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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2024.1345705</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Associations of apolipoprotein E &#x03B5;4 allele, regional cerebral blood flow, and serum liver function markers in patients with cognitive impairment</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Wang</surname> <given-names>Hao</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Shi</surname> <given-names>Lin</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Luo</surname> <given-names>Shimei</given-names></name><xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author"><name><surname>Luo</surname> <given-names>Yishan</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Xu</surname> <given-names>Chunyan</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author"><name><surname>Qiu</surname> <given-names>Guozhen</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author"><name><surname>Guo</surname> <given-names>Qiwen</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author"><name><surname>Chen</surname> <given-names>Chunchun</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author"><name><surname>Lu</surname> <given-names>Taikun</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Liu</surname> <given-names>Kangding</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Zhu</surname> <given-names>Feiqi</given-names></name><xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Neurology, The First Hospital of Jilin University</institution>, <addr-line>Changchun, Jilin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>BrainNow Research Institute</institution>, <addr-line>Guangdong</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Nuclear Magnetic Resonance, The Third Affiliated Hospital of Shenzhen University Medical College</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Cognitive Impairment Ward of Neurology Department, The Third Affiliated Hospital of Shenzhen University Medical College</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Ramesh Kandimalla, Indian Institute of Chemical Technology (CSIR), India</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Bhanu Maturi, University of Alabama at Birmingham, United States</p>
<p>Pitta Paramjyothi, Kaloji Narayana Rao University of Health Sciences, India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Feiqi Zhu, <email>zfqzsu2004@aliyun.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1345705</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Wang, Shi, Luo, Luo, Xu, Qiu, Guo, Chen, Lu, Liu and Zhu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang, Shi, Luo, Luo, Xu, Qiu, Guo, Chen, Lu, Liu and Zhu</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>
<sec id="sec1">
<title>Introduction</title>
<p>The &#x03B5;4 allele of the apolipoprotein E gene (APOE4) is expressed abundantly in both the brain and peripheral circulation as a genetic risk factor for Alzheimer&#x2019;s disease (AD). Cerebral blood flow (CBF) dysfunction is an essential feature of AD, and the liver plays an important role in the pathogenesis of dementia. However, the associations of APOE4 with CBF and liver function markers in patients with cognitive impairment remains unclear. We aimed to evaluate the associations of APOE4 with CBF measured by arterial spin labeling (ASL) magnetic resonance imaging (MRI) and serum liver function markers in participants who were diagnosed with cognitive impairment.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Fourteen participants with AD and sixteen with amnestic mild cognitive impairment (MCI) were recruited. In addition to providing comprehensive clinical information, all patients underwent laboratory tests and MRI. All participants were divided into carriers and noncarriers of the &#x03B5;4 allele, and T-tests and Mann&#x2013;Whitney U tests were used to observe the differences between APOE4 carriers and noncarriers in CBF and liver function markers.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Regarding regional cerebral blood flow (rCBF), APOE4 carriers showed hyperperfusion in the bilateral occipital cortex, bilateral thalamus, and left precuneus and hypoperfusion in the right lateral temporal cortex when compared with noncarriers. Regarding serum liver function markers, bilirubin levels (including total, direct, and indirect) were lower in APOE4 carriers than in noncarriers.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>APOE4 exerts a strong effect on CBF dysfunction by inheritance, representing a risk factor for AD. APOE4 may be related to bilirubin metabolism, potentially providing specific neural targets for the diagnosis and treatment of AD.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>amnestic mild cognitive impairment</kwd>
<kwd>apolipoprotein E &#x03B5;4 allele</kwd>
<kwd>cerebral blood flow</kwd>
<kwd>liver function marker</kwd>
<kwd>arterial spin labeling</kwd>
</kwd-group>
<contract-num rid="cn1">SZSM201801014</contract-num>
<contract-num rid="cn1">JCYJ20200109143431341</contract-num>
<contract-sponsor id="cn1">Sanming Project of Medicine in Shenzhen<named-content content-type="fundref-id">10.13039/501100012151</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="33"/>
<page-count count="8"/>
<word-count count="5276"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Dementia and Neurodegenerative Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5"><label>1</label>
<title>Introduction</title>
<p>Alzheimer&#x2019;s disease (AD) is a progressive neurodegenerative disorder and the most common type of dementia, imposing a large burden on our increasingly aging population (<xref ref-type="bibr" rid="ref1">1</xref>). The hallmark of AD pathogenesis is the accumulation and deposition of amyloid-&#x03B2; (A&#x03B2;) plaques in the brain (<xref ref-type="bibr" rid="ref2">2</xref>). Amnestic mild cognitive impairment (MCI) is identified as a prodromal phase of AD, with approximately 10&#x2013;20% of MCI patients progressing to dementia annually (<xref ref-type="bibr" rid="ref3">3</xref>). Nevertheless, the prevalence of dementia continues to rise while therapeutic options remain limited, urging more researchers to target modifiable risk factors and develop effective strategies for prevention and treatment.</p>
<p>The &#x03B5;4 allele of the apolipoprotein E gene (APOE4) is considered the strongest genetic risk factor for AD, increasing the risk of AD progression and decreasing the age of onset in a gene dose-dependent manner (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>). APOE4 not only leads to earlier and higher A&#x03B2; concentration but also affects non-A&#x03B2; pathways such as vascular function, immune responses, and tau-mediated neurodegeneration (<xref ref-type="bibr" rid="ref6">6</xref>). APOE4 can also accelerate the progression of age-related cognitive impairment in individuals without dementia (<xref ref-type="bibr" rid="ref7">7</xref>). However, specific associations between APOE4 and AD are still poorly understood because of the complexity of the underlying pathophysiological mechanisms (<xref ref-type="bibr" rid="ref8">8</xref>).</p>
<p>APOE is primarily generated by astrocytes in the central nervous system (CNS) and more than 90% of peripheral APOE in the plasma is produced by the liver, and it plays a major role in numerous biological processes in both areas (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>). In the CNS, multiple mechanistic pathways regulated by APOE are collectively associated with cognitive function (<xref ref-type="bibr" rid="ref11">11</xref>). As a crucial lipid carrier, APOE participates in supporting membrane homeostasis, synaptic integrity, and injury repair in the brain. In peripheral circulation, APOE modulates lipid-related metabolism through its release into the blood (<xref ref-type="bibr" rid="ref6">6</xref>). A recent review summarized APOE4&#x2019;s key role in cerebrovascular dysfunction through various mechanisms, including cerebral blood flow (CBF) disruption, cerebral amyloid angiopathy with slower A&#x03B2; clearance, and blood&#x2013;brain barrier leakage, and these detrimental changes may promote cognitive decline (<xref ref-type="bibr" rid="ref11">11</xref>). Many studies have indicated that APOE4 carriers exhibit abnormal CBF in certain brain regions when compared to noncarriers (<xref ref-type="bibr" rid="ref11">11</xref>). However, the associations of APOE4 with CBF in cognitively impaired patients have been inconsistent and inconclusive in previous studies.</p>
<p>Interestingly, peripheral APOE might also affect cerebrovascular and cognition despite physical separation (<xref ref-type="bibr" rid="ref12">12</xref>). Liu et al. demonstrated that accumulation of peripheral APOE4 was sufficient to damage brain function and exacerbate amyloid pathogenesis in mouse models (<xref ref-type="bibr" rid="ref6">6</xref>). Since peripheral APOE4 primarily originates from the liver, a growing body of evidence suggests that the liver may also play an important role in the pathogenesis of dementia. Taken together, we propose that a complex interaction exists between APOE4 and liver function markers.</p>
<p>Therefore, we aimed to explore whether APOE4 associates with brain perfusion and to assess the potential association between APOE4 and liver function marker levels in patients with cognitive impairment.</p>
</sec>
<sec sec-type="methods" id="sec6"><label>2</label>
<title>Methods</title>
<sec id="sec7"><label>2.1</label>
<title>Participants</title>
<p>From 2019 to 2022, 88 participants with primary complaints of memory decline were recruited from the Outpatients Department of Cognitive Disorders at the geriatric branch of Luohu District People&#x2019;s Hospital in Shenzhen. This study was approved by the Medical Research Ethics Committee of The Third Affiliated Hospital of Shenzhen University Medical College. All participants with memory loss were evaluated by clinicians specializing in dementia disorders, who also recorded clinical histories, physical examinations, and neurological tests. Additionally, they underwent laboratory tests, MRI scans, and standard neuropsychological assessments. Participants were excluded if they had been diagnosed with any of the following conditions: (1) other neurological diseases such as vascular dementia, Lewy body dementia, Parkinson&#x2019;s disease dementia, progressive supranuclear palsy, multiple system atrophy, mixed dementia, or lues nervosa; (2) mild or severe liver diseases such as fatty liver, viral hepatitis, or hepatocirrhosis; (3) acute illness such as acute infectious diseases or severe mental disorder such as schizophrenia; (4) abuse of alcohol or psychoactive substances; or (5) other diseases that may interfere with cognitive evaluations and serum liver function marker levels. Based on the inclusion and exclusion criteria, 34 participants were retained for the current study.</p>
</sec>
<sec id="sec8"><label>2.2</label>
<title>Diagnostic criteria for Alzheimer&#x2019;s disease and amnestic mild cognitive impairment</title>
<p>Lumbar puncture was performed in 34 participants, and the A&#x03B2; (1&#x2013;40), A&#x03B2; (1&#x2013;42), phosphorylated tau protein (181), and total tau protein in cerebrospinal fluid were tested with the ELISA technique at Omeng Weiyi Medical laboratory in Hangzhou, according to diagnostic guidelines provided by the National Institute on Aging and Alzheimer&#x2019;s Association (NIA-AA) (<xref ref-type="bibr" rid="ref13">13</xref>). All AD patients met the following criteria: (1) A&#x03B2; (1&#x2013;40) &#x003C;550&#x2009;pg./mL; (2) A&#x03B2;1-42/A&#x03B2;1-40&#x2009;&#x2264;&#x2009;0.1; (3) phosphorylated tau protein (181) &#x003E;61&#x2009;pg./mL; (4) total tau protein &#x003E;452&#x2009;pg./mL. Based on recommendations from NIA-AA workgroups (<xref ref-type="bibr" rid="ref14">14</xref>), MCI patients were diagnosed if they met the criteria for the clinical and cognitive syndrome: (1) concern regarding a change in cognition; (2) impairment in one or more cognitive domains; (3) preservation of independence in functional abilities; and (4) not demented.</p>
</sec>
<sec id="sec9"><label>2.3</label>
<title>MRI data acquisition and cerebral blood flow analysis</title>
<p>Arterial Spin Labeling (ASL) MRI is a noninvasive method for measuring perfusion. ASL MRIs (TR: 4&#x2009;s; TE: 16.36&#x2009;ms; slice thickness: 3&#x2009;mm; spacing: 3.28&#x2009;&#x00D7;&#x2009;3.28&#x2009;mm; matrix: 64&#x2009;&#x00D7;&#x2009;63) were processed and analyzed using AccuBrain (BrainNow Medical Technology Ltd., Hong Kong, Hong Kong SAR). With this technique, it is possible to create a perfusion-weighted image related to the CBF image that reflects each voxel&#x2019;s quantitative perfusion by subtracting the label and control image. Meanwhile, the subject&#x2019;s T1-weighted imaging was segmented to obtain automated anatomical atlas (AAL) (<xref ref-type="bibr" rid="ref15">15</xref>) labels. The AAL labels were transformed into an individual&#x2019;s CBF image space via rigid registration. The absolute and standardized CBF values (normalized by the personal mean CBF value) in different regions were calculated and analyzed, included the left and right parts of the temporal, parietal, occipital, orbitofrontal, frontal, and sensorimotor cortices, as well as the precuneus, gyrus rectus, anterior and posterior cingulate, thalamus, and cerebellum.</p>
</sec>
<sec id="sec10"><label>2.4</label>
<title>Serum liver function markers</title>
<p>All participants fasted overnight and were tested at 8&#x2009;a.m. the following morning. Each subject provided 3&#x2009;mL of peripheral venous blood, and fresh serum was immediately used to analyze liver function markers including total protein (TP), albumin (ALB), globin (GLB), total bilirubin (TB), direct bilirubin (DB), indirect bilirubin (IB), alanine transaminase (ALT), aspartate aminotransferase (AST), &#x03B3;-glutamyl transpeptidase (GGT), and alkaline phosphatase (ALP). With this combination of indicators, we were also able to calculate the ratio of albumin to globin (A/G) and the ratio of aspartate aminotransferase to alanine transaminase (AST/ALT) for further analysis.</p>
</sec>
<sec id="sec11"><label>2.5</label>
<title>Apolipoprotein E genotyping</title>
<p>Venous blood (2&#x2009;mL) and DNA were extracted from 30 participants (14 participants with AD and 16 with MCI) using a blood nucleic acid extraction kit (Selechi Biotechnology Ltd., Zhuhai, China). Four participants did not volunteer due to economic reasons. Amplification was performed by quantitative real-time polymerase chain reaction (qRT-PCR) and hybridized with specific nucleic acid probes on the gene chips (Selechi Biotechnology Ltd.) to determine the APOE gene locus sequence. Thirty participants were tested for the APOE genotype and then classified into two groups: 13 carriers (APOE4+) and 17 noncarriers (APOE4&#x2212;) of the &#x03B5;4 allele. To investigate the impact of APOE4 in patients with cognitive impairment, we integrated the AD and MCI groups as a pooled group of cognitively impaired participants.</p>
</sec>
<sec id="sec12"><label>2.6</label>
<title>Neuropsychological tests</title>
<p>To assess the stage of cognitive decline, all participants completed the Mini-Mental State Examination (MMSE) and 22 finished Montreal Cognitive Assessment (MoCA) tests that had been adapted into a Chinese version. For various reasons (e.g., the patient&#x2019;s cognitive decline was so severe that they were unable to finish senior testing), two MoCA scores were unavailable for the APOE4+ and six were unavailable for the APOE4&#x2212; group.</p>
</sec>
<sec id="sec13"><label>2.7</label>
<title>Statistical analysis</title>
<p>IBM SPSS Statistics, version 25.0 (IBM Corp., Armonk, NY, United States) was used to conduct the following statistical analyses. For demographic characteristics, continuous variables are presented as mean&#x2009;&#x00B1;&#x2009;standard deviation (SD), whereas categorical variables are expressed as frequencies (%). To describe general characteristic differences between the APOE4+ and APOE4&#x2212; groups, t-tests were used to examine continuous variables (e.g., age, education years, MMSE scores) and chi-square tests were used to examine categorical variables (e.g., sex and hypertension). We used Fisher&#x2019;s exact test to measure categorical variables because the total sample capacity was less than 40. To show differences in regional cerebral blood flow (rCBF) and liver function marker levels between APOE4 carriers and noncarriers, we used t-tests when two sets of data conformed to normal distribution, otherwise, the Mann&#x2013;Whitney U-tests were used. These statistical tests were reported with a 95% confidence interval (CI). Differences in rCBF and serum liver function markers between the two groups were examined using a two-tailed t-test or Mann&#x2013;Whitney U-test. The two-tailed significance threshold was set at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14"><label>3</label>
<title>Results</title>
<sec id="sec15"><label>3.1</label>
<title>Sample characteristics</title>
<p>For general demographic characteristics (<xref ref-type="table" rid="tab1">Table 1</xref>), the APOE4+ group did not differ significantly from the APOE4&#x2212; group in sex, age, education years, hypertension, diabetes mellitus, hyperlipidemia, heart disease, and family history of dementia (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). Additionally, there were no significant neuropsychological differences between the two groups, as assessed by the MMSE and MoCA scores (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). After genotype classification, the constituent ratios of the types of dementia were also not statistically different (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05; <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab1"><label>Table 1</label>
<caption>
<p>Demographic and clinical characteristics of participants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" colspan="2">Variables</th>
<th align="center" valign="top">APOE4+ (<italic>n</italic>&#x2009;=&#x2009;13)</th>
<th align="center" valign="top">APOE4&#x2212; (<italic>n</italic>&#x2009;=&#x2009;17)</th>
<th align="center" valign="top">t value</th>
<th align="center" valign="top"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">Sex, n (%)</td>
<td align="left" valign="top" rowspan="2">male</td>
<td align="center" valign="top">2 (15.4)</td>
<td align="center" valign="top">8 (47.1)</td>
<td/>
<td align="center" valign="top">0.119</td>
<td>female</td>
</tr>
<tr>
<td align="center" valign="top">11 (84.6)</td>
<td align="center" valign="top">9 (52.9)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Age, years</td>
<td align="center" valign="top">66.23&#x2009;&#x00B1;&#x2009;8.60</td>
<td align="center" valign="top">68.65&#x2009;&#x00B1;&#x2009;10.78</td>
<td align="center" valign="top">&#x2212;0.662</td>
<td align="center" valign="top">0.513</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Education years, years</td>
<td align="center" valign="top">10.83&#x2009;&#x00B1;&#x2009;3.13</td>
<td align="center" valign="top">10.64&#x2009;&#x00B1;&#x2009;5.30</td>
<td align="center" valign="top">0.113</td>
<td align="center" valign="top">0.911</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Hypertension, n (%)</td>
<td align="center" valign="top">7 (53.8)</td>
<td align="center" valign="top">7 (41.2)</td>
<td/>
<td align="center" valign="top">0.713</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Diabetes mellitus, n (%)</td>
<td align="center" valign="top">3 (23.1)</td>
<td align="center" valign="top">4 (23.5)</td>
<td/>
<td align="center" valign="top">1.000</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Hyperlipoidemia, n (%)</td>
<td align="center" valign="top">9 (69.2)</td>
<td align="center" valign="top">10 (58.8)</td>
<td/>
<td align="center" valign="top">0.708</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Heart disease, n (%)</td>
<td align="center" valign="top">2 (15.4)</td>
<td align="center" valign="top">5 (29.4)</td>
<td/>
<td align="center" valign="top">0.427</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Family history of dementia, n (%)</td>
<td align="center" valign="top">5 (38.5)</td>
<td align="center" valign="top">1 (5.9)</td>
<td/>
<td align="center" valign="top">0.061</td>
</tr>
<tr>
<td align="left" valign="top" colspan="6">Neuropsychological scores</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">MMSE (/30)</td>
<td align="center" valign="top">21.85&#x2009;&#x00B1;&#x2009;8.02</td>
<td align="center" valign="top">21.12&#x2009;&#x00B1;&#x2009;9.15</td>
<td align="center" valign="top">0.228</td>
<td align="center" valign="top">0.822</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">MoCA (/30)</td>
<td align="center" valign="top">21.00&#x2009;&#x00B1;&#x2009;5.71</td>
<td align="center" valign="top">19.27&#x2009;&#x00B1;&#x2009;7.24</td>
<td align="center" valign="top">0.621</td>
<td align="center" valign="top">0.541</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2"><label>Table 2</label>
<caption>
<p>Characteristics of APOE &#x03B5;4 allele carriers and noncarriers.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Genotype</th>
<th align="center" valign="top" colspan="2">AD patients (<italic>n</italic>&#x2009;=&#x2009;14)</th>
<th align="center" valign="top">MCI patients (<italic>n</italic>&#x2009;=&#x2009;16)</th>
<th align="center" valign="top">Total (<italic>n</italic>&#x2009;=&#x2009;30)</th>
<th align="center" valign="top"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">APOE4 carrier, APOE4+, n (%)</td>
<td align="center" valign="top">E2/E4 (n)</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top" rowspan="3">8 (61.5)</td>
<td align="center" valign="top" rowspan="3">5 (38.5)</td>
<td align="center" valign="top" rowspan="3">13</td>
<td align="center" valign="top" rowspan="4">0.269</td>
</tr>
<tr>
<td align="center" valign="top">E3/E4 (n)</td>
<td align="center" valign="top">10</td>
</tr>
<tr>
<td align="center" valign="top">E4/E4 (n)</td>
<td align="center" valign="top">2</td>
</tr>
<tr>
<td align="left" valign="top">APOE4 noncarrier, APOE4&#x2212;, n (%)</td>
<td align="center" valign="top">E3/E3 (n)</td>
<td align="center" valign="top">17</td>
<td align="center" valign="top">6 (35.3)</td>
<td align="center" valign="top">11 (64.7)</td>
<td align="center" valign="top">17</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec16"><label>3.2</label>
<title>Associations of regional cerebral blood flow with APOE4 allele</title>
<p>rCBF exhibited significant differences between the two groups in some brain regions (<xref ref-type="table" rid="tab3">Table 3</xref>; <xref ref-type="fig" rid="fig1">Figure 1</xref>). For absolute CBF, perfusion reduction was found in the APOE4&#x2212; group in the left thalamus (<italic>t</italic>&#x2009;=&#x2009;2.930, <italic>p</italic>&#x2009;=&#x2009;0.007, difference value: 4.426, and 95% CI: 1.332&#x2013;7.520). For standardized CBF, the APOE4&#x2212; group demonstrated lower CBF than the APOE+ group in the bilateral occipital cortex (left: <italic>t</italic>&#x2009;=&#x2009;2.568, <italic>p</italic>&#x2009;=&#x2009;0.016, difference value: 0.226, and 95% CI: 0.046&#x2013;0.406; right: <italic>t</italic>&#x2009;=&#x2009;2.264, <italic>p</italic>&#x2009;=&#x2009;0.032, difference value: 0.220, and 95% CI: 0.021&#x2013;0.418), left precuneus gyrus (<italic>Z</italic>&#x2009;=&#x2009;&#x2212;1.988, <italic>p</italic>&#x2009;=&#x2009;0.047, difference value: 0.122, and 95% CI: 0.001&#x2013;0.293) as well as bilateral thalamus (left: <italic>Z</italic>&#x2009;=&#x2009;&#x2212;3.244, <italic>p</italic>&#x2009;=&#x2009;0.001, difference value: 0.455, and 95% CI: 0.185&#x2013;0.776; right: <italic>Z</italic>&#x2009;=&#x2009;&#x2212;1.988, <italic>p</italic>&#x2009;=&#x2009;0.047, difference value: 0.335, and 95% CI: 0.007&#x2013;0.681). Additionally, the APOE4+ group exhibited hypo-perfusion in the right lateral temporal cortex (<italic>Z</italic> =&#x2009;2.114, <italic>p</italic>&#x2009;=&#x2009;0.035, difference value: 0.204, and 95% CI: 0.005&#x2013;0.419). Spatially widespread CBF reduction was found between APOE4+ and APOE4&#x2212; participants, which is illustrated in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p>
<table-wrap position="float" id="tab3"><label>Table 3</label>
<caption>
<p>Differences in regional cerebral blood flow between APOE4 carriers and noncarriers.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Encephalic region</th>
<th align="center" valign="top" colspan="2">Group</th>
<th align="center" valign="top" rowspan="2">t/Z value</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic> value</th>
<th align="center" valign="top" rowspan="2">Difference values and 95% confidence intervals</th>
</tr>
<tr>
<th align="center" valign="top">APOE4+ (<italic>n</italic>&#x2009;=&#x2009;13)</th>
<th align="center" valign="top">APOE4&#x2212; (<italic>n</italic>&#x2009;=&#x2009;17)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="6">Absolute CBF</td>
</tr>
<tr>
<td align="left" valign="top">Left thalamus</td>
<td align="center" valign="top">11.385&#x2009;&#x00B1;&#x2009;4.709</td>
<td align="center" valign="top">6.959&#x2009;&#x00B1;&#x2009;3.574</td>
<td align="center" valign="top">2.930</td>
<td align="center" valign="top">0.007</td>
<td align="center" valign="top">4.426 (1.332&#x2013;7.520)</td>
</tr>
<tr>
<td align="left" valign="top" colspan="6">Standardized CBF</td>
</tr>
<tr>
<td align="left" valign="top">Left occipital cortex</td>
<td align="center" valign="top">1.135&#x2009;&#x00B1;&#x2009;0.238</td>
<td align="center" valign="top">0.910&#x2009;&#x00B1;&#x2009;0.239</td>
<td align="center" valign="top">2.568</td>
<td align="center" valign="top">0.016</td>
<td align="center" valign="top">0.226 (0.046&#x2013;0.406)</td>
</tr>
<tr>
<td align="left" valign="top">Right occipital cortex</td>
<td align="center" valign="top">1.177&#x2009;&#x00B1;&#x2009;0.247</td>
<td align="center" valign="top">0.958&#x2009;&#x00B1;&#x2009;0.275</td>
<td align="center" valign="top">2.264</td>
<td align="center" valign="top">0.032</td>
<td align="center" valign="top">0.220 (0.021&#x2013;0.418)</td>
</tr>
<tr>
<td align="left" valign="top">Right lateral temporal cortex</td>
<td align="center" valign="top">1.173 (0.979, 1.315)</td>
<td align="center" valign="top">1.361 (1.177, 1.564)</td>
<td align="center" valign="top">&#x2212;2.114</td>
<td align="center" valign="top">0.035</td>
<td align="center" valign="top">&#x2212;0.204 (&#x2212;0.419&#x2212;0.005)</td>
</tr>
<tr>
<td align="left" valign="top">Left precuneus gyrus</td>
<td align="center" valign="top">0.698 (0.624, 0.882)</td>
<td align="center" valign="top">0.611 (0.468, 0.724)</td>
<td align="center" valign="top">&#x2212;1.988</td>
<td align="center" valign="top">0.047</td>
<td align="center" valign="top">0.122 (0.001&#x2013;0.293)</td>
</tr>
<tr>
<td align="left" valign="top">Left thalamus</td>
<td align="center" valign="top">1.198 (1.082, 1.494)</td>
<td align="center" valign="top">0.778 (0.504, 1.024)</td>
<td align="center" valign="top">&#x2212;3.244</td>
<td align="center" valign="top">0.001</td>
<td align="center" valign="top">0.455 (0.185&#x2013;0.776)</td>
</tr>
<tr>
<td align="left" valign="top">Right thalamus</td>
<td align="center" valign="top">1.213 (0.824, 1.635)</td>
<td align="center" valign="top">0.841 (0.705, 1.125)</td>
<td align="center" valign="top">&#x2212;1.988</td>
<td align="center" valign="top">0.047</td>
<td align="center" valign="top">0.335 (0.007&#x2013;0.681)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>APOE4+, APOE4 carriers; APOE4&#x2212;, APOE4 noncarriers.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig1"><label>Figure 1</label>
<caption>
<p>Regional cerebral blood flow was statistically different (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) between APOE4 carriers and noncarriers. CBF, cerebral blood flow. &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</caption>
<graphic xlink:href="fneur-15-1345705-g001.tif"/>
</fig>
<fig position="float" id="fig2"><label>Figure 2</label>
<caption>
<p>Cerebral blood flow maps of brain regions showed significant differences between APOE4 carriers and noncarriers with cognitive impairment.</p>
</caption>
<graphic xlink:href="fneur-15-1345705-g002.tif"/>
</fig>
</sec>
<sec id="sec17"><label>3.3</label>
<title>Associations of bilirubin with APOE4 allele</title>
<p>We also investigated whether significant differences in serum liver function markers appeared in the contrast groups of APOE4+ versus APOE4&#x2212;. The results indicated that there were significant differences in bilirubin levels between the two groups (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref ref-type="fig" rid="fig3">Figure 3</xref>). The APOE4+ group showed lower levels of bilirubin than the APOE4&#x2212; group in TB (<italic>Z</italic>&#x2009;=&#x2009;2.553, <italic>p</italic>&#x2009;=&#x2009;0.011, difference value: 4.56, and 95% CI: 1.27&#x2013;7.54), DB (<italic>Z</italic>&#x2009;=&#x2009;2.973, <italic>p</italic>&#x2009;=&#x2009;0.003, difference value: 1.06, and 95% CI: 0.56&#x2013;1.72) and IB (<italic>Z</italic>&#x2009;=&#x2009;2.366, <italic>p</italic>&#x2009;=&#x2009;0.018, difference value: 3.50, and 95% CI: 0.70&#x2013;6.30). However, there was no association between the two groups in terms of sundry protein and all liver enzymes (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05).</p>
<table-wrap position="float" id="tab4"><label>Table 4</label>
<caption>
<p>Differences in bilirubin levels between APOE4 carriers and noncarriers.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Liver function marker</th>
<th align="center" valign="top" colspan="2">Group</th>
<th align="center" valign="top" rowspan="2">Z value</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic> value</th>
<th align="center" valign="top" rowspan="2">Difference values and 95% confidence intervals</th>
</tr>
<tr>
<th align="center" valign="top">APOE4&#x2212; (<italic>n</italic>&#x2009;=&#x2009;17)</th>
<th align="center" valign="top">APOE4&#x2009;+&#x2009;(<italic>n</italic>&#x2009;=&#x2009;13)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">TB</td>
<td align="center" valign="top">13.20 (9.37, 15.89)</td>
<td align="center" valign="top">7.80 (5.28, 10.32)</td>
<td align="center" valign="top">2.553</td>
<td align="center" valign="top">0.011</td>
<td align="center" valign="top">4.56 (1.27&#x2013;7.54)</td>
</tr>
<tr>
<td align="left" valign="top">DB</td>
<td align="center" valign="top">3.99 (3.20, 4.25)</td>
<td align="center" valign="top">2.50 (2.16, 3.35)</td>
<td align="center" valign="top">2.973</td>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">1.06 (0.56&#x2013;1.72)</td>
</tr>
<tr>
<td align="left" valign="top">IB</td>
<td align="center" valign="top">8.70 (5.75, 11.60)</td>
<td align="center" valign="top">4.80 (3.10, 7.75)</td>
<td align="center" valign="top">2.366</td>
<td align="center" valign="top">0.018</td>
<td align="center" valign="top">3.50 (0.70&#x2013;6.30)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>APOE4+, APOE4 carriers; APOE4&#x2212;, APOE4 noncarriers; TB, total bilirubin; DB, direct bilirubin; IB, indirect bilirubin.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig3"><label>Figure 3</label>
<caption>
<p>The comparison between serum liver function markers-bilirubin were statistically different (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) between APOE4 carriers and noncarriers. TB, total bilirubin; DB, direct bilirubin; IB, indirect bilirubin. &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</caption>
<graphic xlink:href="fneur-15-1345705-g003.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec18"><label>4</label>
<title>Discussion</title>
<p>By exploring the associations of APOE4 with CBF and serum liver function markers in 30 cognitively impaired patients, two main findings were observed in the present study. First, when compared with noncarriers, the APOE4 carriers demonstrated significantly higher absolute CBF in the left thalamus; higher standardized CBF in the bilateral occipital cortex, bilateral thalamus, and left precuneus; and hypoperfusion in the right lateral temporal cortex. This indicates that APOE4 exerted a strong effect on the perfusion of certain brain regions. Second, APOE4 carriers manifested significantly lower levels of bilirubin (including TB, DB, and IB) than noncarriers. It is possible that an underlying mechanism of bilirubin metabolism is influenced by APOE4, which may hold promise as a target for the diagnosis and treatment of AD.</p>
<p>Previous work has established that APOE4 is associated with cerebral hemodynamic dysregulation (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref16">16</xref>); however, recent studies have shown mixed observations, with evidence of hypoperfusion and hyperperfusion in APOE4 carriers showing cognitive decline (<xref ref-type="bibr" rid="ref17">17</xref>). Michels et al. found that, between cognitively healthy older adults and patients with MCI, APOE4 carriers demonstrated lower CBF than noncarriers in frontal, parietal, and temporal areas (<xref ref-type="bibr" rid="ref18">18</xref>). Intriguingly, another study reported that APOE4 carriers showed increased CBF in the right parahippocampal gyrus, bilateral cingulate gyrus, and right posterior cingulate in the MCI group, as well as the right superior frontal gyrus in the AD group (<xref ref-type="bibr" rid="ref19">19</xref>). This result indicated that APOE4 carriers were also able to exhibit hyperperfusion in certain brain regions. Consistent with this, a recent study observed that middle-aged APOE4 carriers manifested increased CBF in the anterior and middle cerebral arteries (<xref ref-type="bibr" rid="ref20">20</xref>). These studies demonstrate the biphasic nature of CBF in APOE4 carriers, and we hypothesize that different perfusion patterns correspond to different stages of cognitive decline.</p>
<p>Apart from discrepancies in sample characteristics, differences in perfusion imaging modalities, and post-processing approaches (<xref ref-type="bibr" rid="ref20">20</xref>), cerebrovascular compensation also contributes to the conflicting observations. APOE4 carriers experience dysregulation of capillary blood flow with reduced oxygen transport to the brain tissue; consequently, increased CBF is needed to maintain sufficient oxygen supply and normal cognition (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). Nevertheless, cerebrovascular compensation is limited with hyperperfusion in the early stage, resisting the deleterious impacts of APOE4 and subsequent hypoperfusion, indicating a relative breakdown of this compensatory mechanism (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). Our findings help to indicate that the lateral temporal cortex may be one of the first brain regions to exhibit cerebrovascular compensation breakdown. In addition, we also provided evidence that APOE4 may be associated with CBF in the occipital cortex and thalamus, which has not been previously reported, and our findings also support that the thalamus is a vulnerable brain region in AD (<xref ref-type="bibr" rid="ref24">24</xref>).</p>
<p>We also found that APOE4 carriers exhibited lower bilirubin levels than noncarriers. Bilirubin originates from the lysis of senescent erythrocytes and appears in the peripheral circulation in two forms: conjugated bilirubin (DB) and unconjugated bilirubin (IB). The primary form in the circulatory system is unconjugated bilirubin, which transforms into conjugated bilirubin by combining with albumin (ALB). Bilirubin participates in the decomposition and absorption of lipids (<xref ref-type="bibr" rid="ref25">25</xref>) and its presence is used to diagnose conditions, such as hepatobiliary disorders and hemolytic anemia (<xref ref-type="bibr" rid="ref26">26</xref>). Despite the lack of research on the relationship between APOE4 and bilirubin levels, some studies have provided relevant evidence. Zhong et al. reported that serum IB values and IB/ALB were significantly higher in patients with neurodegenerative dementia and A&#x03B2; deposition (<xref ref-type="bibr" rid="ref27">27</xref>), indicating that bilirubin may be involved in the pathologic process of A&#x03B2; deposition. In contrast, higher serum bilirubin has been linked to increased regional homogeneity in certain brain regions within normal young adults (<xref ref-type="bibr" rid="ref25">25</xref>), and AD patients have shown decreased concentrations of total bilirubin compared with normal subjects (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>), which supports our observations. Bilirubin performs powerful antioxidative and anti-inflammatory functions and can be considered a protective factor for scavenging superoxide during neurotransmission (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>). Although the specific mechanisms of APOE4 and bilirubin metabolism seem extremely complex, the above results imply that bilirubin could be a therapeutic target for cognitive impairment. Additionally, bile acid profiles produced by the liver were also linked to fluid and imaging biomarkers in patients with MCI and AD (<xref ref-type="bibr" rid="ref30">30</xref>). Taken together, the liver may play a key role in the pathogenesis of cognitive impairment and its influence may be seriously underestimated.</p>
<p>The present study had several limitations. First, the sample size utilized in this study was relatively small, which may have compromised the reliability of the findings. Future studies should include larger cohorts of individuals diagnosed with AD and MCI, and the additional inclusion of normal controls would provide more substantial insights into the impact of APOE4 on brain perfusion and liver metabolic indicators. Second, as a cross-sectional design, the results were exploratory, and causal relationships could not be inferred from the analysis. Longitudinal research with interventions targeting cognitively impaired patients will help to identify a deeper understanding of the subject matter. Third, although ASL provides a noninvasive quantitative measurement of CBF and enhances the ability to detect cognitive decline and the progression of dementia (<xref ref-type="bibr" rid="ref31 ref32 ref33">31&#x2013;33</xref>), the ASL analysis results must still be interpreted carefully. The lack of harmonization of techniques complicates the analysis of data acquired from multiple scanners, and physiologic variations in human patients can cause strong variability in ASL acquired from the same patient at different time points, which may affect the confidence of the statistical analysis results in this study.</p>
<p>In conclusion, APOE4 inheritance exerts a strong impact on CBF dysfunction and represents a risk factor for AD. Different perfusion patterns may correspond to different stages of cognitive decline in APOE4 carriers. The lateral temporal cortex may be one of the first brain regions to show cerebrovascular compensation breakdown, and the thalamus may be a vulnerable brain region in AD. Further studies identifying APOE4&#x2212;modulated CBF-specific mechanisms may provide options for the prevention and treatment of dementia via preclinical and clinical pathways. From a neurobiological perspective, APOE4 may be associated with bilirubin metabolism, as APOE4 carriers demonstrated lower bilirubin levels than noncarriers; this relationship could potentially provide specific neural targets for the diagnosis and treatment of AD.</p>
</sec>
<sec sec-type="data-availability" id="sec19">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec20">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Medical Research Ethics Committee of the Third Affiliated Hospital of Shenzhen University Medical College. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec21">
<title>Author contributions</title>
<p>HW: Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Data curation, Investigation. LS: Formal analysis, Writing &#x2013; review &#x0026; editing. SL: Data curation, Writing &#x2013; review &#x0026; editing. YL: Formal analysis, Writing &#x2013; review &#x0026; editing. CX: Data curation, Writing &#x2013; review &#x0026; editing. GQ: Data curation, Writing &#x2013; review &#x0026; editing. QG: Data curation, Writing &#x2013; review &#x0026; editing. CC: Data curation, Writing &#x2013; review &#x0026; editing. TL: Formal analysis, Writing &#x2013; review &#x0026; editing. KL: Formal analysis, Writing &#x2013; review &#x0026; editing. FZ: Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec22">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by Sanming Project of Medicine in Shenzhen (SZSM201801014) and Key project of Shenzhen Science and Technology Commission (JCYJ20200109143431341).</p>
</sec>
<ack>
<p>We thank LS and YL from the BrainNow Research Institute for helping provide information about MRI data acquisition and image processing.</p>
</ack>
<sec sec-type="COI-statement" id="sec23">
<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>
<sec sec-type="supplementary-material" id="sec24">
<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/fneur.2024.1345705/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2024.1345705/full#supplementary-material</ext-link></p>
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<ref-list>
<title>References</title>
<ref id="ref1"><label>1.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scheltens</surname> <given-names>P</given-names></name> <name><surname>de Strooper</surname> <given-names>B</given-names></name> <name><surname>Kivipelto</surname> <given-names>M</given-names></name> <name><surname>Holstege</surname> <given-names>H</given-names></name> <name><surname>Ch&#x00E9;telat</surname> <given-names>G</given-names></name> <name><surname>Teunissen</surname> <given-names>CE</given-names></name> <etal/></person-group>. <article-title>Alzheimer's disease</article-title>. <source>Lancet</source>. (<year>2021</year>) <volume>397</volume>:<fpage>1577</fpage>&#x2013;<lpage>90</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0140-6736(20)32205-4</pub-id>, PMID: <pub-id pub-id-type="pmid">33667416</pub-id></citation></ref>
<ref id="ref2"><label>2.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zheng</surname> <given-names>W</given-names></name> <name><surname>Cui</surname> <given-names>B</given-names></name> <name><surname>Han</surname> <given-names>Y</given-names></name> <name><surname>Song</surname> <given-names>H</given-names></name> <name><surname>Li</surname> <given-names>K</given-names></name> <name><surname>He</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Disrupted regional cerebral blood flow, functional activity and connectivity in Alzheimer's disease: a combined ASL perfusion and resting state fMRI study</article-title>. <source>Front Neurosci</source>. (<year>2019</year>) <volume>13</volume>:<fpage>738</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnins.2019.00738</pub-id>, PMID: <pub-id pub-id-type="pmid">31396033</pub-id></citation></ref>
<ref id="ref3"><label>3.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lou</surname> <given-names>W</given-names></name> <name><surname>Shi</surname> <given-names>L</given-names></name> <name><surname>Wong</surname> <given-names>A</given-names></name> <name><surname>Chu</surname> <given-names>WC</given-names></name> <name><surname>Mok</surname> <given-names>VC</given-names></name> <name><surname>Wang</surname> <given-names>D</given-names></name></person-group>. <article-title>Changes of cerebral perfusion and functional brain network Organization in Patients with mild cognitive impairment</article-title>. <source>J Alzheimers Dis</source>. (<year>2016</year>) <volume>54</volume>:<fpage>397</fpage>&#x2013;<lpage>409</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-160201</pub-id>, PMID: <pub-id pub-id-type="pmid">27567823</pub-id></citation></ref>
<ref id="ref4"><label>4.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miao</surname> <given-names>G</given-names></name> <name><surname>Zhuo</surname> <given-names>D</given-names></name> <name><surname>Han</surname> <given-names>X</given-names></name> <name><surname>Yao</surname> <given-names>W</given-names></name> <name><surname>Liu</surname> <given-names>C</given-names></name> <name><surname>Liu</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>From degenerative disease to malignant tumors: insight to the function of ApoE</article-title>. <source>Biomed Pharmacother</source>. (<year>2023</year>) <volume>158</volume>:<fpage>114127</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.biopha.2022.114127</pub-id>, PMID: <pub-id pub-id-type="pmid">36516696</pub-id></citation></ref>
<ref id="ref5"><label>5.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Farrer</surname> <given-names>LA</given-names></name> <name><surname>Cupples</surname> <given-names>LA</given-names></name> <name><surname>Haines</surname> <given-names>JL</given-names></name> <name><surname>Hyman</surname> <given-names>B</given-names></name> <name><surname>Kukull</surname> <given-names>WA</given-names></name> <name><surname>Mayeux</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Effects of age, sex, and ethnicity on the association between apolipoprotein E genotype and Alzheimer disease. A meta-analysis. APOE and Alzheimer disease Meta analysis consortium</article-title>. <source>JAMA</source>. (<year>1997</year>) <volume>278</volume>:<fpage>1349</fpage>&#x2013;<lpage>56</lpage>. doi: <pub-id pub-id-type="doi">10.1001/jama.1997.03550160069041</pub-id>, PMID: <pub-id pub-id-type="pmid">9343467</pub-id></citation></ref>
<ref id="ref6"><label>6.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>CC</given-names></name> <name><surname>Zhao</surname> <given-names>J</given-names></name> <name><surname>Fu</surname> <given-names>Y</given-names></name> <name><surname>Inoue</surname> <given-names>Y</given-names></name> <name><surname>Ren</surname> <given-names>Y</given-names></name> <name><surname>Chen</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Peripheral apoE4 enhances Alzheimer's pathology and impairs cognition by compromising cerebrovascular function</article-title>. <source>Nat Neurosci</source>. (<year>2022</year>) <volume>25</volume>:<fpage>1020</fpage>&#x2013;<lpage>33</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41593-022-01127-0</pub-id>, PMID: <pub-id pub-id-type="pmid">35915180</pub-id></citation></ref>
<ref id="ref7"><label>7.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hyman</surname> <given-names>BT</given-names></name> <name><surname>Gomez-Isla</surname> <given-names>T</given-names></name> <name><surname>Briggs</surname> <given-names>M</given-names></name> <name><surname>Chung</surname> <given-names>H</given-names></name> <name><surname>Nichols</surname> <given-names>S</given-names></name> <name><surname>Kohout</surname> <given-names>F</given-names></name> <etal/></person-group>. <article-title>Apolipoprotein E and cognitive change in an elderly population</article-title>. <source>Ann Neurol</source>. (<year>1996</year>) <volume>40</volume>:<fpage>55</fpage>&#x2013;<lpage>66</lpage>. doi: <pub-id pub-id-type="doi">10.1002/ana.410400111</pub-id>, PMID: <pub-id pub-id-type="pmid">8687193</pub-id></citation></ref>
<ref id="ref8"><label>8.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reinvang</surname> <given-names>I</given-names></name> <name><surname>Espeseth</surname> <given-names>T</given-names></name> <name><surname>Westlye</surname> <given-names>LT</given-names></name></person-group>. <article-title>APOE-related biomarker profiles in non-pathological aging and early phases of Alzheimer's disease</article-title>. <source>Neurosci Biobehav Rev</source>. (<year>2013</year>) <volume>37</volume>:<fpage>1322</fpage>&#x2013;<lpage>35</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neubiorev.2013.05.006</pub-id>, PMID: <pub-id pub-id-type="pmid">23701948</pub-id></citation></ref>
<ref id="ref9"><label>9.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>CC</given-names></name> <name><surname>Liu</surname> <given-names>CC</given-names></name> <name><surname>Kanekiyo</surname> <given-names>T</given-names></name> <name><surname>Xu</surname> <given-names>H</given-names></name> <name><surname>Bu</surname> <given-names>G</given-names></name></person-group>. <article-title>Apolipoprotein E and Alzheimer disease: risk, mechanisms and therapy</article-title>. <source>Nat Rev Neurol</source>. (<year>2013</year>) <volume>9</volume>:<fpage>106</fpage>&#x2013;<lpage>18</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nrneurol.2012.263</pub-id>, PMID: <pub-id pub-id-type="pmid">23296339</pub-id></citation></ref>
<ref id="ref10"><label>10.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lane-Donovan</surname> <given-names>C</given-names></name> <name><surname>Wong</surname> <given-names>WM</given-names></name> <name><surname>Durakoglugil</surname> <given-names>MS</given-names></name> <name><surname>Wasser</surname> <given-names>CR</given-names></name> <name><surname>Jiang</surname> <given-names>S</given-names></name> <name><surname>Xian</surname> <given-names>X</given-names></name> <etal/></person-group>. <article-title>Genetic restoration of plasma ApoE improves cognition and partially restores synaptic defects in ApoE-deficient mice</article-title>. <source>J Neurosci</source>. (<year>2016</year>) <volume>36</volume>:<fpage>10141</fpage>&#x2013;<lpage>50</lpage>. doi: <pub-id pub-id-type="doi">10.1523/JNEUROSCI.1054-16.2016</pub-id>, PMID: <pub-id pub-id-type="pmid">27683909</pub-id></citation></ref>
<ref id="ref11"><label>11.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tai</surname> <given-names>LM</given-names></name> <name><surname>Thomas</surname> <given-names>R</given-names></name> <name><surname>Marottoli</surname> <given-names>FM</given-names></name> <name><surname>Koster</surname> <given-names>KP</given-names></name> <name><surname>Kanekiyo</surname> <given-names>T</given-names></name> <name><surname>Morris</surname> <given-names>AW</given-names></name> <etal/></person-group>. <article-title>The role of APOE in cerebrovascular dysfunction</article-title>. <source>Acta Neuropathol</source>. (<year>2016</year>) <volume>131</volume>:<fpage>709</fpage>&#x2013;<lpage>23</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00401-016-1547-z</pub-id>, PMID: <pub-id pub-id-type="pmid">26884068</pub-id></citation></ref>
<ref id="ref12"><label>12.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mart&#x00ED;nez-Morillo</surname> <given-names>E</given-names></name> <name><surname>Hansson</surname> <given-names>O</given-names></name> <name><surname>Atagi</surname> <given-names>Y</given-names></name> <name><surname>Bu</surname> <given-names>G</given-names></name> <name><surname>Minthon</surname> <given-names>L</given-names></name> <name><surname>Diamandis</surname> <given-names>EP</given-names></name> <etal/></person-group>. <article-title>Total apolipoprotein E levels and specific isoform composition in cerebrospinal fluid and plasma from Alzheimer's disease patients and controls</article-title>. <source>Acta Neuropathol</source>. (<year>2014</year>) <volume>127</volume>:<fpage>633</fpage>&#x2013;<lpage>43</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00401-014-1266-2</pub-id>, PMID: <pub-id pub-id-type="pmid">24633805</pub-id></citation></ref>
<ref id="ref13"><label>13.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jack</surname> <given-names>CR</given-names> <suffix>Jr</suffix></name> <name><surname>Bennett</surname> <given-names>DA</given-names></name> <name><surname>Blennow</surname> <given-names>K</given-names></name> <name><surname>Carrillo</surname> <given-names>MC</given-names></name> <name><surname>Dunn</surname> <given-names>B</given-names></name> <name><surname>Haeberlein</surname> <given-names>SB</given-names></name> <etal/></person-group>. <article-title>NIA-AA research framework: toward a biological definition of Alzheimer's disease</article-title>. <source>Alzheimers Dement</source>. (<year>2018</year>) <volume>14</volume>:<fpage>535</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jalz.2018.02.018</pub-id>, PMID: <pub-id pub-id-type="pmid">29653606</pub-id></citation></ref>
<ref id="ref14"><label>14.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albert</surname> <given-names>MS</given-names></name> <name><surname>DeKosky</surname> <given-names>ST</given-names></name> <name><surname>Dickson</surname> <given-names>D</given-names></name> <name><surname>Dubois</surname> <given-names>B</given-names></name> <name><surname>Feldman</surname> <given-names>HH</given-names></name> <name><surname>Fox</surname> <given-names>NC</given-names></name> <etal/></person-group>. <article-title>The diagnosis of mild cognitive impairment due to Alzheimer's disease: recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease</article-title>. <source>Alzheimers Dement</source>. (<year>2011</year>) <volume>7</volume>:<fpage>270</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jalz.2011.03.008</pub-id>, PMID: <pub-id pub-id-type="pmid">21514249</pub-id></citation></ref>
<ref id="ref15"><label>15.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tzourio-Mazoyer</surname> <given-names>N</given-names></name> <name><surname>Landeau</surname> <given-names>B</given-names></name> <name><surname>Papathanassiou</surname> <given-names>D</given-names></name> <name><surname>Crivello</surname> <given-names>F</given-names></name> <name><surname>Etard</surname> <given-names>O</given-names></name> <name><surname>Delcroix</surname> <given-names>N</given-names></name> <etal/></person-group>. <article-title>Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain</article-title>. <source>NeuroImage</source>. (<year>2002</year>) <volume>15</volume>:<fpage>273</fpage>&#x2013;<lpage>89</lpage>. doi: <pub-id pub-id-type="doi">10.1006/nimg.2001.0978</pub-id>, PMID: <pub-id pub-id-type="pmid">11771995</pub-id></citation></ref>
<ref id="ref16"><label>16.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wisniewski</surname> <given-names>T</given-names></name> <name><surname>Drummond</surname> <given-names>E</given-names></name></person-group>. <article-title>APOE-amyloid interaction: therapeutic targets</article-title>. <source>Neurobiol Dis</source>. (<year>2020</year>) <volume>138</volume>:<fpage>104784</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.nbd.2020.104784</pub-id>, PMID: <pub-id pub-id-type="pmid">32027932</pub-id></citation></ref>
<ref id="ref17"><label>17.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luckhaus</surname> <given-names>C</given-names></name> <name><surname>Cohnen</surname> <given-names>M</given-names></name> <name><surname>Fl&#x00FC;&#x03B2;</surname> <given-names>MO</given-names></name> <name><surname>J&#x00E4;nner</surname> <given-names>M</given-names></name> <name><surname>Grass-Kapanke</surname> <given-names>B</given-names></name> <name><surname>Teipel</surname> <given-names>SJ</given-names></name> <etal/></person-group>. <article-title>The relation of regional cerebral perfusion and atrophy in mild cognitive impairment (MCI) and early Alzheimer's dementia</article-title>. <source>Psychiatry Res</source>. (<year>2010</year>) <volume>183</volume>:<fpage>44</fpage>&#x2013;<lpage>51</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pscychresns.2010.04.003</pub-id>, PMID: <pub-id pub-id-type="pmid">20541374</pub-id></citation></ref>
<ref id="ref18"><label>18.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Michels</surname> <given-names>L</given-names></name> <name><surname>Warnock</surname> <given-names>G</given-names></name> <name><surname>Buck</surname> <given-names>A</given-names></name> <name><surname>Macauda</surname> <given-names>G</given-names></name> <name><surname>Leh</surname> <given-names>SE</given-names></name> <name><surname>Kaelin</surname> <given-names>AM</given-names></name> <etal/></person-group>. <article-title>Arterial spin labeling imaging reveals widespread and A&#x03B2;-independent reductions in cerebral blood flow in elderly apolipoprotein epsilon-4 carriers</article-title>. <source>J Cereb Blood Flow Metab</source>. (<year>2016</year>) <volume>36</volume>:<fpage>581</fpage>&#x2013;<lpage>95</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0271678X15605847</pub-id>, PMID: <pub-id pub-id-type="pmid">26661143</pub-id></citation></ref>
<ref id="ref19"><label>19.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>SM</given-names></name> <name><surname>Kim</surname> <given-names>MJ</given-names></name> <name><surname>Rhee</surname> <given-names>HY</given-names></name> <name><surname>Ryu</surname> <given-names>CW</given-names></name> <name><surname>Kim</surname> <given-names>EJ</given-names></name> <name><surname>Petersen</surname> <given-names>ET</given-names></name> <etal/></person-group>. <article-title>Regional cerebral perfusion in patients with Alzheimer's disease and mild cognitive impairment: effect of APOE epsilon4 allele</article-title>. <source>Neuroradiology</source>. (<year>2013</year>) <volume>55</volume>:<fpage>25</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00234-012-1077-x</pub-id>, PMID: <pub-id pub-id-type="pmid">22828738</pub-id></citation></ref>
<ref id="ref20"><label>20.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dounavi</surname> <given-names>ME</given-names></name> <name><surname>Low</surname> <given-names>A</given-names></name> <name><surname>McKiernan</surname> <given-names>EF</given-names></name> <name><surname>Mak</surname> <given-names>E</given-names></name> <name><surname>Muniz-Terrera</surname> <given-names>G</given-names></name> <name><surname>Ritchie</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Evidence of cerebral hemodynamic dysregulation in middle-aged APOE &#x03B5;4 carriers: the PREVENT-dementia study</article-title>. <source>J Cereb Blood Flow Metab</source>. (<year>2021</year>) <volume>41</volume>:<fpage>2844</fpage>&#x2013;<lpage>55</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0271678X211020863</pub-id>, PMID: <pub-id pub-id-type="pmid">34078163</pub-id></citation></ref>
<ref id="ref21"><label>21.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>&#x00D8;stergaard</surname> <given-names>L</given-names></name> <name><surname>Aamand</surname> <given-names>R</given-names></name> <name><surname>Guti&#x00E9;rrez-Jim&#x00E9;nez</surname> <given-names>E</given-names></name> <name><surname>Ho</surname> <given-names>YC</given-names></name> <name><surname>Blicher</surname> <given-names>JU</given-names></name> <name><surname>Madsen</surname> <given-names>SM</given-names></name> <etal/></person-group>. <article-title>The capillary dysfunction hypothesis of Alzheimer's disease</article-title>. <source>Neurobiol Aging</source>. (<year>2013</year>) <volume>34</volume>:<fpage>1018</fpage>&#x2013;<lpage>31</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2012.09.011</pub-id>, PMID: <pub-id pub-id-type="pmid">23084084</pub-id></citation></ref>
<ref id="ref22"><label>22.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hays</surname> <given-names>CC</given-names></name> <name><surname>Zlatar</surname> <given-names>ZZ</given-names></name> <name><surname>Wierenga</surname> <given-names>CE</given-names></name></person-group>. <article-title>The utility of cerebral blood flow as a biomarker of preclinical Alzheimer's disease</article-title>. <source>Cell Mol Neurobiol</source>. (<year>2016</year>) <volume>36</volume>:<fpage>167</fpage>&#x2013;<lpage>79</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10571-015-0261-z</pub-id>, PMID: <pub-id pub-id-type="pmid">26898552</pub-id></citation></ref>
<ref id="ref23"><label>23.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Koizumi</surname> <given-names>K</given-names></name> <name><surname>Hattori</surname> <given-names>Y</given-names></name> <name><surname>Ahn</surname> <given-names>SJ</given-names></name> <name><surname>Buendia</surname> <given-names>I</given-names></name> <name><surname>Ciacciarelli</surname> <given-names>A</given-names></name> <name><surname>Uekawa</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Apo&#x03B5;4 disrupts neurovascular regulation and undermines white matter integrity and cognitive function</article-title>. <source>Nat Commun</source>. (<year>2018</year>) <volume>9</volume>:<fpage>3816</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-018-06301-2</pub-id>, PMID: <pub-id pub-id-type="pmid">30232327</pub-id></citation></ref>
<ref id="ref24"><label>24.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aggleton</surname> <given-names>JP</given-names></name> <name><surname>Pralus</surname> <given-names>A</given-names></name> <name><surname>Nelson</surname> <given-names>AJ</given-names></name> <name><surname>Hornberger</surname> <given-names>M</given-names></name></person-group>. <article-title>Thalamic pathology and memory loss in early Alzheimer's disease: moving the focus from the medial temporal lobe to Papez circuit</article-title>. <source>Brain</source>. (<year>2016</year>) <volume>139</volume>:<fpage>1877</fpage>&#x2013;<lpage>90</lpage>. doi: <pub-id pub-id-type="doi">10.1093/brain/aww083</pub-id>, PMID: <pub-id pub-id-type="pmid">27190025</pub-id></citation></ref>
<ref id="ref25"><label>25.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>J</given-names></name> <name><surname>Liu</surname> <given-names>S</given-names></name> <name><surname>Wang</surname> <given-names>C</given-names></name> <name><surname>Zhang</surname> <given-names>C</given-names></name> <name><surname>Cai</surname> <given-names>H</given-names></name> <name><surname>Zhang</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Associations of serum liver function markers with brain structure, function, and perfusion in healthy young adults</article-title>. <source>Front Neurol</source>. (<year>2021</year>) <volume>12</volume>:<fpage>606094</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fneur.2021.606094</pub-id>, PMID: <pub-id pub-id-type="pmid">33716920</pub-id></citation></ref>
<ref id="ref26"><label>26.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vasavda</surname> <given-names>C</given-names></name> <name><surname>Kothari</surname> <given-names>R</given-names></name> <name><surname>Malla</surname> <given-names>AP</given-names></name> <name><surname>Tokhunts</surname> <given-names>R</given-names></name> <name><surname>Lin</surname> <given-names>A</given-names></name> <name><surname>Ji</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Bilirubin links Heme metabolism to neuroprotection by scavenging superoxide</article-title>. <source>Cell Chem Biol</source>. (<year>2019</year>) <volume>26</volume>:<fpage>1450</fpage>&#x2013;<lpage>1460.e7</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chembiol.2019.07.006</pub-id>, PMID: <pub-id pub-id-type="pmid">31353321</pub-id></citation></ref>
<ref id="ref27"><label>27.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>X</given-names></name> <name><surname>Liao</surname> <given-names>Y</given-names></name> <name><surname>Chen</surname> <given-names>X</given-names></name> <name><surname>Mai</surname> <given-names>N</given-names></name> <name><surname>Ouyang</surname> <given-names>C</given-names></name> <name><surname>Chen</surname> <given-names>B</given-names></name> <etal/></person-group>. <article-title>Abnormal serum bilirubin/albumin concentrations in dementia patients with A&#x03B2; deposition and the benefit of intravenous albumin infusion for Alzheimer's disease treatment</article-title>. <source>Front Neurosci</source>. (<year>2020</year>) <volume>14</volume>:<fpage>859</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fnins.2020.00859</pub-id>, PMID: <pub-id pub-id-type="pmid">33013289</pub-id></citation></ref>
<ref id="ref28"><label>28.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hatanaka</surname> <given-names>H</given-names></name> <name><surname>Hanyu</surname> <given-names>H</given-names></name> <name><surname>Fukasawa</surname> <given-names>R</given-names></name> <name><surname>Hirao</surname> <given-names>K</given-names></name> <name><surname>Shimizu</surname> <given-names>S</given-names></name> <name><surname>Kanetaka</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>Differences in peripheral oxidative stress markers in Alzheimer's disease, vascular dementia and mixed dementia patients</article-title>. <source>Geriatr Gerontol Int</source>. (<year>2015</year>) <volume>15</volume>:<fpage>53</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ggi.12659</pub-id>, PMID: <pub-id pub-id-type="pmid">26671158</pub-id></citation></ref>
<ref id="ref29"><label>29.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vasantharekha</surname> <given-names>R</given-names></name> <name><surname>Priyanka</surname> <given-names>HP</given-names></name> <name><surname>Swarnalingam</surname> <given-names>T</given-names></name> <name><surname>Srinivasan</surname> <given-names>AV</given-names></name> <name><surname>ThyagaRajan</surname> <given-names>S</given-names></name></person-group>. <article-title>Interrelationship between Mini-mental state examination scores and biochemical parameters in patients with mild cognitive impairment and Alzheimer's disease</article-title>. <source>Geriatr Gerontol Int</source>. (<year>2017</year>) <volume>17</volume>:<fpage>1737</fpage>&#x2013;<lpage>45</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ggi.12957</pub-id>, PMID: <pub-id pub-id-type="pmid">27921357</pub-id></citation></ref>
<ref id="ref30"><label>30.</label> <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>SL</given-names></name> <name><surname>Louie</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>Altered bile acid profile in mild cognitive impairment and Alzheimer's disease: relationship to neuroimaging and CSF biomarkers</article-title>. <source>Alzheimers Dement</source>. (<year>2019</year>) <volume>15</volume>:<fpage>232</fpage>&#x2013;<lpage>44</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jalz.2018.08.012</pub-id>, PMID: <pub-id pub-id-type="pmid">30337152</pub-id></citation></ref>
<ref id="ref31"><label>31.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wierenga</surname> <given-names>CE</given-names></name> <name><surname>Hays</surname> <given-names>CC</given-names></name> <name><surname>Zlatar</surname> <given-names>ZZ</given-names></name></person-group>. <article-title>Cerebral blood flow measured by arterial spin labeling MRI as a preclinical marker of Alzheimer's disease</article-title>. <source>J Alzheimers Dis</source>. (<year>2014</year>) <volume>42</volume>:<fpage>S411</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-141467</pub-id></citation></ref>
<ref id="ref32"><label>32.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Camargo</surname> <given-names>A</given-names></name> <name><surname>Wang</surname> <given-names>Z</given-names></name></person-group>. <article-title>Alzheimer&#x2019;s Disease Neuroimaging Initiative. Longitudinal cerebral blood flow changes in Normal aging and the Alzheimer's disease continuum identified by arterial spin labeling MRI</article-title>. <source>J Alzheimers Dis</source>. (<year>2021</year>) <volume>81</volume>:<fpage>1727</fpage>&#x2013;<lpage>35</lpage>. doi: <pub-id pub-id-type="doi">10.3233/JAD-210116</pub-id>, PMID: <pub-id pub-id-type="pmid">33967053</pub-id></citation></ref>
<ref id="ref33"><label>33.</label> <citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chao</surname> <given-names>LL</given-names></name> <name><surname>Buckley</surname> <given-names>ST</given-names></name> <name><surname>Kornak</surname> <given-names>J</given-names></name> <name><surname>Schuff</surname> <given-names>N</given-names></name> <name><surname>Madison</surname> <given-names>C</given-names></name> <name><surname>Yaffe</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>ASL perfusion MRI predicts cognitive decline and conversion from MCI to dementia</article-title>. <source>Alzheimer Dis Assoc Disord</source>. (<year>2010</year>) <volume>24</volume>:<fpage>19</fpage>&#x2013;<lpage>27</lpage>. doi: <pub-id pub-id-type="doi">10.1097/WAD.0b013e3181b4f736</pub-id>, PMID: <pub-id pub-id-type="pmid">20220321</pub-id></citation></ref>
</ref-list>
</back>
</article>