="ref44">Dementia, 2022</xref>). AD is characterized by amyloid-&#x03B2; protein (A&#x03B2;) deposition, abnormal phosphorylation aggregation of the microtubule-associated protein tau, neuroinflammation, oxidative stress, and synaptic dysfunction, which are reflected by microglial reaction and increased cytokine production (<xref ref-type="bibr" rid="ref18">Braak and Braak, 1991</xref>; <xref ref-type="bibr" rid="ref72">Heneka et al., 2015</xref>; <xref ref-type="bibr" rid="ref102">Lepeta et al., 2016</xref>; <xref ref-type="bibr" rid="ref25">Butterfield and Halliwell, 2019</xref>; <xref ref-type="bibr" rid="ref10">Bairamian et al., 2022</xref>; <xref ref-type="bibr" rid="ref140">Paolicelli et al., 2022</xref>). The rapidly expanding effect of AD on socioeconomics and health care is becoming a global health issue. The global prevalence of dementia is expected to reach 78 million people by 2030 and is projected to reach 152 million by 2050 (<xref ref-type="bibr" rid="ref3">ADI-Dementia Statistics, 2022</xref>). The gut microbiome (GM) comprises various microorganisms, including several species of viruses, bacteria, protozoa, and fungi (<xref ref-type="bibr" rid="ref37">Cryan et al., 2019</xref>). GM displays vast diversity among different population groups and significantly influences human health, disease state, and overall well-being (<xref ref-type="bibr" rid="ref231">Zmora et al., 2019</xref>). The microbiome-gut-brain axis (MGBA) links the GM and the brain via epigenetic, neural, and humoral pathways (<xref ref-type="bibr" rid="ref152">Roy Sarkar and Banerjee, 2019</xref>; <xref ref-type="bibr" rid="ref112">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="ref134">Nagu et al., 2021</xref>). Dysbiosis occurs when the GM is abnormally altered (<xref ref-type="bibr" rid="ref112">Liu et al., 2020</xref>), leading to neurological disorders such as AD (<xref ref-type="bibr" rid="ref170">Spielman et al., 2018</xref>; <xref ref-type="bibr" rid="ref163">Sherwin et al., 2019</xref>; <xref ref-type="bibr" rid="ref228">Zhu et al., 2021</xref>; <xref ref-type="bibr" rid="ref32">Chidambaram et al., 2022</xref>).</p>
<p>This devastating and progressive disease&#x2019;s neuropathological evaluation has evolved in preclinical and clinical fields (<xref ref-type="bibr" rid="ref218">Zhang P.-F. et al., 2022</xref>). The diagnostic criteria for AD were refined in 2011 and 2018 while affirming the use of biomarkers and the new ability to describe the preclinical phase of the disease (<xref ref-type="bibr" rid="ref79">Jack et al., 2018</xref>). Specific intestinal changes in pre-AD have been suggested to be involved in pre-AD pathology (<xref ref-type="bibr" rid="ref67">Guo et al., 2021</xref>; <xref ref-type="bibr" rid="ref161">Sheng et al., 2021</xref>). Therefore, gut-associated biomarkers may be a promising alternative or complementary tool for assessing disease conditions (<xref ref-type="bibr" rid="ref137">O&#x2019;Toole and Jeffery, 2015</xref>). Indeed, gut microbial-derived biomarkers have reported strong predictive and differential diagnostic power when used in studies such as psychological and neurodegenerative disorders (<xref ref-type="bibr" rid="ref148">Qian et al., 2020</xref>; <xref ref-type="bibr" rid="ref117">Lucidi et al., 2021</xref>). Furthermore, growing evidence demonstrates that MGBA is involved in the pathogenesis of AD. Hence, it might be modulated to regulate metabolite levels and remodel the gut barrier balance, improving cognition and providing a novel therapeutic approach. Consequently, it is imperative to explore in depth the critical role of the GM in the pathogenesis of AD and to evaluate further the value of gut biomarkers in early diagnosis, progression monitoring, and potential target therapy of the disease. Here, we review (1) gut involvement in peripheral and central nervous system (CNS) crosstalk in AD, (2) characteristic changes in the GM of AD and microbiome-based biomarkers, and (3) microbiome-potential targeted therapies to provide new ideas for early diagnosis of AD and directions for therapeutic drug development.</p>
</sec>
<sec id="sec2">
<label>2.</label>
<title>Crosstalk between the peripheral and central systems and alterations in AD</title>
<p>Epigenetics associated with AD include histone modifications and deoxyribonucleic acid (DNA) methylation, regulated by acetylases and methylases (<xref ref-type="bibr" rid="ref49">Esposito and Sherr, 2019</xref>). Metabolites produced by the microbiome can inhibit histone deacetylases and other epigenetic marks (<xref ref-type="bibr" rid="ref122">Maslowski and Mackay, 2011</xref>) and regulate inflammatory responses in the CNS (<xref ref-type="bibr" rid="ref16">Bolduc et al., 2017</xref>). Moreover, they impact the acetylation and methylation of DNA and histones, allowing GM to trigger the expression of MHC class II molecules (<xref ref-type="bibr" rid="ref151">Reid et al., 2017</xref>; <xref ref-type="bibr" rid="ref214">Ye et al., 2017</xref>). Another aspect is microglia, myeloid innate immune cells in the CNS (<xref ref-type="bibr" rid="ref153">Salter and Stevens, 2017</xref>). Recent preclinical, genetic, and bioinformatics data suggest that its reaction is accompanied by pathological changes in AD and is regulated by the microbiome (<xref ref-type="bibr" rid="ref34">Colombo et al., 2021</xref>; <xref ref-type="bibr" rid="ref227">Zhou et al., 2022</xref>). Downregulation of homeostatic genes <italic>in vivo</italic> and overexpression of recognized AD-associated genes, including apolipoprotein E and tyrosine protein tyrosine kinase binding protein, are linked to the transition to disease-associated microglia (<xref ref-type="bibr" rid="ref94">Keren-Shaul et al., 2017</xref>; <xref ref-type="bibr" rid="ref101">Leng and Edison, 2021</xref>). The identification of a correlation between AD and mutations in trigger receptor genes expressed on myeloid 2 (TREM2) and the myeloid cell surface antigen sialic acid binding Ig-like lectin 3 molecule supports for the first time the link between immune changes and AD pathogenesis (<xref ref-type="bibr" rid="ref19">Bradshaw et al., 2013</xref>; <xref ref-type="bibr" rid="ref66">Guerreiro et al., 2013</xref>; <xref ref-type="bibr" rid="ref85">Jonsson et al., 2013</xref>). Functional TREM2 expression is downregulated in some cases of late-onset AD and may exacerbate intestinal microbial metabolites&#x2019; endotoxin-induced pro-inflammatory responses (<xref ref-type="bibr" rid="ref224">Zhong et al., 2015</xref>), causing defective antibody clearance (<xref ref-type="bibr" rid="ref205">Xiang et al., 2016</xref>).</p>
<sec id="sec3">
<label>2.1.</label>
<title>The relationship between the gut microbiome and neuroinflammation and synaptic plasticity in AD</title>
<p>Gut microbiome may lead to increased neuroinflammation and decreased synaptic plasticity, both of which are thought to contribute to the development and progression of AD (<xref ref-type="bibr" rid="ref82">Jiang et al., 2021</xref>). Gut microbiomes can alter the composition of the immune cells in the brain, leading to an increase in neuroinflammation (<xref ref-type="bibr" rid="ref48">Erny et al., 2015</xref>). For example, studies in animal models have shown that colonization with certain types of gut bacteria can lead to microglial activation. Deficiency of the gut microbiome first affects the microglial cell transcriptome, which primarily regulates the interconversion of microglial cell subpopulations, and transcriptome changes are primarily associated with AD (<xref ref-type="bibr" rid="ref77">Huang et al., 2023</xref>). Studies have shown that changes in the gut microbiome can alter synaptic plasticity in the brain. For example, as recently reviewed, germ-free mice (raised without exposure to microorganisms) have impaired synaptic plasticity compared to conventionally-raised mice (<xref ref-type="bibr" rid="ref61">Glinert et al., 2022</xref>).</p>
<p>Synaptic dysfunction and microglia may interact through the microbiome (<xref ref-type="bibr" rid="ref10">Bairamian et al., 2022</xref>), and synaptic dysfunction may precede symptoms of cognitive impairment (<xref ref-type="bibr" rid="ref156">Selkoe and Hardy, 2016</xref>), as evidenced by diminished long-term potentiation (LTP) and long-term depression, which are closely related to synaptic plasticity (<xref ref-type="bibr" rid="ref10">Bairamian et al., 2022</xref>). In addition, animal model studies have identified gut microbiome metabolites that regulate LTP in physiological and AD-related pathologies mechanisms, including influencing the expression of pre-and postsynaptic neuronal membrane receptors and membrane genes that further influence ion channels and thus affect synaptic activity (<xref ref-type="bibr" rid="ref5">Albuquerque et al., 2015</xref>; <xref ref-type="bibr" rid="ref182">Tong et al., 2015</xref>). These findings suggest a complex relationship between the gut microbiome, neuroinflammation, synaptic plasticity, and AD development. While much more research is needed to fully understand these relationships, the emerging evidence suggests that targeting the gut microbiome may represent a promising avenue for developing new treatments for this devastating disease.</p>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Crosstalk pathways and molecules</title>
<p>Inflammation in AD is not confined to neuroinflammation but includes the complex signals between microbial involvement in peripheral and central interaction. This crosstalk may comprise many neuronal, endocrine, immunological, and metabolic pathways. To be more precise, by exploiting the MGBA. This section concentrates on interacting with the brain through neurological and humoral pathways (<xref ref-type="bibr" rid="ref2">Abdel-Haq et al., 2019</xref>). <xref rid="fig1" ref-type="fig">Figure 1</xref> concisely summarizes the role that the gut microbiome plays in AD in terms of epigenetics as well as central and peripheral crosstalk.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Gut Microbiome epigenetic, peripheral, and central pathology of AD. Changes in gut microbial composition, abundance, and metabolite diversity are involved in AD through epigenetic regulation of CNS function. (1) through acetylases, methylases, and deacetylases, affecting acetylation and methylation of DNA and histones; and (2) through microglia upregulation of APOE and downregulation of TREM2 associated with AD pathogenesis. Abbreviations: AD: Alzheimer&#x2019;s disease; CNS: central nervous system; DNA: deoxyribonucleic acid; APOE: apolipoprotein E; TREM2: trigger receptor genes expressed on myeloid 2.</p>
</caption>
<graphic xlink:href="fnins-17-1130730-g001.tif"/>
</fig>
<sec id="sec5">
<label>2.2.1.</label>
<title>Vagus nerve signaling</title>
<p>The vagus nerve is a crucial neuronal pathway within the MGBA. Its functionality encompasses efferent and afferent modalities, facilitating communication between the gastrointestinal tract and the CNS. Specifically, sensory fibers within the vagus nerve transmit tonal information from vital organs such as the heart, lungs, stomach, and intestines to the CNS (<xref ref-type="bibr" rid="ref225">Zhong et al., 2021</xref>). The main projection site for gut-associated vagal afferents is in the nucleus tractus solitarius (NTS); (<xref ref-type="bibr" rid="ref57">F&#x00FC;lling et al., 2019</xref>). Neurons in the NTS that receive vagal sensory input can form synaptic connections with enteroendocrine cells (<xref ref-type="bibr" rid="ref89">Kaelberer et al., 2018</xref>), and neurotransmitters and purinergic signaling transmit to the brain via specific ligand-receptor pairs to regulate microglia state and activity (<xref ref-type="bibr" rid="ref50">Eyo and Wu, 2013</xref>). In addition, vagal efferent fibers transmit information to the intestine and release acetylcholine to reduce the inflammatory response (<xref ref-type="bibr" rid="ref146">Pavlov and Tracey, 2005</xref>; <xref ref-type="bibr" rid="ref24">Breit et al., 2018</xref>). A growing body of evidence indicates that microbiomes can significantly impact brain function through their interactions with the vagus nerve (<xref ref-type="bibr" rid="ref62">Goehler et al., 2005</xref>; <xref ref-type="bibr" rid="ref22">Bravo et al., 2011</xref>; <xref ref-type="bibr" rid="ref158">Sgritta et al., 2019</xref>). A recent study indicated that A&#x03B2; or tau injected into the colon is transmitted to the brain via the vagus nerve, which, attenuated after vagotomy (<xref ref-type="bibr" rid="ref31">Chen et al., 2021</xref>); stimulation of the vagus nerve can alter glutamate receptor levels involved in AD (<xref ref-type="bibr" rid="ref216">Yesiltepe et al., 2022</xref>). Previous studies have found that stimulatory signals from the gut and vagus nerve activate the hypothalamic&#x2013;pituitary&#x2013;adrenal axis and promote corticosterone release (<xref ref-type="bibr" rid="ref230">Zimomra et al., 2011</xref>), leading to changes in intestinal permeability (<xref ref-type="bibr" rid="ref129">Moussaoui et al., 2014</xref>), dynamics (<xref ref-type="bibr" rid="ref65">Gue et al., 1991</xref>), and mucus (<xref ref-type="bibr" rid="ref165">Silva et al., 2014</xref>). In addition, recent studies have also revealed the importance of pathological changes in the gut-vagus-brain signaling pathway in AD (<xref ref-type="bibr" rid="ref40">Das et al., 2022</xref>). These findings further suggest a critical role for vagal signaling as a bridge between peripheral and central crosstalk.</p>
</sec>
<sec id="sec6">
<label>2.2.2.</label>
<title>Humoral signaling</title>
<p>Humoral signals circulate in the blood, including microbial metabolites, hormones, cytokines, and immune cells, primarily across to CNS through the intestinal and blood&#x2013;brain barrier (BBB); (<xref ref-type="bibr" rid="ref141">Paouri and Georgopoulos, 2019</xref>). Changes in the intestinal microbiome promote the production of toxic metabolites and pro-inflammatory cytokines, decreasing beneficial substances such as short-chain fatty acids (SCFAs) and other anti-inflammatory factors. This increased intestinal permeability allows the entry of pathogenic, immunostimulatory, and neuroactive substances into the body&#x2019;s circulation (<xref ref-type="bibr" rid="ref207">Xie et al., 2022</xref>) and activates local and remote immune cells, resulting in BBB dysfunction and triggering a neuroinflammatory response, especially in the hippocampal region and cerebral cortex (<xref ref-type="bibr" rid="ref93">Kempuraj et al., 2017</xref>; <xref ref-type="bibr" rid="ref198">Welcome, 2019</xref>). Propionate acid can contribute to immune homeostasis by regulating cellular subpopulations (<xref ref-type="bibr" rid="ref46">Dupraz et al., 2021</xref>). Butyric acid provides sufficient energy for intestinal epithelial cells and alternative substrates for brain metabolism and upregulates the expression of tight junction proteins to enhance the integrity of the BBB (<xref ref-type="bibr" rid="ref11">Barichello et al., 2019</xref>; <xref ref-type="bibr" rid="ref164">Silva et al., 2020</xref>; <xref ref-type="bibr" rid="ref30">Chen et al., 2022</xref>). In addition, SCFAs clear protein aggregates in the brain by enhancing the function of microglia (<xref ref-type="bibr" rid="ref48">Erny et al., 2015</xref>; <xref ref-type="bibr" rid="ref199">Wenzel et al., 2020</xref>). Several studies in AD mice have confirmed butyrate&#x2019;s important role in improving microglia function and reducing A&#x03B2; deposition (<xref ref-type="bibr" rid="ref82">Jiang et al., 2021</xref>; <xref ref-type="bibr" rid="ref114">Liu et al., 2021</xref>). Studies have shown that SCFAs activate G-protein-coupled receptors (GPR) 43, GPR 41, and GPR 109, receptors in the intestine and brain, which can protect the BBB from oxidative stress by modulating Recombinant Cluster of Differentiation 14 signaling and activating the nuclear factor (erythroid-derived 2)-like 2 (<xref ref-type="bibr" rid="ref178">Tan et al., 2014</xref>; <xref ref-type="bibr" rid="ref75">Hoyles et al., 2018</xref>). Conversely, lipopolysaccharide (LPS) induces the activation of macrophages and dendritic cells to produce pro-inflammatory cytokines (<xref ref-type="bibr" rid="ref81">Jeong et al., 2019</xref>) and is capable of interacting Toll-like receptor-4 (TLR4); <xref ref-type="bibr" rid="ref144">Park et al., 2009</xref>). Cani et al. found that LPS can stimulate the body&#x2019;s immune response by destroying intestinal epithelial cells to enter the bloodstream (<xref ref-type="bibr" rid="ref27">Cani et al., 2008</xref>). In addition, multiple lines of evidence suggest that endotoxin promotes A&#x03B2;<sub>42</sub> fiber formation (<xref ref-type="bibr" rid="ref90">Kahn et al., 2012</xref>; <xref ref-type="bibr" rid="ref8">Asti and Gioglio, 2014</xref>) and that microglia can be activated by endotoxin, causing central inflammation (<xref ref-type="bibr" rid="ref159">Shen et al., 2020</xref>).</p>
</sec>
</sec>
<sec id="sec7">
<label>2.3.</label>
<title>Gut microbiome and AD pathology</title>
<p><italic>Escherichia coli</italic>-derived neurotoxins in <italic>Proteobacteria</italic> are associated with neuropathology in AD and increase the release of pro-inflammatory cytokines that induce systemic inflammation and exacerbate AD pathology (<xref ref-type="bibr" rid="ref95">Kitazawa et al., 2005</xref>; <xref ref-type="bibr" rid="ref28">Cattaneo et al., 2017</xref>). Many bacteria strains are capable of producing amyloid (<xref ref-type="bibr" rid="ref125">Megur et al., 2020</xref>; <xref ref-type="bibr" rid="ref183">Tran and Mohajeri, 2021</xref>), and the forms show similarity with the CNS amyloid (<xref ref-type="bibr" rid="ref73">Hill and Lukiw, 2015</xref>), which can lead to an enhanced immune response and endogenous formation of neuronal amyloid in the brain (<xref ref-type="bibr" rid="ref56">Friedland and Chapman, 2017</xref>). LPS and gram-negative <italic>E. coli</italic> fragments coexisted with amyloid plaques in AD brain tissue (<xref ref-type="bibr" rid="ref217">Zhan et al., 2016</xref>). A&#x03B2; loading may initially occur in the gastrointestinal tract. A&#x03B2;<sub>1-42</sub> migrates after being injected into the gastric wall, and A&#x03B2; deposition is present in the vagus nerve and brain and develops symptoms of cognitive impairment (CI; <xref ref-type="bibr" rid="ref175">Sun Y. et al., 2020</xref>). Therefore, this could provide some basis for the movement of the GM to trigger the amyloid pathogenesis of AD. The microbiome is necessary for the normal development of hippocampal and microglial cell morphology (<xref ref-type="bibr" rid="ref118">Luczynski et al., 2016</xref>). Recently, Liu et al. observed microbiome deficiency altered dendritic signaling integration in the Cornu Ammonis1 region of mice (<xref ref-type="bibr" rid="ref115">Liu et al., 2022</xref>). The presence of activated microglia and reactive astrocytes in the vicinity of amyloid plaques is characteristic of AD neuroinflammation, mainly in the hippocampus (<xref ref-type="bibr" rid="ref36">Crews and Masliah, 2010</xref>; <xref ref-type="bibr" rid="ref28">Cattaneo et al., 2017</xref>). Moreover, in the elderly brain, microglia are dysfunctional and prone to chronic activation (<xref ref-type="bibr" rid="ref171">Spittau, 2017</xref>). In the early pathological stages of AD, the overall microglial response can support neurons by phagocytosing A&#x03B2; fibers. However, as the disease progresses, the loss of the branching phenotype of microglia with excessive activation near plaques and aggregation of other immune cells triggers a neurotoxic environment, leading to neural network damage (<xref ref-type="bibr" rid="ref101">Leng and Edison, 2021</xref>; <xref ref-type="bibr" rid="ref181">Thu Thuy Nguyen and Endres, 2022</xref>). Other studies have also observed numerous roles for aberrantly regulated GM in triggering A&#x03B2; amyloidosis, neuroinflammation, and microglia regulation in AD mice (<xref ref-type="bibr" rid="ref45">Dodiya et al., 2019</xref>).</p>
</sec>
<sec id="sec8">
<label>2.4.</label>
<title>Characteristic changes in AD gut microbiome</title>
<p>The intestinal microbiome contains two major bacterial phylotypes, the <italic>Firmicutes,</italic> the <italic>Bacteroidetes</italic>, and to a lesser extent, the <italic>actinomycetes</italic>, <italic>fusobacteria</italic>, <italic>proteobacteria</italic>, and <italic>weberia</italic> (<xref ref-type="bibr" rid="ref63">Grenham et al., 2011</xref>). Some studies have found less diverse <italic>Firmicutes</italic> and <italic>genera</italic>, but a higher prevalence of <italic>Proteobacteria</italic> in AD (<xref ref-type="bibr" rid="ref132">Nagpal et al., 2019</xref>; <xref ref-type="bibr" rid="ref161">Sheng et al., 2021</xref>; <xref ref-type="bibr" rid="ref78">Hung et al., 2022</xref>). Intestinal &#x03B1;-diversity and &#x03B2;-diversity are altered in patients on the AD spectrum (<xref ref-type="bibr" rid="ref78">Hung et al., 2022</xref>). Several studies have reported a significant decrease in &#x03B1;-diversity in AD patients (<xref ref-type="bibr" rid="ref188">Vogt et al., 2017</xref>; <xref ref-type="bibr" rid="ref113">Liu P. et al., 2019</xref>), but not obvious in mild cognitive impairment (MCI) patients, and there is a similar gradual decline trend from MCI to AD (<xref ref-type="bibr" rid="ref132">Nagpal et al., 2019</xref>). Nevertheless, results vary regarding &#x03B2;-diversity studies, with one Austrian study showing that malnutrition and drug intake affect the abundance of the specific microbiome, SCFAs, and butyrate production, and statins may be one of the reasons affecting beta diversity (<xref ref-type="bibr" rid="ref172">Stadlbauer et al., 2020</xref>). A recent systematic review and meta-analysis of 11 studies included 378 normal control (NC) and 427&#x2009;AD patients to analyze the impact of different countries and clinical stages on GM abundance. GM diversity was significantly lower in AD patients than in NC but not in MCI patients. Compared to NC, the AD spectrum group had an increased abundance of <italic>Proteobacteria</italic>, <italic>Bifidobacterium</italic>, and <italic>Phascolarc</italic> to the <italic>Bacterium</italic>, and a decreased abundance of <italic>Firmicutes</italic>, <italic>Clostridiaceae</italic>, <italic>Lachnospiraceae,</italic> and <italic>Rikenellaceae</italic> (<xref ref-type="bibr" rid="ref78">Hung et al., 2022</xref>). More importantly, the abundance distribution of the <italic>Alistipes</italic> and <italic>Bacteroide</italic>s in the NC and AD differed by country (<xref ref-type="bibr" rid="ref78">Hung et al., 2022</xref>).</p>
<p>Several studies have observed alterations in gut microbiology in patients with AD, but mostly with the influence of drugs and other interventions and varying disease duration. Although there is no direct evidence in clinical trials that the effects on MGBA of current medications for AD (acetylcholinesterase inhibitors or N-methyl-D-aspartate (NMDA) antagonists) have been studied (<xref ref-type="bibr" rid="ref98">La Rosa et al., 2018</xref>), the latest study provides evidence that donepezil affects GM via amino acid pathways and sugar metabolism (<xref ref-type="bibr" rid="ref83">Jo et al., 2022</xref>). In light of the results mentioned above, the researchers&#x2019; attention was drawn to MCI and subjective cognitive decline (SCD) patients&#x2019; gut changes. A study used 16S ribosomal ribonucleic acid (16SrRNA) sequencing to examine stool samples from 18&#x2009;AD patients without treatment or intervention, 20 MCI patients, and 18 age-matched NC. The findings revealed that <italic>Prevotella</italic> levels were higher and <italic>Bacteroides</italic>, <italic>Lachnospira</italic>, and <italic>Ruminiclostridium_9</italic> levels were lower in AD patients. Additionally, greater cognitive performance was favorably correlated with <italic>Bacteroides</italic>, <italic>Lachnospira</italic>, and <italic>Ruminiclostridium_9</italic>, although <italic>Prevotella</italic> had the opposite relationship (<xref ref-type="bibr" rid="ref67">Guo et al., 2021</xref>). Based on reduced effects such as drugs, the above results likewise support the idea of a progressive worsening of the degree of intestinal dysbiosis from MCI to the disease stage of AD (<xref ref-type="bibr" rid="ref67">Guo et al., 2021</xref>). Based on this, Sheng et al. further explored gut microbial composition changes in SCD, the earliest symptom of preclinical AD. The study included 38 NC, 53 patients with SCD, and 14 patients with CI and compared the gut microbial composition of the three groups and the relationship with cognition using 16SrRNA technology (<xref ref-type="bibr" rid="ref161">Sheng et al., 2021</xref>). Findings revealed a decreasing trend in the abundance of the phylum <italic>Firmicutes</italic>, class <italic>Clostridia</italic>, order <italic>Clostridiales</italic>, family <italic>Ruminococcaceae</italic>, and genus <italic>Faecalibacterium</italic> from NC to SCD and CI (<xref ref-type="bibr" rid="ref161">Sheng et al., 2021</xref>). In particular, the abundance of the anti-inflammatory genus <italic>Faecalibacterium</italic> was significantly lower in the SCD group than in the NC group. Notably, altered bacterial taxa were associated with cognitive performance and were validated in amyloid-positive SCD participants (<xref ref-type="bibr" rid="ref161">Sheng et al., 2021</xref>). The results further suggest that the microbiome may influence the development of amyloid pathology.</p>
<p><italic>Proteobacteria</italic> is a major phylum of gram-negative bacteria (<xref ref-type="bibr" rid="ref223">Zhao and Lukiw, 2018</xref>). More gram-negative bacteria have also been reported in AD patients compared to NC (<xref ref-type="bibr" rid="ref188">Vogt et al., 2017</xref>). In addition, the abundance of <italic>Proteobacteria</italic> increased with increasing memory dysfunction (<xref ref-type="bibr" rid="ref74">Hossain et al., 2019</xref>; <xref ref-type="bibr" rid="ref81">Jeong et al., 2019</xref>). <italic>Bacteroides</italic> have been shown to preserve the intestinal barrier and reverse leaky gut (<xref ref-type="bibr" rid="ref76">Hsiao et al., 2013</xref>), indicating that they may be a microbiome protective factor. <italic>Bacteroides</italic> levels are reduced in AD and MCI patients (<xref ref-type="bibr" rid="ref28">Cattaneo et al., 2017</xref>; <xref ref-type="bibr" rid="ref229">Zhuang et al., 2018</xref>). Moreover, the relative abundance of the <italic>Actinomycete</italic> phylum was associated with diffusion tensor imaging of the thalamus, hypothalamus, and amygdala, as well as cognitive test scores (<xref ref-type="bibr" rid="ref54">Fernandez-Real et al., 2015</xref>). Certain <italic>Lactobacillus</italic> and <italic>Bifidobacterium</italic> secrete gamma-aminobutyric acid, which may mediate cognitive function in AD (<xref ref-type="bibr" rid="ref12">Barrett et al., 2012</xref>), and different levels of abundance of the <italic>Lactobacillus</italic> family have been observed at different stages of dementia (<xref ref-type="bibr" rid="ref172">Stadlbauer et al., 2020</xref>). Vogt et al. compared the different bacterial classifications of stool samples from AD patients versus NC and observed levels of differentially abundant genera associated with cerebrospinal fluid (CSF) biomarkers of AD pathology (<xref ref-type="bibr" rid="ref188">Vogt et al., 2017</xref>).</p>
<p>In addition to the intestinal bacteria noted by most researchers, some studies have also found specific alterations in MCI patients in the genus <italic>Fungi</italic> and a clear correlation with AD biomarkers (<xref ref-type="bibr" rid="ref132">Nagpal et al., 2019</xref>). More importantly, the different microbiome and fungal biota composition in 3xTg-AD mice is similar to the microbial variation found in humans, and significantly different taxa may contribute to the pathogenic cues of AD being identified (<xref ref-type="bibr" rid="ref38">D&#x2019;Argenio et al., 2022</xref>). However, there are some differences in studies regarding oral microbiology. A Canadian study used 16SrRNA sequencing to analyze stool and oral samples from AD and NC comparatively. The study found that oral microbiota exhibited greater differences between patients and controls than GM but was not associated with cognitive function (<xref ref-type="bibr" rid="ref33">Cirstea et al., 2022</xref>). Although some results support the possibility that oral bacteria or their components may themselves invade the brain (<xref ref-type="bibr" rid="ref100">Laugisch et al., 2018</xref>; <xref ref-type="bibr" rid="ref87">Jungbauer et al., 2022</xref>), analyses using publicly available genome-wide association studies on periodontitis and AD failed to reveal any genetically predicted association between AD and periodontitis risk (<xref ref-type="bibr" rid="ref174">Sun Y.-Q. et al., 2020</xref>). However, preventing and treating periodontitis and its associated inflammation could reduce neuroinflammation and prevent and treat neurodegenerative diseases (<xref ref-type="bibr" rid="ref105">Li et al., 2022</xref>).</p>
</sec>
</sec>
<sec id="sec9">
<label>3.</label>
<title>Microbiome-based AD biomarkers</title>
<p>The discovery of biomarkers over the past 20&#x2009;years has allowed for the verification of A&#x03B2; and tau-related fluid biomarkers in clinical studies as well as their incorporation into the [AT(N)] framework for diagnosis (<xref ref-type="bibr" rid="ref124">Mayeux, 2004</xref>; <xref ref-type="bibr" rid="ref79">Jack et al., 2018</xref>). The [AT(N)] framework was proposed by the National Institute on Aging-Alzheimer&#x2019;s Association in 2018 and focused on diagnosing AD with <italic>in vivo</italic> biomarkers. Biomarkers are classified as A&#x03B2; deposition, pathological tau, and neurodegeneration [AT(N)] (<xref ref-type="bibr" rid="ref79">Jack et al., 2018</xref>). However, many pharmacological treatments targeting A&#x03B2; and tau pathological features have proven futile (<xref ref-type="bibr" rid="ref119">Mahaman et al., 2022</xref>). This may be attributed to the difficulty of reversing the underlying neuropathological changes that have already occurred (<xref ref-type="bibr" rid="ref119">Mahaman et al., 2022</xref>). Therefore, very early and reliable diagnostic biomarkers are urgently needed. Recently, a study found that alterations in the GM precede the development of key pathological features of AD (<xref ref-type="bibr" rid="ref29">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="ref14">Bello-Medina et al., 2021</xref>). In addition, the apparent association between AD and specific bacterial strains has facilitated the exploration of highly promising biomarkers in GM. Gut bacterial metabolites, gut permeability, gut hormones, MGBA involvement in AD, and potential gut-based biomarkers and targeted herbal therapies are shown in <xref rid="fig2" ref-type="fig">Figure 2</xref>. More importantly, completely non-invasive biomarkers such as stool, saliva, or urine (<xref ref-type="bibr" rid="ref119">Mahaman et al., 2022</xref>) may be a realistic option for large-scale population screening, early AD diagnosis, and disease progression monitoring at a low cost.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Biomarkers in the AD microbiome-gut-brain axis.Dysbiosis results in (1) a decrease in specific beneficial microbiome and metabolites and an increase in pro-inflammatory microbiome and harmful metabolites; (2) Increased intestinal permeability markers in serum and feces due to disruption of tight junctions; (3) Increased release of cytosolic inflammatory factors from microglia; (4) An increase or decrease in specific neurotransmitters involved in the development of AD. They are potential gut biomarkers in AD. Traditional Chinese Medicine ingredients can reduce AD pathology and improve cognitive function in a multi-targeted and multi-pathway manner by modulating intestinal microbes and metabolites, reshaping the intestinal barrier, and reducing neuroinflammation. Abbreviations: AD: Alzheimer&#x2019;s disease; GM: gut microbiome; LPS: lipopolysaccharide; A&#x03B2;: amyloid-&#x03B2; protein; TCM: traditional Chinese.medicine.</p>
</caption>
<graphic xlink:href="fnins-17-1130730-g002.tif"/>
</fig>
<sec id="sec10">
<label>3.1.</label>
<title>Biomarkers of the gut microbiome in AD</title>
<p>Based on many characteristic changes in the GM detected in the pre-AD period, this finding may provide clues as a diagnostic biomarker in the pre-AD period (<xref ref-type="bibr" rid="ref67">Guo et al., 2021</xref>; <xref ref-type="bibr" rid="ref161">Sheng et al., 2021</xref>; <xref ref-type="bibr" rid="ref187">Verhaar et al., 2022</xref>). Hence, numerous studies have attempted to use GM for early diagnostic identification of AD.</p>
<p>APP/PS1 mice combining 16SrRNA gene sequencing and extensively targeted metabolomics revealed that <italic>B. firmus</italic>, <italic>Rikenella</italic>, <italic>Clostridium</italic> sp. <italic>culture-27</italic>, and deoxyuridine might be important biomarkers of AD (<xref ref-type="bibr" rid="ref53">Feng et al., 2022</xref>). Based on the GM differences in feces and blood established in the preliminary study, Li et al. built a random forest model based on 11 genera of differences in stools and blood from AD patients and NC. Using the random forest model&#x2019;s cut-off values with all different stool input genera, 28 of 30 MCI patients could be accurately identified with a sensitivity of 93% (<xref ref-type="bibr" rid="ref104">Li et al., 2019</xref>). In addition, 33&#x2009;AD, 32 amnestic MCI (aMCI), and 32 NC were examined in cross-sectional research. According to the findings, AD patients had a reduced level of fecal microbial diversity compared to aMCI patients and NC. Further, as patients advanced from NC to aMCI and AD, <italic>Gammaproteobacteria</italic>, <italic>Enterobacteriales</italic>, and <italic>Enterobacteriaceae</italic> gradually enriched abundance. A strong association was also discovered between the clinical severity scores of AD patients and the abundance of changed microbiomes. Notably, the model based on the abundance of <italic>Enterobacteriaceae</italic> bacteria could distinguish AD from aMCI and NC (<xref ref-type="bibr" rid="ref113">Liu P. et al., 2019</xref>). This initially validates the value of intestinal biomarkers in the early identification of patients with CI and affirms the great potential of gut biomarkers. To improve the robustness of gut biomarkers, a study in 2022 simultaneously combined the latest proposed [AT(N)] framework. The study collected 34 A&#x03B2; (&#x2212;) cognitively normal (CN&#x2212;), 32 A&#x03B2; (+) cognitively normal (CN+), and 22 (11 MCI, 11&#x2009;AD) CI patients. According to the findings, the relative abundance of bacteria that produce SCFAs reduced from CN&#x2212; to CN+ and CI. Moreover, all CN subjects had a negative correlation between total brain A&#x03B2; load, plasma A&#x03B2;<sub>42</sub>/A&#x03B2;<sub>40</sub>, and 3 particular types of bacteria. It was discovered that combining plasma A&#x03B2; markers, altered GM, and cognitive ability improved discrimination between CN+ and CN&#x2212; (<xref ref-type="bibr" rid="ref162">Sheng et al., 2022</xref>). The above promising findings suggest the possibility and accuracy of GM in diagnosing AD.</p>
<p>Patients with newly diagnosed AD or MCI have dysbiosis of the intestinal microbiome, including a decrease in the potentially protective microbiome and an increase in the pro-inflammatory microbiome (<xref ref-type="bibr" rid="ref29">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="ref14">Bello-Medina et al., 2021</xref>). Significant changes in gut microbial composition are observed, especially in older people, and diet may be the most important driver of change (<xref ref-type="bibr" rid="ref97">Kumar et al., 2016</xref>). The severity of human microbiome dysbiosis shows characteristic changes in different disease stages of AD (<xref ref-type="bibr" rid="ref172">Stadlbauer et al., 2020</xref>); an assessment of disease progression and prognosis provides some basis, suggesting that these may be meaningful biomarkers for predicting AD development (<xref ref-type="bibr" rid="ref104">Li et al., 2019</xref>). In addition, recent studies have reported that neuroimaging of the MGBA will further improve our understanding of GM by altering neural microstructure and function in time and space (<xref ref-type="bibr" rid="ref127">Montoro et al., 2022</xref>).</p>
</sec>
<sec id="sec11">
<label>3.2.</label>
<title>Biomarkers of intestinal permeability in AD</title>
<p>Tight junctions are an important mechanism affecting the intestinal barrier and the BBB, with the interaction of intestinal bacteria with epithelial cells being a key factor in regulating epithelial permeability by modulating tight junctions (<xref ref-type="bibr" rid="ref6">Allam-Ndoul et al., 2020</xref>). It has been found in the last decade to be associated with AD (<xref ref-type="bibr" rid="ref154">Schoultz and Keita, 2020</xref>). Calprotectin, a marker of intestinal inflammation (<xref ref-type="bibr" rid="ref96">Kowalski and Mulak, 2019</xref>), is significantly increased in the CSF and brain of AD patients (<xref ref-type="bibr" rid="ref192">Wang et al., 2014</xref>). It implies that intestinal permeability could be associated with AD pathogenesis.</p>
<p>Human targeting studies-the sugar absorption assay (<xref ref-type="bibr" rid="ref126">M&#x00E9;nard et al., 2010</xref>), identified plasma lipopolysaccharide-binding protein (LBP) as a promising biomarker of intestinal permeability in adults (<xref ref-type="bibr" rid="ref155">Seethaler et al., 2021</xref>). However, the markers of intestinal barrier integrity LBP and intestinal fatty acid binding protein (IFABP), are not associated with independent AD dementia, MCI, cognition, and neuropathology (<xref ref-type="bibr" rid="ref190">Voigt et al., 2021</xref>). It is worth noting that disruption of the apical junction complex was not evaluated, and the small sample size may have influenced the results. Another study indirectly illustrated the relationship between intestinal permeability and AD. The peripheral platelet alterations are involved in the pathological process of AD and are based on the fact that C-type lectin-like receptor 2 (CLEC-2) is an activated receptor on the platelet surface (<xref ref-type="bibr" rid="ref130">Mukaetova-Ladinska et al., 2012</xref>; <xref ref-type="bibr" rid="ref4">Akingbade et al., 2018</xref>). Wang et al. found elevated levels of CLEC-2 and zonulin in MCI and AD patients, with a progressive increase compared to NC. Furthermore, the study identified high levels of CLEC-2 and zonulin as significant factors for decreased Mini-Mental State Examination scores (<xref ref-type="bibr" rid="ref196">Wang X. et al., 2020</xref>). An Austrian clinical study included CI and normal population controls with serum diamine oxidase (DAO) and fecal zona pellucida protein to detect intestinal permeability and found higher levels of DAO in patients with dementia. The results suggest a correlation between dementia and increased intestinal permeability biomarkers (<xref ref-type="bibr" rid="ref172">Stadlbauer et al., 2020</xref>). In addition, GM disorders resulted in low expression of the major tight junction proteins of the BBB (zonula occludens-1, occluding, and claudin-5) in the frontal cortex, hippocampus, and perisylvian striatum of mice (<xref ref-type="bibr" rid="ref21">Braniste et al., 2014</xref>). More importantly, these brain regions affect memory and cognitive functions.</p>
<p>The findings above support a link between intestinal barrier dysfunction and AD. Some bacteria, such as <italic>Lactobacillus plantarum</italic>, <italic>Escherichia coli</italic>, or <italic>Bifidobacterium infantis</italic>, can improve the intestinal wall barrier by boosting the expression of tight junction-related proteins (<xref ref-type="bibr" rid="ref69">Hakansson and Molin, 2011</xref>; <xref ref-type="bibr" rid="ref96">Kowalski and Mulak, 2019</xref>). Increasing butyrate-producing bacteria enhanced tight junction protein expression in mice&#x2019;s frontal cortex and hippocampus (<xref ref-type="bibr" rid="ref121">Marizzoni et al., 2020</xref>). These findings give more evidence for the role of intestinal permeability in AD and may have biomarkers potential. However, it is crucial to highlight that due to the difficulties of performing sugar absorption tests in people with dementia, blood, and stool indicators are typically employed clinically instead (<xref ref-type="bibr" rid="ref172">Stadlbauer et al., 2020</xref>). Various biomarkers associated with epithelial damage, including citrulline, IFABP, and LBP, have been used as indirect indicators of the reduced intestinal barrier (<xref ref-type="bibr" rid="ref59">Galipeau and Verdu, 2016</xref>). However, studies have shown that even before leakage occurs, when the Notch signaling pathway involved in regulating the BBB is altered, the BBB has been disrupted, and there is already an impact on synaptic function, triggering dementia (<xref ref-type="bibr" rid="ref26">Calderon et al., 2022</xref>). Conceivably, this will provide insights into discovering additional early markers of barrier function. Nonetheless, the mechanistic pathways that connect the gut barrier with the BBB should be studied further.</p>
</sec>
<sec id="sec12">
<label>3.3.</label>
<title>Biomarkers of gut metabolites AD</title>
<p>In AD, the intestinal microbiome and permeability characteristics have led researchers to explore the potential of gut microbial metabolites as biomarkers. The <italic>Ruminococcaceae</italic> metabolite isoamylamine recognizes and binds the Recombinant S100 Calcium Binding Protein A8 promoter region and promotes neuronal cell death, leading to cognitive decline in mice (<xref ref-type="bibr" rid="ref180">Teng et al., 2022</xref>). Moreover, memory deficit in APP/PS1 mice was correlated with metabolite status. Fasudil et al. found that glutamate, hypoxanthine, thymine, hexanoyl coenzyme A, and leukotriene metabolize nucleotides, lipids, and sugars as well as inflammatory pathways involved in AD mouse-related metabolism (<xref ref-type="bibr" rid="ref211">Yan et al., 2021</xref>). These novel results provide a valuable reference for using gut microbial metabolites as diagnostic biomarkers and therapeutic targets in clinical studies of AD. Several bacterial metabolites have been used as fecal biomarkers to characterize patients with AD. Trimethylamine N-oxide (TMAO) is a microbial-dependent metabolite (<xref ref-type="bibr" rid="ref35">Connell et al., 2022</xref>). The study found higher TMAO levels, enhanced oxidative stress, and intestinal barrier dysfunction in MCI and AD patients (<xref ref-type="bibr" rid="ref189">Vogt et al., 2018</xref>; <xref ref-type="bibr" rid="ref211">Yan et al., 2021</xref>). TMAO topped the list of 56 microbial metabolites considered biomarkers of AD in a study identifying associations between AD and microbial metabolites through a web-based algorithm, successfully predicting changes in memory and fluid cognition in aging individuals (<xref ref-type="bibr" rid="ref210">Xu and Wang, 2016</xref>). A clinical study included AD (<italic>n</italic>&#x2009;=&#x2009;40), MCI (<italic>n</italic>&#x2009;=&#x2009;35), and NC (<italic>n</italic>&#x2009;=&#x2009;335) results show TMAO was significantly and positively correlated with p-tau, p-tau/A&#x03B2;<sub>42</sub>, and t-tau, neurofilament light in the CSF of AD (<xref ref-type="bibr" rid="ref189">Vogt et al., 2018</xref>). These results suggest that TMAO may be involved in AD pathology and neurodegeneration (<xref ref-type="bibr" rid="ref189">Vogt et al., 2018</xref>; <xref ref-type="bibr" rid="ref7">Arrona Cardoza et al., 2022</xref>). Changes in tryptophan, methionine, tyrosine, and purine metabolism were observed in CSF from AD patients, suggesting these may be risk factors for CI (<xref ref-type="bibr" rid="ref88">Kaddurah-Daouk et al., 2013</xref>). Some derived molecules produced by GM in the body&#x2019;s circulation are also considered potential biomarkers of AD. The outer membrane of gram-negative bacteria is primarily made up of LPS (<xref ref-type="bibr" rid="ref202">Wu L. et al., 2021</xref>), which is present in the hippocampus and superior temporal lobe neocortex of AD brains and triggers neuroinflammatory properties (<xref ref-type="bibr" rid="ref222">Zhao et al., 2017</xref>) that have important implications for CI (<xref ref-type="bibr" rid="ref169">Sparkman et al., 2006</xref>). In aMCI and AD patients were found to have elevated serum LPS levels compared to NC patients (<xref ref-type="bibr" rid="ref202">Wu L. et al., 2021</xref>). In another study, the metabolomic analysis revealed significant differences between AD and NC in tryptophan metabolites, SCFAs, and staphylococcal acid, and most were associated with the altered microbiome and CI. Notably, tryptophan disorders are already present in aMCI, and SCFAs show a decreasing trend from aMCI to AD. More importantly, indole-3-pyruvic acid, a tryptophan metabolite that accurately classifies aMCI and AD with NC, is a marker for identifying and predicting AD, and five SCFAs were identified as markers for the pre-onset and progression of AD (<xref ref-type="bibr" rid="ref202">Wu L. et al., 2021</xref>).</p>
</sec>
<sec id="sec13">
<label>3.4.</label>
<title>Biomarkers of gut hormones in AD</title>
<p>Several studies have found that hormones synthesized by intestinal cells and gut microbiomes can affect AD through neural and humoral pathways (<xref ref-type="bibr" rid="ref197">Welcome, 2018</xref>). Notably, the microbiome may also regulate hormone levels (<xref ref-type="bibr" rid="ref212">Yan et al., 2016</xref>; <xref ref-type="bibr" rid="ref47">Engevik et al., 2020</xref>), suggesting that gut hormones may also be potential biomarkers of AD. Leptin affects the cortex and hippocampus and reduces A&#x03B2; in the brains of AD mice (<xref ref-type="bibr" rid="ref55">Fewlass et al., 2004</xref>; <xref ref-type="bibr" rid="ref51">Farr et al., 2015</xref>). In addition, chronic lateral ventricular injection of leptin effectively alleviated A&#x03B2;<sub>1-42</sub>-induced spatial memory deficits and reversed A&#x03B2;<sub>1-42</sub>-induced hippocampal late-phase LTP inhibition in rats (<xref ref-type="bibr" rid="ref182">Tong et al., 2015</xref>). Cholecystokinin (CCK) is a satiety hormone that binds directly to CCK receptors in the hypothalamus and hindbrain to regulate appetite and is highly expressed in the hippocampus, which is essential for protecting and enhancing memory (<xref ref-type="bibr" rid="ref15">Blevins et al., 2000</xref>; <xref ref-type="bibr" rid="ref147">Plagman et al., 2019</xref>). A study examined the CCK levels of CSF in 287 subjects with AD and found high levels of CCK were associated with higher total CSF tau and p-tau181, associated with better cognition and more gray matter volumes in the posterior cingulate gyrus, parahippocampal gyrus, and medial prefrontal cortex. These results suggest that CCK levels may reflect compensatory protective mechanisms during AD pathology (<xref ref-type="bibr" rid="ref147">Plagman et al., 2019</xref>). Cortisol mediates cognition through two types of receptors: Mineralocorticoid Receptors (MRs) and Glucocorticoid Receptors (GRs) (<xref ref-type="bibr" rid="ref84">Jo&#x00EB;ls, 2006</xref>; <xref ref-type="bibr" rid="ref41">Daskalakis et al., 2013</xref>). MRs have a higher affinity, 6&#x2013;10 times higher than GRs (<xref ref-type="bibr" rid="ref001">de Kloet et al., 1999</xref>; <xref ref-type="bibr" rid="ref84">Jo&#x00EB;ls, 2006</xref>). In animal models, <italic>Enterococcus faecalis</italic> was found to promote social activity and reduce Corticosterone (CORT) levels in mice after social stress (<xref ref-type="bibr" rid="ref201">Wu W.-L. et al., 2021</xref>); GM imbalance causes elevated CORT in AD mice (<xref ref-type="bibr" rid="ref71">Hendrickx et al., 2021</xref>) and remodeling of the GM was able to reduce CORT levels (<xref ref-type="bibr" rid="ref114">Liu et al., 2021</xref>). In addition, Ghrelin was found to modulate the function of hippocampal neurons and synapses in mice, thereby enhancing memory (<xref ref-type="bibr" rid="ref103">Li et al., 2013</xref>). The above results indicate that elevated levels of stress hormones may be a potential biomarker for pre-symptomatic AD (<xref ref-type="bibr" rid="ref71">Hendrickx et al., 2021</xref>). In humans, Sami Ouanes et al. measured cortisol and Dehydroepiandrosterone sulfate (DHEAS) levels in CSF and found that cortisol and cortisol/DHEAS ratios were positively correlated with tau and p-tau CSF levels and negatively correlated with the amygdala and insula volumes at baseline. More importantly, higher CSF cortisol and DHEAS levels predicted a more pronounced cognitive decline and disease progression over 36&#x2009;months (<xref ref-type="bibr" rid="ref138">Ouanes et al., 2022a</xref>). The higher CSF cortisol may reflect or contribute to more severe neuropsychiatric symptoms at baseline unrelated to AD pathology and more pronounced deterioration over 3&#x2009;years (<xref ref-type="bibr" rid="ref139">Ouanes et al., 2022b</xref>). These findings have important implications for identifying AD. Other studies have found reduced levels of Ghrelin messenger ribonucleic acid (mRNA) in the temporal lobe of AD patients (<xref ref-type="bibr" rid="ref58">Gahete et al., 2010</xref>). Ghrelin may be involved in changes in neuroinflammation and cognitive function in AD (<xref ref-type="bibr" rid="ref80">Jeon et al., 2019</xref>). These promising results further demonstrate the potential of gut hormones as biomarkers of AD.</p>
</sec>
<sec id="sec14">
<label>3.5.</label>
<title>Biomarkers of inflammatory factors in AD</title>
<p>Dysbiosis may result in the degeneration of the CNS immune response and the significant release of inflammatory cytokines that activate macrophages (<xref ref-type="bibr" rid="ref203">Wu and Wu, 2012</xref>; <xref ref-type="bibr" rid="ref13">Belkaid and Hand, 2014</xref>). Animal models and clinical studies have demonstrated that GM contributes to AD&#x2019;s pathogenesis by regulating microglia function to involve peripheral and central inflammation processes (<xref ref-type="bibr" rid="ref20">Bradt et al., 2000</xref>; <xref ref-type="bibr" rid="ref204">Wu M.-L. et al., 2021</xref>). Numerous studies have demonstrated a connection between the presence and metabolism of A&#x03B2; or tau protein and the release of pro-inflammatory cytokines such as Interleukin (IL)-1, IL-6, and IL-8 by activated microglia (<xref ref-type="bibr" rid="ref179">Teixeira et al., 2008</xref>; <xref ref-type="bibr" rid="ref23">Breer et al., 2012</xref>; <xref ref-type="bibr" rid="ref184">Uslu et al., 2012</xref>). IL-6 has been found to have potential properties for detecting the severity of CI in AD patients (<xref ref-type="bibr" rid="ref99">Lai et al., 2017</xref>). Two meta-analyses found that inflammatory biomarkers such as high-sensitivity c reactive protein, transforming growth factor-beta 1 (TGF-&#x03B2;1), IL-1&#x03B2;, IL-2, IL-6, IL-12, IL-18, monocyte chemotactic protein-1 (MCP-1), MCP-3, IL-8, and interferon-&#x03B3;-inducible protein 10 were consistently elevated in AD patients (<xref ref-type="bibr" rid="ref43">Decourt et al., 2017</xref>; <xref ref-type="bibr" rid="ref173">Su et al., 2019</xref>). The results in AD, MCI, and controls supported the view that AD and MCI are accompanied by both peripheral and CSF inflammatory responses. In addition, AD patients have higher levels of soluble tumor necrosis factor (TNF) receptor (sTNFR)-1 and sTNFR-2, which previous studies have shown to exacerbate the major pathological changes in AD (A&#x03B2; and tau pathology) (<xref ref-type="bibr" rid="ref43">Decourt et al., 2017</xref>; <xref ref-type="bibr" rid="ref160">Shen et al., 2019</xref>; <xref ref-type="bibr" rid="ref185">Varesi et al., 2022a</xref>). The significant differences in peripheral inflammatory factor concentrations found in the study suggest that these markers may be useful in monitoring disease progression.</p>
<p>Cattaneo et al. were the first to describe patients with cerebral amyloidosis-related CI. IL-1&#x03B2;, C-X-C motif ligand (CXCL)-2, and NOD-like receptor family pyrin domain containing (NLRP)-3 were all positively connected with <italic>E. coli/Shigella</italic> abundance, <italic>Eubacterium rectale</italic> abundance was negatively correlated with IL-1&#x03B2;, CXCL-2, and NLRP3 and positively correlated with IL-10. It was also confirmed that an increased abundance of <italic>E. coli/Shigella</italic> and a decreased abundance of anti-inflammatory <italic>Rectal fungi</italic> might be associated with peripheral inflammatory status in patients with CI in brain amyloidosis (<xref ref-type="bibr" rid="ref28">Cattaneo et al., 2017</xref>). The above study improves the robustness of microbiome-based inflammatory factors as biomarkers. Several recent studies have validated the important role of microbiome-based inflammatory biomarkers in diagnosing and detecting disease development (<xref ref-type="bibr" rid="ref159">Shen et al., 2020</xref>; <xref ref-type="bibr" rid="ref142">Park J.-C. et al., 2020</xref>; <xref ref-type="bibr" rid="ref143">Park et al., 2021</xref>; <xref ref-type="bibr" rid="ref208">Xin et al., 2021</xref>). However, larger samples and the establishment of longitudinal studies to further narrow the range of inflammatory markers remain to be addressed.</p>
<p>Increasing the body of evidence further validated the important role of characteristic GM, intestinal permeability, bacterial metabolites, gut hormones, and various peripheral inflammatory biomarkers in diagnosing and monitoring disease progression. But some issues need to be further addressed. First, the gut microbial species are diverse and numerous, and we have mainly focused on bacterial species; although the influence of fungi and viruses is beginning to be noted, numerous impacts and mechanisms are unclear (<xref ref-type="bibr" rid="ref215">Ye et al., 2022</xref>). Based on the current findings, further expansion of the scope and sample size is needed to further validate the feasibility and accuracy of intestinal biomarkers in AD (<xref ref-type="bibr" rid="ref168">Sorboni et al., 2022</xref>). Second, due to the insufficient number of countries included in the existing studies and the limitations of some animal models to which the test results can be referred (<xref ref-type="bibr" rid="ref150">Rahman et al., 2020</xref>; <xref ref-type="bibr" rid="ref78">Hung et al., 2022</xref>). It is not easy to obtain consistent results across various dietary, environmental, genetic, and other confounding factors (<xref ref-type="bibr" rid="ref42">David et al., 2014</xref>; <xref ref-type="bibr" rid="ref131">Mullane and Williams, 2020</xref>). Consider that a single biomarker may not be sufficient to describe the pathophysiology of AD fully. Finally, combining multiple markers representing different stages of disease development may be a better option (<xref ref-type="bibr" rid="ref64">Gu et al., 2021</xref>; <xref ref-type="bibr" rid="ref219">Zhang X. et al., 2021</xref>). Therefore, based on these issues, using intestinal biomarkers for preclinical and clinical diagnosis is still some time away. However, previous studies have focused on serum, CSF, and tissue metabolomics of AD. Because fecal biomarkers are non-invasive, readily available, and found to have great potential as biomarkers for AD, their utility can be developed in the future, perhaps as an alternative or complementary tool. Combining imaging, plasma, and other biomarkers may improve early identification rates (<xref ref-type="bibr" rid="ref119">Mahaman et al., 2022</xref>; <xref ref-type="bibr" rid="ref162">Sheng et al., 2022</xref>). Numerous studies have used compound biomarkers to enable more sensitive detection and early disease diagnosis. For example, diet, GM, and microRNAs can detect MCI patients (<xref ref-type="bibr" rid="ref219">Zhang X. et al., 2021</xref>). The combination of inflammatory factors (IL-6 and interferon-&#x03B3;), phosphatidylcholine, and single-chain fatty acid-producing bacteria enables early diagnosis of AD (<xref ref-type="bibr" rid="ref64">Gu et al., 2021</xref>). Hence, gut biomarkers may be a non-invasive and cost-effective diagnostic tool for early AD screening (<xref rid="tab1" ref-type="table">Table 1</xref>) summarizes the latest potential human intestinal biomarkers.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Microbiome-based biomarkers in humans (&#x2191;: increase; &#x2193;: decrease; &#x2191;&#x2191;: significant increase; &#x2193;&#x2193;; significant).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">References</th>
<th align="left" valign="top">Country</th>
<th align="left" valign="top">Study cohort and design</th>
<th align="left" valign="top">Samples and methods</th>
<th align="left" valign="top">Results</th>
<th align="left" valign="top">Biomarker/s proposed</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref189">Vogt et al. (2018)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;40), MCI patients (<italic>n</italic>&#x2009;=&#x2009;35), NC (<italic>n</italic>&#x2009;=&#x2009;335)</td>
<td align="left" valign="middle">Cerebrospinal TMAO levels measurement and relationships between CSF TMAO and CSF biomarkers of AD</td>
<td align="left" valign="middle">1.<bold>&#x2191;</bold> TMAO in AD and MCI compared to controls<break/>2. Elevated CSF TMAO is associated with biomarkers of AD pathology</td>
<td align="left" valign="middle">TMAO</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref113">Liu P. et al. (2019)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;33), aMCI patients (<italic>n</italic>&#x2009;=&#x2009;32), NC (<italic>n</italic>&#x2009;=&#x2009;32)</td>
<td align="left" valign="middle">Phylogenetic analysis of communities using 16S rRNA MiSeq sequencing and reconstruction of the feces</td>
<td align="left" valign="middle">1.<bold>&#x2193;</bold> Microbial diversity in AD compared to MCI and controls<break/>2.<bold>&#x2193;</bold> <italic>Firmicutes</italic> in AD compared to controls<break/>3.<bold>&#x2191;</bold> <italic>Proteobacteria</italic> in AD compared to controls<break/>4.<bold>&#x2191;</bold> <italic>Gammaproteobacteria</italic>, <italic>Enterobacteriales</italic>, and <italic>Enterobacteriaceae</italic> in AD &#x003E; MCI&#x2009;&#x003E;&#x2009;controls</td>
<td align="left" valign="middle">
<italic>Enterobacteriaceae</italic>
</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref104">Li et al. (2019)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;30), MCI patients (<italic>n</italic>&#x2009;=&#x2009;30), NC (<italic>n</italic>&#x2009;=&#x2009;30)</td>
<td align="left" valign="middle">Analysis of microbiome community in the feces and blood via 16SrRNA sequencing</td>
<td align="left" valign="middle">1.<bold>&#x2193;</bold> Microbial diversity in AD and MCI compared to controls<break/>2.11 genera in the feces (<bold>&#x2191;</bold> <italic>Dorea</italic>, <italic>Lactobacillus</italic>, <italic>Streptococcus</italic>, <italic>Bifidobacterium, Blautia</italic>, and <italic>Escherichia</italic>&#xFF1B;<bold>&#x2193;</bold> <italic>Alistipes</italic>, <italic>Bacteroides</italic>, <italic>Parabacteroides</italic>, <italic>Sutterella</italic>, and <italic>Paraprevotella</italic>) and in the blood (<bold>&#x2191;</bold> <italic>Propionibacterium</italic>, <italic>Pseudomonas</italic>, <italic>Glutamicibacter</italic>, <italic>Escherichia</italic>, and <italic>Acidovora</italic>;<bold>&#x2193;</bold> <italic>Acinetobacter</italic>, <italic>Aliihoeflea</italic>, <italic>Halomonas</italic>, <italic>Leucobacter</italic>, <italic>Pannonibacter</italic>, and <italic>Ochrobactrum</italic>) between AD, MCI and controls</td>
<td align="left" valign="middle">Microbial diversity</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref135">Nho et al. (2019)</xref>
</td>
<td align="left" valign="middle">USA<break/>ADNI<break/>ADMC</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;305), EMCI patients (<italic>n</italic>&#x2009;=&#x2009;284), LMCI patients (<italic>n</italic>&#x2009;=&#x2009;505), SMC patients (<italic>n</italic>&#x2009;=&#x2009;98), NC<break/>(<italic>n</italic>&#x2009;=&#x2009;370)</td>
<td align="left" valign="middle">targeted metabolomic profiling of the Serum levels of 20 primary and secondary BA metabolite</td>
<td align="left" valign="middle">1. Three BA (<bold>&#x2191;</bold> GDCA: CA, TDCA: CA, and GLCA: CDCA)signatures were associated with<bold>&#x2193;</bold> CSF A&#x03B2;<sub>1-42</sub> (&#x201C;A&#x201D;)<break/>2. Three BA (<bold>&#x2191;</bold> GCDCA&#x3001;GLCA and TLCA) with<bold>&#x2191;</bold> CSF p-tau181 (&#x201C;T&#x201D;)<break/>3. The CSF t-tau, glucose metabolism, and atrophy (&#x201C;N&#x201D;) were connected to three, twelve, and fourteen BA signatures, respectively</td>
<td align="left" valign="middle">BA</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref147">Plagman et al. (2019)</xref>
</td>
<td align="left" valign="middle">Ames ADNI</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;66), MCI patients (<italic>n</italic>&#x2009;=&#x2009;135), NC (<italic>n</italic>&#x2009;=&#x2009;86)</td>
<td align="left" valign="middle">Targeted quantitation</td>
<td align="left" valign="middle">1.<bold>&#x2191;</bold> CCK was a strong relationship associated with<bold>&#x2191;</bold>tau levels<break/>2.<bold>&#x2191;</bold> CCK was related to<bold>&#x2191;</bold>global and memory scores<break/>3.<bold>&#x2191;</bold> CCK was related to<bold>&#x2191;</bold>gray matter volume</td>
<td align="left" valign="middle">CCK</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref172">Stadlbauer et al. (2020)</xref>
</td>
<td align="left" valign="middle">Austria</td>
<td align="left" valign="middle">Dementia patients (<italic>n</italic>&#x2009;=&#x2009;23), NC (<italic>n</italic>&#x2009;=&#x2009;18)</td>
<td align="left" valign="middle">GM composition, gut barrier dysfunction, bacterial translocation, and inflammation were assessed from stool and serum samples by 16SrRNA sequencing, QIIME 2, Calypso 7.14 tools, and ELISA</td>
<td align="left" valign="middle">1.<bold>&#x2193;&#x2193;</bold> <italic>Lachnospiraceae</italic>, genus <italic>Lachnospiraceae NK4A136</italic> group in dementia.<break/>2.<bold>&#x2193;</bold> <italic>Eubacterium rectale</italic> in dementia.<break/>3.<bold>&#x2191;</bold> DAO and sCD14 in dementia.<break/>4. <italic>Faecalibacterium prausnitzii</italic> was associated with mild dementia; <italic>Lactobacillus amylovorus</italic> was associated with moderate dementia; <italic>Clostridium clostridiforme</italic> and <italic>Streptococcus salivarius</italic> were associated with Severe dementia</td>
<td align="left" valign="middle"><italic>Lachnospiraceae NK4A136</italic> group, DAO, sCD14</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref133">Nagpal et al. (2020)</xref>
</td>
<td align="left" valign="middle">USA</td>
<td align="left" valign="middle">MCI (<italic>n</italic>&#x2009;=&#x2009;11), CN (<italic>n</italic>&#x2009;=&#x2009;6)</td>
<td align="left" valign="middle">16SrRNA sequencing and fungal rRNA ITS1 sequencing of fecal bacterial and mycobiome</td>
<td align="left" valign="middle">1.<bold>&#x2191;</bold> <italic>Genera Botrytis</italic>, <italic>Kazachstania</italic>, <italic>Phaeoacremonium</italic>, <italic>Cladosporium</italic>, and families <italic>Sclerotiniaceae</italic>, <italic>Phaffomyceteceae</italic>, <italic>Trichocomaceae</italic>, <italic>Cystofilobasidiaceae</italic>, and <italic>Togniniaceae</italic> in MCI compared to CN<break/>2. Meyerozyma in MCI&#x003C; CN<break/>3. Different correlation patterns with AD markers and GM are displayed by specific fungal species (<italic>Debariomyce</italic>, <italic>Sarocladium</italic>, <italic>Filobasidium</italic>, <italic>Candida,</italic> and <italic>Cladosporium</italic>)</td>
<td align="left" valign="middle">Mycobiome signatures</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref121">Marizzoni et al. (2020)</xref>
</td>
<td align="left" valign="middle">Italy</td>
<td align="left" valign="middle">Eighty-nine, older persons with a cognitive performance from normal to dementia</td>
<td align="left" valign="middle">ELISA measured blood levels of LPS, and SCFAs by mass spectrometry</td>
<td align="left" valign="middle">1.<bold>&#x2191;</bold> Blood LPS, acetate and valerate, pro-inflammatory cytokines, and biomarkers of endothelial dysfunction in dementia<break/>2.<bold>&#x2193;</bold> Butyrate and the anti-inflammatory cytokine IL10 in dementia</td>
<td align="left" valign="middle">SCFAs and LPS</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref202">Wu L. et al. (2021)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;27), aMCI patients (<italic>n</italic>&#x2009;=&#x2009;22), NC (<italic>n</italic>&#x2009;=&#x2009;28)</td>
<td align="left" valign="middle">LC/GC/MS metabolomics profiling of fecal microbiome</td>
<td align="left" valign="middle">1.<bold>&#x2193;</bold> Tryptophan metabolites in MCI and, more pronounced, in AD compared to controls<break/>2.<bold>&#x2193;&#x2193;</bold> SCFAs (formic acid, acetic acid, propanoic acid, 2-methylbutyric acid, and isovaleric acid) in AD compared to controls&#xFF1B;<bold>&#x2193;</bold> in MCI compared to controls</td>
<td align="left" valign="middle">Indole-3-pyruvic acid five SCFAs</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref109">Ling et al. (2021)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;100), NC (<italic>n</italic>&#x2009;=&#x2009;71)</td>
<td align="left" valign="middle">16SrRNA Miseq sequencing of fecal microbiome</td>
<td align="left" valign="middle">1.<bold>&#x2193;</bold> Microbial diversity in AD compared to controls<break/>2.<bold>&#x2193;</bold> Butyrate-producing bacteria (<italic>Faecalibacterium</italic>) in AD<break/>3.<bold>&#x2191;</bold> Lactate-producing bacteria (<italic>Bifidobacterium</italic>) in AD</td>
<td align="left" valign="middle"><italic>Faecalibacterium</italic>, <italic>Bifidobacterium</italic></td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref219">Zhang X. et al. (2021)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">MCI patients (<italic>n</italic>&#x2009;=&#x2009;75), NC (<italic>n</italic>&#x2009;=&#x2009;52)</td>
<td align="left" valign="middle">16SrDNA gene sequencing of fecal microbiome and serum miRNA expression</td>
<td align="left" valign="middle">1.<bold>&#x2193;</bold> Microbial diversity, <italic>Faecalibacterium</italic>, <italic>Ruminococcaceae</italic>, and <italic>Alipstes</italic> in MCI compared to controls<break/>2.<bold>&#x2191;</bold> <italic>Proteobacteria</italic> and <italic>Gammaproteobacteria</italic> in MCI compared to controls</td>
<td align="left" valign="middle">Gut microbiota composition&#x2009;+&#x2009;diet quality scores&#x2009;+&#x2009;serum miRNA</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref187">Verhaar et al. (2022)</xref>
</td>
<td align="left" valign="middle">Amsterdam</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;33), MCI patients (<italic>n</italic>&#x2009;=&#x2009;21), SCD patients (<italic>n</italic>&#x2009;=&#x2009;116)</td>
<td align="left" valign="middle">16SrRNA Miseq sequencing of fecal microbiome and CSF A&#x03B2;, p-tau</td>
<td align="left" valign="middle">1.<bold>&#x2191;</bold> <italic>Clostridium leptum</italic>,<bold>&#x2193;</bold> <italic>Eubacterium</italic> ventriosum group spp., <italic>Lachnospiraceae</italic> spp., <italic>Marvinbryantia</italic> spp., <italic>Monoglobus</italic> spp., <italic>Ruminococcus</italic> torques group spp., <italic>Roseburia hominis</italic>, and <italic>Christensenellaceae R-7</italic> spp. with higher odds of amyloid positivity<break/>2.<bold>&#x2193;</bold> <italic>Lachnospiraceae spp.</italic>, <italic>Lachnoclostridium spp.</italic>, <italic>Roseburia hominis</italic>, and <italic>Bilophila wadsworthia</italic> with higher odds of positive p-tau status</td>
<td align="left" valign="middle">SCFA-producing microorganisms</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref162">Sheng et al. (2022)</xref>
</td>
<td align="left" valign="middle">China</td>
<td align="left" valign="middle">AD patients (<italic>n</italic>&#x2009;=&#x2009;11), MCI patients (<italic>n</italic>&#x2009;=&#x2009;11), CN&#x2212; participants (<italic>n</italic>&#x2009;=&#x2009;34), CN+ participants (<italic>n</italic>&#x2009;=&#x2009;32)</td>
<td align="left" valign="middle">16SrRNA Miseq sequencing of fecal microbiome and MSD quantifying the plasma A&#x03B2;<sub>40</sub>, A&#x03B2;<sub>42</sub>, and A&#x03B2;<sub>42</sub>/A&#x03B2;<sub>40</sub></td>
<td align="left" valign="middle">1.<bold>&#x2191;&#x2191;</bold> The relative abundance of phylum Bacteroidetes in CN+ compared to CN&#x2212;<break/>2.<bold>&#x2193;&#x2193;</bold> <italic>Phylum Firmicutes</italic> and <italic>class Deltaproteobacteria</italic> in CN+ compared to CN&#x2212;<break/>3. The relative abundance of <italic>phylum Firmicutes</italic> and its corresponding SCFA-producing bacteria in CN&#x2212;&#x2009;&#x003E;&#x2009;CN+&#x2009;&#x003E;&#x2009;CI</td>
<td align="left" valign="middle">Plasma A&#x03B2;&#x2009;+&#x2009;gut microbiota</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref138">Ouanes et al. (2022a)</xref>
</td>
<td align="left" valign="middle">Switzerland</td>
<td align="left" valign="middle">CI patients (<italic>n</italic>&#x2009;=&#x2009;93), CN participants (<italic>n</italic>&#x2009;=&#x2009;52)</td>
<td align="left" valign="middle">ELISA, CLIA</td>
<td align="left" valign="middle">1.<bold>&#x2191;</bold> CSF cortisol was associated with<bold>&#x2193;</bold>global cognitive performance and<bold>&#x2191;</bold>disease severity at baseline<break/>2.<bold>&#x2191;</bold> Cortisol and cortisol/DHEAS ratio were associated with<bold>&#x2191;</bold>tau and p-tau CSF levels and<bold>&#x2193;</bold> amygdala and insula volumes at baseline</td>
<td align="left" valign="middle">Cortisol and DHEAS</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>AD, Alzheimer disease; MCI, mild cognitive impaired; aMCI, amnestic mild cognitive impairment; SMC, significant memory concern; EMCI, early mild cognitive impairment; LMCI, late mild cognitive impairment; NC, normal controls; CN, cognitively normal; CN&#x2212;, A&#x03B2;-negative cognitively normal; CN+, A&#x03B2;-positive cognitively normal; CI, cognitive impairment; GM, gut microbiome; CSF, cerebrospinal fluid; GC, gas chromatography; LC, liquid chromatography; MS, mass spectrometry; BA, Bile acid; LPS, Lipopolysaccharides; SCFAs, short chain fatty acids; TMAO, Trimethylamine N-oxide; ADNI, Alzheimer&#x2019;s Disease Neuroimaging Initiative; ADMC, Alzheimer Disease Metabolomics Consortium; A&#x03B2;, amyloid-&#x03B2;; CA, cholic acid; CDCA, chenodeoxycholic acid; GCDCA, glycochenodeoxycholic acid; GDCA, glycodeoxycholic acid; GLCA, glycolithocholic acid; TLCA, taurolithocholic acid; CCK, Cholecystokinin; DAO, diaminooxidase; sCD14, soluble CD 14; 16SrDNA, 16Sribosomal DNA; 16SrRNA, 16Sribosomal RNA; ELISA, Enzyme linked immunosorbent assays; CLIA, chemiluminescence immunoassay; DHEAS, Dehydroepiandrosterone sulfate; MSD, meso scale discovery; USA, United States of America; p-tau, phosphorylated tau.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="sec15">
<label>4.</label>
<title>Computation and modeling of the gut microbiome and its implication in diagnostic biomarkers and therapeutics identification</title>
<p>With the rapid development of genomics, metabolomics, proteomics of blood, and other assays, the human microbiome is increasingly used as a diagnostic and therapeutic biomarkers (<xref ref-type="bibr" rid="ref200">Wirbel et al., 2021</xref>). Given the high degree of disease heterogeneity in the population, the use of artificial intelligence (AI) and machine learning (ML) to generate predictive models allows for the more precise development of individualized treatment plans (<xref ref-type="bibr" rid="ref92">Kaur et al., 2021</xref>). The latest large-scale meta-analysis on human gut metagenomics encompasses many diseases, different sequencing technologies, and analytical tools (<xref ref-type="bibr" rid="ref200">Wirbel et al., 2021</xref>). The investigators developed SIAMCAT, a universal R toolbox for ML-based comparative metagenomics, and demonstrated its capability in a meta-analysis of fecal macro-genomic studies (10,803 samples). Some biomarkers were found to be shared in multiple contexts (<xref ref-type="bibr" rid="ref200">Wirbel et al., 2021</xref>). Wang et al. constructed a context-sensitive network to prioritize and identify 8,094 potential microglia-microbial metabolite-gene-pathway-phenotype interactions in AD. The study comprehensively characterized a computational approach to complex gut-microbial metabolite-microglial-gene-pathway-phenotype-brain connections in AD by innovatively bringing together the large amount of publicly available data collected (<xref ref-type="bibr" rid="ref191">Wang et al., 2021</xref>). By identifying gut microbial metabolites and understanding their function in AD, it may be possible to gain new knowledge about the underlying mechanisms underlying AD etiology and open new avenues for AD treatment and prevention (<xref ref-type="bibr" rid="ref191">Wang et al., 2021</xref>). Kaur et al. proposed a framework for integrating multi-omics data by understanding the epigenetic regulation of the gut-brain axis, which could further precise detection and the development of treatments for disorders of the CNS (<xref ref-type="bibr" rid="ref92">Kaur et al., 2021</xref>).</p>
<p>In proteomics, a recent study proposes a framework for microbiome computation, MetaProClust-mass spectrometry (MS) 1 (<xref ref-type="bibr" rid="ref166">Simopoulos et al., 2022</xref>). The framework can evaluate and identify hippocampal proteomic changes in a mouse model of AD after small molecule treatment, validating that MetaProClust-MS1 can be used to screen microbiome and single species proteome and extended to any proteomics experiment (<xref ref-type="bibr" rid="ref166">Simopoulos et al., 2022</xref>). The study suggests that MetaProClust-MS1 can be used for large-scale proteomic and clinical diagnostic screening (<xref ref-type="bibr" rid="ref166">Simopoulos et al., 2022</xref>). In addition, numerous recent studies have begun experimenting with gut-based diagnostic models for identifying AD and obtained promising results (<xref ref-type="bibr" rid="ref86">Jung et al., 2022</xref>; <xref ref-type="bibr" rid="ref91">Kaleck&#x00FD; et al., 2022</xref>; <xref ref-type="bibr" rid="ref162">Sheng et al., 2022</xref>).</p>
</sec>
<sec id="sec16">
<label>5.</label>
<title>Potential targeted therapies for gut microbiome</title>
<p>Indeed, based on the solid evidence that the MGBA mediates AD pathology, GM is emerging as a potential target for treating AD (<xref ref-type="bibr" rid="ref157">Seo et al., 2019</xref>). Recently, researchers have been targeting therapies to regulate GM in various ways, such as diet (<xref ref-type="bibr" rid="ref60">Ghosh et al., 2020</xref>; <xref ref-type="bibr" rid="ref128">Moreno-Arribas et al., 2020</xref>). In a review by Varesi et al., numerous promising dietary therapies were systematically reviewed, including the Mediterranean diet, Dietary Approaches to Stop Hypertension (DASH), the Mediterranean-DASH Neurodegenerative Delay Intervention diet, and the ketogenic diet, and intermitting fasting might be a promising protective dietary strategy for dementia (<xref ref-type="bibr" rid="ref145">Park S. et al., 2020</xref>; <xref ref-type="bibr" rid="ref186">Varesi et al., 2022b</xref>). In addition, fecal microbiota transplantation (FMT) is a method of repairing dysbiotic gut by re-cloning the normal microbiota into the &#x201C;diseased&#x201D; intestine (<xref ref-type="bibr" rid="ref68">Gupta et al., 2016</xref>; <xref ref-type="bibr" rid="ref123">Matheson and Holsinger, 2023</xref>). Although promising results such as restoration of microbiota composition, improved cognitive performance, and reduction in amyloid accumulation and tau expression have been observed in mice in several studies that have been reported (<xref ref-type="bibr" rid="ref45">Dodiya et al., 2019</xref>; <xref ref-type="bibr" rid="ref176">Sun et al., 2019</xref>), current studies in humans remain in the single digits. Therefore, more human studies are needed before pointing to FMT as a complementary therapy for AD. In the meantime, the researchers have tried other treatments, like probiotics (<xref ref-type="bibr" rid="ref9">Athari Nik Azm et al., 2018</xref>; <xref ref-type="bibr" rid="ref17">Bonfili et al., 2018</xref>), prebiotics (<xref ref-type="bibr" rid="ref136">Nishikawa et al., 2021</xref>), nanotechnology (<xref ref-type="bibr" rid="ref107">Li et al., 2021</xref>; <xref ref-type="bibr" rid="ref149">Qu et al., 2022</xref>; <xref ref-type="bibr" rid="ref213">Yang et al., 2022</xref>) and neurotherapy (<xref ref-type="bibr" rid="ref70">He et al., 2021</xref>).</p>
<p>Currently, researchers are working to develop new drugs based on gut regulatory mechanisms. Sodium mannitrate (GV-971), a mixture of acidic linear oligosaccharides that inhibits intestinal microbiome dysbiosis and associated phenylalanine/isoleucine accumulation, treats neuroinflammation, and reverses CI, was approved for the first time in China for treatment of mild to moderate AD in 2019 and approved by the Food and Drug Administration (FDA) to carry out a phase III clinical study in 2020 (<xref ref-type="bibr" rid="ref177">Syed, 2020</xref>). The approved anti-AD drugs by the FDA are relatively specific to a single target, like anti-amyloid drugs, acetylcholinesterase inhibitors, and NMDA antagonists. The difference is that traditional Chinese medicine (TCM) has multi-component, multi-target, and multi-pathway characteristics (<xref ref-type="bibr" rid="ref120">Maimaiti et al., 2021</xref>). Some herbal medicines improve AD by modulating the GM and endogenous metabolites (<xref ref-type="bibr" rid="ref116">Lu et al., 2019</xref>; <xref ref-type="bibr" rid="ref110">Liu Y. et al., 2019</xref>), such as GuanXinNing ingredients, which exert an anti-AD effect by regulating <italic>Akkermansia</italic> and the <italic>dgA-11_gut_group</italic> and ameliorating GM dysbiosis (<xref ref-type="bibr" rid="ref221">Zhang F. et al., 2021</xref>). Ginseng Radix Et Rhizoma and Poria were one of the main medication combinations used to treat dementia, according to earlier Chinese medical literature (<xref ref-type="bibr" rid="ref195">Wang et al., 2018</xref>), and the combination with donepezil may increase the efficacy of improving cognitive levels (<xref ref-type="bibr" rid="ref108">Lin and Chen, 2018</xref>). Danshen, Chuanxiong, and their active ingredients have neuroprotective effects (<xref ref-type="bibr" rid="ref226">Zhou et al., 2016</xref>), respectively salvianolic acid A and salvianolic acid B, as well as ferulic acid, act by regulating the host metabolites (<xref ref-type="bibr" rid="ref106">Li et al., 2020</xref>; <xref ref-type="bibr" rid="ref167">Song et al., 2020</xref>). Moreover, G. elata contains gastrodin mechanisms of action, including modulation of neurotransmitters, exerting antioxidant and anti-inflammatory effects, inhibiting microglia activation, regulating mitochondrial cascades, and upregulating neurotrophic factors (<xref ref-type="bibr" rid="ref111">Liu et al., 2018</xref>). Lanolin inhibits the cAMP-PKA-CREB-HDAC3 pathway in AD microglia and exerts anti-inflammatory effects (<xref ref-type="bibr" rid="ref220">Zhang S. et al., 2022</xref>). This shows that some TCM has recently been gradually tried in treating AD, and their positive efficacy in animal models has been verified. We summarize recent microbial-based targeted therapies, focusing on traditional Chinese herbal formulas containing various natural ingredients (<xref rid="tab2" ref-type="table">Table 2</xref>). However, it is undeniable that herbal attempts are still stuck in animal models, and the safety, as well as tolerability of the drugs, still need to be tested over a long period. Nonetheless, it still gives us a new direction for drug development to overcome this devastating disease.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Microbiome-based targeted medication.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">References</th>
<th align="left" valign="top">Research subjects and numbers</th>
<th align="left" valign="top">Type of studies</th>
<th align="left" valign="top">Name of the medication</th>
<th align="left" valign="top">Medicinal ingredients</th>
<th align="left" valign="top">Medication usage and durations</th>
<th align="left" valign="top">Outcomes</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref194">Wang et al. (2019)</xref>
</td>
<td align="left" valign="middle">Six-month-old male SAMP8; two groups of 11 mice each</td>
<td align="left" valign="middle">RCT</td>
<td align="left" valign="middle">LW</td>
<td align="left" valign="middle">CA-30, an oligosaccharide, mainly composed of stachyose and mannotriose</td>
<td align="left" valign="middle">Intragastric administration of CA-30 (0.1&#x2009;mL/10&#x2009;g body weight) once daily for 199&#x2009;days</td>
<td align="left" valign="middle">Ameliorated the intestinal microbiome, rebalanced the NIM network, and improved cognitive impairments</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref193">Wang T. et al. (2020)</xref>
</td>
<td align="left" valign="middle">The placebo (<italic>n</italic>&#x2009;=&#x2009;85) 600-mg (<italic>n</italic>&#x2009;=&#x2009;84) 900-mg groups (<italic>n</italic>&#x2009;=&#x2009;86)</td>
<td align="left" valign="middle">Multicenter, randomized, double-blind, placebo parallel controlled phase II clinical trial</td>
<td align="left" valign="middle">GV-971</td>
<td align="left" valign="middle">Sodium oligomannate, a marine-derived oligosaccharide</td>
<td align="left" valign="middle">Three capsule 150-mg GV-971 capsules b.i.d. (900-mg group), two 150-mg GV-971 capsules plus one placebo capsule b.i.d. (600-mg group), or three placebo capsules b.i.d. for 24&#x2009;weeks</td>
<td align="left" valign="middle">Safe and well tolerated, carry out a phase III clinical trial for GV-971 with the chosen dosage of 900&#x2009;mg</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref221">Zhang F. et al. (2021)</xref>
</td>
<td align="left" valign="middle">WHBE rabbits aged 2&#x2013;3&#x2009;months (2&#x2013;2.5&#x2009;kg) NC group (normal chow, <italic>n</italic>&#x2009;=&#x2009;6), the AD group (2% cholesterol diet, <italic>n</italic>&#x2009;=&#x2009;6), and the GXN group (2% cholesterol diet&#x2009;+&#x2009;GXN intervention, <italic>n</italic>&#x2009;=&#x2009;6)</td>
<td align="left" valign="middle">RCT</td>
<td align="left" valign="middle">GXN</td>
<td align="left" valign="middle">composed of two Chinese herbs: Salvia miltiorrhiza Bge and Ligusticum chuanxiong Hort</td>
<td align="left" valign="middle">Orally administered 250&#x2009;mg/kg GXN daily for 12&#x2009;weeks</td>
<td align="left" valign="middle">Improving GM, host metabolites, and neuronal apoptosis, reducing cholesterol levels and A&#x03B2; deposition, and improving memory and behaviors</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref206">Xiao et al. (2021)</xref>
</td>
<td align="left" valign="middle">Mild-to-moderate AD the placebo (<italic>n</italic>&#x2009;=&#x2009;410) GV-971&#x2013;900&#x2009;mg (<italic>n</italic>&#x2009;=&#x2009;408)</td>
<td align="left" valign="middle">A phase 3, double-blind, placebo-controlled trial</td>
<td align="left" valign="middle">GV-971</td>
<td align="left" valign="middle">Sodium oligomannate, a marine-derived oligosaccharide</td>
<td align="left" valign="middle">450&#x2009;mg of GV-971 or a placebo twice daily for 36&#x2009;weeks</td>
<td align="left" valign="middle">Safe, well-tolerated, and significantly effective and persistent in enhancing cognition in observation periods</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref64">Gu et al. (2021)</xref>
</td>
<td align="left" valign="middle">8-month-old APP/PS1 transgenic mice (<italic>n</italic>&#x2009;=&#x2009;11) WT mice (<italic>n</italic>&#x2009;=&#x2009;11)</td>
<td align="left" valign="middle">RCT</td>
<td align="left" valign="middle">HLJDD</td>
<td align="left" valign="middle">TCM is made up of the following components in the following proportions: Fructus Gardeniae (Fg), Cortex phellodendri (Cp), Radix scutellariae (Rs), and Rhizoma coptidis (Rc) in a weight ratio of 3:2:2:3</td>
<td align="left" valign="middle">HLJDD was continuously administered for 4&#x2009;months, along with H-L (172&#x2009;mg/kg/day) and H-H (344&#x2009;mg/kg/day)</td>
<td align="left" valign="middle">Improves intestinal dysregulation and reduces A&#x03B2; aggregation, which lowers neuroinflammation and improves cognition</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref209">Xiong et al. (2022)</xref>
</td>
<td align="left" valign="middle">Normal group (<italic>n</italic>&#x2009;=&#x2009;14)<break/>model group (<italic>n</italic>&#x2009;=&#x2009;14)<break/>sham operation group (<italic>n</italic>&#x2009;=&#x2009;14)<break/>low-dose group (<italic>n</italic>&#x2009;=&#x2009;14)<break/>medium-dose group (<italic>n</italic>&#x2009;=&#x2009;14)<break/>high-dose group (<italic>n</italic>&#x2009;=&#x2009;14)<break/>positive groups (<italic>n</italic>&#x2009;=&#x2009;14)</td>
<td align="left" valign="middle">RCT</td>
<td align="left" valign="middle">QWF (a classic Chinese formulation)</td>
<td align="left" valign="middle">Contains seven herbal medicines, including the bark of Cinnamomum cassia Presl, the root of Polygala tenuifolia Willd., and the sclerotium of Poria cocos (Schw.) Wolf, and the root and rhizome of Panax ginseng C. A. Mey, the root and rhizome of Acorus tatarinowii Schott, the root of Asparagus cochinchinensis (Lour.) Merr, and the root bark of Lycium chinense Mill</td>
<td align="left" valign="middle">Daily with QWF/ 4&#x2009;weeks., 5.6&#x2009;g/kg/day (low dose), 11.2&#x2009;g/kg/day (medium dose), 22.4&#x2009;g/kg/day (high dose)</td>
<td align="left" valign="middle">Decrease the deposition of A&#x03B2;<sub>1-42</sub>, downregulate the expression of NF-&#x03BA;B, TNF-&#x03B1;, and IL-6, suppress pro-inflammatory factors, and modulate the intestinal microbiome</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref220">Zhang S. et al. (2022)</xref>
</td>
<td align="left" valign="middle">WT group (<italic>n</italic>&#x2009;=&#x2009;7)<break/>Tg group (<italic>n</italic>&#x2009;=&#x2009;10)<break/>LS group (<italic>n</italic>&#x2009;=&#x2009;9)<break/>HS (100&#x2009;mg/kg) group (<italic>n</italic>&#x2009;=&#x2009;9)</td>
<td align="left" valign="middle">RCT</td>
<td align="left" valign="middle">Erigeron breviscapus (Chinese herb)</td>
<td align="left" valign="middle">Scutellarin, a flavonoid purified</td>
<td align="left" valign="middle">Oral gavage (0.3&#x2009;mL/day)<break/>every afternoon on weekdays/2&#x2009;months<break/>(20&#x2009;mg/kg)</td>
<td align="left" valign="middle">Improved pathology, neuroinflammation, and cognitive deficits and reversed the association between acetylated histone 3 and IL-1&#x03B2; promoter</td>
</tr>
<tr>
<td align="left" valign="middle">
<xref ref-type="bibr" rid="ref52">Fasina et al. (2022)</xref>
</td>
<td align="left" valign="middle">NC (<italic>n</italic>&#x2009;=&#x2009;10)<break/>Dgal group (<italic>n</italic>&#x2009;=&#x2009;10)<break/>Dgal&#x2009;+&#x2009;Done 3&#x2009;mg/kg group (<italic>n</italic>&#x2009;=&#x2009;10)<break/>Dgal&#x2009;+&#x2009;Gas 3&#x2009;mg/kg (<italic>n</italic>&#x2009;=&#x2009;10)<break/>Dgal&#x2009;+&#x2009;Gas 90&#x2009;mg/kg (<italic>n</italic>&#x2009;=&#x2009;10)<break/>Dgal&#x2009;+&#x2009;Gas 210&#x2009;mg/kg groups (<italic>n</italic>&#x2009;=&#x2009;10)</td>
<td align="left" valign="middle">RCT</td>
<td align="left" valign="middle">Gastrodia elata</td>
<td align="left" valign="middle">Gas (principal), parishin, p-hydroxybenzyl alcohol, vanillin, and vanillyl alcohol compounds</td>
<td align="left" valign="middle">Water was administered to the control and Dgal groups, while the other groups received the corresponding medication dosage orally once daily for 9&#x2009;weeks</td>
<td align="left" valign="middle">Targeting the MGBA and mitigating neuron inflammation. Improves the memory</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>CRS, cross-sectional study; RCT, randomized controlled trial; LW, Liuwei Dihuang decoction; SAMP8, senescence-accelerated mouse prone 8; NC, normal control; NIM, neuroendocrine immunomodulation; GXN, GuanXinNing Tablet; WHBE, white hair and black eyes; HLJDD, Huanglian Jiedu decoction; TCM, Traditional Chinese medicine; WT, wild-type mice; H-H, HLJDD with high dosage; H-L, HLJDD with low dosage; QWF, Qisheng Wan formula; IL-1&#x03B2;, interleukin-1&#x03B2;; Tg, The APP/PS1 transgenic mice; LS, low concentration; HS, high concentration; Gas, gastrodin; Dgal, D-galactose; Done, donepezil; GM, gut microbiome; MGBA, microbiome-gut-brain axis; NF-&#x03BA;B, nuclear factor-&#x03BA;B.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec17" sec-type="conclusions">
<label>6.</label>
<title>Conclusion</title>
<p>GM exerts a significant role in AD pathogenesis by affecting brain function directly or indirectly. In this review, we address dysbiosis and identify the important roles of GM, permeability alterations, bacterial metabolites, gut hormones, and inflammatory factors in AD as potential preclinical and clinical biomarkers and potential target treatment effects. A single biomarker may not be enough to comprehend AD&#x2019;s pathophysiology. The early and precise identification of preclinical AD and monitoring of disease progression at different stages, using the combination of different sensitive intestinal biomarkers and composite biomarkers of plasma, neuroimages, saliva, and other binding substances, may be one of the tools for a more precise diagnosis. However, the reproducibility and accuracy of gut biomarker applications remain to be addressed and need to be further validated on a larger scale and with larger sample sizes. Nevertheless, the potentially reliable intestinal biomarkers in human AD clinical studies will provide insight into the future of early, accurate, non-invasive diagnosis. Notably, applying AI and ML makes applying gut biomarkers a vast prospect. Identifying possible targeted therapeutic efficacy in herbs that modify the balance of the intestinal environment to alleviate AD pathology and enhance cognitive-behavioral symptoms provides us with optimism in the battle against AD. Future attempts at combining gut modulation with other drugs for AD pathogenesis may yield new and surprising efficacy and provide new ideas for future AD treatment.</p>
</sec>
<sec id="sec18">
<title>Author contributions</title>
<p>YZ and MA-N conception and literature review. CoD writing&#x2013;original draft and illustrated paintings. LZ and ChD supervised and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="sec20" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnins.2023.1130730/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnins.2023.1130730/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.DOCX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><collab id="coll1">2022 Alzheimer&#x2019;s disease facts and figures</collab></person-group> (<year>2022</year>). <article-title>2022 Alzheimer&#x2019;s disease facts and figures</article-title>. <source>Alzheimers Dement</source> <volume>18</volume>, <fpage>700</fpage>&#x2013;<lpage>789</lpage>. doi: <pub-id pub-id-type="doi">10.1002/alz.12638</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abdel-Haq</surname> <given-names>R.</given-names></name> <name><surname>Schlachetzki</surname> <given-names>J. C. M.</given-names></name> <name><surname>Glass</surname> <given-names>C. K.</given-names></name> <name><surname>Mazmanian</surname> <given-names>S. K.</given-names></name></person-group> (<year>2019</year>). <article-title>Microbiome&#x2013;microglia connections via the gut&#x2013;brain axis</article-title>. <source>J. Exp. Med.</source> <volume>216</volume>, <fpage>41</fpage>&#x2013;<lpage>59</lpage>. doi: <pub-id pub-id-type="doi">10.1084/jem.20180794</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll2">ADI-Dementia Statistics</collab></person-group> (<year>2022</year>). Alzheimer&#x2019;s disease international. Available at: <ext-link xlink:href="https://www.alzint.org/about/dementia-facts-figures/dementia-statistics/" ext-link-type="uri">https://www.alzint.org/about/dementia-facts-figures/dementia-statistics/</ext-link></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Akingbade</surname> <given-names>O. E. S.</given-names></name> <name><surname>Gibson</surname> <given-names>C.</given-names></name> <name><surname>Kalaria</surname> <given-names>R. N.</given-names></name> <name><surname>Mukaetova-Ladinska</surname> <given-names>E. B.</given-names></name></person-group> (<year>2018</year>). <article-title>Platelets: peripheral biomarkers of dementia?</article-title> <source>J. Alzheimers Dis.</source> <volume>63</volume>, <fpage>1235</fpage>&#x2013;<lpage>1259</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-180181</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albuquerque</surname> <given-names>M. S.</given-names></name> <name><surname>Mahar</surname> <given-names>I.</given-names></name> <name><surname>Davoli</surname> <given-names>M. A.</given-names></name> <name><surname>Chabot</surname> <given-names>J.-G.</given-names></name> <name><surname>Mechawar</surname> <given-names>N.</given-names></name> <name><surname>Quirion</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Regional and sub-regional differences in hippocampal GABAergic neuronal vulnerability in the TgCRND8 mouse model of Alzheimer&#x2019;s disease</article-title>. <source>Front. Aging Neurosci.</source> <volume>7</volume>:<fpage>30</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2015.00030</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Allam-Ndoul</surname> <given-names>B.</given-names></name> <name><surname>Castonguay-Paradis</surname> <given-names>S.</given-names></name> <name><surname>Veilleux</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Gut microbiota and intestinal trans-epithelial permeability</article-title>. <source>Int. J. Mol. Sci.</source> <volume>21</volume>:<fpage>6402</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms21176402</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arrona Cardoza</surname> <given-names>P.</given-names></name> <name><surname>Spillane</surname> <given-names>M. B.</given-names></name> <name><surname>Morales Marroquin</surname> <given-names>E.</given-names></name></person-group> (<year>2022</year>). <article-title>Alzheimer&#x2019;s disease and gut microbiota: does trimethylamine N-oxide (TMAO) play a role?</article-title> <source>Nutr. Rev.</source> <volume>80</volume>, <fpage>271</fpage>&#x2013;<lpage>281</lpage>. doi: <pub-id pub-id-type="doi">10.1093/nutrit/nuab022</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asti</surname> <given-names>A.</given-names></name> <name><surname>Gioglio</surname> <given-names>L.</given-names></name></person-group> (<year>2014</year>). <article-title>Can a bacterial endotoxin be a key factor in the kinetics of amyloid fibril formation?</article-title> <source>J. Alzheimers Dis.</source> <volume>39</volume>, <fpage>169</fpage>&#x2013;<lpage>179</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-131394</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Athari Nik Azm</surname> <given-names>S.</given-names></name> <name><surname>Djazayeri</surname> <given-names>A.</given-names></name> <name><surname>Safa</surname> <given-names>M.</given-names></name> <name><surname>Azami</surname> <given-names>K.</given-names></name> <name><surname>Ahmadvand</surname> <given-names>B.</given-names></name> <name><surname>Sabbaghziarani</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Lactobacilli and bifidobacteria ameliorate memory and learning deficits and oxidative stress in &#x03B2;-amyloid (1&#x2013;42) injected rats</article-title>. <source>Appl. Physiol. Nutr. Metab.</source> <volume>43</volume>, <fpage>718</fpage>&#x2013;<lpage>726</lpage>. doi: <pub-id pub-id-type="doi">10.1139/apnm-2017-0648</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bairamian</surname> <given-names>D.</given-names></name> <name><surname>Sha</surname> <given-names>S.</given-names></name> <name><surname>Rolhion</surname> <given-names>N.</given-names></name> <name><surname>Sokol</surname> <given-names>H.</given-names></name> <name><surname>Doroth&#x00E9;e</surname> <given-names>G.</given-names></name> <name><surname>Lemere</surname> <given-names>C. A.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Microbiota in neuroinflammation and synaptic dysfunction: a focus on Alzheimer&#x2019;s disease</article-title>. <source>Mol. Neurodegener.</source> <volume>17</volume>:<fpage>19</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13024-022-00522-2</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barichello</surname> <given-names>T.</given-names></name> <name><surname>Giridharan</surname> <given-names>V. V.</given-names></name> <name><surname>Dal-Pizzol</surname> <given-names>F.</given-names></name></person-group> (<year>2019</year>). <article-title>A cerebrospinal fluid biosignature for the diagnosis of Alzheimer&#x2019;s disease</article-title>. <source>Braz. J. Psychiatry</source> <volume>41</volume>, <fpage>467</fpage>&#x2013;<lpage>468</lpage>. doi: <pub-id pub-id-type="doi">10.1590/1516-4446-2019-0629</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barrett</surname> <given-names>E.</given-names></name> <name><surname>Ross</surname> <given-names>R. P.</given-names></name> <name><surname>O&#x2019;Toole</surname> <given-names>P. W.</given-names></name> <name><surname>Fitzgerald</surname> <given-names>G. F.</given-names></name> <name><surname>Stanton</surname> <given-names>C.</given-names></name></person-group> (<year>2012</year>). <article-title>&#x03B3;-Aminobutyric acid production by culturable bacteria from the human intestine</article-title>. <source>J. Appl. Microbiol.</source> <volume>113</volume>, <fpage>411</fpage>&#x2013;<lpage>417</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1365-2672.2012.05344.x</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Belkaid</surname> <given-names>Y.</given-names></name> <name><surname>Hand</surname> <given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>Role of the microbiota in immunity and inflammation</article-title>. <source>Cells</source> <volume>157</volume>, <fpage>121</fpage>&#x2013;<lpage>141</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cell.2014.03.011</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bello-Medina</surname> <given-names>P. C.</given-names></name> <name><surname>Hern&#x00E1;ndez-Quiroz</surname> <given-names>F.</given-names></name> <name><surname>P&#x00E9;rez-Morales</surname> <given-names>M.</given-names></name> <name><surname>Gonz&#x00E1;lez-Franco</surname> <given-names>D. A.</given-names></name> <name><surname>Cruz-Pauseno</surname> <given-names>G.</given-names></name> <name><surname>Garc&#x00ED;a-Mena</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Spatial memory and gut microbiota alterations are already present in early adulthood in a pre-clinical transgenic model of Alzheimer&#x2019;s disease</article-title>. <source>Front. Neurosci.</source> <volume>15</volume>:<fpage>595583</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnins.2021.595583</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blevins</surname> <given-names>J. E.</given-names></name> <name><surname>Stanley</surname> <given-names>B. G.</given-names></name> <name><surname>Reidelberger</surname> <given-names>R. D.</given-names></name></person-group> (<year>2000</year>). <article-title>Brain regions where cholecystokinin suppresses feeding in rats</article-title>. <source>Brain Res.</source> <volume>860</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0006-8993(99)02477-4</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bolduc</surname> <given-names>J.-F.</given-names></name> <name><surname>Hany</surname> <given-names>L.</given-names></name> <name><surname>Barat</surname> <given-names>C.</given-names></name> <name><surname>Ouellet</surname> <given-names>M.</given-names></name> <name><surname>Tremblay</surname> <given-names>M. J.</given-names></name></person-group> (<year>2017</year>). <article-title>Epigenetic metabolite acetate inhibits class I/II histone Deacetylases, promotes histone acetylation, and increases HIV-1 integration in CD4+ T cells</article-title>. <source>J. Virol.</source> <volume>91</volume>, <fpage>e01943</fpage>&#x2013;<lpage>e01916</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JVI.01943-16</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bonfili</surname> <given-names>L.</given-names></name> <name><surname>Cecarini</surname> <given-names>V.</given-names></name> <name><surname>Cuccioloni</surname> <given-names>M.</given-names></name> <name><surname>Angeletti</surname> <given-names>M.</given-names></name> <name><surname>Berardi</surname> <given-names>S.</given-names></name> <name><surname>Scarpona</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>SLAB51 probiotic formulation activates SIRT1 pathway promoting antioxidant and Neuroprotective effects in an AD mouse model</article-title>. <source>Mol. Neurobiol.</source> <volume>55</volume>, <fpage>7987</fpage>&#x2013;<lpage>8000</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12035-018-0973-4</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Braak</surname> <given-names>H.</given-names></name> <name><surname>Braak</surname> <given-names>E.</given-names></name></person-group> (<year>1991</year>). <article-title>Neuropathological stageing of Alzheimer-related changes</article-title>. <source>Acta Neuropathol.</source> <volume>82</volume>, <fpage>239</fpage>&#x2013;<lpage>259</lpage>. doi: <pub-id pub-id-type="doi">10.1007/BF00308809</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bradshaw</surname> <given-names>E. M.</given-names></name> <name><surname>Chibnik</surname> <given-names>L. B.</given-names></name> <name><surname>Keenan</surname> <given-names>B. T.</given-names></name> <name><surname>Ottoboni</surname> <given-names>L.</given-names></name> <name><surname>Raj</surname> <given-names>T.</given-names></name> <name><surname>Tang</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>CD33 Alzheimer&#x2019;s disease locus: altered monocyte function and amyloid biology</article-title>. <source>Nat. Neurosci.</source> <volume>16</volume>, <fpage>848</fpage>&#x2013;<lpage>850</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nn.3435</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bradt</surname> <given-names>B.</given-names></name> <name><surname>Bauer</surname> <given-names>J.</given-names></name> <name><surname>Cole</surname> <given-names>G. M.</given-names></name> <name><surname>Cooper</surname> <given-names>N. R.</given-names></name> <name><surname>Eikelenboom</surname> <given-names>P.</given-names></name> <name><surname>Emmerling</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2000</year>). <article-title>Inflammation and Alzheimer&#x2019;s disease inflammation and Alzheimer&#x2019;s disease</article-title>. <source>Neurobiol. Aging</source> <volume>39</volume>, <fpage>383</fpage>&#x2013;<lpage>421</lpage>. doi: <pub-id pub-id-type="doi">10.1016/s0197-4580(00)00124-x</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Braniste</surname> <given-names>V.</given-names></name> <name><surname>Al-Asmakh</surname> <given-names>M.</given-names></name> <name><surname>Kowal</surname> <given-names>C.</given-names></name> <name><surname>Anuar</surname> <given-names>F.</given-names></name> <name><surname>Abbaspour</surname> <given-names>A.</given-names></name> <name><surname>T&#x00F3;th</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>The gut microbiota influences blood-brain barrier permeability in mice</article-title>. <source>Sci. Transl. Med.</source> <volume>6</volume>:<fpage>263ra158</fpage>. doi: <pub-id pub-id-type="doi">10.1126/scitranslmed.3009759</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bravo</surname> <given-names>J. A.</given-names></name> <name><surname>Forsythe</surname> <given-names>P.</given-names></name> <name><surname>Chew</surname> <given-names>M. V.</given-names></name> <name><surname>Escaravage</surname> <given-names>E.</given-names></name> <name><surname>Savignac</surname> <given-names>H. M.</given-names></name> <name><surname>Dinan</surname> <given-names>T. G.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>Ingestion of lactobacillus strain regulates emotional behavior and central GABA receptor expression in a mouse via the vagus nerve</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>108</volume>, <fpage>16050</fpage>&#x2013;<lpage>16055</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1102999108</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Breer</surname> <given-names>H.</given-names></name> <name><surname>Eberle</surname> <given-names>J.</given-names></name> <name><surname>Frick</surname> <given-names>C.</given-names></name> <name><surname>Haid</surname> <given-names>D.</given-names></name> <name><surname>Widmayer</surname> <given-names>P.</given-names></name></person-group> (<year>2012</year>). <article-title>Gastrointestinal chemosensation: chemosensory cells in the alimentary tract</article-title>. <source>Histochem. Cell Biol.</source> <volume>138</volume>, <fpage>13</fpage>&#x2013;<lpage>24</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00418-012-0954-z</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Breit</surname> <given-names>S.</given-names></name> <name><surname>Kupferberg</surname> <given-names>A.</given-names></name> <name><surname>Rogler</surname> <given-names>G.</given-names></name> <name><surname>Hasler</surname> <given-names>G.</given-names></name></person-group> (<year>2018</year>). <article-title>Vagus nerve as modulator of the brain&#x2013;gut Axis in psychiatric and inflammatory disorders</article-title>. <source>Front. Psych.</source> <volume>9</volume>:<fpage>44</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyt.2018.00044</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Butterfield</surname> <given-names>D. A.</given-names></name> <name><surname>Halliwell</surname> <given-names>B.</given-names></name></person-group> (<year>2019</year>). <article-title>Oxidative stress, dysfunctional glucose metabolism, and Alzheimer disease</article-title>. <source>Nat. Rev. Neurosci.</source> <volume>20</volume>, <fpage>148</fpage>&#x2013;<lpage>160</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41583-019-0132-6</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Calderon</surname> <given-names>M. R.</given-names></name> <name><surname>Mori</surname> <given-names>M.</given-names></name> <name><surname>Kauwe</surname> <given-names>G.</given-names></name> <name><surname>Farnsworth</surname> <given-names>J.</given-names></name> <name><surname>Ulian-Benitez</surname> <given-names>S.</given-names></name> <name><surname>Maksoud</surname> <given-names>E.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Delta/notch signaling in glia maintains motor nerve barrier function and synaptic transmission by controlling matrix metalloproteinase expression</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>119</volume>:<fpage>e2110097119</fpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.2110097119</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cani</surname> <given-names>P. D.</given-names></name> <name><surname>Bibiloni</surname> <given-names>R.</given-names></name> <name><surname>Knauf</surname> <given-names>C.</given-names></name> <name><surname>Waget</surname> <given-names>A.</given-names></name> <name><surname>Neyrinck</surname> <given-names>A. M.</given-names></name> <name><surname>Delzenne</surname> <given-names>N. M.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Changes in gut microbiota control metabolic Endotoxemia-induced inflammation in high-fat diet&#x2013;induced obesity and diabetes in mice</article-title>. <source>Diabetes</source> <volume>57</volume>, <fpage>1470</fpage>&#x2013;<lpage>1481</lpage>. doi: <pub-id pub-id-type="doi">10.2337/db07-1403</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cattaneo</surname> <given-names>A.</given-names></name> <name><surname>Cattane</surname> <given-names>N.</given-names></name> <name><surname>Galluzzi</surname> <given-names>S.</given-names></name> <name><surname>Provasi</surname> <given-names>S.</given-names></name> <name><surname>Lopizzo</surname> <given-names>N.</given-names></name> <name><surname>Festari</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Association of brain amyloidosis with pro-inflammatory gut bacterial taxa and peripheral inflammation markers in cognitively impaired elderly</article-title>. <source>Neurobiol. Aging</source> <volume>49</volume>, <fpage>60</fpage>&#x2013;<lpage>68</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2016.08.019</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Fang</surname> <given-names>L.</given-names></name> <name><surname>Chen</surname> <given-names>S.</given-names></name> <name><surname>Zhou</surname> <given-names>H.</given-names></name> <name><surname>Fan</surname> <given-names>Y.</given-names></name> <name><surname>Lin</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Gut microbiome alterations precede cerebral amyloidosis and microglial pathology in a mouse model of Alzheimer&#x2019;s disease</article-title>. <source>Biomed. Res. Int.</source> <volume>2020</volume>:<fpage>8456596</fpage>. doi: <pub-id pub-id-type="doi">10.1155/2020/8456596</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>H.</given-names></name> <name><surname>Meng</surname> <given-names>L.</given-names></name> <name><surname>Shen</surname> <given-names>L.</given-names></name></person-group> (<year>2022</year>). <article-title>Multiple roles of short-chain fatty acids in Alzheimer disease</article-title>. <source>Nutrition</source> <volume>93</volume>:<fpage>111499</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.nut.2021.111499</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>C.</given-names></name> <name><surname>Zhou</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>H.</given-names></name> <name><surname>Alam</surname> <given-names>A.</given-names></name> <name><surname>Kang</surname> <given-names>S. S.</given-names></name> <name><surname>Ahn</surname> <given-names>E. H.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Gut inflammation triggers C/EBP&#x03B2;/&#x03B4;-secretase-dependent gut-to-brain propagation of A&#x03B2; and tau fibrils in Alzheimer&#x2019;s disease</article-title>. <source>EMBO J.</source> <volume>40</volume>:<fpage>e106320</fpage>. doi: <pub-id pub-id-type="doi">10.15252/embj.2020106320</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chidambaram</surname> <given-names>S. B.</given-names></name> <name><surname>Essa</surname> <given-names>M. M.</given-names></name> <name><surname>Rathipriya</surname> <given-names>A. G.</given-names></name> <name><surname>Bishir</surname> <given-names>M.</given-names></name> <name><surname>Ray</surname> <given-names>B.</given-names></name> <name><surname>Mahalakshmi</surname> <given-names>A. M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gut dysbiosis, defective autophagy and altered immune responses in neurodegenerative diseases: Tales of a vicious cycle</article-title>. <source>Pharmacol. Ther.</source> <volume>231</volume>:<fpage>107988</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pharmthera.2021.107988</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cirstea</surname> <given-names>M. S.</given-names></name> <name><surname>Kliger</surname> <given-names>D.</given-names></name> <name><surname>Mac Lellan</surname> <given-names>A. D.</given-names></name> <name><surname>Yu</surname> <given-names>A. C.</given-names></name> <name><surname>Langlois</surname> <given-names>J.</given-names></name> <name><surname>Fan</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>The Oral and fecal microbiota in a Canadian cohort of Alzheimer&#x2019;s disease</article-title>. <source>J. Alzheimers Dis.</source> <volume>87</volume>, <fpage>247</fpage>&#x2013;<lpage>258</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-215520</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Colombo</surname> <given-names>A. V.</given-names></name> <name><surname>Sadler</surname> <given-names>R. K.</given-names></name> <name><surname>Llovera</surname> <given-names>G.</given-names></name> <name><surname>Singh</surname> <given-names>V.</given-names></name> <name><surname>Roth</surname> <given-names>S.</given-names></name> <name><surname>Heindl</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Microbiota-derived short chain fatty acids modulate microglia and promote A&#x03B2; plaque deposition</article-title>. <source>eLife</source> <volume>10</volume>:<fpage>e59826</fpage>. doi: <pub-id pub-id-type="doi">10.7554/eLife.59826</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Connell</surname> <given-names>E.</given-names></name> <name><surname>Le Gall</surname> <given-names>G.</given-names></name> <name><surname>Pontifex</surname> <given-names>M. G.</given-names></name> <name><surname>Sami</surname> <given-names>S.</given-names></name> <name><surname>Cryan</surname> <given-names>J. F.</given-names></name> <name><surname>Clarke</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Microbial-derived metabolites as a risk factor of age-related cognitive decline and dementia</article-title>. <source>Mol. Neurodegener.</source> <volume>17</volume>:<fpage>43</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13024-022-00548-6</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crews</surname> <given-names>L.</given-names></name> <name><surname>Masliah</surname> <given-names>E.</given-names></name></person-group> (<year>2010</year>). <article-title>Molecular mechanisms of neurodegeneration in Alzheimer&#x2019;s disease</article-title>. <source>Hum. Mol. Genet.</source> <volume>19</volume>, <fpage>R12</fpage>&#x2013;<lpage>R20</lpage>. doi: <pub-id pub-id-type="doi">10.1093/hmg/ddq160</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cryan</surname> <given-names>J. F.</given-names></name> <name><surname>O&#x2019;Riordan</surname> <given-names>K. J.</given-names></name> <name><surname>Cowan</surname> <given-names>C. S. M.</given-names></name> <name><surname>Sandhu</surname> <given-names>K. V.</given-names></name> <name><surname>Bastiaanssen</surname> <given-names>T. F. S.</given-names></name> <name><surname>Boehme</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>The microbiota-gut-brain Axis</article-title>. <source>Physiol. Rev.</source> <volume>99</volume>, <fpage>1877</fpage>&#x2013;<lpage>2013</lpage>. doi: <pub-id pub-id-type="doi">10.1152/physrev.00018.2018</pub-id></citation></ref>
<ref id="ref001"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Kloet</surname> <given-names>E. R.</given-names></name> <name><surname>Oitzl</surname> <given-names>M. S.</given-names></name> <name><surname>Jo&#x00EB;ls</surname> <given-names>M.</given-names></name></person-group> (<year>1999</year>). <article-title>Stress and cognition: are corticosteroids good or bad guys?</article-title>. <source>Trends in Neurosciences</source>. <volume>22</volume>: <fpage>422</fpage>&#x2013;<lpage>426</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0166-2236(99)01438-1</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>D&#x2019;Argenio</surname> <given-names>V.</given-names></name> <name><surname>Veneruso</surname> <given-names>I.</given-names></name> <name><surname>Gong</surname> <given-names>C.</given-names></name> <name><surname>Cecarini</surname> <given-names>V.</given-names></name> <name><surname>Bonfili</surname> <given-names>L.</given-names></name> <name><surname>Eleuteri</surname> <given-names>A. M.</given-names></name></person-group> (<year>2022</year>). <article-title>Gut microbiome and Mycobiome alterations in an in vivo model of Alzheimer&#x2019;s disease</article-title>. <source>Genes</source> <volume>13</volume>:<fpage>1564</fpage>. doi: <pub-id pub-id-type="doi">10.3390/genes13091564</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Daniilidou</surname> <given-names>M.</given-names></name> <name><surname>Koutroumani</surname> <given-names>M.</given-names></name> <name><surname>Tsolaki</surname> <given-names>M.</given-names></name></person-group> (<year>2011</year>). <article-title>Epigenetic mechanisms in Alzheimer&#x2019;s disease</article-title>. <source>Curr. Med. Chem.</source> <volume>18</volume>, <fpage>1751</fpage>&#x2013;<lpage>1756</lpage>. doi: <pub-id pub-id-type="doi">10.2174/092986711795496872</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Das</surname> <given-names>T. K.</given-names></name> <name><surname>Blasco-Conesa</surname> <given-names>M. P.</given-names></name> <name><surname>Korf</surname> <given-names>J.</given-names></name> <name><surname>Honarpisheh</surname> <given-names>P.</given-names></name> <name><surname>Chapman</surname> <given-names>M. R.</given-names></name> <name><surname>Ganesh</surname> <given-names>B. P.</given-names></name></person-group> (<year>2022</year>). <article-title>Bacterial amyloid Curli associated gut epithelial neuroendocrine activation predominantly observed in Alzheimer&#x2019;s disease mice with central amyloid-&#x03B2; pathology</article-title>. <source>J. Alzheimers Dis.</source> <volume>88</volume>, <fpage>191</fpage>&#x2013;<lpage>205</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-220106</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Daskalakis</surname> <given-names>N. P.</given-names></name> <name><surname>Lehrner</surname> <given-names>A.</given-names></name> <name><surname>Yehuda</surname> <given-names>R.</given-names></name></person-group> (<year>2013</year>). <article-title>Endocrine aspects of post-traumatic stress disorder and implications for diagnosis and treatment</article-title>. <source>Endocrinol. Metab. Clin. N. Am.</source> <volume>42</volume>, <fpage>503</fpage>&#x2013;<lpage>513</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecl.2013.05.004</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>David</surname> <given-names>L. A.</given-names></name> <name><surname>Maurice</surname> <given-names>C. F.</given-names></name> <name><surname>Carmody</surname> <given-names>R. N.</given-names></name> <name><surname>Gootenberg</surname> <given-names>D. B.</given-names></name> <name><surname>Button</surname> <given-names>J. E.</given-names></name> <name><surname>Wolfe</surname> <given-names>B. E.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Diet rapidly and reproducibly alters the human gut microbiome</article-title>. <source>Nature</source> <volume>505</volume>, <fpage>559</fpage>&#x2013;<lpage>563</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature12820</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Decourt</surname> <given-names>B.</given-names></name> <name><surname>Lahiri</surname> <given-names>D. K.</given-names></name> <name><surname>Sabbagh</surname> <given-names>M. N.</given-names></name></person-group> (<year>2017</year>). <article-title>Targeting tumor necrosis factor alpha for Alzheimer&#x2019;s disease</article-title>. <source>Curr. Alzheimer Res.</source> <volume>14</volume>, <fpage>412</fpage>&#x2013;<lpage>425</lpage>. doi: <pub-id pub-id-type="doi">10.2174/1567205013666160930110551</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll3">Dementia</collab></person-group> (<year>2022</year>). World Health Organization. Available at: <ext-link xlink:href="https://www.who.int/news-room/fact-sheets/detail/dementia" ext-link-type="uri">https://www.who.int/news-room/fact-sheets/detail/dementia</ext-link>.</citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dodiya</surname> <given-names>H. B.</given-names></name> <name><surname>Kuntz</surname> <given-names>T.</given-names></name> <name><surname>Shaik</surname> <given-names>S. M.</given-names></name> <name><surname>Baufeld</surname> <given-names>C.</given-names></name> <name><surname>Leibowitz</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Sex-specific effects of microbiome perturbations on cerebral A&#x03B2; amyloidosis and microglia phenotypes</article-title>. <source>J. Exp. Med.</source> <volume>216</volume>, <fpage>1542</fpage>&#x2013;<lpage>1560</lpage>. doi: <pub-id pub-id-type="doi">10.1084/jem.20182386</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dupraz</surname> <given-names>L.</given-names></name> <name><surname>Magniez</surname> <given-names>A.</given-names></name> <name><surname>Rolhion</surname> <given-names>N.</given-names></name> <name><surname>Richard</surname> <given-names>M. L.</given-names></name> <name><surname>Da Costa</surname> <given-names>G.</given-names></name> <name><surname>Touch</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Gut microbiota-derived short-chain fatty acids regulate IL-17 production by mouse and human intestinal &#x03B3;&#x03B4; T cells</article-title>. <source>Cell Rep.</source> <volume>36</volume>:<fpage>109332</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.celrep.2021.109332</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Engevik</surname> <given-names>M. A.</given-names></name> <name><surname>Luck</surname> <given-names>B.</given-names></name> <name><surname>Visuthranukul</surname> <given-names>C.</given-names></name> <name><surname>Ihekweazu</surname> <given-names>F. D.</given-names></name> <name><surname>Engevik</surname> <given-names>A. C.</given-names></name> <name><surname>Shi</surname> <given-names>Z.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Human-derived Bifidobacterium dentium modulates the mammalian serotonergic system and gut&#x2013;brain Axis</article-title>. <source>Cell. Mol. Gastroenterol. Hepatol.</source> <volume>11</volume>, <fpage>221</fpage>&#x2013;<lpage>248</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jcmgh.2020.08.002</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Erny</surname> <given-names>D.</given-names></name> <name><surname>Hrab&#x011B; de Angelis</surname> <given-names>A. L.</given-names></name> <name><surname>Jaitin</surname> <given-names>D.</given-names></name> <name><surname>Wieghofer</surname> <given-names>P.</given-names></name> <name><surname>Staszewski</surname> <given-names>O.</given-names></name> <name><surname>David</surname> <given-names>E.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Host microbiota constantly control maturation and function of microglia in the CNS</article-title>. <source>Nat. Neurosci.</source> <volume>18</volume>, <fpage>965</fpage>&#x2013;<lpage>977</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nn.4030</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Esposito</surname> <given-names>M.</given-names></name> <name><surname>Sherr</surname> <given-names>G. L.</given-names></name></person-group> (<year>2019</year>). <article-title>Epigenetic modifications in Alzheimer&#x2019;s neuropathology and therapeutics</article-title>. <source>Front. Neurosci.</source> <volume>13</volume>:<fpage>476</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnins.2019.00476</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eyo</surname> <given-names>U. B.</given-names></name> <name><surname>Wu</surname> <given-names>L.-J.</given-names></name></person-group> (<year>2013</year>). <article-title>Bidirectional microglia-neuron communication in the healthy brain</article-title>. <source>Neural Plast.</source> <volume>2013</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2013/456857</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Farr</surname> <given-names>O. M.</given-names></name> <name><surname>Tsoukas</surname> <given-names>M. A.</given-names></name> <name><surname>Mantzoros</surname> <given-names>C. S.</given-names></name></person-group> (<year>2015</year>). <article-title>Leptin and the brain: influences on brain development, cognitive functioning and psychiatric disorders</article-title>. <source>Metabolism</source> <volume>64</volume>, <fpage>114</fpage>&#x2013;<lpage>130</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.metabol.2014.07.004</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fasina</surname> <given-names>O. B.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Mo</surname> <given-names>J.</given-names></name> <name><surname>Osada</surname> <given-names>H.</given-names></name> <name><surname>Ohno</surname> <given-names>H.</given-names></name> <name><surname>Pan</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gastrodin from Gastrodia elata enhances cognitive function and Neuroprotection of AD mice via the regulation of gut microbiota composition and inhibition of neuron inflammation</article-title>. <source>Front. Pharmacol.</source> <volume>13</volume>:<fpage>814271</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fphar.2022.814271</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feng</surname> <given-names>M.</given-names></name> <name><surname>Hou</surname> <given-names>T.</given-names></name> <name><surname>Zhou</surname> <given-names>M.</given-names></name> <name><surname>Cen</surname> <given-names>Q.</given-names></name> <name><surname>Yi</surname> <given-names>T.</given-names></name> <name><surname>Bai</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gut microbiota may be involved in Alzheimer&#x2019;s disease pathology by dysregulating pyrimidine metabolism in APP/PS1 mice</article-title>. <source>Front. Aging Neurosci.</source> <volume>14</volume>:<fpage>967747</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2022.967747</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fernandez-Real</surname> <given-names>J.-M.</given-names></name> <name><surname>Serino</surname> <given-names>M.</given-names></name> <name><surname>Blasco</surname> <given-names>G.</given-names></name> <name><surname>Puig</surname> <given-names>J.</given-names></name> <name><surname>Daunis-i-Estadella</surname> <given-names>J.</given-names></name> <name><surname>Ricart</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Gut microbiota interacts with brain microstructure and function</article-title>. <source>J. Clin. Endocrinol. Metabol.</source> <volume>100</volume>, <fpage>4505</fpage>&#x2013;<lpage>4513</lpage>. doi: <pub-id pub-id-type="doi">10.1210/jc.2015-3076</pub-id>, PMID: <pub-id pub-id-type="pmid">26445114</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fewlass</surname> <given-names>D. C.</given-names></name> <name><surname>Noboa</surname> <given-names>K.</given-names></name> <name><surname>Pi-Sunyer</surname> <given-names>F. X.</given-names></name> <name><surname>Johnston</surname> <given-names>J. M.</given-names></name> <name><surname>Yan</surname> <given-names>S. D.</given-names></name> <name><surname>Tezapsidis</surname> <given-names>N.</given-names></name></person-group> (<year>2004</year>). <article-title>Obesity-related leptin regulates Alzheimer&#x2019;s A&#x03B2;</article-title>. <source>FASEB J.</source> <volume>18</volume>, <fpage>1870</fpage>&#x2013;<lpage>1878</lpage>. doi: <pub-id pub-id-type="doi">10.1096/fj.04-2572com</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Friedland</surname> <given-names>R. P.</given-names></name> <name><surname>Chapman</surname> <given-names>M. R.</given-names></name></person-group> (<year>2017</year>). <article-title>The role of microbial amyloid in neurodegeneration</article-title>. <source>PLoS Pathog.</source> <volume>13</volume>:<fpage>e1006654</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.ppat.1006654</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>F&#x00FC;lling</surname> <given-names>C.</given-names></name> <name><surname>Dinan</surname> <given-names>T. G.</given-names></name> <name><surname>Cryan</surname> <given-names>J. F.</given-names></name></person-group> (<year>2019</year>). <article-title>Gut microbe to brain signaling: what happens in Vagus&#x2026;</article-title>. <source>Neuron</source> <volume>101</volume>, <fpage>998</fpage>&#x2013;<lpage>1002</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neuron.2019.02.008</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gahete</surname> <given-names>M. D.</given-names></name> <name><surname>Rubio</surname> <given-names>A.</given-names></name> <name><surname>C&#x00F3;rdoba-Chac&#x00F3;n</surname> <given-names>J.</given-names></name> <name><surname>Gracia-Navarro</surname> <given-names>F.</given-names></name> <name><surname>Kineman</surname> <given-names>R. D.</given-names></name> <name><surname>Avila</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Expression of the ghrelin and Neurotensin systems is altered in the temporal lobe of Alzheimer&#x2019;s disease patients</article-title>. <source>J. Alzheimers Dis.</source> <volume>22</volume>, <fpage>819</fpage>&#x2013;<lpage>828</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-2010-100873</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Galipeau</surname> <given-names>H. J.</given-names></name> <name><surname>Verdu</surname> <given-names>E. F.</given-names></name></person-group> (<year>2016</year>). <article-title>The complex task of measuring intestinal permeability in basic and clinical science</article-title>. <source>Neurogastroenterol. Motil.</source> <volume>28</volume>:<fpage>9</fpage>. doi: <pub-id pub-id-type="doi">10.1111/nmo.12871</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ghosh</surname> <given-names>T. S.</given-names></name> <name><surname>Rampelli</surname> <given-names>S.</given-names></name> <name><surname>Jeffery</surname> <given-names>I. B.</given-names></name> <name><surname>Santoro</surname> <given-names>A.</given-names></name> <name><surname>Neto</surname> <given-names>M.</given-names></name> <name><surname>Capri</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Mediterranean diet intervention alters the gut microbiome in older people reducing frailty and improving health status: the NU-AGE 1-year dietary intervention across five European countries</article-title>. <source>Gut</source> <volume>69</volume>, <fpage>1218</fpage>&#x2013;<lpage>1228</lpage>. doi: <pub-id pub-id-type="doi">10.1136/gutjnl-2019-319654</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Glinert</surname> <given-names>A.</given-names></name> <name><surname>Turjeman</surname> <given-names>S.</given-names></name> <name><surname>Elliott</surname> <given-names>E.</given-names></name> <name><surname>Koren</surname> <given-names>O.</given-names></name></person-group> (<year>2022</year>). <article-title>Microbes, metabolites and (synaptic) malleability, oh my! The effect of the microbiome on synaptic plasticity</article-title>. <source>Biol. Rev. Camb. Philos. Soc.</source> <volume>97</volume>, <fpage>582</fpage>&#x2013;<lpage>599</lpage>. doi: <pub-id pub-id-type="doi">10.1111/brv.12812</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goehler</surname> <given-names>L. E.</given-names></name> <name><surname>Gaykema</surname> <given-names>R. P. A.</given-names></name> <name><surname>Opitz</surname> <given-names>N.</given-names></name> <name><surname>Reddaway</surname> <given-names>R.</given-names></name> <name><surname>Badr</surname> <given-names>N.</given-names></name> <name><surname>Lyte</surname> <given-names>M.</given-names></name></person-group> (<year>2005</year>). <article-title>Activation in vagal afferents and central autonomic pathways: early responses to intestinal infection with campylobacter jejuni</article-title>. <source>Brain Behav. Immun.</source> <volume>19</volume>, <fpage>334</fpage>&#x2013;<lpage>344</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bbi.2004.09.002</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grenham</surname> <given-names>S.</given-names></name> <name><surname>Clarke</surname> <given-names>G.</given-names></name> <name><surname>Cryan</surname> <given-names>J. F.</given-names></name> <name><surname>Dinan</surname> <given-names>T. G.</given-names></name></person-group> (<year>2011</year>). <article-title>Brain? Gut? Microbe communication in health and disease</article-title>. <source>Front. Physio.</source> <volume>2</volume>:<fpage>94</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fphys.2011.00094</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gu</surname> <given-names>X.</given-names></name> <name><surname>Zhou</surname> <given-names>J.</given-names></name> <name><surname>Zhou</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>H.</given-names></name> <name><surname>Si</surname> <given-names>N.</given-names></name> <name><surname>Ren</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Huanglian Jiedu decoction remodels the periphery microenvironment to inhibit Alzheimer&#x2019;s disease progression based on the brain-gut axis through multiple integrated omics</article-title>. <source>Alz. Res. Therapy</source> <volume>13</volume>:<fpage>44</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-021-00779-7</pub-id></citation></ref>
<ref id="ref65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gue</surname> <given-names>M.</given-names></name> <name><surname>Junien</surname> <given-names>J. L.</given-names></name> <name><surname>Bueno</surname> <given-names>L.</given-names></name></person-group> (<year>1991</year>). <article-title>Conditioned emotional response in rats enhances colonic motility through the central release of corticotropin-releasing factor</article-title>. <source>Gastroenterology</source> <volume>100</volume>, <fpage>964</fpage>&#x2013;<lpage>970</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0016-5085(91)90270-U</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guerreiro</surname> <given-names>R.</given-names></name> <name><surname>Wojtas</surname> <given-names>A.</given-names></name> <name><surname>Bras</surname> <given-names>J.</given-names></name> <name><surname>Carrasquillo</surname> <given-names>M.</given-names></name> <name><surname>Rogaeva</surname> <given-names>E.</given-names></name> <name><surname>Majounie</surname> <given-names>E.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>TREM2 variants in Alzheimer&#x2019;s disease</article-title>. <source>N. Engl. J. Med.</source> <volume>368</volume>, <fpage>117</fpage>&#x2013;<lpage>127</lpage>. doi: <pub-id pub-id-type="doi">10.1056/NEJMoa1211851</pub-id></citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname> <given-names>M.</given-names></name> <name><surname>Peng</surname> <given-names>J.</given-names></name> <name><surname>Huang</surname> <given-names>X.</given-names></name> <name><surname>Xiao</surname> <given-names>L.</given-names></name> <name><surname>Huang</surname> <given-names>F.</given-names></name> <name><surname>Zuo</surname> <given-names>Z.</given-names></name></person-group> (<year>2021</year>). <article-title>Gut microbiome features of Chinese patients newly diagnosed with Alzheimer&#x2019;s disease or mild cognitive impairment</article-title>. <source>J. Alzheimers Dis.</source> <volume>80</volume>, <fpage>299</fpage>&#x2013;<lpage>310</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-201040</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gupta</surname> <given-names>S.</given-names></name> <name><surname>Allen-Vercoe</surname> <given-names>E.</given-names></name> <name><surname>Petrof</surname> <given-names>E. O.</given-names></name></person-group> (<year>2016</year>). <article-title>Fecal microbiota transplantation: in perspective</article-title>. <source>Ther. Adv. Gastroenterol.</source> <volume>9</volume>, <fpage>229</fpage>&#x2013;<lpage>239</lpage>. doi: <pub-id pub-id-type="doi">10.1177/1756283X15607414</pub-id></citation></ref>
<ref id="ref69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hakansson</surname> <given-names>A.</given-names></name> <name><surname>Molin</surname> <given-names>G.</given-names></name></person-group> (<year>2011</year>). <article-title>Gut microbiota and inflammation</article-title>. <source>Nutrients</source> <volume>3</volume>, <fpage>637</fpage>&#x2013;<lpage>682</lpage>. doi: <pub-id pub-id-type="doi">10.3390/nu3060637</pub-id></citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>He</surname> <given-names>C.</given-names></name> <name><surname>Huang</surname> <given-names>Z.-S.</given-names></name> <name><surname>Yu</surname> <given-names>C.-C.</given-names></name> <name><surname>Wang</surname> <given-names>X.-S.</given-names></name> <name><surname>Jiang</surname> <given-names>T.</given-names></name> <name><surname>Wu</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Preventive electroacupuncture ameliorates D-galactose-induced Alzheimer&#x2019;s disease-like inflammation and memory deficits, probably via modulating the microbiota&#x2013;gut&#x2013;brain axis</article-title>. <source>Iran. J. Basic Med. Sci.</source> <volume>24</volume>, <fpage>341</fpage>&#x2013;<lpage>348</lpage>. doi: <pub-id pub-id-type="doi">10.22038/ijbms.2021.49147.11256</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hendrickx</surname> <given-names>J. O.</given-names></name> <name><surname>De Moudt</surname> <given-names>S.</given-names></name> <name><surname>Calus</surname> <given-names>E.</given-names></name> <name><surname>Martinet</surname> <given-names>W.</given-names></name> <name><surname>Guns</surname> <given-names>P.-J. D. F.</given-names></name> <name><surname>Roth</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Serum Corticosterone and insulin resistance as early biomarkers in the hAPP23 overexpressing mouse model of Alzheimer&#x2019;s disease</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume>:<fpage>6656</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms22136656</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heneka</surname> <given-names>M. T.</given-names></name> <name><surname>Carson</surname> <given-names>M. J.</given-names></name> <name><surname>El Khoury</surname> <given-names>J.</given-names></name> <name><surname>Landreth</surname> <given-names>G. E.</given-names></name> <name><surname>Brosseron</surname> <given-names>F.</given-names></name> <name><surname>Feinstein</surname> <given-names>D. L.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Neuroinflammation in Alzheimer&#x2019;s disease</article-title>. <source>Lancet Neurol.</source> <volume>14</volume>, <fpage>388</fpage>&#x2013;<lpage>405</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S1474-4422(15)70016-5</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hill</surname> <given-names>J. M.</given-names></name> <name><surname>Lukiw</surname> <given-names>W. J.</given-names></name></person-group> (<year>2015</year>). <article-title>Microbial-generated amyloids and Alzheimer&#x2019;s disease (AD)</article-title>. <source>Front. Aging Neurosci.</source> <volume>7</volume>:<fpage>9</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2015.00009</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hossain</surname> <given-names>S.</given-names></name> <name><surname>Beydoun</surname> <given-names>M. A.</given-names></name> <name><surname>Kuczmarski</surname> <given-names>M. F.</given-names></name> <name><surname>Tajuddin</surname> <given-names>S.</given-names></name> <name><surname>Evans</surname> <given-names>M. K.</given-names></name> <name><surname>Zonderman</surname> <given-names>A. B.</given-names></name></person-group> (<year>2019</year>). <article-title>The interplay of diet quality and Alzheimer&#x2019;s disease genetic risk score in relation to cognitive performance among urban African Americans</article-title>. <source>Nutrients</source> <volume>11</volume>:<fpage>2181</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu11092181</pub-id></citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hoyles</surname> <given-names>L.</given-names></name> <name><surname>Snelling</surname> <given-names>T.</given-names></name> <name><surname>Umlai</surname> <given-names>U.-K.</given-names></name> <name><surname>Nicholson</surname> <given-names>J. K.</given-names></name> <name><surname>Carding</surname> <given-names>S. R.</given-names></name> <name><surname>Glen</surname> <given-names>R. C.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Microbiome&#x2013;host systems interactions: protective effects of propionate upon the blood&#x2013;brain barrier</article-title>. <source>Microbiome</source> <volume>6</volume>:<fpage>55</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-018-0439-y</pub-id></citation></ref>
<ref id="ref76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsiao</surname> <given-names>E. Y.</given-names></name> <name><surname>McBride</surname> <given-names>S. W.</given-names></name> <name><surname>Hsien</surname> <given-names>S.</given-names></name> <name><surname>Sharon</surname> <given-names>G.</given-names></name> <name><surname>Hyde</surname> <given-names>E. R.</given-names></name> <name><surname>McCue</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Microbiota modulate behavioral and physiological abnormalities associated with neurodevelopmental disorders</article-title>. <source>Cells</source> <volume>155</volume>, <fpage>1451</fpage>&#x2013;<lpage>1463</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cell.2013.11.024</pub-id></citation></ref>
<ref id="ref77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>Y.</given-names></name> <name><surname>Wu</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name> <name><surname>Wen</surname> <given-names>L.</given-names></name> <name><surname>Tan</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>The gut microbiome modulates the transformation of microglial subtypes</article-title>. <source>Mol. Psychiatry</source>. doi: <pub-id pub-id-type="doi">10.1038/s41380-023-02017-y</pub-id> [Online ahead of print].</citation></ref>
<ref id="ref78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hung</surname> <given-names>C.-C.</given-names></name> <name><surname>Chang</surname> <given-names>C.-C.</given-names></name> <name><surname>Huang</surname> <given-names>C.-W.</given-names></name> <name><surname>Nouchi</surname> <given-names>R.</given-names></name> <name><surname>Cheng</surname> <given-names>C.-H.</given-names></name></person-group> (<year>2022</year>). <article-title>Gut microbiota in patients with Alzheimer&#x2019;s disease spectrum: a systematic review and meta-analysis</article-title>. <source>Aging (Albany NY)</source> <volume>14</volume>, <fpage>477</fpage>&#x2013;<lpage>496</lpage>. doi: <pub-id pub-id-type="doi">10.18632/aging.203826</pub-id></citation></ref>
<ref id="ref79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jack</surname> <given-names>C. R.</given-names></name> <name><surname>Bennett</surname> <given-names>D. A.</given-names></name> <name><surname>Blennow</surname> <given-names>K.</given-names></name> <name><surname>Carrillo</surname> <given-names>M. C.</given-names></name> <name><surname>Dunn</surname> <given-names>B.</given-names></name> <name><surname>Haeberlein</surname> <given-names>S. B.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>NIA-AA research framework: toward a biological definition of Alzheimer&#x2019;s disease</article-title>. <source>Alzheimer&#x2019;s Dementia</source> <volume>14</volume>, <fpage>535</fpage>&#x2013;<lpage>562</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jalz.2018.02.018</pub-id></citation></ref>
<ref id="ref80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jeon</surname> <given-names>S. G.</given-names></name> <name><surname>Hong</surname> <given-names>S. B.</given-names></name> <name><surname>Nam</surname> <given-names>Y.</given-names></name> <name><surname>Tae</surname> <given-names>J.</given-names></name> <name><surname>Yoo</surname> <given-names>A.</given-names></name> <name><surname>Song</surname> <given-names>E. J.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Ghrelin in Alzheimer&#x2019;s disease: pathologic roles and therapeutic implications</article-title>. <source>Ageing Res. Rev.</source> <volume>55</volume>:<fpage>100945</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.arr.2019.100945</pub-id></citation></ref>
<ref id="ref81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jeong</surname> <given-names>M.-Y.</given-names></name> <name><surname>Jang</surname> <given-names>H.-M.</given-names></name> <name><surname>Kim</surname> <given-names>D.-H.</given-names></name></person-group> (<year>2019</year>). <article-title>High-fat diet causes psychiatric disorders in mice by increasing Proteobacteria population</article-title>. <source>Neurosci. Lett.</source> <volume>698</volume>, <fpage>51</fpage>&#x2013;<lpage>57</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neulet.2019.01.006</pub-id></citation></ref>
<ref id="ref82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>K.</given-names></name> <name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Xu</surname> <given-names>L.</given-names></name> <name><surname>Yang</surname> <given-names>Z.</given-names></name></person-group> (<year>2021</year>). <article-title>Sodium butyrate ameliorates the impairment of synaptic plasticity by inhibiting the neuroinflammation in 5XFAD mice</article-title>. <source>Chem. Biol. Interact.</source> <volume>341</volume>:<fpage>109452</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cbi.2021.109452</pub-id></citation></ref>
<ref id="ref83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jo</surname> <given-names>J.-K.</given-names></name> <name><surname>Lee</surname> <given-names>G.</given-names></name> <name><surname>Nguyen</surname> <given-names>C. D.</given-names></name> <name><surname>Park</surname> <given-names>S.-E.</given-names></name> <name><surname>Kim</surname> <given-names>E.-J.</given-names></name> <name><surname>Kim</surname> <given-names>H.-W.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Effects of donepezil treatment on brain metabolites, gut microbiota, and gut metabolites in an amyloid Beta-induced cognitive impairment mouse pilot model</article-title>. <source>Molecules</source> <volume>27</volume>:<fpage>6591</fpage>. doi: <pub-id pub-id-type="doi">10.3390/molecules27196591</pub-id></citation></ref>
<ref id="ref84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jo&#x00EB;ls</surname> <given-names>M.</given-names></name></person-group> (<year>2006</year>). <article-title>Corticosteroid effects in the brain: U-shape it</article-title>. <source>Trends Pharmacol. Sci.</source> <volume>27</volume>, <fpage>244</fpage>&#x2013;<lpage>250</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tips.2006.03.007</pub-id></citation></ref>
<ref id="ref85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jonsson</surname> <given-names>T.</given-names></name> <name><surname>Stefansson</surname> <given-names>H.</given-names></name> <name><surname>Steinberg</surname> <given-names>S.</given-names></name> <name><surname>Jonsdottir</surname> <given-names>I.</given-names></name> <name><surname>Jonsson</surname> <given-names>P. V.</given-names></name> <name><surname>Snaedal</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Variant of TREM2 associated with the risk of Alzheimer&#x2019;s disease</article-title>. <source>N. Engl. J. Med.</source> <volume>368</volume>, <fpage>107</fpage>&#x2013;<lpage>116</lpage>. doi: <pub-id pub-id-type="doi">10.1056/NEJMoa1211103</pub-id></citation></ref>
<ref id="ref86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jung</surname> <given-names>J. H.</given-names></name> <name><surname>Kim</surname> <given-names>G.</given-names></name> <name><surname>Byun</surname> <given-names>M. S.</given-names></name> <name><surname>Lee</surname> <given-names>J. H.</given-names></name> <name><surname>Yi</surname> <given-names>D.</given-names></name> <name><surname>Park</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gut microbiome alterations in preclinical Alzheimer&#x2019;s disease</article-title>. <source>PLoS One</source> <volume>17</volume>:<fpage>e0278276</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0278276</pub-id></citation></ref>
<ref id="ref87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jungbauer</surname> <given-names>G.</given-names></name> <name><surname>St&#x00E4;hli</surname> <given-names>A.</given-names></name> <name><surname>Zhu</surname> <given-names>X.</given-names></name> <name><surname>Auber Alberi</surname> <given-names>L.</given-names></name> <name><surname>Sculean</surname> <given-names>A.</given-names></name> <name><surname>Eick</surname> <given-names>S.</given-names></name></person-group> (<year>2022</year>). <article-title>Periodontal microorganisms and Alzheimer disease &#x2013; a causative relationship?</article-title> <source>Periodontology</source> <volume>2000</volume>, <fpage>59</fpage>&#x2013;<lpage>82</lpage>. doi: <pub-id pub-id-type="doi">10.1111/prd.12429</pub-id></citation></ref>
<ref id="ref88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaddurah-Daouk</surname> <given-names>R.</given-names></name> <name><surname>Zhu</surname> <given-names>H.</given-names></name> <name><surname>Sharma</surname> <given-names>S.</given-names></name> <name><surname>Bogdanov</surname> <given-names>M.</given-names></name> <name><surname>Rozen</surname> <given-names>S. G.</given-names></name> <name><surname>Matson</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Alterations in metabolic pathways and networks in Alzheimer&#x2019;s disease</article-title>. <source>Transl. Psychiatry</source> <volume>3</volume>:<fpage>e244</fpage>. doi: <pub-id pub-id-type="doi">10.1038/tp.2013.18</pub-id></citation></ref>
<ref id="ref89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaelberer</surname> <given-names>M. M.</given-names></name> <name><surname>Buchanan</surname> <given-names>K. L.</given-names></name> <name><surname>Klein</surname> <given-names>M. E.</given-names></name> <name><surname>Barth</surname> <given-names>B. B.</given-names></name> <name><surname>Montoya</surname> <given-names>M. M.</given-names></name> <name><surname>Shen</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>A gut-brain neural circuit for nutrient sensory transduction</article-title>. <source>Science</source> <volume>361</volume>:<fpage>eaat5236</fpage>. doi: <pub-id pub-id-type="doi">10.1126/science.aat5236</pub-id></citation></ref>
<ref id="ref90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kahn</surname> <given-names>M. S.</given-names></name> <name><surname>Kranjac</surname> <given-names>D.</given-names></name> <name><surname>Alonzo</surname> <given-names>C. A.</given-names></name> <name><surname>Haase</surname> <given-names>J. H.</given-names></name> <name><surname>Cedillos</surname> <given-names>R. O.</given-names></name> <name><surname>McLinden</surname> <given-names>K. A.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Prolonged elevation in hippocampal A&#x03B2; and cognitive deficits following repeated endotoxin exposure in the mouse</article-title>. <source>Behav. Brain Res.</source> <volume>229</volume>, <fpage>176</fpage>&#x2013;<lpage>184</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bbr.2012.01.010</pub-id></citation></ref>
<ref id="ref91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaleck&#x00FD;</surname> <given-names>K.</given-names></name> <name><surname>German</surname> <given-names>D. C.</given-names></name> <name><surname>Montillo</surname> <given-names>A. A.</given-names></name> <name><surname>Bottiglieri</surname> <given-names>T.</given-names></name></person-group> (<year>2022</year>). <article-title>Targeted Metabolomic analysis in Alzheimer&#x2019;s disease plasma and brain tissue in non-Hispanic whites</article-title>. <source>J. Alzheimers Dis.</source> <volume>86</volume>, <fpage>1875</fpage>&#x2013;<lpage>1895</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-215448</pub-id></citation></ref>
<ref id="ref92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaur</surname> <given-names>H.</given-names></name> <name><surname>Singh</surname> <given-names>Y.</given-names></name> <name><surname>Singh</surname> <given-names>S.</given-names></name> <name><surname>Singh</surname> <given-names>R. B.</given-names></name></person-group> (<year>2021</year>). <article-title>Gut microbiome-mediated epigenetic regulation of brain disorder and application of machine learning for multi-omics data analysis</article-title>. <source>Genome</source> <volume>64</volume>, <fpage>355</fpage>&#x2013;<lpage>371</lpage>. doi: <pub-id pub-id-type="doi">10.1139/gen-2020-0136</pub-id></citation></ref>
<ref id="ref93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kempuraj</surname> <given-names>D.</given-names></name> <name><surname>Thangavel</surname> <given-names>R.</given-names></name> <name><surname>Selvakumar</surname> <given-names>G. P.</given-names></name> <name><surname>Zaheer</surname> <given-names>S.</given-names></name> <name><surname>Ahmed</surname> <given-names>M. E.</given-names></name> <name><surname>Raikwar</surname> <given-names>S. P.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Brain and peripheral atypical inflammatory mediators potentiate Neuroinflammation and Neurodegeneration</article-title>. <source>Front. Cell. Neurosci.</source> <volume>11</volume>:<fpage>216</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fncel.2017.00216</pub-id></citation></ref>
<ref id="ref94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keren-Shaul</surname> <given-names>H.</given-names></name> <name><surname>Spinrad</surname> <given-names>A.</given-names></name> <name><surname>Weiner</surname> <given-names>A.</given-names></name> <name><surname>Matcovitch-Natan</surname> <given-names>O.</given-names></name> <name><surname>Dvir-Szternfeld</surname> <given-names>R.</given-names></name> <name><surname>Ulland</surname> <given-names>T. K.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>A unique microglia type associated with restricting development of Alzheimer&#x2019;s disease</article-title>. <source>Cells</source> <volume>169</volume>, <fpage>1276</fpage>&#x2013;<lpage>1290.e17</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cell.2017.05.018</pub-id></citation></ref>
<ref id="ref95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kitazawa</surname> <given-names>M.</given-names></name> <name><surname>Oddo</surname> <given-names>S.</given-names></name> <name><surname>Yamasaki</surname> <given-names>T. R.</given-names></name> <name><surname>Green</surname> <given-names>K. N.</given-names></name> <name><surname>LaFerla</surname> <given-names>F. M.</given-names></name></person-group> (<year>2005</year>). <article-title>Lipopolysaccharide-induced inflammation exacerbates tau pathology by a Cyclin-dependent kinase 5-mediated pathway in a transgenic model of Alzheimer&#x2019;s disease</article-title>. <source>J. Neurosci.</source> <volume>25</volume>, <fpage>8843</fpage>&#x2013;<lpage>8853</lpage>. doi: <pub-id pub-id-type="doi">10.1523/JNEUROSCI.2868-05.2005</pub-id></citation></ref>
<ref id="ref96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kowalski</surname> <given-names>K.</given-names></name> <name><surname>Mulak</surname> <given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>Brain-gut-microbiota Axis in Alzheimer&#x2019;s disease</article-title>. <source>J. Neurogastroenterol. Motil.</source> <volume>25</volume>, <fpage>48</fpage>&#x2013;<lpage>60</lpage>. doi: <pub-id pub-id-type="doi">10.5056/jnm18087</pub-id></citation></ref>
<ref id="ref97"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kumar</surname> <given-names>M.</given-names></name> <name><surname>Babaei</surname> <given-names>P.</given-names></name> <name><surname>Ji</surname> <given-names>B.</given-names></name> <name><surname>Nielsen</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>Human gut microbiota and healthy aging: recent developments and future prospective</article-title>. <source>Nutr. Healthy Aging</source> <volume>4</volume>, <fpage>3</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.3233/NHA-150002</pub-id></citation></ref>
<ref id="ref98"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>La Rosa</surname> <given-names>F.</given-names></name> <name><surname>Clerici</surname> <given-names>M.</given-names></name> <name><surname>Ratto</surname> <given-names>D.</given-names></name> <name><surname>Occhinegro</surname> <given-names>A.</given-names></name> <name><surname>Licito</surname> <given-names>A.</given-names></name> <name><surname>Romeo</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>The gut-brain Axis in Alzheimer&#x2019;s disease and Omega-3. A critical overview of clinical trials</article-title>. <source>Nutrients</source> <volume>10</volume>:<fpage>1267</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu10091267</pub-id></citation></ref>
<ref id="ref99"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lai</surname> <given-names>K. S. P.</given-names></name> <name><surname>Liu</surname> <given-names>C. S.</given-names></name> <name><surname>Rau</surname> <given-names>A.</given-names></name> <name><surname>Lanct&#x00F4;t</surname> <given-names>K. L.</given-names></name> <name><surname>K&#x00F6;hler</surname> <given-names>C. A.</given-names></name> <name><surname>Pakosh</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Peripheral inflammatory markers in Alzheimer&#x2019;s disease: a systematic review and meta-analysis of 175 studies</article-title>. <source>J. Neurol. Neurosurg. Psychiatry</source> <volume>88</volume>, <fpage>876</fpage>&#x2013;<lpage>882</lpage>. doi: <pub-id pub-id-type="doi">10.1136/jnnp-2017-316201</pub-id></citation></ref>
<ref id="ref100"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Laugisch</surname> <given-names>O.</given-names></name> <name><surname>Johnen</surname> <given-names>A.</given-names></name> <name><surname>Maldonado</surname> <given-names>A.</given-names></name> <name><surname>Ehmke</surname> <given-names>B.</given-names></name> <name><surname>B&#x00FC;rgin</surname> <given-names>W.</given-names></name> <name><surname>Olsen</surname> <given-names>I.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Periodontal pathogens and associated Intrathecal antibodies in early stages of Alzheimer&#x2019;s disease</article-title>. <source>J. Alzheimers Dis.</source> <volume>66</volume>, <fpage>105</fpage>&#x2013;<lpage>114</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-180620</pub-id></citation></ref>
<ref id="ref101"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leng</surname> <given-names>F.</given-names></name> <name><surname>Edison</surname> <given-names>P.</given-names></name></person-group> (<year>2021</year>). <article-title>Neuroinflammation and microglial activation in Alzheimer disease: where do we go from here?</article-title> <source>Nat. Rev. Neurol.</source> <volume>17</volume>, <fpage>157</fpage>&#x2013;<lpage>172</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41582-020-00435-y</pub-id></citation></ref>
<ref id="ref102"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lepeta</surname> <given-names>K.</given-names></name> <name><surname>Lourenco</surname> <given-names>M. V.</given-names></name> <name><surname>Schweitzer</surname> <given-names>B. C.</given-names></name> <name><surname>Martino Adami</surname> <given-names>P. V.</given-names></name> <name><surname>Banerjee</surname> <given-names>P.</given-names></name> <name><surname>Catuara-Solarz</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Synaptopathies: synaptic dysfunction in neurological disorders &#x2013; a review from students to students</article-title>. <source>J. Neurochem.</source> <volume>138</volume>, <fpage>785</fpage>&#x2013;<lpage>805</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jnc.13713</pub-id></citation></ref>
<ref id="ref103"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>E.</given-names></name> <name><surname>Chung</surname> <given-names>H.</given-names></name> <name><surname>Kim</surname> <given-names>Y.</given-names></name> <name><surname>Kim</surname> <given-names>D. H.</given-names></name> <name><surname>Ryu</surname> <given-names>J. H.</given-names></name> <name><surname>Sato</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Ghrelin directly stimulates adult hippocampal neurogenesis: implications for learning and memory</article-title>. <source>Endocr. J.</source> <volume>60</volume>, <fpage>781</fpage>&#x2013;<lpage>789</lpage>. doi: <pub-id pub-id-type="doi">10.1507/endocrj.EJ13-0008</pub-id></citation></ref>
<ref id="ref104"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>B.</given-names></name> <name><surname>He</surname> <given-names>Y.</given-names></name> <name><surname>Ma</surname> <given-names>J.</given-names></name> <name><surname>Huang</surname> <given-names>P.</given-names></name> <name><surname>Du</surname> <given-names>J.</given-names></name> <name><surname>Cao</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Mild cognitive impairment has similar alterations as Alzheimer&#x2019;s disease in gut microbiota</article-title>. <source>Alzheimers Dement.</source> <volume>15</volume>, <fpage>1357</fpage>&#x2013;<lpage>1366</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jalz.2019.07.002</pub-id></citation></ref>
<ref id="ref105"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Kiprowska</surname> <given-names>M.</given-names></name> <name><surname>Kansara</surname> <given-names>T.</given-names></name> <name><surname>Kansara</surname> <given-names>P.</given-names></name> <name><surname>Li</surname> <given-names>P.</given-names></name></person-group> (<year>2022</year>). <article-title>Neuroinflammation: a distal consequence of periodontitis</article-title>. <source>J. Dent. Res.</source> <volume>101</volume>, <fpage>1441</fpage>&#x2013;<lpage>1449</lpage>. doi: <pub-id pub-id-type="doi">10.1177/00220345221102084</pub-id></citation></ref>
<ref id="ref106"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>L.</given-names></name> <name><surname>Li</surname> <given-names>R.</given-names></name> <name><surname>Zhu</surname> <given-names>R.</given-names></name> <name><surname>Chen</surname> <given-names>B.</given-names></name> <name><surname>Tian</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Salvianolic acid B prevents body weight gain and regulates gut microbiota and LPS/TLR4 signaling pathway in high-fat diet-induced obese mice</article-title>. <source>Food Funct.</source> <volume>11</volume>, <fpage>8743</fpage>&#x2013;<lpage>8756</lpage>. doi: <pub-id pub-id-type="doi">10.1039/D0FO01116A</pub-id></citation></ref>
<ref id="ref107"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>C.</given-names></name> <name><surname>Wang</surname> <given-names>N.</given-names></name> <name><surname>Zheng</surname> <given-names>G.</given-names></name> <name><surname>Yang</surname> <given-names>L.</given-names></name></person-group> (<year>2021</year>). <article-title>Oral Administration of Resveratrol-Selenium-Peptide Nanocomposites Alleviates Alzheimer&#x2019;s disease-like pathogenesis by inhibiting A&#x03B2; aggregation and regulating gut microbiota</article-title>. <source>ACS Appl. Mater. Interfaces</source> <volume>13</volume>, <fpage>46406</fpage>&#x2013;<lpage>46420</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acsami.1c14818</pub-id></citation></ref>
<ref id="ref108"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lin</surname> <given-names>D.</given-names></name> <name><surname>Chen</surname> <given-names>Z.</given-names></name></person-group> (<year>2018</year>). <article-title>A clinical study on treating AD with Kaixin san plus donepezil hydrochlo tablets (in Chinese)</article-title>. <source>Clin. J. Chin. Med.</source> <volume>10</volume>, <fpage>73</fpage>&#x2013;<lpage>75</lpage>.</citation></ref>
<ref id="ref109"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ling</surname> <given-names>Z.</given-names></name> <name><surname>Zhu</surname> <given-names>M.</given-names></name> <name><surname>Yan</surname> <given-names>X.</given-names></name> <name><surname>Cheng</surname> <given-names>Y.</given-names></name> <name><surname>Shao</surname> <given-names>L.</given-names></name> <name><surname>Liu</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Structural and functional Dysbiosis of fecal microbiota in Chinese patients with Alzheimer&#x2019;s disease</article-title>. <source>Front. Cell Dev. Biol.</source> <volume>8</volume>:<fpage>634069</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcell.2020.634069</pub-id></citation></ref>
<ref id="ref110"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Du</surname> <given-names>T.</given-names></name> <name><surname>Zhang</surname> <given-names>W.</given-names></name> <name><surname>Lu</surname> <given-names>W.</given-names></name> <name><surname>Peng</surname> <given-names>Z.</given-names></name> <name><surname>Huang</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Modified Huang-Lian-Jie-Du decoction ameliorates A&#x03B2; Synaptotoxicity in a murine model of Alzheimer&#x2019;s disease</article-title>. <source>Oxid. Med. Cell. Longev.</source> <volume>2019</volume>:<fpage>8340192</fpage>. doi: <pub-id pub-id-type="doi">10.1155/2019/8340192</pub-id></citation></ref>
<ref id="ref111"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Gao</surname> <given-names>J.</given-names></name> <name><surname>Peng</surname> <given-names>M.</given-names></name> <name><surname>Meng</surname> <given-names>H.</given-names></name> <name><surname>Ma</surname> <given-names>H.</given-names></name> <name><surname>Cai</surname> <given-names>P.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>A review on central nervous system effects of Gastrodin</article-title>. <source>Front. Pharmacol.</source> <volume>9</volume>:<fpage>24</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fphar.2018.00024</pub-id></citation></ref>
<ref id="ref112"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>S.</given-names></name> <name><surname>Gao</surname> <given-names>J.</given-names></name> <name><surname>Zhu</surname> <given-names>M.</given-names></name> <name><surname>Liu</surname> <given-names>K.</given-names></name> <name><surname>Zhang</surname> <given-names>H.-L.</given-names></name></person-group> (<year>2020</year>). <article-title>Gut microbiota and Dysbiosis in Alzheimer&#x2019;s disease: implications for pathogenesis and treatment</article-title>. <source>Mol. Neurobiol.</source> <volume>57</volume>, <fpage>5026</fpage>&#x2013;<lpage>5043</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12035-020-02073-3</pub-id></citation></ref>
<ref id="ref113"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>P.</given-names></name> <name><surname>Wu</surname> <given-names>L.</given-names></name> <name><surname>Peng</surname> <given-names>G.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name> <name><surname>Tang</surname> <given-names>R.</given-names></name> <name><surname>Ge</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Altered microbiomes distinguish Alzheimer&#x2019;s disease from amnestic mild cognitive impairment and health in a Chinese cohort</article-title>. <source>Brain Behav. Immun.</source> <volume>80</volume>, <fpage>633</fpage>&#x2013;<lpage>643</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bbi.2019.05.008</pub-id></citation></ref>
<ref id="ref114"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Q.</given-names></name> <name><surname>Xi</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>Q.</given-names></name> <name><surname>Liu</surname> <given-names>J.</given-names></name> <name><surname>Li</surname> <given-names>P.</given-names></name> <name><surname>Meng</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Mannan oligosaccharide attenuates cognitive and behavioral disorders in the 5xFAD Alzheimer&#x2019;s disease mouse model via regulating the gut microbiota-brain axis</article-title>. <source>Brain Behav. Immun.</source> <volume>95</volume>, <fpage>330</fpage>&#x2013;<lpage>343</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bbi.2021.04.005</pub-id></citation></ref>
<ref id="ref115"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>G.</given-names></name> <name><surname>Yu</surname> <given-names>Q.</given-names></name> <name><surname>Tan</surname> <given-names>B.</given-names></name> <name><surname>Ke</surname> <given-names>X.</given-names></name> <name><surname>Zhang</surname> <given-names>C.</given-names></name> <name><surname>Li</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gut dysbiosis impairs hippocampal plasticity and behaviors by remodeling serum metabolome</article-title>. <source>Gut Microbes</source> <volume>14</volume>:<fpage>2104089</fpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2022.2104089</pub-id></citation></ref>
<ref id="ref116"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname> <given-names>J.</given-names></name> <name><surname>Guo</surname> <given-names>P.</given-names></name> <name><surname>Liu</surname> <given-names>X.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Guo</surname> <given-names>X.</given-names></name> <name><surname>Gao</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Herbal formula Fo Shou san attenuates Alzheimer&#x2019;s disease-related pathologies via the gut-liver-brain Axis in APP/PS1 mouse model of Alzheimer&#x2019;s disease</article-title>. <source>Evid. Based Complement. Alternat. Med.</source> <volume>2019</volume>, <fpage>1</fpage>&#x2013;<lpage>14</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2019/8302950</pub-id></citation></ref>
<ref id="ref117"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lucidi</surname> <given-names>L.</given-names></name> <name><surname>Pettorruso</surname> <given-names>M.</given-names></name> <name><surname>Vellante</surname> <given-names>F.</given-names></name> <name><surname>Di Carlo</surname> <given-names>F.</given-names></name> <name><surname>Ceci</surname> <given-names>F.</given-names></name> <name><surname>Santovito</surname> <given-names>M. C.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Gut microbiota and bipolar disorder: an overview on a novel biomarker for diagnosis and treatment</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume>:<fpage>3723</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms22073723</pub-id></citation></ref>
<ref id="ref118"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luczynski</surname> <given-names>P.</given-names></name> <name><surname>Neufeld</surname> <given-names>K.-A. M.</given-names></name> <name><surname>Oriach</surname> <given-names>C. S.</given-names></name> <name><surname>Clarke</surname> <given-names>G.</given-names></name></person-group> (<year>2016</year>). <article-title>Growing up in a bubble: using germ-free animals to assess the influence of the gut microbiota on brain and behaviour</article-title>. <source>Int. J. Neuropsychopharmacol.</source> <volume>19</volume>:<fpage>57</fpage>. doi: <pub-id pub-id-type="doi">10.1093/ijnp/pyw020</pub-id></citation></ref>
<ref id="ref119"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mahaman</surname> <given-names>Y. A. R.</given-names></name> <name><surname>Embaye</surname> <given-names>K. S.</given-names></name> <name><surname>Huang</surname> <given-names>F.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name> <name><surname>Zhu</surname> <given-names>F.</given-names></name> <name><surname>Wang</surname> <given-names>J.-Z.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Biomarkers used in Alzheimer&#x2019;s disease diagnosis, treatment, and prevention</article-title>. <source>Ageing Res. Rev.</source> <volume>74</volume>:<fpage>101544</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.arr.2021.101544</pub-id></citation></ref>
<ref id="ref120"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Maimaiti</surname> <given-names>A.</given-names></name> <name><surname>Tao</surname> <given-names>Y.</given-names></name> <name><surname>Minmin</surname> <given-names>W.</given-names></name> <name><surname>Weiwei</surname> <given-names>M.</given-names></name> <name><surname>Wenhui</surname> <given-names>S.</given-names></name> <name><surname>Aikemu</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Improvement of Total flavonoids from <italic>Dracocephalum moldavica</italic> L. in rats with Chronic Mountain sickness through 1H-NMR Metabonomics</article-title>. <source>Evid. Based Complement. Alternat. Med.</source> <volume>2021</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2021/6695346</pub-id></citation></ref>
<ref id="ref121"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marizzoni</surname> <given-names>M.</given-names></name> <name><surname>Cattaneo</surname> <given-names>A.</given-names></name> <name><surname>Mirabelli</surname> <given-names>P.</given-names></name> <name><surname>Festari</surname> <given-names>C.</given-names></name> <name><surname>Lopizzo</surname> <given-names>N.</given-names></name> <name><surname>Nicolosi</surname> <given-names>V.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Short-chain fatty acids and lipopolysaccharide as mediators between gut Dysbiosis and amyloid pathology in Alzheimer&#x2019;s disease</article-title>. <source>J. Alzheimers Dis.</source> <volume>78</volume>, <fpage>683</fpage>&#x2013;<lpage>697</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-200306</pub-id></citation></ref>
<ref id="ref122"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Maslowski</surname> <given-names>K. M.</given-names></name> <name><surname>Mackay</surname> <given-names>C. R.</given-names></name></person-group> (<year>2011</year>). <article-title>Diet, gut microbiota and immune responses</article-title>. <source>Nat. Immunol.</source> <volume>12</volume>, <fpage>5</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ni0111-5</pub-id></citation></ref>
<ref id="ref123"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matheson</surname> <given-names>J.-A. T.</given-names></name> <name><surname>Holsinger</surname> <given-names>R. M. D.</given-names></name></person-group> (<year>2023</year>). <article-title>The role of fecal microbiota transplantation in the treatment of neurodegenerative diseases: a review</article-title>. <source>Int. J. Mol. Sci.</source> <volume>24</volume>:<fpage>1001</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms24021001</pub-id></citation></ref>
<ref id="ref124"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mayeux</surname> <given-names>R.</given-names></name></person-group> (<year>2004</year>). <article-title>Biomarkers: potential uses and limitations</article-title>. <source>NeuroRx</source> <volume>1</volume>, <fpage>182</fpage>&#x2013;<lpage>188</lpage>. doi: <pub-id pub-id-type="doi">10.1602/neurorx.1.2.182</pub-id></citation></ref>
<ref id="ref125"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Megur</surname> <given-names>A.</given-names></name> <name><surname>Baltriukien&#x0117;</surname> <given-names>D.</given-names></name> <name><surname>Bukelskien&#x0117;</surname> <given-names>V.</given-names></name> <name><surname>Burokas</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>The microbiota&#x2013;gut&#x2013;brain Axis and Alzheimer&#x2019;s disease: neuroinflammation is to blame?</article-title> <source>Nutrients</source> <volume>13</volume>:<fpage>37</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu13010037</pub-id></citation></ref>
<ref id="ref126"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>M&#x00E9;nard</surname> <given-names>S.</given-names></name> <name><surname>Cerf-Bensussan</surname> <given-names>N.</given-names></name> <name><surname>Heyman</surname> <given-names>M.</given-names></name></person-group> (<year>2010</year>). <article-title>Multiple facets of intestinal permeability and epithelial handling of dietary antigens</article-title>. <source>Mucosal Immunol.</source> <volume>3</volume>, <fpage>247</fpage>&#x2013;<lpage>259</lpage>. doi: <pub-id pub-id-type="doi">10.1038/mi.2010.5</pub-id></citation></ref>
<ref id="ref127"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Montoro</surname> <given-names>R. A.</given-names></name> <name><surname>Singh</surname> <given-names>A. P.</given-names></name> <name><surname>Yu</surname> <given-names>J.-P. J.</given-names></name></person-group> (<year>2022</year>). <article-title>Structural and functional neuroimaging of the effects of the gut microbiome</article-title>. <source>Eur. Radiol.</source> <volume>32</volume>, <fpage>3683</fpage>&#x2013;<lpage>3692</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00330-021-08486-5</pub-id></citation></ref>
<ref id="ref128"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moreno-Arribas</surname> <given-names>M. V.</given-names></name> <name><surname>Bartolom&#x00E9;</surname> <given-names>B.</given-names></name> <name><surname>Pe&#x00F1;alvo</surname> <given-names>J. L.</given-names></name> <name><surname>P&#x00E9;rez-Matute</surname> <given-names>P.</given-names></name> <name><surname>Motilva</surname> <given-names>M. J.</given-names></name></person-group> (<year>2020</year>). <article-title>Relationship between wine consumption, diet and microbiome modulation in Alzheimer&#x2019;s disease</article-title>. <source>Nutrients</source> <volume>12</volume>:<fpage>3082</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu12103082</pub-id></citation></ref>
<ref id="ref129"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moussaoui</surname> <given-names>N.</given-names></name> <name><surname>Braniste</surname> <given-names>V.</given-names></name> <name><surname>Ait-Belgnaoui</surname> <given-names>A.</given-names></name> <name><surname>Gabanou</surname> <given-names>M.</given-names></name> <name><surname>Sekkal</surname> <given-names>S.</given-names></name> <name><surname>Olier</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Changes in intestinal glucocorticoid sensitivity in early life shape the risk of epithelial barrier defect in maternal-deprived rats</article-title>. <source>PLoS One</source> <volume>9</volume>:<fpage>e88382</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0088382</pub-id></citation></ref>
<ref id="ref130"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mukaetova-Ladinska</surname> <given-names>E. B.</given-names></name> <name><surname>Abdel-All</surname> <given-names>Z.</given-names></name> <name><surname>Dodds</surname> <given-names>S.</given-names></name> <name><surname>Andrade</surname> <given-names>J.</given-names></name> <name><surname>Alves da Silva</surname> <given-names>J.</given-names></name> <name><surname>Kalaria</surname> <given-names>R. N.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Platelet immunoglobulin and amyloid precursor protein as potential peripheral biomarkers for Alzheimer&#x2019;s disease: findings from a pilot study</article-title>. <source>Age Ageing</source> <volume>41</volume>, <fpage>408</fpage>&#x2013;<lpage>412</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ageing/afr171</pub-id></citation></ref>
<ref id="ref131"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mullane</surname> <given-names>K.</given-names></name> <name><surname>Williams</surname> <given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>Alzheimer&#x2019;s disease beyond amyloid: can the repetitive failures of amyloid-targeted therapeutics inform future approaches to dementia drug discovery?</article-title> <source>Biochem. Pharmacol.</source> <volume>177</volume>:<fpage>113945</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bcp.2020.113945</pub-id></citation></ref>
<ref id="ref132"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagpal</surname> <given-names>R.</given-names></name> <name><surname>Neth</surname> <given-names>B. J.</given-names></name> <name><surname>Wang</surname> <given-names>S.</given-names></name> <name><surname>Craft</surname> <given-names>S.</given-names></name> <name><surname>Yadav</surname> <given-names>H.</given-names></name></person-group> (<year>2019</year>). <article-title>Modified Mediterranean-ketogenic diet modulates gut microbiome and short-chain fatty acids in association with Alzheimer&#x2019;s disease markers in subjects with mild cognitive impairment</article-title>. <source>EBioMedicine</source> <volume>47</volume>, <fpage>529</fpage>&#x2013;<lpage>542</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ebiom.2019.08.032</pub-id></citation></ref>
<ref id="ref133"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagpal</surname> <given-names>R.</given-names></name> <name><surname>Neth</surname> <given-names>B. J.</given-names></name> <name><surname>Wang</surname> <given-names>S.</given-names></name> <name><surname>Mishra</surname> <given-names>S. P.</given-names></name> <name><surname>Craft</surname> <given-names>S.</given-names></name> <name><surname>Yadav</surname> <given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Gut mycobiome and its interaction with diet, gut bacteria and alzheimer&#x2019;s disease markers in subjects with mild cognitive impairment: a pilot study</article-title>. <source>EBioMedicine</source> <volume>59</volume>:<fpage>102950</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ebiom.2020.102950</pub-id></citation></ref>
<ref id="ref134"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagu</surname> <given-names>P.</given-names></name> <name><surname>Parashar</surname> <given-names>A.</given-names></name> <name><surname>Behl</surname> <given-names>T.</given-names></name> <name><surname>Mehta</surname> <given-names>V.</given-names></name></person-group> (<year>2021</year>). <article-title>Gut microbiota composition and epigenetic molecular changes connected to the pathogenesis of Alzheimer&#x2019;s disease</article-title>. <source>J. Mol. Neurosci.</source> <volume>71</volume>, <fpage>1436</fpage>&#x2013;<lpage>1455</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12031-021-01829-3</pub-id></citation></ref>
<ref id="ref135"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nho</surname> <given-names>K.</given-names></name> <name><surname>Kueider-Paisley</surname> <given-names>A.</given-names></name> <name><surname>MahmoudianDehkordi</surname> <given-names>S.</given-names></name> <name><surname>Arnold</surname> <given-names>M.</given-names></name> <name><surname>Risacher</surname> <given-names>S. L.</given-names></name> <name><surname>Louie</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Altered bile acid profile in mild cognitive impairment and Alzheimer&#x2019;s disease: relationship to neuroimaging and CSF biomarkers</article-title>. <source>Alzheimer&#x2019;s Dementia</source> <volume>15</volume>, <fpage>232</fpage>&#x2013;<lpage>244</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jalz.2018.08.012</pub-id></citation></ref>
<ref id="ref136"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nishikawa</surname> <given-names>M.</given-names></name> <name><surname>Brickman</surname> <given-names>A. M.</given-names></name> <name><surname>Manly</surname> <given-names>J. J.</given-names></name> <name><surname>Schupf</surname> <given-names>N.</given-names></name> <name><surname>Mayeux</surname> <given-names>R. P.</given-names></name> <name><surname>Gu</surname> <given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>Dietary prebiotic consumption is associated with reduced risk of Alzheimer&#x2019;s disease in a multiethnic population</article-title>. <source>Curr. Alzheimer Res.</source> <volume>18</volume>, <fpage>984</fpage>&#x2013;<lpage>992</lpage>. doi: <pub-id pub-id-type="doi">10.2174/1567205019666211222115142</pub-id></citation></ref>
<ref id="ref137"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>O&#x2019;Toole</surname> <given-names>P. W.</given-names></name> <name><surname>Jeffery</surname> <given-names>I. B.</given-names></name></person-group> (<year>2015</year>). <article-title>Gut microbiota and aging</article-title>. <source>Science</source> <volume>350</volume>, <fpage>1214</fpage>&#x2013;<lpage>1215</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.aac8469</pub-id></citation></ref>
<ref id="ref138"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ouanes</surname> <given-names>S.</given-names></name> <name><surname>Clark</surname> <given-names>C.</given-names></name> <name><surname>Richiardi</surname> <given-names>J.</given-names></name> <name><surname>Mar&#x00E9;chal</surname> <given-names>B.</given-names></name> <name><surname>Lewczuk</surname> <given-names>P.</given-names></name> <name><surname>Kornhuber</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2022a</year>). <article-title>Cerebrospinal fluid cortisol and Dehydroepiandrosterone sulfate, Alzheimer&#x2019;s disease pathology, and cognitive decline</article-title>. <source>Front. Aging Neurosci.</source> <volume>14</volume>:<fpage>892754</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2022.892754</pub-id></citation></ref>
<ref id="ref139"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ouanes</surname> <given-names>S.</given-names></name> <name><surname>Rabl</surname> <given-names>M.</given-names></name> <name><surname>Clark</surname> <given-names>C.</given-names></name> <name><surname>Kirschbaum</surname> <given-names>C.</given-names></name> <name><surname>Popp</surname> <given-names>J.</given-names></name></person-group> (<year>2022b</year>). <article-title>Persisting neuropsychiatric symptoms, Alzheimer&#x2019;s disease, and cerebrospinal fluid cortisol and dehydroepiandrosterone sulfate</article-title>. <source>Alzheimers Res. Ther.</source> <volume>14</volume>:<fpage>190</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-022-01139-9</pub-id></citation></ref>
<ref id="ref140"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Paolicelli</surname> <given-names>R. C.</given-names></name> <name><surname>Sierra</surname> <given-names>A.</given-names></name> <name><surname>Stevens</surname> <given-names>B.</given-names></name> <name><surname>Tremblay</surname> <given-names>M.-E.</given-names></name> <name><surname>Aguzzi</surname> <given-names>A.</given-names></name> <name><surname>Ajami</surname> <given-names>B.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Microglia states and nomenclature: a field at its crossroads</article-title>. <source>Neuron</source> <volume>110</volume>, <fpage>3458</fpage>&#x2013;<lpage>3483</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neuron.2022.10.020</pub-id></citation></ref>
<ref id="ref141"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Paouri</surname> <given-names>E.</given-names></name> <name><surname>Georgopoulos</surname> <given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Systemic and CNS inflammation crosstalk: implications for Alzheimer&#x2019;s disease</article-title>. <source>Curr. Alzheimer Res.</source> <volume>16</volume>, <fpage>559</fpage>&#x2013;<lpage>574</lpage>. doi: <pub-id pub-id-type="doi">10.2174/1567205016666190321154618</pub-id></citation></ref>
<ref id="ref142"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>J.-C.</given-names></name> <name><surname>Han</surname> <given-names>S.-H.</given-names></name> <name><surname>Mook-Jung</surname> <given-names>I.</given-names></name></person-group> (<year>2020</year>). <article-title>Peripheral inflammatory biomarkers in Alzheimer&#x2019;s disease: a brief review</article-title>. <source>BMB Rep.</source> <volume>53</volume>, <fpage>10</fpage>&#x2013;<lpage>19</lpage>. doi: <pub-id pub-id-type="doi">10.5483/BMBRep.2020.53.1.309</pub-id></citation></ref>
<ref id="ref143"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>J. K.</given-names></name> <name><surname>Lee</surname> <given-names>K. J.</given-names></name> <name><surname>Kim</surname> <given-names>J. Y.</given-names></name> <name><surname>Kim</surname> <given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>The Association of Blood-Based Inflammatory Factors IL-1&#x03B2;, TGF-&#x03B2; and CRP with cognitive function in Alzheimer&#x2019;s disease and mild cognitive impairment</article-title>. <source>Psychiatry Investig.</source> <volume>18</volume>, <fpage>11</fpage>&#x2013;<lpage>18</lpage>. doi: <pub-id pub-id-type="doi">10.30773/pi.2020.0205</pub-id></citation></ref>
<ref id="ref144"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>B. S.</given-names></name> <name><surname>Song</surname> <given-names>D. H.</given-names></name> <name><surname>Kim</surname> <given-names>H. M.</given-names></name> <name><surname>Choi</surname> <given-names>B. S.</given-names></name> <name><surname>Lee</surname> <given-names>H.</given-names></name> <name><surname>Lee</surname> <given-names>J. O.</given-names></name></person-group> (<year>2009</year>). <article-title>The structural basis of lipopolysaccharide recognition by the TLR4-MD-2 complex</article-title>. <source>Nature</source> <volume>458</volume>, <fpage>1191</fpage>&#x2013;<lpage>1195</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature07830</pub-id></citation></ref>
<ref id="ref145"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>S.</given-names></name> <name><surname>Zhang</surname> <given-names>T.</given-names></name> <name><surname>Wu</surname> <given-names>X.</given-names></name> <name><surname>Yi Qiu</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Ketone production by ketogenic diet and by intermittent fasting has different effects on the gut microbiota and disease progression in an Alzheimer&#x2019;s disease rat model</article-title>. <source>J. Clin. Biochem. Nutr.</source> <volume>67</volume>, <fpage>188</fpage>&#x2013;<lpage>198</lpage>. doi: <pub-id pub-id-type="doi">10.3164/jcbn.19-87</pub-id></citation></ref>
<ref id="ref146"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pavlov</surname> <given-names>V. A.</given-names></name> <name><surname>Tracey</surname> <given-names>K. J.</given-names></name></person-group> (<year>2005</year>). <article-title>The cholinergic anti-inflammatory pathway</article-title>. <source>Brain Behav. Immun.</source> <volume>19</volume>, <fpage>493</fpage>&#x2013;<lpage>499</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bbi.2005.03.015</pub-id></citation></ref>
<ref id="ref147"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Plagman</surname> <given-names>A.</given-names></name> <name><surname>Hoscheidt</surname> <given-names>S.</given-names></name> <name><surname>McLimans</surname> <given-names>K. E.</given-names></name> <name><surname>Klinedinst</surname> <given-names>B.</given-names></name> <name><surname>Pappas</surname> <given-names>C.</given-names></name> <name><surname>Anantharam</surname> <given-names>V.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Cholecystokinin and Alzheimer&#x2019;s disease: a biomarker of metabolic function, neural integrity, and cognitive performance</article-title>. <source>Neurobiol. Aging</source> <volume>76</volume>, <fpage>201</fpage>&#x2013;<lpage>207</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2019.01.002</pub-id></citation></ref>
<ref id="ref148"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qian</surname> <given-names>Y.</given-names></name> <name><surname>Yang</surname> <given-names>X.</given-names></name> <name><surname>Xu</surname> <given-names>S.</given-names></name> <name><surname>Huang</surname> <given-names>P.</given-names></name> <name><surname>Li</surname> <given-names>B.</given-names></name> <name><surname>Du</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Gut metagenomics-derived genes as potential biomarkers of Parkinson&#x2019;s disease</article-title>. <source>Brain</source> <volume>143</volume>, <fpage>2474</fpage>&#x2013;<lpage>2489</lpage>. doi: <pub-id pub-id-type="doi">10.1093/brain/awaa201</pub-id></citation></ref>
<ref id="ref149"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qu</surname> <given-names>C.</given-names></name> <name><surname>Li</surname> <given-names>Q.-P.</given-names></name> <name><surname>Su</surname> <given-names>Z.-R.</given-names></name> <name><surname>Ip</surname> <given-names>S.-P.</given-names></name> <name><surname>Yuan</surname> <given-names>Q.-J.</given-names></name> <name><surname>Xie</surname> <given-names>Y.-L.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Nano-Honokiol ameliorates the cognitive deficits in TgCRND8 mice of Alzheimer&#x2019;s disease via inhibiting neuropathology and modulating gut microbiota</article-title>. <source>J. Adv. Res.</source> <volume>35</volume>, <fpage>231</fpage>&#x2013;<lpage>243</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jare.2021.03.012</pub-id></citation></ref>
<ref id="ref150"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rahman</surname> <given-names>M. H.</given-names></name> <name><surname>Akter</surname> <given-names>R.</given-names></name> <name><surname>Bhattacharya</surname> <given-names>T.</given-names></name> <name><surname>Abdel-Daim</surname> <given-names>M. M.</given-names></name> <name><surname>Alkahtani</surname> <given-names>S.</given-names></name> <name><surname>Arafah</surname> <given-names>M. W.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Resveratrol and Neuroprotection: impact and its therapeutic potential in Alzheimer&#x2019;s disease</article-title>. <source>Front. Pharmacol.</source> <volume>11</volume>:<fpage>619024</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fphar.2020.619024</pub-id></citation></ref>
<ref id="ref151"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reid</surname> <given-names>M. A.</given-names></name> <name><surname>Dai</surname> <given-names>Z.</given-names></name> <name><surname>Locasale</surname> <given-names>J. W.</given-names></name></person-group> (<year>2017</year>). <article-title>The impact of cellular metabolism on chromatin dynamics and epigenetics</article-title>. <source>Nat. Cell Biol.</source> <volume>19</volume>, <fpage>1298</fpage>&#x2013;<lpage>1306</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ncb3629</pub-id></citation></ref>
<ref id="ref152"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roy Sarkar</surname> <given-names>S.</given-names></name> <name><surname>Banerjee</surname> <given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Gut microbiota in neurodegenerative disorders</article-title>. <source>J. Neuroimmunol.</source> <volume>328</volume>, <fpage>98</fpage>&#x2013;<lpage>104</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jneuroim.2019.01.004</pub-id></citation></ref>
<ref id="ref153"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salter</surname> <given-names>M. W.</given-names></name> <name><surname>Stevens</surname> <given-names>B.</given-names></name></person-group> (<year>2017</year>). <article-title>Microglia emerge as central players in brain disease</article-title>. <source>Nat. Med.</source> <volume>23</volume>, <fpage>1018</fpage>&#x2013;<lpage>1027</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nm.4397</pub-id></citation></ref>
<ref id="ref154"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schoultz</surname> <given-names>I.</given-names></name> <name><surname>Keita</surname> <given-names>&#x00C5;. V.</given-names></name></person-group> (<year>2020</year>). <article-title>The intestinal barrier and current techniques for the assessment of gut permeability</article-title>. <source>Cells</source> <volume>9</volume>:<fpage>1909</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cells9081909</pub-id></citation></ref>
<ref id="ref155"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seethaler</surname> <given-names>B.</given-names></name> <name><surname>Basrai</surname> <given-names>M.</given-names></name> <name><surname>Neyrinck</surname> <given-names>A. M.</given-names></name> <name><surname>Nazare</surname> <given-names>J.-A.</given-names></name> <name><surname>Walter</surname> <given-names>J.</given-names></name> <name><surname>Delzenne</surname> <given-names>N. M.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Biomarkers for assessment of intestinal permeability in clinical practice</article-title>. <source>Am. J. Physiol.-Gastrointest. Liver Physiol.</source> <volume>321</volume>, <fpage>G11</fpage>&#x2013;<lpage>G17</lpage>. doi: <pub-id pub-id-type="doi">10.1152/ajpgi.00113.2021</pub-id></citation></ref>
<ref id="ref156"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Selkoe</surname> <given-names>D. J.</given-names></name> <name><surname>Hardy</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>The amyloid hypothesis of Alzheimer&#x2019;s disease at 25 years</article-title>. <source>EMBO Mol. Med.</source> <volume>8</volume>, <fpage>595</fpage>&#x2013;<lpage>608</lpage>. doi: <pub-id pub-id-type="doi">10.15252/emmm.201606210</pub-id></citation></ref>
<ref id="ref157"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seo</surname> <given-names>D.</given-names></name> <name><surname>Boros</surname> <given-names>B. D.</given-names></name> <name><surname>Holtzman</surname> <given-names>D. M.</given-names></name></person-group> (<year>2019</year>). <article-title>The microbiome: a target for Alzheimer disease?</article-title> <source>Cell Res.</source> <volume>29</volume>, <fpage>779</fpage>&#x2013;<lpage>780</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41422-019-0227-7</pub-id></citation></ref>
<ref id="ref158"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sgritta</surname> <given-names>M.</given-names></name> <name><surname>Dooling</surname> <given-names>S. W.</given-names></name> <name><surname>Buffington</surname> <given-names>S. A.</given-names></name> <name><surname>Momin</surname> <given-names>E. N.</given-names></name> <name><surname>Francis</surname> <given-names>M. B.</given-names></name> <name><surname>Britton</surname> <given-names>R. A.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Mechanisms underlying microbial-mediated changes in social behavior in mouse models of autism Spectrum disorder</article-title>. <source>Neuron</source> <volume>101</volume>, <fpage>246</fpage>&#x2013;<lpage>259.e6</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neuron.2018.11.018</pub-id></citation></ref>
<ref id="ref159"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shen</surname> <given-names>H.</given-names></name> <name><surname>Guan</surname> <given-names>Q.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Yuan</surname> <given-names>C.</given-names></name> <name><surname>Tan</surname> <given-names>Z.</given-names></name> <name><surname>Zhai</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>New mechanism of neuroinflammation in Alzheimer&#x2019;s disease: the activation of NLRP3 inflammasome mediated by gut microbiota</article-title>. <source>Prog. Neuro-Psychopharmacol. Biol. Psychiatry</source> <volume>100</volume>:<fpage>109884</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pnpbp.2020.109884</pub-id></citation></ref>
<ref id="ref160"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shen</surname> <given-names>X.-N.</given-names></name> <name><surname>Niu</surname> <given-names>L.-D.</given-names></name> <name><surname>Wang</surname> <given-names>Y.-J.</given-names></name> <name><surname>Cao</surname> <given-names>X.-P.</given-names></name> <name><surname>Liu</surname> <given-names>Q.</given-names></name> <name><surname>Tan</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Inflammatory markers in Alzheimer&#x2019;s disease and mild cognitive impairment: a meta-analysis and systematic review of 170 studies</article-title>. <source>J. Neurol. Neurosurg. Psychiatry</source> <volume>90</volume>, <fpage>590</fpage>&#x2013;<lpage>598</lpage>. doi: <pub-id pub-id-type="doi">10.1136/jnnp-2018-319148</pub-id></citation></ref>
<ref id="ref161"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sheng</surname> <given-names>C.</given-names></name> <name><surname>Lin</surname> <given-names>L.</given-names></name> <name><surname>Lin</surname> <given-names>H.</given-names></name> <name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>S.-L.</given-names></name></person-group> (<year>2021</year>). <article-title>Altered gut microbiota in adults with subjective cognitive decline: the SILCODE study</article-title>. <source>J. Alzheimers Dis.</source> <volume>82</volume>, <fpage>513</fpage>&#x2013;<lpage>526</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-210259</pub-id></citation></ref>
<ref id="ref162"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sheng</surname> <given-names>C.</given-names></name> <name><surname>Yang</surname> <given-names>K.</given-names></name> <name><surname>He</surname> <given-names>B.</given-names></name> <name><surname>Du</surname> <given-names>W.</given-names></name> <name><surname>Cai</surname> <given-names>Y.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name></person-group> (<year>2022</year>). <article-title>Combination of gut microbiota and plasma amyloid-&#x03B2; as a potential index for identifying preclinical Alzheimer&#x2019;s disease: a cross-sectional analysis from the SILCODE study</article-title>. <source>Alz. Res. Therapy</source> <volume>14</volume>:<fpage>35</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-022-00977-x</pub-id></citation></ref>
<ref id="ref163"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sherwin</surname> <given-names>E.</given-names></name> <name><surname>Bordenstein</surname> <given-names>S. R.</given-names></name> <name><surname>Quinn</surname> <given-names>J. L.</given-names></name> <name><surname>Dinan</surname> <given-names>T. G.</given-names></name> <name><surname>Cryan</surname> <given-names>J. F.</given-names></name></person-group> (<year>2019</year>). <article-title>Microbiota and the social brain</article-title>. <source>Science</source> <volume>366</volume>:<fpage>eaar2016</fpage>. doi: <pub-id pub-id-type="doi">10.1126/science.aar2016</pub-id></citation></ref>
<ref id="ref164"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Silva</surname> <given-names>Y. P.</given-names></name> <name><surname>Bernardi</surname> <given-names>A.</given-names></name> <name><surname>Frozza</surname> <given-names>R. L.</given-names></name></person-group> (<year>2020</year>). <article-title>The role of short-chain fatty acids from gut microbiota in gut-brain communication</article-title>. <source>Front. Endocrinol. (Lausanne)</source> <volume>11</volume>:<fpage>25</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fendo.2020.00025</pub-id></citation></ref>
<ref id="ref165"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Silva</surname> <given-names>S. D.</given-names></name> <name><surname>Robbe-Masselot</surname> <given-names>C.</given-names></name> <name><surname>Ait-Belgnaoui</surname> <given-names>A.</given-names></name> <name><surname>Mancuso</surname> <given-names>A.</given-names></name> <name><surname>Mercade-Loubi&#x00E8;re</surname> <given-names>M.</given-names></name> <name><surname>Salvador-Cartier</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Stress disrupts intestinal mucus barrier in rats via mucin O-glycosylation shift: prevention by a probiotic treatment</article-title>. <source>Am. J. Physiol.-Gastrointes Liver Physiol.</source> <volume>307</volume>, <fpage>G420</fpage>&#x2013;<lpage>G429</lpage>. doi: <pub-id pub-id-type="doi">10.1152/ajpgi.00290.2013</pub-id></citation></ref>
<ref id="ref166"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Simopoulos</surname> <given-names>C. M. A.</given-names></name> <name><surname>Ning</surname> <given-names>Z.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name> <name><surname>Khamis</surname> <given-names>M. M.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Lavall&#x00E9;e-Adam</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>MetaProClust-MS1: an MS1 profiling approach for large-scale microbiome screening</article-title>. <source>mSystems</source> <volume>7</volume>, <fpage>e00381</fpage>&#x2013;<lpage>e00322</lpage>. doi: <pub-id pub-id-type="doi">10.1128/msystems.00381-22</pub-id></citation></ref>
<ref id="ref167"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>Y.</given-names></name> <name><surname>Wu</surname> <given-names>M.</given-names></name> <name><surname>Tao</surname> <given-names>G.</given-names></name> <name><surname>Lu</surname> <given-names>M.</given-names></name> <name><surname>Lin</surname> <given-names>J.</given-names></name> <name><surname>Huang</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Feruloylated oligosaccharides and ferulic acid alter gut microbiome to alleviate diabetic syndrome</article-title>. <source>Food Res. Int.</source> <volume>137</volume>:<fpage>109410</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.foodres.2020.109410</pub-id></citation></ref>
<ref id="ref168"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sorboni</surname> <given-names>S. G.</given-names></name> <name><surname>Moghaddam</surname> <given-names>H. S.</given-names></name> <name><surname>Jafarzadeh-Esfehani</surname> <given-names>R.</given-names></name> <name><surname>Soleimanpour</surname> <given-names>S.</given-names></name></person-group> (<year>2022</year>). <article-title>A comprehensive review on the role of the gut microbiome in human neurological disorders</article-title>. <source>Clin. Microbiol. Rev.</source> <volume>35</volume>:<fpage>e0033820</fpage>. doi: <pub-id pub-id-type="doi">10.1128/CMR.00338-20</pub-id></citation></ref>
<ref id="ref169"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sparkman</surname> <given-names>N. L.</given-names></name> <name><surname>Buchanan</surname> <given-names>J. B.</given-names></name> <name><surname>Heyen</surname> <given-names>J. R. R.</given-names></name> <name><surname>Chen</surname> <given-names>J.</given-names></name> <name><surname>Beverly</surname> <given-names>J. L.</given-names></name> <name><surname>Johnson</surname> <given-names>R. W.</given-names></name></person-group> (<year>2006</year>). <article-title>Interleukin-6 facilitates lipopolysaccharide-induced disruption in working memory and expression of other Proinflammatory cytokines in hippocampal neuronal cell layers</article-title>. <source>J. Neurosci.</source> <volume>26</volume>, <fpage>10709</fpage>&#x2013;<lpage>10716</lpage>. doi: <pub-id pub-id-type="doi">10.1523/JNEUROSCI.3376-06.2006</pub-id></citation></ref>
<ref id="ref170"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Spielman</surname> <given-names>L. J.</given-names></name> <name><surname>Gibson</surname> <given-names>D. L.</given-names></name> <name><surname>Klegeris</surname> <given-names>A.</given-names></name></person-group> (<year>2018</year>). <article-title>Unhealthy gut, unhealthy brain: the role of the intestinal microbiota in neurodegenerative diseases</article-title>. <source>Neurochem. Int.</source> <volume>120</volume>, <fpage>149</fpage>&#x2013;<lpage>163</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neuint.2018.08.005</pub-id></citation></ref>
<ref id="ref171"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Spittau</surname> <given-names>B.</given-names></name></person-group> (<year>2017</year>). <article-title>Aging microglia&#x2014;phenotypes, functions and implications for age-related neurodegenerative diseases</article-title>. <source>Front. Aging Neurosci.</source> <volume>9</volume>:<fpage>194</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2017.00194</pub-id></citation></ref>
<ref id="ref172"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stadlbauer</surname> <given-names>V.</given-names></name> <name><surname>Engertsberger</surname> <given-names>L.</given-names></name> <name><surname>Komarova</surname> <given-names>I.</given-names></name> <name><surname>Feldbacher</surname> <given-names>N.</given-names></name> <name><surname>Leber</surname> <given-names>B.</given-names></name> <name><surname>Pichler</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Dysbiosis, gut barrier dysfunction and inflammation in dementia: a pilot study</article-title>. <source>BMC Geriatr.</source> <volume>20</volume>:<fpage>248</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12877-020-01644-2</pub-id></citation></ref>
<ref id="ref173"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Su</surname> <given-names>C.</given-names></name> <name><surname>Zhao</surname> <given-names>K.</given-names></name> <name><surname>Xia</surname> <given-names>H.</given-names></name> <name><surname>Xu</surname> <given-names>Y.</given-names></name></person-group> (<year>2019</year>). <article-title>Peripheral inflammatory biomarkers in Alzheimer&#x2019;s disease and mild cognitive impairment: a systematic review and meta-analysis: a systematic review and meta-analysis</article-title>. <source>Psychogeriatrics</source> <volume>19</volume>, <fpage>300</fpage>&#x2013;<lpage>309</lpage>. doi: <pub-id pub-id-type="doi">10.1111/psyg.12403</pub-id></citation></ref>
<ref id="ref174"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>Y.-Q.</given-names></name> <name><surname>Richmond</surname> <given-names>R. C.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Mai</surname> <given-names>X.-M.</given-names></name></person-group> (<year>2020</year>). <article-title>Mixed evidence for the relationship between periodontitis and Alzheimer&#x2019;s disease: a bidirectional Mendelian randomization study</article-title>. <source>PLoS One</source> <volume>15</volume>:<fpage>e0228206</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0228206</pub-id></citation></ref>
<ref id="ref175"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>Y.</given-names></name> <name><surname>Sommerville</surname> <given-names>N. R.</given-names></name> <name><surname>Liu</surname> <given-names>J. Y. H.</given-names></name> <name><surname>Ngan</surname> <given-names>M. P.</given-names></name> <name><surname>Poon</surname> <given-names>D.</given-names></name> <name><surname>Ponomarev</surname> <given-names>E. D.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Intra-gastrointestinal amyloid-&#x03B2;1&#x2013;42 oligomers perturb enteric function and induce Alzheimer&#x2019;s disease pathology</article-title>. <source>J. Physiol.</source> <volume>598</volume>, <fpage>4209</fpage>&#x2013;<lpage>4223</lpage>. doi: <pub-id pub-id-type="doi">10.1113/JP279919</pub-id></citation></ref>
<ref id="ref176"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sun</surname> <given-names>J.</given-names></name> <name><surname>Xu</surname> <given-names>J.</given-names></name> <name><surname>Ling</surname> <given-names>Y.</given-names></name> <name><surname>Wang</surname> <given-names>F.</given-names></name> <name><surname>Gong</surname> <given-names>T.</given-names></name> <name><surname>Yang</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Fecal microbiota transplantation alleviated Alzheimer&#x2019;s disease-like pathogenesis in APP/PS1 transgenic mice</article-title>. <source>Transl. Psychiatry</source> <volume>9</volume>:<fpage>189</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41398-019-0525-3</pub-id></citation></ref>
<ref id="ref177"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Syed</surname> <given-names>Y. Y.</given-names></name></person-group> (<year>2020</year>). <article-title>Sodium Oligomannate: first approval</article-title>. <source>Drugs</source> <volume>80</volume>, <fpage>441</fpage>&#x2013;<lpage>444</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s40265-020-01268-1</pub-id></citation></ref>
<ref id="ref178"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tan</surname> <given-names>J.</given-names></name> <name><surname>McKenzie</surname> <given-names>C.</given-names></name> <name><surname>Potamitis</surname> <given-names>M.</given-names></name> <name><surname>Thorburn</surname> <given-names>A. N.</given-names></name> <name><surname>Mackay</surname> <given-names>C. R.</given-names></name> <name><surname>Macia</surname> <given-names>L.</given-names></name></person-group> (<year>2014</year>). <article-title>The role of short-chain fatty acids in health and disease</article-title>. <source>Adv. Immunol.</source> <volume>121</volume>, <fpage>91</fpage>&#x2013;<lpage>119</lpage>. doi: <pub-id pub-id-type="doi">10.1016/B978-0-12-800100-4.00003-9</pub-id></citation></ref>
<ref id="ref179"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Teixeira</surname> <given-names>A. L.</given-names></name> <name><surname>Reis</surname> <given-names>H. J.</given-names></name> <name><surname>Coelho</surname> <given-names>F. M.</given-names></name> <name><surname>Carneiro</surname> <given-names>D. S.</given-names></name> <name><surname>Teixeira</surname> <given-names>M. M.</given-names></name> <name><surname>Vieira</surname> <given-names>L. B.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>All-or-nothing type biphasic cytokine production of human lymphocytes after exposure to Alzheimer&#x2019;s &#x03B2;-amyloid peptide</article-title>. <source>Biol. Psychiatry</source> <volume>64</volume>, <fpage>891</fpage>&#x2013;<lpage>895</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.biopsych.2008.07.019</pub-id></citation></ref>
<ref id="ref180"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Teng</surname> <given-names>Y.</given-names></name> <name><surname>Mu</surname> <given-names>J.</given-names></name> <name><surname>Xu</surname> <given-names>F.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Sriwastva</surname> <given-names>M. K.</given-names></name> <name><surname>Liu</surname> <given-names>Q. M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gut bacterial isoamylamine promotes age-related cognitive dysfunction by promoting microglial cell death</article-title>. <source>Cell Host Microbe</source> <volume>30</volume>, <fpage>944</fpage>&#x2013;<lpage>960.e8</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2022.05.005</pub-id></citation></ref>
<ref id="ref181"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thu Thuy Nguyen</surname> <given-names>V.</given-names></name> <name><surname>Endres</surname> <given-names>K.</given-names></name></person-group> (<year>2022</year>). <article-title>Targeting gut microbiota to alleviate neuroinflammation in Alzheimer&#x2019;s disease</article-title>. <source>Adv. Drug Deliv. Rev.</source> <volume>188</volume>:<fpage>114418</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.addr.2022.114418</pub-id></citation></ref>
<ref id="ref182"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tong</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>J.</given-names></name> <name><surname>Hao</surname> <given-names>M.</given-names></name> <name><surname>Yang</surname> <given-names>J.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Leptin attenuates the detrimental effects of &#x03B2;-amyloid on spatial memory and hippocampal later-phase long term potentiation in rats</article-title>. <source>Horm. Behav.</source> <volume>73</volume>, <fpage>125</fpage>&#x2013;<lpage>130</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.yhbeh.2015.06.013</pub-id></citation></ref>
<ref id="ref183"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tran</surname> <given-names>S. M.-S.</given-names></name> <name><surname>Mohajeri</surname> <given-names>M. H.</given-names></name></person-group> (<year>2021</year>). <article-title>The role of gut bacterial metabolites in brain development, aging and disease</article-title>. <source>Nutrients</source> <volume>13</volume>:<fpage>732</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu13030732</pub-id></citation></ref>
<ref id="ref184"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Uslu</surname> <given-names>S.</given-names></name> <name><surname>Akarkarasu</surname> <given-names>Z. E.</given-names></name> <name><surname>Ozbabalik</surname> <given-names>D.</given-names></name> <name><surname>Ozkan</surname> <given-names>S.</given-names></name> <name><surname>&#x00C7;olak</surname> <given-names>O.</given-names></name> <name><surname>Demirkan</surname> <given-names>E. S.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Levels of amyloid Beta-42, Interleukin-6 and tumor necrosis factor-alpha in Alzheimer&#x2019;s disease and vascular dementia</article-title>. <source>Neurochem. Res.</source> <volume>37</volume>, <fpage>1554</fpage>&#x2013;<lpage>1559</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11064-012-0750-0</pub-id></citation></ref>
<ref id="ref185"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Varesi</surname> <given-names>A.</given-names></name> <name><surname>Carrara</surname> <given-names>A.</given-names></name> <name><surname>Pires</surname> <given-names>V. G.</given-names></name> <name><surname>Floris</surname> <given-names>V.</given-names></name> <name><surname>Pierella</surname> <given-names>E.</given-names></name> <name><surname>Savioli</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2022a</year>). <article-title>Blood-based biomarkers for Alzheimer&#x2019;s disease diagnosis and progression: an overview</article-title>. <source>Cells</source> <volume>11</volume>:<fpage>1367</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cells11081367</pub-id></citation></ref>
<ref id="ref186"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Varesi</surname> <given-names>A.</given-names></name> <name><surname>Pierella</surname> <given-names>E.</given-names></name> <name><surname>Romeo</surname> <given-names>M.</given-names></name> <name><surname>Piccini</surname> <given-names>G. B.</given-names></name> <name><surname>Alfano</surname> <given-names>C.</given-names></name> <name><surname>Bj&#x00F8;rklund</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2022b</year>). <article-title>The potential role of gut microbiota in Alzheimer&#x2019;s disease: from diagnosis to treatment</article-title>. <source>Nutrients</source> <volume>14</volume>:<fpage>668</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu14030668</pub-id></citation></ref>
<ref id="ref187"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Verhaar</surname> <given-names>B. J. H.</given-names></name> <name><surname>Hendriksen</surname> <given-names>H. M. A.</given-names></name> <name><surname>de Leeuw</surname> <given-names>F. A.</given-names></name> <name><surname>Doorduijn</surname> <given-names>A. S.</given-names></name> <name><surname>van Leeuwenstijn</surname> <given-names>M.</given-names></name> <name><surname>Teunissen</surname> <given-names>C. E.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Gut microbiota composition is related to AD pathology</article-title>. <source>Front. Immunol.</source> <volume>12</volume>:<fpage>794519</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fimmu.2021.794519</pub-id></citation></ref>
<ref id="ref188"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vogt</surname> <given-names>N. M.</given-names></name> <name><surname>Kerby</surname> <given-names>R. L.</given-names></name> <name><surname>Dill-McFarland</surname> <given-names>K. A.</given-names></name> <name><surname>Harding</surname> <given-names>S. J.</given-names></name> <name><surname>Merluzzi</surname> <given-names>A. P.</given-names></name> <name><surname>Johnson</surname> <given-names>S. C.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Gut microbiome alterations in Alzheimer&#x2019;s disease</article-title>. <source>Sci. Rep.</source> <volume>7</volume>:<fpage>13537</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-017-13601-y</pub-id></citation></ref>
<ref id="ref189"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vogt</surname> <given-names>N. M.</given-names></name> <name><surname>Romano</surname> <given-names>K. A.</given-names></name> <name><surname>Darst</surname> <given-names>B. F.</given-names></name> <name><surname>Engelman</surname> <given-names>C. D.</given-names></name> <name><surname>Johnson</surname> <given-names>S. C.</given-names></name> <name><surname>Carlsson</surname> <given-names>C. M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>The gut microbiota-derived metabolite trimethylamine N-oxide is elevated in Alzheimer&#x2019;s disease</article-title>. <source>Alz. Res. Therapy</source> <volume>10</volume>:<fpage>124</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-018-0451-2</pub-id></citation></ref>
<ref id="ref190"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Voigt</surname> <given-names>R. M.</given-names></name> <name><surname>Raeisi</surname> <given-names>S.</given-names></name> <name><surname>Yang</surname> <given-names>J.</given-names></name> <name><surname>Leurgans</surname> <given-names>S.</given-names></name> <name><surname>Forsyth</surname> <given-names>C. B.</given-names></name> <name><surname>Buchman</surname> <given-names>A. S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Systemic brain derived neurotrophic factor but not intestinal barrier integrity is associated with cognitive decline and incident Alzheimer&#x2019;s disease</article-title>. <source>PLoS One</source> <volume>16</volume>:<fpage>e0240342</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0240342</pub-id></citation></ref>
<ref id="ref191"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Q.</given-names></name> <name><surname>Davis</surname> <given-names>P. B.</given-names></name> <name><surname>Qi</surname> <given-names>X.</given-names></name> <name><surname>Chen</surname> <given-names>S. G.</given-names></name> <name><surname>Gurney</surname> <given-names>M. E.</given-names></name> <name><surname>Perry</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Gut&#x2013;microbiota&#x2013;microglia&#x2013;brain interactions in Alzheimer&#x2019;s disease: knowledge-based, multi-dimensional characterization</article-title>. <source>Alzheimers Res. Ther.</source> <volume>13</volume>:<fpage>177</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-021-00917-1</pub-id></citation></ref>
<ref id="ref192"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>C.</given-names></name> <name><surname>Klechikov</surname> <given-names>A. G.</given-names></name> <name><surname>Gharibyan</surname> <given-names>A. L.</given-names></name> <name><surname>W&#x00E4;rml&#x00E4;nder</surname> <given-names>S. K. T. S.</given-names></name> <name><surname>Jarvet</surname> <given-names>J.</given-names></name> <name><surname>Zhao</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>The role of pro-inflammatory S100A9 in Alzheimer&#x2019;s disease amyloid-neuroinflammatory cascade</article-title>. <source>Acta Neuropathol.</source> <volume>127</volume>, <fpage>507</fpage>&#x2013;<lpage>522</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00401-013-1208-4</pub-id></citation></ref>
<ref id="ref193"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>T.</given-names></name> <name><surname>Kuang</surname> <given-names>W.</given-names></name> <name><surname>Chen</surname> <given-names>W.</given-names></name> <name><surname>Xu</surname> <given-names>W.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>A phase II randomized trial of sodium oligomannate in Alzheimer&#x2019;s dementia</article-title>. <source>Alz. Res. Therapy</source> <volume>12</volume>:<fpage>110</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-020-00678-3</pub-id></citation></ref>
<ref id="ref194"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Lei</surname> <given-names>X.</given-names></name> <name><surname>Xie</surname> <given-names>Z.</given-names></name> <name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Cheng</surname> <given-names>X.</given-names></name> <name><surname>Zhou</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>CA-30, an oligosaccharide fraction derived from Liuwei Dihuang decoction, ameliorates cognitive deterioration via the intestinal microbiome in the senescence-accelerated mouse prone 8 strain</article-title>. <source>Aging (Albany NY)</source> <volume>40</volume>, <fpage>3463</fpage>&#x2013;<lpage>3486</lpage>. doi: <pub-id pub-id-type="doi">10.18632/aging.101990</pub-id></citation></ref>
<ref id="ref195"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Li</surname> <given-names>R.</given-names></name> <name><surname>Liu</surname> <given-names>Y.</given-names></name></person-group> (<year>2018</year>). <article-title>Based on &#x2018;ancient and modern medical case cloud platform (V 1.3)&#x2019;, this paper discusses the medication rules of TCM in the treatment of dementia</article-title>. <source>Hebei J. Tradit. Chin. Med.</source> <volume>40</volume>, <fpage>1252</fpage>&#x2013;<lpage>1255</lpage>. (in Chinese)</citation></ref>
<ref id="ref196"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Liu</surname> <given-names>G.</given-names></name> <name><surname>Gao</surname> <given-names>Q.</given-names></name> <name><surname>Li</surname> <given-names>N.</given-names></name> <name><surname>Wang</surname> <given-names>R.</given-names></name></person-group> (<year>2020</year>). <article-title>C-type lectin-like receptor 2 and zonulin are associated with mild cognitive impairment and Alzheimer&#x2019;s disease</article-title>. <source>Acta Neurol. Scand.</source> <volume>141</volume>, <fpage>250</fpage>&#x2013;<lpage>255</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ane.13196</pub-id></citation></ref>
<ref id="ref197"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Welcome</surname> <given-names>M. O.</given-names></name></person-group> (<year>2018</year>). <source>Gastrointestinal physiology</source>. <publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>.</citation></ref>
<ref id="ref198"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Welcome</surname> <given-names>M. O.</given-names></name></person-group> (<year>2019</year>). <article-title>Gut microbiota disorder, gut epithelial and blood&#x2013;brain barrier dysfunctions in Etiopathogenesis of dementia: molecular mechanisms and signaling pathways</article-title>. <source>NeuroMolecular Med.</source> <volume>21</volume>, <fpage>205</fpage>&#x2013;<lpage>226</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12017-019-08547-5</pub-id></citation></ref>
<ref id="ref199"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wenzel</surname> <given-names>T. J.</given-names></name> <name><surname>Gates</surname> <given-names>E. J.</given-names></name> <name><surname>Ranger</surname> <given-names>A. L.</given-names></name> <name><surname>Klegeris</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Short-chain fatty acids (SCFAs) alone or in combination regulate select immune functions of microglia-like cells</article-title>. <source>Mol. Cell. Neurosci.</source> <volume>105</volume>:<fpage>103493</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mcn.2020.103493</pub-id></citation></ref>
<ref id="ref200"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wirbel</surname> <given-names>J.</given-names></name> <name><surname>Zych</surname> <given-names>K.</given-names></name> <name><surname>Essex</surname> <given-names>M.</given-names></name> <name><surname>Karcher</surname> <given-names>N.</given-names></name> <name><surname>Kartal</surname> <given-names>E.</given-names></name> <name><surname>Salazar</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Microbiome meta-analysis and cross-disease comparison enabled by the SIAMCAT machine learning toolbox</article-title>. <source>Genome Biol.</source> <volume>22</volume>:<fpage>93</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13059-021-02306-1</pub-id></citation></ref>
<ref id="ref201"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>W.-L.</given-names></name> <name><surname>Adame</surname> <given-names>M. D.</given-names></name> <name><surname>Liou</surname> <given-names>C.-W.</given-names></name> <name><surname>Barlow</surname> <given-names>J. T.</given-names></name> <name><surname>Lai</surname> <given-names>T.-T.</given-names></name> <name><surname>Sharon</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Microbiota regulate social behaviour via stress response neurons in the brain</article-title>. <source>Nature</source> <volume>595</volume>, <fpage>409</fpage>&#x2013;<lpage>414</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-021-03669-y</pub-id></citation></ref>
<ref id="ref202"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>L.</given-names></name> <name><surname>Han</surname> <given-names>Y.</given-names></name> <name><surname>Zheng</surname> <given-names>Z.</given-names></name> <name><surname>Peng</surname> <given-names>G.</given-names></name> <name><surname>Liu</surname> <given-names>P.</given-names></name> <name><surname>Yue</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Altered gut microbial metabolites in amnestic mild cognitive impairment and Alzheimer&#x2019;s disease: signals in host&#x2013;microbe interplay</article-title>. <source>Nutrients</source> <volume>13</volume>:<fpage>228</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu13010228</pub-id></citation></ref>
<ref id="ref203"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>H.-J.</given-names></name> <name><surname>Wu</surname> <given-names>E.</given-names></name></person-group> (<year>2012</year>). <article-title>The role of gut microbiota in immune homeostasis and autoimmunity</article-title>. <source>Gut Microbes</source> <volume>3</volume>, <fpage>4</fpage>&#x2013;<lpage>14</lpage>. doi: <pub-id pub-id-type="doi">10.4161/gmic.19320</pub-id></citation></ref>
<ref id="ref204"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>M.-L.</given-names></name> <name><surname>Yang</surname> <given-names>X.-Q.</given-names></name> <name><surname>Xue</surname> <given-names>L.</given-names></name> <name><surname>Duan</surname> <given-names>W.</given-names></name> <name><surname>Du</surname> <given-names>J.-R.</given-names></name></person-group> (<year>2021</year>). <article-title>Age-related cognitive decline is associated with microbiota-gut-brain axis disorders and neuroinflammation in mice</article-title>. <source>Behav. Brain Res.</source> <volume>402</volume>:<fpage>113125</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bbr.2021.113125</pub-id></citation></ref>
<ref id="ref205"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiang</surname> <given-names>X.</given-names></name> <name><surname>Werner</surname> <given-names>G.</given-names></name> <name><surname>Bohrmann</surname> <given-names>B.</given-names></name> <name><surname>Liesz</surname> <given-names>A.</given-names></name> <name><surname>Mazaheri</surname> <given-names>F.</given-names></name> <name><surname>Capell</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>TREM2 deficiency reduces the efficacy of immunotherapeutic amyloid clearance</article-title>. <source>EMBO Mol. Med.</source> <volume>8</volume>, <fpage>992</fpage>&#x2013;<lpage>1004</lpage>. doi: <pub-id pub-id-type="doi">10.15252/emmm.201606370</pub-id></citation></ref>
<ref id="ref206"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiao</surname> <given-names>S.</given-names></name> <name><surname>Chan</surname> <given-names>P.</given-names></name> <name><surname>Wang</surname> <given-names>T.</given-names></name> <name><surname>Hong</surname> <given-names>Z.</given-names></name> <name><surname>Wang</surname> <given-names>S.</given-names></name> <name><surname>Kuang</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>A 36-week multicenter, randomized, double-blind, placebo-controlled, parallel-group, phase 3 clinical trial of sodium oligomannate for mild-to-moderate Alzheimer&#x2019;s dementia</article-title>. <source>Alz. Res. Therapy</source> <volume>13</volume>:<fpage>62</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13195-021-00795-7</pub-id></citation></ref>
<ref id="ref207"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xie</surname> <given-names>J.</given-names></name> <name><surname>Van Hoecke</surname> <given-names>L.</given-names></name> <name><surname>Vandenbroucke</surname> <given-names>R. E.</given-names></name></person-group> (<year>2022</year>). <article-title>The impact of systemic inflammation on Alzheimer&#x2019;s disease pathology</article-title>. <source>Front. Immunol.</source> <volume>12</volume>:<fpage>796867</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fimmu.2021.796867</pub-id></citation></ref>
<ref id="ref208"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xin</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Hu</surname> <given-names>J.</given-names></name> <name><surname>Gao</surname> <given-names>H.</given-names></name> <name><surname>Zhang</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>Correlation of early cognitive dysfunction with inflammatory factors and metabolic indicators in patients with Alzheimer's disease</article-title>. <source>Am. J. Transl. Res.</source> <volume>13</volume>, <fpage>9208</fpage>&#x2013;<lpage>9215</lpage>.</citation></ref>
<ref id="ref209"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiong</surname> <given-names>W.</given-names></name> <name><surname>Zhao</surname> <given-names>X.</given-names></name> <name><surname>Xu</surname> <given-names>Q.</given-names></name> <name><surname>Wei</surname> <given-names>G.</given-names></name> <name><surname>Zhang</surname> <given-names>L.</given-names></name> <name><surname>Fan</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Qisheng wan formula ameliorates cognitive impairment of Alzheimer&#x2019;s disease rat via inflammation inhibition and intestinal microbiota regulation</article-title>. <source>J. Ethnopharmacol.</source> <volume>282</volume>:<fpage>114598</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jep.2021.114598</pub-id></citation></ref>
<ref id="ref210"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>R.</given-names></name> <name><surname>Wang</surname> <given-names>Q.</given-names></name></person-group> (<year>2016</year>). <article-title>Towards understanding brain-gut-microbiome connections in Alzheimer&#x2019;s disease</article-title>. <source>BMC Syst. Biol.</source> <volume>10</volume>:<fpage>63</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12918-016-0307-y</pub-id></citation></ref>
<ref id="ref211"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yan</surname> <given-names>Y.</given-names></name> <name><surname>Gao</surname> <given-names>Y.</given-names></name> <name><surname>Fang</surname> <given-names>Q.</given-names></name> <name><surname>Zhang</surname> <given-names>N.</given-names></name> <name><surname>Kumar</surname> <given-names>G.</given-names></name> <name><surname>Yan</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Inhibition of rho kinase by Fasudil ameliorates cognition impairment in APP/PS1 transgenic mice via modulation of gut microbiota and metabolites</article-title>. <source>Front. Aging Neurosci.</source> <volume>13</volume>:<fpage>755164</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnagi.2021.755164</pub-id></citation></ref>
<ref id="ref212"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yan</surname> <given-names>J.</given-names></name> <name><surname>Herzog</surname> <given-names>J. W.</given-names></name> <name><surname>Tsang</surname> <given-names>K.</given-names></name> <name><surname>Brennan</surname> <given-names>C. A.</given-names></name> <name><surname>Bower</surname> <given-names>M. A.</given-names></name> <name><surname>Garrett</surname> <given-names>W. S.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Gut microbiota induce IGF-1 and promote bone formation and growth</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>113</volume>, <fpage>E7554</fpage>&#x2013;<lpage>E7563</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1607235113</pub-id></citation></ref>
<ref id="ref213"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>L.</given-names></name> <name><surname>Cui</surname> <given-names>Y.</given-names></name> <name><surname>Liang</surname> <given-names>H.</given-names></name> <name><surname>Li</surname> <given-names>Z.</given-names></name> <name><surname>Wang</surname> <given-names>N.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Multifunctional selenium nanoparticles with different surface modifications ameliorate Neuroinflammation through the gut microbiota-NLRP3 Inflammasome-brain Axis in APP/PS1 mice</article-title>. <source>ACS Appl. Mater. Interfaces</source> <volume>14</volume>, <fpage>30557</fpage>&#x2013;<lpage>30570</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acsami.2c06283</pub-id></citation></ref>
<ref id="ref214"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ye</surname> <given-names>J.</given-names></name> <name><surname>Wu</surname> <given-names>W.</given-names></name> <name><surname>Li</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>L.</given-names></name></person-group> (<year>2017</year>). <article-title>Influences of the gut microbiota on DNA methylation and histone modification</article-title>. <source>Dig. Dis. Sci.</source> <volume>62</volume>, <fpage>1155</fpage>&#x2013;<lpage>1164</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10620-017-4538-6</pub-id></citation></ref>
<ref id="ref215"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ye</surname> <given-names>T.</given-names></name> <name><surname>Yuan</surname> <given-names>S.</given-names></name> <name><surname>Kong</surname> <given-names>Y.</given-names></name> <name><surname>Yang</surname> <given-names>H.</given-names></name> <name><surname>Wei</surname> <given-names>H.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Effect of probiotic fungi against cognitive impairment in mice via regulation of the fungal microbiota&#x2013;gut&#x2013;brain Axis</article-title>. <source>J. Agric. Food Chem.</source> <volume>70</volume>, <fpage>9026</fpage>&#x2013;<lpage>9038</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acs.jafc.2c03142</pub-id></citation></ref>
<ref id="ref216"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yesiltepe</surname> <given-names>M.</given-names></name> <name><surname>Cimen</surname> <given-names>B.</given-names></name> <name><surname>Sara</surname> <given-names>Y.</given-names></name></person-group> (<year>2022</year>). <article-title>Effects of chronic vagal nerve stimulation in the treatment of &#x03B2;-amyloid-induced neuropsychiatric symptoms</article-title>. <source>Eur. J. Pharmacol.</source> <volume>931</volume>:<fpage>175179</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ejphar.2022.175179</pub-id></citation></ref>
<ref id="ref217"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhan</surname> <given-names>X.</given-names></name> <name><surname>Stamova</surname> <given-names>B.</given-names></name> <name><surname>Jin</surname> <given-names>L.-W.</given-names></name> <name><surname>DeCarli</surname> <given-names>C.</given-names></name> <name><surname>Phinney</surname> <given-names>B.</given-names></name> <name><surname>Sharp</surname> <given-names>F. R.</given-names></name></person-group> (<year>2016</year>). <article-title>Gram-negative bacterial molecules associate with Alzheimer disease pathology</article-title>. <source>Neurology</source> <volume>87</volume>, <fpage>2324</fpage>&#x2013;<lpage>2332</lpage>. doi: <pub-id pub-id-type="doi">10.1212/WNL.0000000000003391</pub-id></citation></ref>
<ref id="ref218"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>P.-F.</given-names></name> <name><surname>Wang</surname> <given-names>Z.-T.</given-names></name> <name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Hu</surname> <given-names>H.</given-names></name> <name><surname>Sun</surname> <given-names>Y.</given-names></name> <name><surname>Hu</surname> <given-names>H.-Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Peripheral immune cells and cerebrospinal fluid biomarkers of Alzheimer&#x2019;s disease pathology in cognitively intact older adults: the CABLE study</article-title>. <source>J. Alzheimers Dis.</source> <volume>87</volume>, <fpage>721</fpage>&#x2013;<lpage>730</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-220057</pub-id></citation></ref>
<ref id="ref219"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Liu</surname> <given-names>W.</given-names></name> <name><surname>Wang</surname> <given-names>T.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>Hao</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Diet quality, gut microbiota, and microRNAs associated with mild cognitive impairment in middle-aged and elderly Chinese population</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>114</volume>, <fpage>429</fpage>&#x2013;<lpage>440</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/nqab078</pub-id></citation></ref>
<ref id="ref220"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>S.</given-names></name> <name><surname>Wei</surname> <given-names>D.</given-names></name> <name><surname>Lv</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>L.</given-names></name> <name><surname>An</surname> <given-names>H.</given-names></name> <name><surname>Shao</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Scutellarin modulates the microbiota-gut-brain Axis and improves cognitive impairment in APP/PS1 mice</article-title>. <source>J. Alzheimers Dis.</source> <volume>89</volume>, <fpage>955</fpage>&#x2013;<lpage>975</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-220532</pub-id></citation></ref>
<ref id="ref221"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>F.</given-names></name> <name><surname>Xu</surname> <given-names>Y.</given-names></name> <name><surname>Shen</surname> <given-names>L.</given-names></name> <name><surname>Huang</surname> <given-names>J.</given-names></name> <name><surname>Xu</surname> <given-names>S.</given-names></name> <name><surname>Li</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>GuanXinNing tablet attenuates Alzheimer&#x2019;s disease via improving gut microbiota, host metabolites, and neuronal apoptosis in rabbits</article-title>. <source>Evid. Based Complement. Alternat. Med.</source> <volume>2021</volume>:<fpage>9253281</fpage>. doi: <pub-id pub-id-type="doi">10.1155/2021/9253281</pub-id></citation></ref>
<ref id="ref222"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>Y.</given-names></name> <name><surname>Jaber</surname> <given-names>V.</given-names></name> <name><surname>Lukiw</surname> <given-names>W. J.</given-names></name></person-group> (<year>2017</year>). <article-title>Secretory products of the human GI tract microbiome and their potential impact on Alzheimer&#x2019;s disease (AD): detection of lipopolysaccharide (LPS) in AD hippocampus</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>7</volume>:<fpage>318</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2017.00318</pub-id></citation></ref>
<ref id="ref223"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>Y.</given-names></name> <name><surname>Lukiw</surname> <given-names>W. J.</given-names></name></person-group> (<year>2018</year>). <article-title>Bacteroidetes neurotoxins and inflammatory Neurodegeneration</article-title>. <source>Mol. Neurobiol.</source> <volume>55</volume>, <fpage>9100</fpage>&#x2013;<lpage>9107</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12035-018-1015-y</pub-id></citation></ref>
<ref id="ref224"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>L.</given-names></name> <name><surname>Chen</surname> <given-names>X.-F.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.-L.</given-names></name> <name><surname>Wang</surname> <given-names>Z.</given-names></name> <name><surname>Shi</surname> <given-names>X.-Z.</given-names></name> <name><surname>Xu</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>DAP12 stabilizes the C-terminal fragment of the triggering receptor expressed on myeloid Cells-2 (TREM2) and protects against LPS-induced pro-inflammatory response</article-title>. <source>J. Biol. Chem.</source> <volume>290</volume>, <fpage>15866</fpage>&#x2013;<lpage>15877</lpage>. doi: <pub-id pub-id-type="doi">10.1074/jbc.M115.645986</pub-id></citation></ref>
<ref id="ref225"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>S.-R.</given-names></name> <name><surname>Kuang</surname> <given-names>Q.</given-names></name> <name><surname>Zhang</surname> <given-names>F.</given-names></name> <name><surname>Chen</surname> <given-names>B.</given-names></name> <name><surname>Zhong</surname> <given-names>Z.-G.</given-names></name></person-group> (<year>2021</year>). <article-title>Functional roles of the microbiota-gut-brain axis in Alzheimer&#x2019;s disease: implications of gut microbiota-targeted therapy</article-title>. <source>Transl. Neurosci.</source> <volume>12</volume>, <fpage>581</fpage>&#x2013;<lpage>600</lpage>. doi: <pub-id pub-id-type="doi">10.1515/tnsci-2020-0206</pub-id></citation></ref>
<ref id="ref226"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>X.</given-names></name> <name><surname>Cui</surname> <given-names>G.</given-names></name> <name><surname>Tseng</surname> <given-names>H. H. L.</given-names></name> <name><surname>Lee</surname> <given-names>S. M.-Y.</given-names></name> <name><surname>Leung</surname> <given-names>G. P. H.</given-names></name> <name><surname>Chan</surname> <given-names>S. W.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Vascular contributions to cognitive impairment and treatments with traditional Chinese medicine</article-title>. <source>Evid. Based Complement. Alternat. Med.</source> <volume>2016</volume>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2016/9627258</pub-id></citation></ref>
<ref id="ref227"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>R.</given-names></name> <name><surname>Qian</surname> <given-names>S.</given-names></name> <name><surname>Cho</surname> <given-names>W. C. S.</given-names></name> <name><surname>Zhou</surname> <given-names>J.</given-names></name> <name><surname>Jin</surname> <given-names>C.</given-names></name> <name><surname>Zhong</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Microbiota-microglia connections in age-related cognition decline</article-title>. <source>Aging Cell</source> <volume>21</volume>:<fpage>e13599</fpage>. doi: <pub-id pub-id-type="doi">10.1111/acel.13599</pub-id></citation></ref>
<ref id="ref228"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>X.</given-names></name> <name><surname>Li</surname> <given-names>B.</given-names></name> <name><surname>Lou</surname> <given-names>P.</given-names></name> <name><surname>Dai</surname> <given-names>T.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Zhuge</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>The relationship between the gut microbiome and neurodegenerative diseases</article-title>. <source>Neurosci. Bull.</source> <volume>37</volume>, <fpage>1510</fpage>&#x2013;<lpage>1522</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12264-021-00730-8</pub-id></citation></ref>
<ref id="ref229"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhuang</surname> <given-names>Z.-Q.</given-names></name> <name><surname>Shen</surname> <given-names>L.-L.</given-names></name> <name><surname>Li</surname> <given-names>W.-W.</given-names></name> <name><surname>Fu</surname> <given-names>X.</given-names></name> <name><surname>Zeng</surname> <given-names>F.</given-names></name> <name><surname>Gui</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Gut microbiota is altered in patients with Alzheimer&#x2019;s disease</article-title>. <source>J. Alzheimers Dis.</source> <volume>63</volume>, <fpage>1337</fpage>&#x2013;<lpage>1346</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-180176</pub-id></citation></ref>
<ref id="ref230"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zimomra</surname> <given-names>Z. R.</given-names></name> <name><surname>Porterfield</surname> <given-names>V. M.</given-names></name> <name><surname>Camp</surname> <given-names>R. M.</given-names></name> <name><surname>Johnson</surname> <given-names>J. D.</given-names></name></person-group> (<year>2011</year>). <article-title>Time-dependent mediators of HPA axis activation following live <italic>Escherichia coli</italic></article-title>. <source>Am. J. Phys. Regul. Integr. Comp. Phys.</source> <volume>301</volume>, <fpage>R1648</fpage>&#x2013;<lpage>R1657</lpage>. doi: <pub-id pub-id-type="doi">10.1152/ajpregu.00301.2011</pub-id></citation></ref>
<ref id="ref231"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zmora</surname> <given-names>N.</given-names></name> <name><surname>Suez</surname> <given-names>J.</given-names></name> <name><surname>Elinav</surname> <given-names>E.</given-names></name></person-group> (<year>2019</year>). <article-title>You are what you eat: diet, health and the gut microbiota</article-title>. <source>Nat. Rev. Gastroenterol. Hepatol.</source> <volume>16</volume>, <fpage>35</fpage>&#x2013;<lpage>56</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41575-018-0061-2</pub-id></citation></ref>
</ref-list>
</back>
</article>