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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2025.1624472</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A review of type 2 diabetes mellitus and cognitive impairment</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Kan</surname>
<given-names>Wen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3045155/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qu</surname>
<given-names>Meijie</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1582163/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yunyang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2360031/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xianjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Lili</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2803876/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Endocrinology and Metabolic Diseases, Affiliated Hospital of Qingdao University</institution>, <addr-line>Qingdao</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Neurology, Affiliated Hospital of Qingdao University</institution>, <addr-line>Qingdao</addr-line>,&#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xiaodong Sun, Affiliated Hospital Of Shandong Second Medical University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xiao-Jing Shi, Massachusetts Institute of Technology, United States</p>
<p>Maarja Randv&#xe4;li, Tallinn University, Estonia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lili Xu, <email xlink:href="mailto:xulili201314@126.com">xulili201314@126.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1624472</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Kan, Qu, Wang, Zhang and Xu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Kan, Qu, Wang, Zhang and Xu</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>The association between type 2 diabetes mellitus (T2DM) and cognitive impairment represents a critical public health concern, particularly against the backdrop of the rising global prevalence of diabetes and aging populations. Accumulating evidence indicates that T2DM is linked to declines in multiple cognitive domains, which may progress to cognitive impairment or even dementia. This cognitive impairment arises from complex interactions among insulin resistance, chronic inflammatory responses, vascular injury and microangiopathy and oxidative stress. Clinical studies suggest that strict glycemic control combined with behavioral and lifestyle interventions may delay cognitive decline, though their long-term efficacy requires further evidence-based validation. Future research should leverage multi-omics technologies to identify early biomarkers for T2DM-related cognitive impairment, elucidate the underlying molecular mechanisms, identify specific therapeutic targets, and develop personalized intervention strategies. This review systematically examines the epidemiological correlations, pathophysiological mechanisms, and advances in clinical management of T2DM-related cognitive disorders, with the aim of providing a theoretical foundation for early prevention and targeted treatment.</p>
</abstract>
<kwd-group>
<kwd>type 2 diabetes mellitus</kwd>
<kwd>cognitive impairment</kwd>
<kwd>insulin resistance</kwd>
<kwd>oxidative stress</kwd>
<kwd>mitochondrial dysfunction</kwd>
</kwd-group>
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<fig-count count="0"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="97"/>
<page-count count="11"/>
<word-count count="5022"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Neuroendocrine Science</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>T2DM has emerged as a global epidemic and a major public health challenge. Global prevalence of T2DM is expected to increase to 7,079 cases per 100,000 population by 2030, reflecting a sustained upward trend across all regions (<xref ref-type="bibr" rid="B1">1</xref>). T2DM significantly elevates the risk of microvascular complications (e.g., retinopathy, nephropathy, neuropathy) and macrovascular diseases (e.g., coronary artery disease, stroke) (<xref ref-type="bibr" rid="B2">2</xref>). Cognitive impairment is defined as a decline in one or more cognitive domains, including memory, attention, orientation, judgment, and problem-solving abilities (<xref ref-type="bibr" rid="B3">3</xref>). Manifestations of impairment may include slowed information processing, memory deficits, and challenges in learning or decision-making (<xref ref-type="bibr" rid="B4">4</xref>). Cognitive impairment severely impacts overall well-being by compromising social engagement and functional independence, increasing reliance on caregivers while reducing autonomy, and posing safety risks, ultimately elevating morbidity and mortality rates through diminished self-care capacity and delayed medical intervention (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Given the escalating global prevalence of T2DM and its profound implications for cognitive health, elucidating the underlying pathophysiological pathways and identifying preventive interventions are critical for mitigating dual disease burdens. Research in this domain holds significant clinical and societal relevance. Understanding how metabolic dysregulation accelerates neurodegenerative processes could inform early biomarkers for cognitive risk stratification and targeted therapies. Ultimately, advancing this field may enhance patient outcomes and quality of life.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Pathophysiology of T2DM and its impact on cognitive function</title>
<sec id="s2_1">
<label>2.1</label>
<title>Basic pathogenesis of T2DM</title>
<p>T2DM is characterized by two central pathophysiological defects: pancreatic &#x3b2;-cell dysfunction and insulin resistance (IR). &#x3b2;-cell dysfunction manifests as inadequate insulin secretion or decompensation, ultimately resulting in hyperglycemia. IR refers to diminished responsiveness of peripheral tissues (e.g., skeletal muscle, adipose tissue, liver) to insulin signaling, glucose uptake into these cells becomes inefficient, resulting in its accumulation in the bloodstream and consequent hyperglycemia. To compensate, pancreatic &#x3b2;-cells augment insulin secretion, leading to a state of hyperinsulinemia. These defects mutually reinforce each other, establishing a vicious cycle. Chronic inflammation, ectopic lipid deposition, endoplasmic reticulum stress (ERS), and oxidative stress further exacerbate metabolic dysregulation by impairing insulin sensitivity and/or &#x3b2;-cell function, thereby driving the onset and progression of T2DM and its target organ damage (TOD) (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>&#x3b2;-cells integrate signals from glucose, free fatty acids (FFA), hormones (e.g., incretins GLP-1/GIP), and neural inputs to dynamically regulate insulin secretion (<xref ref-type="bibr" rid="B7">7</xref>). Factors contributing to &#x3b2;-cell failure include: aging and genetic predisposition, incretin resistance/deficiency (e.g., impaired glucagon-like peptide-1 [GLP-1] and glucose-dependent insulinotropic polypeptide [GIP] signaling), lipotoxicity (FFA-induced &#x3b2;-cell apoptosis) and glucotoxicity (chronic hyperglycemia-induced oxidative stress), insulin resistance-induced &#x3b2;-cell stress, islet amyloid deposition (excessive islet amyloid polypeptide [IAPP] aggregation), reactive oxygen species (ROS)-mediated damage and proinflammatory signaling (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>IR is a multifactorial metabolic disorder marked by reduced responsiveness of insulin-target tissues (liver, adipose tissue, skeletal muscle) to physiological insulin levels. It is closely linked to metabolic syndrome (MS), where obesity, dyslipidemia, and hypertension amplify IR through: proinflammatory cytokine release (e.g., TNF-&#x3b1;, IL-6), ectopic lipid accumulation (hepatic and muscular lipotoxicity), oxidative stress-mediated inhibition of insulin receptor signaling (e.g., PI3K/Akt pathway) (<xref ref-type="bibr" rid="B9">9</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Impact of diabetes-related complications on cognitive function</title>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Cerebrovascular complications</title>
<p>Diabetes-induced macrovascular pathologies, such as atherosclerosis (AS), drive structural alterations in cerebral vasculature, including stenosis, occlusion, and intima-media thickening&#x2014;hallmarks of AS (<xref ref-type="bibr" rid="B10">10</xref>). Chronic vascular occlusion disrupts central hemodynamics, cerebral perfusion, and cerebrovascular function. Key functional impairments include: endothelial-dependent vasodilation deficits and impaired cerebrovascular autoregulation (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). These dysfunctions directly manifest as abnormal cerebral blood flow (CBF) (<xref ref-type="bibr" rid="B13">13</xref>). Evidence linking carotid AS to cerebral atrophy suggests that sustained CBF reduction contributes to brain volume loss, a recognized precursor to vascular dementia (VD). Moreover, Chronic hypoperfusion exacerbates neuroinflammation by activating microglia, leading to white matter lesions (WMLs) and neurodegeneration. WMLs are strongly associated with progressive cognitive decline and eventual VD onset.</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Diabetic retinopathy</title>
<p>Diabetic retinopathy, a microvascular complication of diabetes, may reflect systemic microvascular damage. Wu et&#xa0;al. reported that DR is associated with psychomotor slowing and attentional deficits. Electrophysiological studies in diabetic models demonstrate reduced neuronal activity in the primary visual cortex, impairing visual information processing (<xref ref-type="bibr" rid="B14">14</xref>). Meta-analytic evidence further links retinal pathology to cognitive decline, any retinopathy was significantly associated with the presence of dementia and cognitive deficits, as well as with reduced processing speed (<xref ref-type="bibr" rid="B15">15</xref>).These associations persist even in patients without overt retinopathy, suggesting that retinal microvascular changes (e.g., altered vessel caliber, fractal dimension) may serve as biomarkers of cerebral microangiopathy and neurodegeneration. Additionally, diabetes frequently induces visual system dysfunction, including impaired motion detection, reduced contrast sensitivity, and defective color discrimination, which may indirectly exacerbate cognitive load by disrupting sensory input integration (<xref ref-type="bibr" rid="B14">14</xref>).</p>
</sec>
<sec id="s2_2_3">
<label>2.2.3</label>
<title>Diabetic kidney disease</title>
<p>Diabetic kidney disease (DKD), a diabetes-specific complication characterized by progressive renal damage, exacerbates blood-brain barrier (BBB) disruption and is increasingly recognized as a risk factor for neurocognitive deficits. Clinical studies reveal a bidirectional relationship between renal dysfunction and cognitive impairment, where elevated urinary albumin excretion rate (UAER) predicts poorer cognitive performance, while declining glomerular filtration rate (GFR) is associated with worsening cognitive scores, highlighting a dose-dependent link between renal impairment and neurodegeneration (<xref ref-type="bibr" rid="B16">16</xref>). DKD contributes to cognitive impairment through interconnected pathophysiological pathways. Impaired renal clearance of uremic toxins, such as indoxyl sulfate, promotes neuroinflammation and oxidative stress, accelerating BBB disruption and neuronal apoptosis (<xref ref-type="bibr" rid="B17">17</xref>). These mechanisms synergistically disrupt neurovascular homeostasis, creating a self-reinforcing cycle of neurodegeneration and cognitive decline in diabetic patients. Serum creatinine, an indicator of renal dysfunction, inversely correlates with cognitive performance in elderly diabetic populations, suggesting its potential as a prognostic marker for cognitive decline, while early detection of DKD through measures like UAER monitoring can help stratify dementia risk and guide interventions, such as renin-angiotensin system inhibitors, to preserve both renal and cognitive function (<xref ref-type="bibr" rid="B18">18</xref>).</p>
</sec>
<sec id="s2_2_4">
<label>2.2.4</label>
<title>Diabetic peripheral neuropathy</title>
<p>Diabetic peripheral neuropathy (DPN), a prevalent complication of diabetes, is increasingly linked to cognitive impairment. Evidence demonstrates that individuals with T2DM and DPN exhibit lower global cognitive performance compared to those without DPN, including deficits in memory, attention, and psychomotor speed (<xref ref-type="bibr" rid="B19">19</xref>). In type 1 diabetes, cognitive impairment is similarly pronounced, with DPN patients showing marked impairments in attention, visuospatial/executive functions, language, and abstract reasoning (<xref ref-type="bibr" rid="B20">20</xref>). Notably, painful DPN correlates with more severe cognitive deficits than painless DPN (<xref ref-type="bibr" rid="B21">21</xref>), particularly in domains of attention and memory. These findings suggest that DPN severity and subtype may serve as biomarkers for neurodegeneration risk in diabetic populations, underscoring the need for integrated neurological and cognitive assessments in diabetes care (<xref ref-type="bibr" rid="B22">22</xref>).</p>
</sec>
<sec id="s2_2_5">
<label>2.2.5</label>
<title>Diabetes-related foot complications</title>
<p>Emerging evidence highlights a significant association between diabetes-related foot complications (DRFC) and cognitive impairment. Studies demonstrate that individuals with DRFC exhibit more pronounced cognitive deficits compared to diabetic patients without foot complications, particularly in domains of verbal memory, executive function, and inhibitory control (<xref ref-type="bibr" rid="B23">23</xref>). Furthermore, diabetes-associated cognitive impairment encompasses broader deficits, including impairments in attention, memory, executive function, visuospatial abilities, and language. The severity of DRFC-related cognitive decline underscores the need for integrated care models addressing both metabolic and neurological health in diabetic populations (<xref ref-type="bibr" rid="B24">24</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Mechanistic insights into T2DM and cognitive impairment</title>
<sec id="s3_1">
<label>3.1</label>
<title>Insulin resistance and cerebral metabolism</title>
<p>Insulin acts on insulin receptors in the brain to promote neurotransmitter synthesis, synaptic plasticity, and neuronal differentiation&#x2014;processes critical for learning and memory. Insulin signaling in the brain is essential for normal cognitive function, particularly in key regions such as the hippocampus and prefrontal cortex (<xref ref-type="bibr" rid="B25">25</xref>), where it regulates glucose utilization, energy homeostasis, synaptogenesis and long-term potentiation (LTP). It also governs appetite regulation and systemic metabolic balance (<xref ref-type="bibr" rid="B26">26</xref>). Brain insulin resistance (BIR) is recognized as a key factor linking metabolic disorders like obesity and T2DM to cognitive decline. It disrupts normal insulin signaling pathways, leading to mitochondrial structural and functional abnormalities, which in turn result in &#x200b;&#x200b;impaired energy metabolism&#x200b;&#x200b; and &#x200b;&#x200b;increased oxidative stress&#x200b;&#x200b;. This dysfunction triggers &#x200b;&#x200b;neuronal damage&#x200b;&#x200b; and &#x200b;&#x200b;cognitive deterioration&#x200b;&#x200b;, ultimately contributing to &#x200b;&#x200b;cognitive impairment&#x200b;&#x200b; (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>BIR reduces plasma levels of neurotrophic factors such as brain-derived neurotrophic factor (BDNF) (<xref ref-type="bibr" rid="B28">28</xref>), which plays a critical role in promoting structural and functional plasticity in the central nervous system (CNS) (<xref ref-type="bibr" rid="B29">29</xref>). Additionally, BIR downregulates the expression of neuronal glucose transporters (e.g., GLUT4), impairing cerebral glucose uptake (<xref ref-type="bibr" rid="B30">30</xref>). This energy deficit results in decreased brain glucose utilization, triggering neuronal metabolic dysfunction. Such metabolic disturbances not only compromise synaptic plasticity but may also threaten neuronal survival, contributing to memory deficits and executive dysfunction.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Chronic inflammatory response</title>
<p>Diabetes mellitus, a chronic metabolic disorder, significantly disrupts systemic and localized inflammatory responses, thereby compromising brain health. The systemic inflammation associated with diabetes promotes increased BBB permeability, neuroinflammation, and subsequent neurodegenerative alterations. These inflammatory processes are mechanistically linked to cognitive impairment and an elevated risk of neurodegenerative disorders, including Alzheimer&#x2019;s disease and Parkinson&#x2019;s disease.</p>
<p>Characterized by chronic low-grade inflammation, diabetes alters the expression of key inflammatory mediators such as monocyte chemoattractant protein-1 (MCP-1), interleukin-6 (IL-6), and C-C motif chemokine receptor 2 (CCR2), which collectively modulate peripheral and central immune responses (<xref ref-type="bibr" rid="B31">31</xref>). Activation of inflammatory pathways, particularly those mediated by NF-&#x3ba;B, synergizes with oxidative stress and impaired autophagy to exacerbate neuronal damage and accelerate cognitive decline (<xref ref-type="bibr" rid="B32">32</xref>). Dysregulated inflammatory signaling in diabetic individuals amplifies ischemic brain injury.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Vascular injury and microangiopathy</title>
<p>Diabetes exerts profound detrimental effects on cerebrovascular health, precipitating vascular injury and microvascular pathologies closely associated with cognitive impairment. The relationship between diabetes and cerebrovascular pathology is multifaceted, encompassing both macrovascular and microvascular abnormalities that synergistically contribute to cognitive decline (<xref ref-type="bibr" rid="B33">33</xref>).</p>
<p>Accumulating evidence indicates that diabetes independently increases the incidence of cerebral infarctions and vascular brain injuries, both of which are critical determinants of cognitive deterioration (<xref ref-type="bibr" rid="B33">33</xref>). Diabetic-induced cerebrovascular damage manifests as endothelial dysfunction, increased arterial stiffness, and thickening of capillary basement membranes (<xref ref-type="bibr" rid="B34">34</xref>). These pathological alterations compromise cerebrovascular elasticity and integrity, leading to reduced cerebral blood flow and chronic cerebral hypoperfusion, thereby exacerbating cognitive deficits.</p>
<p>As an established risk factor for cerebrovascular diseases, diabetes is characterized by a higher prevalence of cerebral infarctions, white matter hyperintensities (WMH), and cerebral small vessel disease (CSVD) (<xref ref-type="bibr" rid="B33">33</xref>). These pathologies exhibit greater severity in diabetic populations and correlate with an elevated risk of accelerated cognitive decline. Preclinical studies utilizing diabetic rodent models demonstrate that hyperglycemia exacerbates cerebrovascular dysfunction, which parallels observed cognitive impairments, highlighting diabetes-specific vulnerabilities in neurovascular coupling (<xref ref-type="bibr" rid="B35">35</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Oxidative stress and neuronal injury</title>
<p>Chronic hyperglycemia drives oxidative stress, a pivotal mechanism underlying neuronal injury in diabetes. Sustained elevation of blood glucose promotes excessive generation of ROS and reactive nitrogen species (RNS), overwhelming endogenous antioxidant defenses. This redox imbalance critically contributes multifaceted biochemical cascades and cellular dysfunction. Prolonged hyperglycemia activates four major oxidative stress-inducing pathways: the polyol pathway, advanced glycation end-product (AGE) accumulation, protein kinase C (PKC) activation, and dysregulation of the hexosamine pathway (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). These interconnected pathways work synergistically to amplify ROS production, which directly damages neuronal membranes, proteins, and DNA.</p>
<p>Moreover, oxidative stress activates redox-sensitive transcription factors, such as NF-&#x3ba;B, leading to the upregulation of pro-inflammatory cytokines (e.g., TNF-&#x3b1;, IL-1&#x3b2;, IL-6) (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>). These cytokines exacerbate neuroinflammation, creating a vicious cycle in which oxidative stress and inflammation synergistically drive neurodegeneration. Diabetic rodents exhibit elevated oxidative markers (8-OHdG, nitrotyrosine) and increased apoptosis in dorsal root ganglion (DRG) neurons, confirming oxidative damage as a driver of peripheral neuropathy (<xref ref-type="bibr" rid="B39">39</xref>).</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>The interplay between T2DM and Alzheimer&#x2019;s disease</title>
<p>Emerging evidence reveals significant pathophysiological intersections between diabetes mellitus, particularly T2DM, and neurodegenerative disorders, with Alzheimer&#x2019;s disease (AD) demonstrating particularly strong associations (<xref ref-type="bibr" rid="B40">40</xref>). T2DM has been established as an independent risk factor for accelerated cognitive decline and neurodegeneration, potentially increasing AD susceptibility through shared biological mechanisms. The disease continuum appears driven by overlapping pathways including chronic insulin resistance, systemic inflammation, and mitochondrial dysfunction, which collectively create a neurodegenerative milieu (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Notably, hallmark AD pathologies &#x2013; &#x3b2;-amyloid (A&#x3b2;) plaque deposition and tau protein hyperphosphorylation &#x2013; are exacerbated by diabetic metabolic disturbances. Sustained hyperglycemia and impaired insulin signaling in T2DM patients potentiate amyloidogenic processing while compromising tau protein homeostasis, thereby accelerating the neuropathological cascade characteristic of AD progression (<xref ref-type="bibr" rid="B43">43</xref>).</p>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>T2DM-related cognitive impairment and gut-brain axis disruption</title>
<p>The gut-brain axis is a bidirectional communication system between the gastrointestinal tract and the central nervous system that influences cognitive function through various mechanisms (<xref ref-type="bibr" rid="B44">44</xref>). In T2DM, significant alterations occur in the composition of the gut microbiota, which affect cognitive abilities. Specific genera (e.g., <italic>Parabacteroides</italic> and <italic>Lactobacillus</italic>) have been shown to modulate metabolites, thereby improving cognitive behavior in diabetic models (<xref ref-type="bibr" rid="B45">45</xref>). Changes in the gut microbiome directly or indirectly impact brain function through vagal, endocrine, and immune pathways. Metabolites directly activate vagal afferent nerves, transmitting signals to the brain via vagal pathways. In the endocrine pathway, enteroendocrine L cells release gut hormones such as GLP1, peptide YY (PYY), and cholecystokinin (CCK), which subsequently influence learning, memory, and mood. Within the immune pathway, immune cells including helper T cell 1 (Th1), helper T cell 17 (Th17), regulatory T cells (Treg), neutrophils, and macrophages are stimulated (<xref ref-type="bibr" rid="B46">46</xref>). Fecal microbiota transplantation has demonstrated potential in alleviating diabetes-related cognitive decline by altering gut microbiota composition and enhancing brain insulin signaling pathways (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>Although the gut-brain axis plays a significant role in T2DM-related cognitive impairment, it is essential to consider other contributing factors, such as genetic predisposition and lifestyle. The interactions between these factors and the gut-brain axis are complex and require further research to fully elucidate the underlying mechanisms.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Sociodemographic moderators in T2DM-related cognitive impairment</title>
<p>In recent years, an increasing number of studies have explored the potential roles of gender, age, educational level, and social determinants in the link between T2DM and cognitive function from demographic and sociological perspectives, offering new pathways for identifying vulnerable populations and developing intervention strategies.</p>
<p>Age is a key factor for cognitive impairment in T2DM patients. Older age has consistently been associated with a higher risk of cognitive impairment. Studies show that individuals aged 60 and above with T2DM are particularly susceptible to cognitive decline, with the risk increasing with advancing age (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>).</p>
<p>Research shows that, independent of diabetes status, women generally perform better in certain cognitive domains (e.g., global cognition and verbal abilities) (<xref ref-type="bibr" rid="B49">49</xref>). However, other studies suggest that middle-aged men with T2D have a higher risk of mild cognitive impairment (MCI) compared to women (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>Education is widely recognized as a core component of cognitive reserve and also plays a significant moderating role in the association between T2DM and cognitive function. Research by Reinke published in <italic>BMC Public Health</italic> indicates that higher education is not only associated with better glycemic control but can also slow diabetes-related cognitive decline (<xref ref-type="bibr" rid="B51">51</xref>). Pe&#xf1;a-Gonz&#xe1;lez further points out that education can mitigate the negative effects of the disease by building cognitive reserve, enhancing an individual&#x2019;s neuroplasticity and cognitive resilience in the face of hyperglycemia or metabolic dysregulation (<xref ref-type="bibr" rid="B52">52</xref>).</p>
<p>Social determinants such as socioeconomic status, race/ethnicity, and healthcare access also play crucial roles in T2DM-related cognitive impairment (<xref ref-type="bibr" rid="B53">53</xref>). Studies comparing elderly populations in the US and Mexico found that low socioeconomic status is significantly associated with cognitive decline, and the level of social support significantly influences the cognitive trajectory of diabetes (<xref ref-type="bibr" rid="B54">54</xref>).</p>
<p>In summary, gender, age, education, and social determinants all play complex and interacting roles in the link between T2DM and cognitive function. Research indicates that individuals with early-onset diabetes, those with lower educational attainment, and those of low socioeconomic status face a higher risk of cognitive impairment. Theories such as cognitive reserve, the accumulated stress model, and research on health inequalities provide multidimensional perspectives for understanding diabetes-induced cognitive impairment. Future research should deepen efforts in the following areas: First, strengthen stratified studies on different population subgroups to precisely identify high-risk groups. Second, integrate metabolic, physiological, psychological, and social dimensions to construct multi-level assessment models. Third, enhance educational interventions and social support within community health promotion to mitigate the cognitive risks stemming from structural health inequalities.</p>
</sec>
<sec id="s5">
<label>5</label>
<title>T2DM management and cognitive impairment</title>
<sec id="s5_1">
<label>5.1</label>
<title>Glycemic control and cognitive function in T2DM</title>
<p>The relationship between glycemic control and cognitive performance represents a critical focus in diabetes research, particularly in the context of neurodegeneration. Accumulating evidence indicates that suboptimal glycemic management is strongly associated with accelerated cognitive impairment, whereas rigorous blood glucose regulation may attenuate neurodegenerative progression. In patients with T2DM, chronic hyperglycemia and elevated glycated hemoglobin (HbA1c) levels correlate with measurable declines in global cognitive function. Multiple studies have shown that improving blood sugar control can enhance cognitive function. For example, a systematic review found that antidiabetic treatment can significantly alleviate the decline in cognitive ability in diabetic patients (<xref ref-type="bibr" rid="B55">55</xref>).</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Potential effects of common glucose-lowering drugs on cognitive function</title>
<p>The potential impact of glucose-lowering drugs on cognitive function is multifaceted, encompassing both adverse effects resulting from drug-induced hypoglycemia and possible cognitive benefits associated with specific drugs. These effects are systematically summarized in <xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Potential effects of common glucose-lowering drugs on cognitive function.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Medicine</th>
<th valign="top" align="left">Glucose-lowering efficacy</th>
<th valign="top" align="left">Core mechanisms of glucose lowering</th>
<th valign="top" align="left">Cognitive outcomes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Metformin</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Suppression of hepatic gluconeogenesis and improvement of peripheral insulin sensitivity</td>
<td valign="top" align="left">Activation of AMP-activated protein kinase (AMPK) signaling and Attenuation of oxidative stress</td>
</tr>
<tr>
<td valign="top" align="left">GLP-1RA</td>
<td valign="top" align="left">High to very high</td>
<td valign="top" align="left">Stimulation of insulin secretion and Suppression of glucagon secretion</td>
<td valign="top" align="left">Reduction of neuroinflammation, enhancement of mitochondrial function, antioxidant stress, prevention of &#x3b2;-amyloid and tau protein aggregation, and improvement of synaptic function</td>
</tr>
<tr>
<td valign="top" align="left">SGLT2is</td>
<td valign="top" align="left">Intermediate to high</td>
<td valign="top" align="left">Inhibition of renal glucose reabsorption</td>
<td valign="top" align="left">Anti-inflammatory actions, antioxidant properties, and modulation of neurotrophic factors</td>
</tr>
<tr>
<td valign="top" align="left">DPP-4i</td>
<td valign="top" align="left">Intermediate</td>
<td valign="top" align="left">Inhibition of dipeptidyl peptidase-4 (DPP-4) activity and Enhancement of intact GLP-1 and GIP levels</td>
<td valign="top" align="left">Activation of AMPK signaling cascade and attenuation of tau protein phosphorylation</td>
</tr>
<tr>
<td valign="top" align="left">Sulfonylureas</td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Potentiation of pancreatic &#x3b2;-cell insulin secretion</td>
<td valign="top" align="left">Antioxidant stress and promotion of BDNF transcription</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As a first-line oral hypoglycemic agent for T2DM, metformin demonstrates bidirectional regulatory effects on cognition. Accumulating evidence suggests its neuroprotective properties through mechanisms including AMPK signaling pathway activation and oxidative stress inhibition, with demonstrated improvements in specific cognitive domains such as verbal learning, working memory, and executive function in diabetic patients (<xref ref-type="bibr" rid="B56">56</xref>). Notably, prolonged metformin therapy may induce vitamin B12 deficiency, which has been established as a risk factor for cognitive decline (<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B58">58</xref>). This dual mechanism indicates that while metformin may mitigate diabetes-related neurodegenerative processes, it could paradoxically impair cognitive health in susceptible individuals through nutritional metabolic disturbances. Clinical protocols should therefore incorporate regular serum vitamin B12 monitoring and timely nutritional supplementation to prevent associated complications (<xref ref-type="bibr" rid="B59">59</xref>).</p>
<sec id="s5_2_1">
<label>5.2.1</label>
<title>GLP-1 receptor agonists</title>
<p>The neuroprotective effects of GLP-1RA are believed to be mediated through multiple mechanisms, including the reduction of neuroinflammation, enhancement of mitochondrial function, antioxidant stress, prevention of &#x3b2;-amyloid and tau protein aggregation, and improvement of synaptic function (<xref ref-type="bibr" rid="B60">60</xref>). A systematic review and meta-analysis found that GLP-1RA did not significantly affect overall cognitive function in patients with type 2 diabetes. However, subgroup analysis indicated potential benefits for patients under 65 years of age or those without a history of cardiovascular or cerebrovascular disease, suggesting that age and comorbidities may influence cognitive outcomes with GLP-1 therapy (<xref ref-type="bibr" rid="B61">61</xref>). Another study reported that the GLP-1RA liraglutide improved short-term memory and memory composite scores in obese patients with prediabetes or early-stage type 2 diabetes, independent of weight loss effects. This suggests that GLP-1RA provide direct cognitive benefits in early-stage diabetes (<xref ref-type="bibr" rid="B62">62</xref>). In animal models, GLP-1RA have shown promising results in improving cognitive function. For example, liraglutide improved memory retention and increased hippocampal neuron count in an Alzheimer&#x2019;s disease mouse model, indicating its potential neuroprotective effects (<xref ref-type="bibr" rid="B63">63</xref>).</p>
</sec>
<sec id="s5_2_2">
<label>5.2.2</label>
<title>Sodium-glucose cotransporter 2 inhibitors</title>
<p>(SGLT2is) exerts beneficial effects on cognitive impairment through multifaceted mechanisms involving metabolic regulation, anti-inflammatory actions, antioxidant properties, and modulation of neurotrophic factors (<xref ref-type="bibr" rid="B64">64</xref>). Preclinical studies demonstrate that dapagliflozin ameliorates cognitive deficits in diabetic murine models by restoring hippocampal mitochondrial dynamics - a critical process for synaptic plasticity and memory formation (<xref ref-type="bibr" rid="B65">65</xref>). Particularly in dual pathology models combining T2DM and AD, SGLT2is not only enhance insulin sensitivity but also significantly reduce &#x3b2;-amyloid deposition, addressing two fundamental pathological hallmarks of AD.</p>
<p>Clinical investigations reveal substantial cognitive improvements associated with SGLT2i therapy, especially in populations with mild cognitive impairment or established dementia. A meta-analysis quantifying cognitive outcomes showed a standardized mean difference of 0.88 (95% CI: 0.32-1.44) in cognitive assessment scores, indicating clinically meaningful enhancement (<xref ref-type="bibr" rid="B66">66</xref>).</p>
<p>Notably, large-scale clinical data analysis demonstrates significant dementia risk reduction with SGLT2i use. In a population-based study of 331,908 T2DM patients, SGLT2i treatment was associated with 23% lower dementia incidence (HR: 0.77; 95% CI: 0.71-0.84) (<xref ref-type="bibr" rid="B67">67</xref>). The observed cerebroprotection may derive from synergistic effects including blood pressure optimization, sodium homeostasis regulation, and metabolic reprogramming, collectively preserving neuronal integrity in chronic metabolic disorders (<xref ref-type="bibr" rid="B68">68</xref>).</p>
</sec>
<sec id="s5_2_3">
<label>5.2.3</label>
<title>DPP-4 inhibitors</title>
<p>DPP-4is improve glucose tolerance and insulin sensitivity, which are critical for maintaining cognitive function in diabetic patients. Improvements in metabolic parameters such as reduced fasting blood glucose and HbA1c levels are consistently associated with better cognitive outcomes (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>). Sitagliptin has been shown to reduce oxidative stress and promote hippocampal neurogenesis, both essential for cognitive health. These effects are further supported by the upregulation of genes involved in neuroprotection and synaptic plasticity (<xref ref-type="bibr" rid="B69">69</xref>).</p>
<p>At the molecular level, DPP-4is likely exert their benefits via the AMPK/mTOR pathway, enhancing neuronal autophagy and reducing tau protein phosphorylation&#x2014;mechanisms that are neuroprotective (<xref ref-type="bibr" rid="B71">71</xref>). A meta-analysis involving 5,583 participants demonstrated that DPP-4is significantly reduce the incidence of cognitive impairment in T2DM patients, with a standardized mean difference (SMD) of 0.99. Additionally, clinical studies revealed that these agents improve scores on the Mini-Mental State Examination (MMSE) and Instrumental Activities of Daily Living (IADL), indicating measurable cognitive benefits (<xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B72">72</xref>). Notably, in elderly patients with mild cognitive impairment, DPP-4is stabilize cognitive function by reducing glycemic variability (<xref ref-type="bibr" rid="B73">73</xref>).</p>
<p>Preclinical evidence further supports these findings: in insulin-resistant rat models, DPP-4is such as sitagliptin and vildagliptin improve cognitive behaviors and restore cerebral mitochondrial function, demonstrating protective effects against diet-induced cognitive decline (<xref ref-type="bibr" rid="B74">74</xref>).</p>
</sec>
<sec id="s5_2_4">
<label>5.2.4</label>
<title>Sulfonylureas</title>
<p>Sulfonylureas may exert dual effects on cognitive function in diabetic populations. Preclinical studies indicate potential neuroprotective properties: glimepiride ameliorated learning and memory deficits in diabetic rodent models, potentially through antioxidant mechanisms and upregulation of BDNF levels (<xref ref-type="bibr" rid="B75">75</xref>). Similarly, glyburide prevented chronic stress-induced cognitive impairment in murine models, possibly via modulation of the hypothalamic-pituitary-adrenal (HPA) axis and glucocorticoid receptor stabilization (<xref ref-type="bibr" rid="B76">76</xref>).</p>
<p>However, these potential benefits must be weighed against well-documented adverse effects. Sulfonylureas are associated with hypoglycemia episodes and progressive &#x3b2;-cell exhaustion, factors that may exacerbate cognitive decline, particularly in elderly patients with compromised cerebral autoregulation. Population-based studies reveal concerning epidemiological patterns. A retrospective cohort analysis (n = 45,632 T2DM patients) comparing sulfonylureas with DPP-4is demonstrated increased dementia risk with sulfonylurea use over 4.82 mean follow-up years (<xref ref-type="bibr" rid="B77">77</xref>). Network meta-analyses further position sulfonylureas as second-highest among antidiabetic agents for dementia risk escalation (surface under cumulative ranking [SUCRA] score: 73.4), surpassed only by insulin analogs (<xref ref-type="bibr" rid="B78">78</xref>).</p>
</sec>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>Behavioral and lifestyle interventions: synergistic effects of diet, exercise, and cognitive training</title>
<p>Accumulating evidence supports behavioral and lifestyle interventions&#x2014;including dietary modification, physical exercise, and cognitive training&#x2014;as promising non-pharmacological strategies to mitigate diabetes-related cognitive decline. T2DM is a well-established independent risk factor for mild cognitive impairment and dementia progression. While current pharmacological interventions remain suboptimal, multimodal lifestyle approaches demonstrate clinically meaningful potential for preserving neurocognitive function in T2DM populations.</p>
<sec id="s5_3_1">
<label>5.3.1</label>
<title>Exercise and cognitive function</title>
<p>Controlled trials reveal differential cognitive benefits of structured exercise regimens in T2DM patients. Both resistance training and aerobic exercise protocols show efficacy (<xref ref-type="bibr" rid="B79">79</xref>), with meta-analytic data indicating significant attenuation of cognitive decline through multicomponent programs (sessions &gt;40 minutes, &#x2265;4 times weekly over 6 months; pooled effect size: 0.61, 95% CI: 0.40&#x2013;0.82) (<xref ref-type="bibr" rid="B80">80</xref>). Notably, intervention heterogeneity exists, with some studies reporting only moderate effects or null findings in single-modality approaches, underscoring the need for optimized intensity-duration parameters (<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B82">82</xref>).</p>
</sec>
<sec id="s5_3_2">
<label>5.3.2</label>
<title>Cognitive training interventions</title>
<p>Domain-specific cognitive interventions yield measurable neuropsychological improvements. Dual-task training and targeted cognitive remediation significantly enhance memory performance and executive function in T2DM cohorts. Although mechanistic links to glycemic control remain inconclusive, these interventions demonstrate synergistic benefits when combined with lifestyle education, enhancing both cognitive capacity and diabetes self-management skills (<xref ref-type="bibr" rid="B83">83</xref>).</p>
</sec>
<sec id="s5_3_3">
<label>5.3.3</label>
<title>Combined interventions</title>
<p>Integrating diet, exercise, and cognitive training&#x2014;seem to offer the most comprehensive benefits. Research indicates that multimodal interventions can improve cognitive function and overall health outcomes in patients with T2DM (<xref ref-type="bibr" rid="B80">80</xref>). The LIFE study, which included physical activity interventions, reported beneficial effects on global cognitive function and memory slowing in elderly individuals with T2DM, highlighting the potential of a combined approach (<xref ref-type="bibr" rid="B84">84</xref>).</p>
<p>Current evidence positions multimodal lifestyle interventions as clinically actionable strategies for addressing diabetes-associated cognitive impairment. The triad of dietary optimization, structured exercise, and cognitive engagement demonstrates synergistic neuroprotection, potentially delaying dementia onset while improving metabolic health. Future research should prioritize protocol standardization.</p>
</sec>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Biomarkers of cognitive impairment in T2DM</title>
<p>Given the significantly increased risk of dementia and cognitive decline in patients with T2DM, research on predictive biomarkers and early detection technologies for cognitive impairment in this population has gained increasing attention in recent years, which is of great significance for achieving early diagnosis and timely intervention. Recent research advances have revealed several categories of biomarkers with potential clinical applications, including but not limited to Neuron-Derived Exosomes (NDEs) and metabolic signatures.</p>
<p>NDEs are small extracellular vesicles that can cross the blood-brain barrier and are enriched with neuron-specific proteins, RNAs, and other biomolecules. These vesicles have emerged as promising tools for early diagnosis of neurodegenerative diseases (<xref ref-type="bibr" rid="B85">85</xref>). Chi et&#xa0;al. discovered that plasma NDEs from T2DM patients showed significantly reduced levels of mitochondrial complex I protein NDUFS3 and complex II protein SDHB. Lower SDHB levels were positively correlated with progression from MCI to AD (<xref ref-type="bibr" rid="B86">86</xref>). Specific miRNAs and proteins in NDEs, including but not limited to miR-185-5p, miR-132-3p, and miR-34a-5p (<xref ref-type="bibr" rid="B87">87</xref>&#x2013;<xref ref-type="bibr" rid="B89">89</xref>), have been linked to AD and cognitive impairment, highlighting their biomarker potential.</p>
<p>Elevated myo-inositol (MI) concentrations coupled with reduced glutamate (Glu), Glx (glutamate + glutamine), and NAA/Cr (N-acetylaspartate/creatine) ratios within the hippocampus represent sensitive metabolic biomarkers for monitoring diabetic cognitive impairment progression (<xref ref-type="bibr" rid="B90">90</xref>). Additional metabolic biomarkers under consideration include C-reactive protein, tau protein, BDNF and AGEs (<xref ref-type="bibr" rid="B91">91</xref>).</p>
<p>The hippocampus, a brain region critically involved in learning and memory processes, may serve as an early &#x201c;warning indicator&#x201d; for diabetes-associated cognitive impairment through its volumetric changes (<xref ref-type="bibr" rid="B92">92</xref>). High-resolution MRI segmentation analyses have demonstrated significant volumetric reductions in memory-critical hippocampal subfields (CA1, dentate gyrus [DG], and subiculum) among middle-aged T2DM patients. These specific subregions are known to be fundamentally involved in memory encoding and consolidation processes. These structurally measured hippocampal subfield atrophies not only directly correlated with cognitive performance but may also reflect persistent neural damage caused by glucose metabolic dysregulation. Importantly, these findings provide neuroimaging evidence for early identification of high-risk populations (<xref ref-type="bibr" rid="B93">93</xref>).</p>
<p>In newly diagnosed T2DM patients, elevated venular tortuosity shows significant association with cognitive impairment. This correlation remained significant after adjustment for multiple demographic and health factors, suggesting retinal vascular tortuosity may serve as an early indicator of cognitive decline (<xref ref-type="bibr" rid="B94">94</xref>). Retinal vascular metrics (RVMs) can function as imaging biomarkers to predict cognitive impairment in T2DM, thereby enhancing risk stratification (<xref ref-type="bibr" rid="B95">95</xref>). Furthermore, patients with T2DM and mild cognitive impairment (MCI) exhibit significant thinning of the macular retinal nerve fiber layer (RNFL) and ganglion cell layer (GCL) (<xref ref-type="bibr" rid="B96">96</xref>). These structural changes can be effectively quantified through <italic>in vivo</italic> optical coherence tomography (OCT) imaging, highlighting the potential of retinal assessment for predicting diabetes-related cognitive dysfunction (<xref ref-type="bibr" rid="B97">97</xref>).</p>
<p>The complexity of T2DM-related cognitive dysfunction involves multiple pathways and contributing factors, necessitating a multi-faceted approach to biomarker discovery. Future research should prioritize validation of these biomarkers in larger longitudinal cohorts and explore their potential for guiding personalized therapeutic strategies.</p>
</sec>
<sec id="s7" sec-type="conclusions">
<label>7</label>
<title>Conclusion</title>
<p>In summary, a complex pathophysiological relationship exists between T2DM and cognitive impairment. Mechanisms including insulin resistance, chronic inflammation, vascular injury, and oxidative stress collectively drive disease progression. Effective glycemic control not only mitigates metabolic dysregulation but also exerts protective effects on cognitive function. Concurrently, factors such as age, educational attainment, and socioeconomic determinants play pivotal roles in disease development, thereby providing new perspectives for multidimensional intervention strategies. Furthermore, the discovery of novel biomarkers and early detection technologies offers promising avenues for early screening and disease monitoring.</p>
<p>These findings hold significant implications for both clinical practice and public health: On the one hand, they underscore the necessity for early cognitive assessment and integrated management in T2DM patients; On the other hand, they emphasize the importance of establishing social support systems to reduce cognitive risk in high-risk populations. However, current research still has limitations, such as small sample sizes in longitudinal cohort studies, incomplete understanding of mechanistic differences across diverse ethnic groups, and the need for further validation of newly identified biomarkers in clinical translation.</p>
<p>Future research could focus on leveraging multi-omics technologies to explore novel pathogenic mechanisms, conducting long-term, multicenter, cross-cultural cohort studies to clarify the universality of risk factors, and developing early warning models based on emerging biomarkers. There is also an urgent need to explore personalized comprehensive treatment strategies that integrate metabolic regulation and social interventions, thereby providing a more robust theoretical and practical foundation for improving cognitive health in patients with T2DM.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>WK: Writing &#x2013; original draft. MQ: Writing &#x2013; review &amp; editing. YW: Writing &#x2013; review &amp; editing. XZ: Writing &#x2013; review &amp; editing. LX: Writing &#x2013; review &amp; editing, Supervision.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="s10" 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="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that Generative AI was used in the creation of this manuscript. We acknowledge the use of ChatGPT for language polishing and proofreading in the preparation of this manuscript. The authors take full responsibility for the content and interpretation of the study.</p>
</sec>
<sec id="s12" 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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname> <given-names>MAB</given-names>
</name>
<name>
<surname>Hashim</surname> <given-names>MJ</given-names>
</name>
<name>
<surname>King</surname> <given-names>JK</given-names>
</name>
<name>
<surname>Govender</surname> <given-names>RD</given-names>
</name>
<name>
<surname>Mustafa</surname> <given-names>H</given-names>
</name>
<name>
<surname>AlKaabi</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Epidemiology of type 2 diabetes - global burden of disease and forecasted trends</article-title>. <source>J Epidemiol Global Health</source>. (<year>2020</year>) <volume>10</volume>:<page-range>107&#x2013;11</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2991/jegh.k.191028.001</pub-id>, PMID: <pub-id pub-id-type="pmid">32175717</pub-id></citation></ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>M&#x142;ynarska</surname> <given-names>E</given-names>
</name>
<name>
<surname>Czarnik</surname> <given-names>W</given-names>
</name>
<name>
<surname>Dzie&#x17c;a</surname> <given-names>N</given-names>
</name>
<name>
<surname>J&#x119;draszak</surname> <given-names>W</given-names>
</name>
<name>
<surname>Majchrowicz</surname> <given-names>G</given-names>
</name>
<name>
<surname>Prusinowski</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Type 2 diabetes mellitus: new pathogenetic mechanisms, treatment and the most important complications</article-title>. <source>Int J Mol Sci</source>. (<year>2025</year>) <volume>26</volume>(<issue>3</issue>):<page-range>1094</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms26031094</pub-id>, PMID: <pub-id pub-id-type="pmid">39940862</pub-id></citation></ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chang</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Burke</surname> <given-names>AE</given-names>
</name>
<name>
<surname>Glass</surname> <given-names>RM</given-names>
</name>
</person-group>. <article-title>Older drivers and cognitive impairment</article-title>. <source>JAMA</source>. (<year>2010</year>) <volume>303</volume>:<page-range>1660&#x2013;</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jama.281.16.1560</pub-id>
</citation></ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shang</surname> <given-names>H</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>H</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>The early stage of abnormal aging: cognitive impairment</article-title>. <source>Adv Exp Med Biol</source>. (<year>2023</year>) <volume>1419</volume>:<page-range>149&#x2013;55</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-981-99-1627-6_11</pub-id>, PMID: <pub-id pub-id-type="pmid">37418212</pub-id></citation></ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Foreman</surname> <given-names>MD</given-names>
</name>
<name>
<surname>Grabowski</surname> <given-names>R</given-names>
</name>
</person-group>. <article-title>Diagnostic dilemma: cognitive impairment in the elderly</article-title>. <source>J gerontological Nurs</source>. (<year>1992</year>) <volume>18</volume>:<fpage>5</fpage>&#x2013;<lpage>12</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3928/0098-9134-19920901-04</pub-id>, PMID: <pub-id pub-id-type="pmid">1430903</pub-id></citation></ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>X</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Peng</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Type 2 diabetes mellitus in adults: pathogenesis, prevention and therapy</article-title>. <source>Signal transduction targeted Ther</source>. (<year>2024</year>) <volume>9</volume>:<fpage>262</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41392-024-01951-9</pub-id>, PMID: <pub-id pub-id-type="pmid">39353925</pub-id></citation></ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>DeFronzo</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Ferrannini</surname> <given-names>E</given-names>
</name>
<name>
<surname>Groop</surname> <given-names>L</given-names>
</name>
<name>
<surname>Henry</surname> <given-names>RR</given-names>
</name>
<name>
<surname>Herman</surname> <given-names>WH</given-names>
</name>
<name>
<surname>Holst</surname> <given-names>JJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Type 2 diabetes mellitus</article-title>. <source>Nat Rev Dis Primers</source>. (<year>2015</year>) <volume>1</volume>:<fpage>15019</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nrdp.2015.19</pub-id>, PMID: <pub-id pub-id-type="pmid">27189025</pub-id></citation></ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Galicia-Garcia</surname> <given-names>U</given-names>
</name>
<name>
<surname>Benito-Vicente</surname> <given-names>A</given-names>
</name>
<name>
<surname>Jebari</surname> <given-names>S</given-names>
</name>
<name>
<surname>Larrea-Sebal</surname> <given-names>A</given-names>
</name>
<name>
<surname>Siddiqi</surname> <given-names>H</given-names>
</name>
<name>
<surname>Uribe</surname> <given-names>KB</given-names>
</name>
<etal/>
</person-group>. <article-title>Pathophysiology of type 2 diabetes mellitus</article-title>. <source>Int J Mol Sci</source>. (<year>2020</year>) <volume>21</volume>(<issue>17</issue>):<page-range>6275</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms21176275</pub-id>, PMID: <pub-id pub-id-type="pmid">32872570</pub-id></citation></ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>SH</given-names>
</name>
<name>
<surname>Park</surname> <given-names>SY</given-names>
</name>
<name>
<surname>Choi</surname> <given-names>CS</given-names>
</name>
</person-group>. <article-title>Insulin resistance: from mechanisms to therapeutic strategies</article-title>. <source>Diabetes Metab J</source>. (<year>2022</year>) <volume>46</volume>:<fpage>15</fpage>&#x2013;<lpage>37</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4093/dmj.2021.0280</pub-id>, PMID: <pub-id pub-id-type="pmid">34965646</pub-id></citation></ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alhusaini</surname> <given-names>S</given-names>
</name>
<name>
<surname>Karama</surname> <given-names>S</given-names>
</name>
<name>
<surname>Nguyen</surname> <given-names>TV</given-names>
</name>
<name>
<surname>Thiel</surname> <given-names>A</given-names>
</name>
<name>
<surname>Bernhardt</surname> <given-names>BC</given-names>
</name>
<name>
<surname>Cox</surname> <given-names>SR</given-names>
</name>
<etal/>
</person-group>. <article-title>Association between carotid atheroma and cerebral cortex structure at age 73 years</article-title>. <source>Ann Neurol</source>. (<year>2018</year>) <volume>84</volume>:<page-range>576&#x2013;87</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/ana.25324</pub-id>, PMID: <pub-id pub-id-type="pmid">30179274</pub-id></citation></ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aparicio</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Petrea</surname> <given-names>RE</given-names>
</name>
<name>
<surname>Massaro</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Manning</surname> <given-names>WJ</given-names>
</name>
<name>
<surname>Oyama-Manabe</surname> <given-names>N</given-names>
</name>
<name>
<surname>Beiser</surname> <given-names>AS</given-names>
</name>
<etal/>
</person-group>. <article-title>Association of descending thoracic aortic plaque with brain atrophy and white matter hyperintensities: The Framingham Heart Study</article-title>. <source>Atherosclerosis</source>. (<year>2017</year>) <volume>265</volume>:<page-range>305&#x2013;11</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.atherosclerosis.2017.06.919</pub-id>, PMID: <pub-id pub-id-type="pmid">28673480</pub-id></citation></ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ogoh</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Relationship between cognitive function and regulation of cerebral blood flow</article-title>. <source>J Physiol sciences: JPS</source>. (<year>2017</year>) <volume>67</volume>:<page-range>345&#x2013;51</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12576-017-0525-0</pub-id>, PMID: <pub-id pub-id-type="pmid">28155036</pub-id></citation></ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moroni</surname> <given-names>F</given-names>
</name>
<name>
<surname>Ammirati</surname> <given-names>E</given-names>
</name>
<name>
<surname>Magnoni</surname> <given-names>M</given-names>
</name>
<name>
<surname>D'Ascenzo</surname> <given-names>F</given-names>
</name>
<name>
<surname>Anselmino</surname> <given-names>M</given-names>
</name>
<name>
<surname>Anzalone</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>Carotid atherosclerosis, silent ischemic brain damage and brain atrophy: A systematic review and meta-analysis</article-title>. <source>Int J Cardiol</source>. (<year>2016</year>) <volume>223</volume>:<page-range>681&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ijcard.2016.08.234</pub-id>, PMID: <pub-id pub-id-type="pmid">27568989</pub-id></citation></ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>M</given-names>
</name>
<name>
<surname>Xia</surname> <given-names>L</given-names>
</name>
<name>
<surname>Dong</surname> <given-names>J</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>G</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>New evidence of central nervous system damage in diabetes: impairment of fine visual discrimination</article-title>. <source>Diabetes</source>. (<year>2022</year>) <volume>71</volume>:<page-range>1772&#x2013;84</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2337/db21-0715</pub-id>, PMID: <pub-id pub-id-type="pmid">35612428</pub-id></citation></ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heringa</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Bouvy</surname> <given-names>WH</given-names>
</name>
<name>
<surname>VanDenBerg</surname> <given-names>E</given-names>
</name>
<name>
<surname>Moll</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Kappelle</surname> <given-names>LJ</given-names>
</name>
<name>
<surname>Biessels</surname> <given-names>GJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Associations between retinal microvascular changes and dementia, cognitive functioning, and brain imaging abnormalities: a systematic review</article-title>. <source>J Cereb Blood Flow Metab</source>. (<year>2013</year>) <volume>33</volume>:<page-range>983&#x2013;95</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/jcbfm.2013.58</pub-id>, PMID: <pub-id pub-id-type="pmid">23591648</pub-id></citation></ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname> <given-names>X</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Niu</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Correlation between cognitive impairment and diabetic nephropathy in patients with Type 2 diabetes mellitus</article-title>. <source>Zhong nan da xue xue bao Yi xue ban = J Cent South Univ Med Sci</source>. (<year>2016</year>) <volume>41</volume>:<page-range>143&#x2013;50</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.11817/j.issn.1672-7347.2016.02.005</pub-id>, PMID: <pub-id pub-id-type="pmid">26932211</pub-id></citation></ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bossola</surname> <given-names>M</given-names>
</name>
<name>
<surname>Picconi</surname> <given-names>B</given-names>
</name>
</person-group>. <article-title>Uremic toxins and the brain in chronic kidney disease</article-title>. <source>J Nephrol</source>. (<year>2024</year>) <volume>37</volume>:<page-range>1391&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40620-024-01929-4</pub-id>, PMID: <pub-id pub-id-type="pmid">38625502</pub-id></citation></ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiao</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Devakumar</surname> <given-names>V</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Mo</surname> <given-names>H</given-names>
</name>
<name>
<surname>Hong</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Elevated serum creatinine levels and risk of cognitive impairment in older adults with diabetes: a NHANES study from 2011&#x2013;2014</article-title>. <source>Front Endocrinol</source>. (<year>2023</year>) <volume>14</volume>:<elocation-id>1149084</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2023.1149084</pub-id>, PMID: <pub-id pub-id-type="pmid">37900140</pub-id></citation></ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Palomo-Osuna</surname> <given-names>J</given-names>
</name>
<name>
<surname>DeSola</surname> <given-names>H</given-names>
</name>
<name>
<surname>Due&#xf1;as</surname> <given-names>M</given-names>
</name>
<name>
<surname>Moral-Munoz</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Failde</surname> <given-names>I</given-names>
</name>
</person-group>. <article-title>Cognitive function in diabetic persons with peripheral neuropathy: a systematic review and meta-analysis</article-title>. <source>Expert Rev Neurother</source>. (<year>2022</year>) <volume>22</volume>:<page-range>269&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/14737175.2022.2048649</pub-id>, PMID: <pub-id pub-id-type="pmid">35232335</pub-id></citation></ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname> <given-names>X</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>QL</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Type 1 diabetes-associated cognitive impairment and diabetic peripheral neuropathy in Chinese adults: results from a prospective cross-sectional study</article-title>. <source>BMC endocrine Disord</source>. (<year>2019</year>) <volume>19</volume>:<fpage>34</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12902-019-0359-2</pub-id>, PMID: <pub-id pub-id-type="pmid">30917808</pub-id></citation></ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abo-Elfetoh</surname> <given-names>NM</given-names>
</name>
<name>
<surname>Farag</surname> <given-names>AI</given-names>
</name>
<name>
<surname>Gabra</surname> <given-names>RH</given-names>
</name>
</person-group>. <article-title>Impact of pain severity on functioning domains, sleep, and cognition in painful diabetic peripheral polyneuropathy patients</article-title>. <source>Middle East Curr Psychiatry</source>. (<year>2022</year>) <volume>29</volume>:<fpage>83</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s43045-022-00243-8</pub-id>
</citation></ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Croosu</surname> <given-names>SS</given-names>
</name>
<name>
<surname>Gjela</surname> <given-names>M</given-names>
</name>
<name>
<surname>R&#xf8;ikjer</surname> <given-names>J</given-names>
</name>
<name>
<surname>Hansen</surname> <given-names>TM</given-names>
</name>
<name>
<surname>M&#xf8;rch</surname> <given-names>CD</given-names>
</name>
<name>
<surname>Fr&#xf8;kj&#xe6;r</surname> <given-names>JB</given-names>
</name>
<etal/>
</person-group>. <article-title>Cognitive function in individuals with and without painful and painless diabetic polyneuropathy-A cross-sectional study in type 1 diabetes</article-title>. <source>Endocrinology Diabetes Metab</source>. (<year>2023</year>) <volume>6</volume>:<fpage>e420</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/edm2.420</pub-id>, PMID: <pub-id pub-id-type="pmid">37073434</pub-id></citation></ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nguyen</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Wong</surname> <given-names>D</given-names>
</name>
<name>
<surname>Barson</surname> <given-names>E</given-names>
</name>
<name>
<surname>Staunton</surname> <given-names>E</given-names>
</name>
<name>
<surname>Fisher</surname> <given-names>CA</given-names>
</name>
</person-group>. <article-title>Cognitive dysfunction in diabetes-related foot complications: A cohort study</article-title>. <source>J Diabetes Metab Disord</source>. (<year>2024</year>) <volume>23</volume>:<page-range>1017&#x2013;38</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40200-023-01381-4</pub-id>, PMID: <pub-id pub-id-type="pmid">38932904</pub-id></citation></ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yu</surname> <given-names>X</given-names>
</name>
<name>
<surname>He</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Ruan</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Diabetes-related cognitive impairment: Mechanisms, symptoms, and treatments</article-title>. <source>Open Med (Warsaw Poland)</source>. (<year>2025</year>) <volume>20</volume>:<fpage>20241091</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1515/med-2024-1091</pub-id>, PMID: <pub-id pub-id-type="pmid">39822993</pub-id></citation></ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Milstein</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Ferris</surname> <given-names>HA</given-names>
</name>
</person-group>. <article-title>The brain as an insulin-sensitive metabolic organ</article-title>. <source>Mol Metab</source>. (<year>2021</year>) <volume>52</volume>:<elocation-id>101234</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.molmet.2021.101234</pub-id>, PMID: <pub-id pub-id-type="pmid">33845179</pub-id></citation></ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cetinkalp</surname> <given-names>S</given-names>
</name>
<name>
<surname>Simsir</surname> <given-names>IY</given-names>
</name>
<name>
<surname>Ertek</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Insulin resistance in brain and possible therapeutic approaches</article-title>. <source>Curr Vasc Pharmacol</source>. (<year>2014</year>) <volume>12</volume>:<page-range>553&#x2013;64</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2174/1570161112999140206130426</pub-id>, PMID: <pub-id pub-id-type="pmid">23627981</pub-id></citation></ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname> <given-names>JS</given-names>
</name>
<name>
<surname>Ning</surname> <given-names>JQ</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>ZY</given-names>
</name>
<name>
<surname>Li</surname> <given-names>WJ</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>RL</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>RY</given-names>
</name>
<etal/>
</person-group>. <article-title>The role of mitochondrial quality control in cognitive dysfunction in diabetes</article-title>. <source>Neurochemical Res</source>. (<year>2022</year>) <volume>47</volume>:<page-range>2158&#x2013;72</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11064-022-03631-y</pub-id>, PMID: <pub-id pub-id-type="pmid">35661963</pub-id></citation></ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grillo</surname> <given-names>CA</given-names>
</name>
<name>
<surname>Woodruff</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Macht</surname> <given-names>VA</given-names>
</name>
<name>
<surname>Reagan</surname> <given-names>LP</given-names>
</name>
</person-group>. <article-title>Insulin resistance and hippocampal dysfunction: Disentangling peripheral and brain causes from consequences</article-title>. <source>Exp Neurol</source>. (<year>2019</year>) <volume>318</volume>:<page-range>71&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.expneurol.2019.04.012</pub-id>, PMID: <pub-id pub-id-type="pmid">31028829</pub-id></citation></ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Monteggia</surname> <given-names>LM</given-names>
</name>
<name>
<surname>Barrot</surname> <given-names>M</given-names>
</name>
<name>
<surname>Powell</surname> <given-names>CM</given-names>
</name>
<name>
<surname>Berton</surname> <given-names>O</given-names>
</name>
<name>
<surname>Galanis</surname> <given-names>V</given-names>
</name>
<name>
<surname>Gemelli</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Essential role of brain-derived neurotrophic factor in adult hippocampal function</article-title>. <source>Proc Natl Acad Sci U S A</source>. (<year>2004</year>) <volume>101</volume>:<page-range>10827&#x2013;32</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.0402141101</pub-id>, PMID: <pub-id pub-id-type="pmid">15249684</pub-id></citation></ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Willette</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Bendlin</surname> <given-names>BB</given-names>
</name>
<name>
<surname>Starks</surname> <given-names>EJ</given-names>
</name>
<name>
<surname>Birdsill</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Johnson</surname> <given-names>SC</given-names>
</name>
<name>
<surname>Christian</surname> <given-names>BT</given-names>
</name>
<etal/>
</person-group>. <article-title>Association of insulin resistance with cerebral glucose uptake in late middle-aged adults at risk for Alzheimer disease</article-title>. <source>JAMA Neurol</source>. (<year>2015</year>) <volume>72</volume>:<page-range>1013&#x2013;20</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jamaneurol.2015.0613</pub-id>, PMID: <pub-id pub-id-type="pmid">26214150</pub-id></citation></ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname> <given-names>E</given-names>
</name>
<name>
<surname>Tolhurst</surname> <given-names>AT</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Deregulation of inflammatory response in the diabetic condition is associated with increased ischemic brain injury</article-title>. <source>J Neuroinflamm</source>. (<year>2014</year>) <volume>11</volume>:<elocation-id>83</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1742-2094-11-83</pub-id>, PMID: <pub-id pub-id-type="pmid">24886035</pub-id></citation></ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Muriach</surname> <given-names>M</given-names>
</name>
<name>
<surname>Flores-Bellver</surname> <given-names>M</given-names>
</name>
<name>
<surname>Romero</surname> <given-names>FJ</given-names>
</name>
<name>
<surname>Barcia</surname> <given-names>JM</given-names>
</name>
</person-group>. <article-title>Diabetes and the brain: oxidative stress, inflammation, and autophagy</article-title>. <source>Oxid Med Cell Longevity</source>. (<year>2014</year>) <volume>2014</volume>:<elocation-id>102158</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2014/102158</pub-id>, PMID: <pub-id pub-id-type="pmid">25215171</pub-id></citation></ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gerstein</surname> <given-names>HC</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>EE</given-names>
</name>
<name>
<surname>Ramasundarahettige</surname> <given-names>C</given-names>
</name>
<name>
<surname>Desai</surname> <given-names>D</given-names>
</name>
<name>
<surname>Awadalla</surname> <given-names>P</given-names>
</name>
<name>
<surname>Broet</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Diabetes, brain infarcts, cognition, and small vessels in the Canadian alliance for healthy hearts and minds study</article-title>. <source>J Clin Endocrinol Metab</source>. (<year>2021</year>) <volume>106</volume>:<page-range>e891&#x2013;e8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/clinem/dgaa815</pub-id>, PMID: <pub-id pub-id-type="pmid">33165530</pub-id></citation></ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<article-title>Mechanisms of cognitive decline in newly diagnosed diabetics: A review of pathophysiological contributions and intervention strategies</article-title>. <source>MEDS Basic Med</source>. (<year>2024</year>) <volume>2</volume>(<issue>2</issue>). doi:&#xa0;<pub-id pub-id-type="doi">10.23977/medbm.2024.020203</pub-id>
</citation></ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chandran</surname> <given-names>R</given-names>
</name>
<name>
<surname>He</surname> <given-names>L</given-names>
</name>
<name>
<surname>Nie</surname> <given-names>X</given-names>
</name>
<name>
<surname>Voltin</surname> <given-names>J</given-names>
</name>
<name>
<surname>Jamil</surname> <given-names>S</given-names>
</name>
<name>
<surname>Doueiry</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Magnetic resonance imaging reveals microemboli-mediated pathological changes in brain microstructure in diabetic rats: relevance to vascular cognitive impairment/dementia</article-title>. <source>Clin Sci (London England: 1979)</source>. (<year>2022</year>) <volume>136</volume>:<page-range>1555&#x2013;70</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1042/cs20220465</pub-id>, PMID: <pub-id pub-id-type="pmid">36314470</pub-id></citation></ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Umegaki</surname> <given-names>H</given-names>
</name>
</person-group>. <article-title>Neurodegeneration in diabetes mellitus</article-title>. <source>Adv Exp Med Biol</source>. (<year>2012</year>) <volume>724</volume>:<page-range>258&#x2013;65</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-1-4614-0653-2_19</pub-id>, PMID: <pub-id pub-id-type="pmid">22411248</pub-id></citation></ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sandireddy</surname> <given-names>R</given-names>
</name>
<name>
<surname>Yerra</surname> <given-names>VG</given-names>
</name>
<name>
<surname>Areti</surname> <given-names>A</given-names>
</name>
<name>
<surname>Komirishetty</surname> <given-names>P</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Neuroinflammation and oxidative stress in diabetic neuropathy: futuristic strategies based on these targets</article-title>. <source>Int J Endocrinol</source>. (<year>2014</year>) <volume>2014</volume>:<elocation-id>674987</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2014/674987</pub-id>, PMID: <pub-id pub-id-type="pmid">24883061</pub-id></citation></ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>P</given-names>
</name>
<name>
<surname>Raman</surname> <given-names>T</given-names>
</name>
<name>
<surname>Swain</surname> <given-names>MM</given-names>
</name>
<name>
<surname>Mishra</surname> <given-names>R</given-names>
</name>
<name>
<surname>Pal</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Hyperglycemia-induced oxidative-nitrosative stress induces inflammation and neurodegeneration via augmented tuberous sclerosis complex-2 (TSC-2) activation in neuronal cells</article-title>. <source>Mol Neurobiol</source>. (<year>2017</year>) <volume>54</volume>:<page-range>238&#x2013;54</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12035-015-9667-3</pub-id>, PMID: <pub-id pub-id-type="pmid">26738854</pub-id></citation></ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schmeichel</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Schmelzer</surname> <given-names>JD</given-names>
</name>
<name>
<surname>Low</surname> <given-names>PA</given-names>
</name>
</person-group>. <article-title>Oxidative injury and apoptosis of dorsal root ganglion neurons in chronic experimental diabetic neuropathy</article-title>. <source>Diabetes</source>. (<year>2003</year>) <volume>52</volume>:<page-range>165&#x2013;71</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2337/diabetes.52.1.165</pub-id>, PMID: <pub-id pub-id-type="pmid">12502508</pub-id></citation></ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kale</surname> <given-names>MB</given-names>
</name>
<name>
<surname>Bhondge</surname> <given-names>HM</given-names>
</name>
<name>
<surname>Wankhede</surname> <given-names>NL</given-names>
</name>
<name>
<surname>Shende</surname> <given-names>PV</given-names>
</name>
<name>
<surname>Thanekaer</surname> <given-names>RP</given-names>
</name>
<name>
<surname>Aglawe</surname> <given-names>MM</given-names>
</name>
<etal/>
</person-group>. <article-title>Navigating the intersection: Diabetes and Alzheimer's intertwined relationship</article-title>. <source>Ageing Res Rev</source>. (<year>2024</year>) <volume>100</volume>:<elocation-id>102415</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.arr.2024.102415</pub-id>, PMID: <pub-id pub-id-type="pmid">39002642</pub-id></citation></ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nasrolahi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Mahmoudi</surname> <given-names>J</given-names>
</name>
<name>
<surname>Noori-Zadeh</surname> <given-names>A</given-names>
</name>
<name>
<surname>Haghani</surname> <given-names>K</given-names>
</name>
<name>
<surname>Bakhtiyari</surname> <given-names>S</given-names>
</name>
<name>
<surname>Darabi</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Shared pathological mechanisms between diabetes mellitus and neurodegenerative diseases</article-title>. <source>Curr Pharmacol Rep</source>. (<year>2019</year>) <volume>5</volume>:<page-range>219&#x2013;31</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40495-019-00191-8</pub-id>
</citation></ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Szablewski</surname> <given-names>L</given-names>
</name>
</person-group>. <article-title>Associations between diabetes mellitus and neurodegenerative diseases</article-title>. <source>Int J Mol Sci</source>. (<year>2025</year>) <volume>26</volume>(<issue>2</issue>):<page-range>542</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms26020542</pub-id>, PMID: <pub-id pub-id-type="pmid">39859258</pub-id></citation></ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmad</surname> <given-names>R</given-names>
</name>
<name>
<surname>Chowdhury</surname> <given-names>K</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S</given-names>
</name>
<name>
<surname>Irfan</surname> <given-names>M</given-names>
</name>
<name>
<surname>Reddy</surname> <given-names>GS</given-names>
</name>
<name>
<surname>Akter</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Diabetes mellitus: A path to amnesia, personality, and behavior change</article-title>. <source>Biology</source>. (<year>2022</year>) <volume>11</volume>(<issue>3</issue>):<page-range>382</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biology11030382</pub-id>, PMID: <pub-id pub-id-type="pmid">35336756</pub-id></citation></ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>H</surname> <given-names>S</given-names>
</name>
<name>
<surname>T</surname> <given-names>T</given-names>
</name>
<name>
<surname>Vellapandian</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>Gut-brain axis: unveiling the interplay between diabetes mellitus and Alzheimer's disease</article-title>. <source>Cureus</source>. (<year>2024</year>) <volume>16</volume>:<elocation-id>e68083</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.7759/cureus.68083</pub-id>, PMID: <pub-id pub-id-type="pmid">39347125</pub-id></citation></ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bi</surname> <given-names>T</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Zhan</surname> <given-names>L</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>R</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>T</given-names>
</name>
<name>
<surname>Ren</surname> <given-names>W</given-names>
</name>
<etal/>
</person-group>. <article-title>Integrated analyses of microbiomics and metabolomics explore the effect of gut microbiota transplantation on diabetes-associated cognitive decline in Zucker diabetic fatty rats</article-title>. <source>Front Aging Neurosci</source>. (<year>2022</year>) <volume>14</volume>:<elocation-id>913002</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fnagi.2022.913002</pub-id>, PMID: <pub-id pub-id-type="pmid">35721013</pub-id></citation></ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>K</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>B</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>R</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>S</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Overnutrition induced cognitive impairment: insulin resistance, gut-brain axis, and neuroinflammation</article-title>. <source>Front Neurosci</source>. (<year>2022</year>) <volume>16</volume>:<elocation-id>884579</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fnins.2022.884579</pub-id>, PMID: <pub-id pub-id-type="pmid">35873818</pub-id></citation></ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bozanic</surname> <given-names>A</given-names>
</name>
<name>
<surname>Toro</surname> <given-names>P</given-names>
</name>
<name>
<surname>Bello-Lepe</surname> <given-names>S</given-names>
</name>
<name>
<surname>Hurtado-Oliva</surname> <given-names>J</given-names>
</name>
<name>
<surname>Beyle</surname> <given-names>C</given-names>
</name>
<name>
<surname>Vald&#xe9;s</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Cognitive impairment with Type 2 Diabetes Mellitus among community-dwelling older adults in Chile: Prevalence, risk factors and cognitive characteristics</article-title>. <source>Front Hum Neurosci</source>. (<year>2022</year>) <volume>16</volume>:<elocation-id>1070611</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fnhum.2022.1070611</pub-id>, PMID: <pub-id pub-id-type="pmid">36741779</pub-id></citation></ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>He</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Qin</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Prevalence of cognitive impairment and its related factors among Chinese older adults: an analysis based on the 2018 CHARLS data</article-title>. <source>Front Public Health</source>. (<year>2024</year>) <volume>12</volume>:<elocation-id>1500172</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fpubh.2024.1500172</pub-id>, PMID: <pub-id pub-id-type="pmid">39776486</pub-id></citation></ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moran</surname> <given-names>C</given-names>
</name>
<name>
<surname>Gilsanz</surname> <given-names>P</given-names>
</name>
<name>
<surname>Beeri</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Whitmer</surname> <given-names>RA</given-names>
</name>
<name>
<surname>Lacy</surname> <given-names>ME</given-names>
</name>
</person-group>. <article-title>Sex, diabetes status and cognition: findings from the study of longevity in diabetes</article-title>. <source>BMJ Open Diabetes Res Care</source>. (<year>2021</year>) <volume>9</volume>:<elocation-id>e001646</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/bmjdrc-2020-001646</pub-id>, PMID: <pub-id pub-id-type="pmid">33509934</pub-id></citation></ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jokisch</surname> <given-names>M</given-names>
</name>
<name>
<surname>Platzbecker</surname> <given-names>AL</given-names>
</name>
<name>
<surname>Gronewold</surname> <given-names>J</given-names>
</name>
<name>
<surname>J&#xf6;ckel</surname> <given-names>KH</given-names>
</name>
<name>
<surname>Moebus</surname> <given-names>S</given-names>
</name>
<name>
<surname>Erbel</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Gender- and age-specific association of known type 2 diabetes mellitus on incident mild cognitive impairment five years later: Results from the population-based Heinz Nixdorf Recall Study</article-title>. <source>Alzheimer's Dementia</source>. (<year>2024</year>) <volume>20</volume>:<elocation-id>e084652</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/alz.084652</pub-id>, PMID: <pub-id pub-id-type="pmid">40502925</pub-id></citation></ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reinke</surname> <given-names>C</given-names>
</name>
</person-group>. <article-title>The effect of diabetes in the multifaceted relationship between education and cognitive function</article-title>. <source>BMC Public Health</source>. (<year>2024</year>) <volume>24</volume>:<fpage>2584</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12889-024-20156-x</pub-id>, PMID: <pub-id pub-id-type="pmid">39334040</pub-id></citation></ref>
<ref id="B52">
<label>52</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pe&#xf1;a-Gonz&#xe1;lez</surname> <given-names>P</given-names>
</name>
<name>
<surname>Mondrag&#xf3;n-Maya</surname> <given-names>A</given-names>
</name>
<name>
<surname>Silva-Pereyra</surname> <given-names>J</given-names>
</name>
<name>
<surname>Roa-Rojas</surname> <given-names>P</given-names>
</name>
</person-group>. <article-title>Cognitive reserve and executive functions in adults with type 2 diabetes</article-title>. <source>J Diabetes Res</source>. (<year>2020</year>) <volume>2020</volume>:<elocation-id>7941543</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2020/7941543</pub-id>, PMID: <pub-id pub-id-type="pmid">33083496</pub-id></citation></ref>
<ref id="B53">
<label>53</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Connors</surname> <given-names>MH</given-names>
</name>
<name>
<surname>Seeher</surname> <given-names>K</given-names>
</name>
<name>
<surname>Teixeira-Pinto</surname> <given-names>A</given-names>
</name>
<name>
<surname>Woodward</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ames</surname> <given-names>D</given-names>
</name>
<name>
<surname>Brodaty</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Dementia and caregiver burden: A three-year longitudinal study</article-title>. <source>Int J geriatric Psychiatry</source>. (<year>2020</year>) <volume>35</volume>:<page-range>250&#x2013;8</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/gps.5244</pub-id>, PMID: <pub-id pub-id-type="pmid">31821606</pub-id></citation></ref>
<ref id="B54">
<label>54</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saldana</surname> <given-names>SL</given-names>
</name>
<name>
<surname>Guarnaccia</surname> <given-names>CA</given-names>
</name>
</person-group>. <article-title>Comparing cognitive function in white Mexican &amp; non-Hispanic white Americans with/without diabetes</article-title>. <source>J Diabetes Metab Disord</source>. (<year>2022</year>) <volume>21</volume>:<fpage>599</fpage>&#x2013;<lpage>605</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40200-022-01022-2</pub-id>, PMID: <pub-id pub-id-type="pmid">35673415</pub-id></citation></ref>
<ref id="B55">
<label>55</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Gong</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>C</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>K</given-names>
</name>
</person-group>. <article-title>Relationship between glycemic control and cognitive impairment: A systematic review and meta-analysis</article-title>. <source>Front Aging Neurosci</source>. (<year>2023</year>) <volume>15</volume>:<elocation-id>1126183</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fnagi.2023.1126183</pub-id>, PMID: <pub-id pub-id-type="pmid">36776436</pub-id></citation></ref>
<ref id="B56">
<label>56</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herath</surname> <given-names>PM</given-names>
</name>
<name>
<surname>Cherbuin</surname> <given-names>N</given-names>
</name>
<name>
<surname>Eramudugolla</surname> <given-names>R</given-names>
</name>
<name>
<surname>Anstey</surname> <given-names>KJ</given-names>
</name>
</person-group>. <article-title>The effect of diabetes medication on cognitive function: evidence from the PATH through life study</article-title>. <source>BioMed Res Int</source>. (<year>2016</year>) <volume>2016</volume>:<elocation-id>7208429</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2016/7208429</pub-id>, PMID: <pub-id pub-id-type="pmid">27195294</pub-id></citation></ref>
<ref id="B57">
<label>57</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chapman</surname> <given-names>LE</given-names>
</name>
<name>
<surname>Darling</surname> <given-names>AL</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>JE</given-names>
</name>
</person-group>. <article-title>Association between metformin and vitamin B(12) deficiency in patients with type 2 diabetes: A systematic review and meta-analysis</article-title>. <source>Diabetes Metab</source>. (<year>2016</year>) <volume>42</volume>:<page-range>316&#x2013;27</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.diabet.2016.03.008</pub-id>, PMID: <pub-id pub-id-type="pmid">27130885</pub-id></citation></ref>
<ref id="B58">
<label>58</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moore</surname> <given-names>E</given-names>
</name>
<name>
<surname>Mander</surname> <given-names>A</given-names>
</name>
<name>
<surname>Ames</surname> <given-names>D</given-names>
</name>
<name>
<surname>Carne</surname> <given-names>R</given-names>
</name>
<name>
<surname>Sanders</surname> <given-names>K</given-names>
</name>
<name>
<surname>Watters</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>Cognitive impairment and vitamin B12: a review</article-title>. <source>Int psychogeriatrics</source>. (<year>2012</year>) <volume>24</volume>:<page-range>541&#x2013;56</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1017/s1041610211002511</pub-id>, PMID: <pub-id pub-id-type="pmid">22221769</pub-id></citation></ref>
<ref id="B59">
<label>59</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Campbell</surname> <given-names>JM</given-names>
</name>
<name>
<surname>Stephenson</surname> <given-names>MD</given-names>
</name>
<name>
<surname>De Courten</surname> <given-names>B</given-names>
</name>
<name>
<surname>Chapman</surname> <given-names>I</given-names>
</name>
<name>
<surname>Bellman</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Aromataris</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Metformin use associated with reduced risk of dementia in patients with diabetes: A systematic review and meta-analysis</article-title>. <source>J Alzheimer's disease: JAD</source>. (<year>2018</year>) <volume>65</volume>:<page-range>1225&#x2013;36</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3233/jad-180263</pub-id>, PMID: <pub-id pub-id-type="pmid">30149446</pub-id></citation></ref>
<ref id="B60">
<label>60</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siddeeque</surname> <given-names>N</given-names>
</name>
<name>
<surname>Hussein</surname> <given-names>MH</given-names>
</name>
<name>
<surname>Abdelmaksoud</surname> <given-names>A</given-names>
</name>
<name>
<surname>Bishop</surname> <given-names>J</given-names>
</name>
<name>
<surname>Attia</surname> <given-names>AS</given-names>
</name>
<name>
<surname>Elshazli</surname> <given-names>RM</given-names>
</name>
<etal/>
</person-group>. <article-title>Neuroprotective effects of GLP-1 receptor agonists in neurodegenerative Disorders: A Large-Scale Propensity-Matched cohort study</article-title>. <source>Int Immunopharmacol</source>. (<year>2024</year>) <volume>143</volume>:<elocation-id>113537</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.intimp.2024.113537</pub-id>, PMID: <pub-id pub-id-type="pmid">39486172</pub-id></citation></ref>
<ref id="B61">
<label>61</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luan</surname> <given-names>S</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>W</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Gong</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Impact of glucagon-like peptide 1 analogs on cognitive function among patients with type 2 diabetes mellitus: A systematic review and meta-analysis</article-title>. <source>Front Endocrinol</source>. (<year>2022</year>) <volume>13</volume>:<elocation-id>1047883</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2022.1047883</pub-id>, PMID: <pub-id pub-id-type="pmid">36387915</pub-id></citation></ref>
<ref id="B62">
<label>62</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vadini</surname> <given-names>F</given-names>
</name>
<name>
<surname>Simeone</surname> <given-names>PG</given-names>
</name>
<name>
<surname>Boccatonda</surname> <given-names>A</given-names>
</name>
<name>
<surname>Guagnano</surname> <given-names>MT</given-names>
</name>
<name>
<surname>Liani</surname> <given-names>R</given-names>
</name>
<name>
<surname>Tripaldi</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Liraglutide improves memory in obese patients with prediabetes or early type 2 diabetes: a randomized, controlled study</article-title>. <source>Int J Obes (2005)</source>. (<year>2020</year>) <volume>44</volume>:<page-range>1254&#x2013;63</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41366-020-0535-5</pub-id>, PMID: <pub-id pub-id-type="pmid">31965072</pub-id></citation></ref>
<ref id="B63">
<label>63</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hansen</surname> <given-names>HH</given-names>
</name>
<name>
<surname>Fabricius</surname> <given-names>K</given-names>
</name>
<name>
<surname>Barkholt</surname> <given-names>P</given-names>
</name>
<name>
<surname>Niehoff</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Morley</surname> <given-names>JE</given-names>
</name>
<name>
<surname>Jelsing</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>The GLP-1 receptor agonist liraglutide improves memory function and increases hippocampal CA1 neuronal numbers in a senescence-accelerated mouse model of Alzheimer's disease</article-title>. <source>J Alzheimer's disease: JAD</source>. (<year>2015</year>) <volume>46</volume>:<page-range>877&#x2013;88</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3233/jad-143090</pub-id>, PMID: <pub-id pub-id-type="pmid">25869785</pub-id></citation></ref>
<ref id="B64">
<label>64</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>X</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Yin</surname> <given-names>J</given-names>
</name>
<name>
<surname>Li</surname> <given-names>S</given-names>
</name>
<name>
<surname>Li</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>The promising potency of sodium-glucose cotransporter 2 inhibitors in the prevention of and as treatment for cognitive impairment among type 2 diabetes patients</article-title>. <source>Biomedicines</source>. (<year>2024</year>) <volume>12</volume>(<issue>12</issue>):<page-range>2783</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biomedicines12122783</pub-id>, PMID: <pub-id pub-id-type="pmid">39767690</pub-id></citation></ref>
<ref id="B65">
<label>65</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gui</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Dapagliflozin improves diabetic cognitive impairment via indirectly modulating the mitochondria homeostasis of hippocampus in diabetic mice</article-title>. <source>BioFactors (Oxford England)</source>. (<year>2024</year>) <volume>50</volume>:<page-range>145&#x2013;60</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/biof.1998</pub-id>, PMID: <pub-id pub-id-type="pmid">37596888</pub-id></citation></ref>
<ref id="B66">
<label>66</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Youn</surname> <given-names>YJ</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>S</given-names>
</name>
<name>
<surname>Jeong</surname> <given-names>HJ</given-names>
</name>
<name>
<surname>Ah</surname> <given-names>YM</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>YM</given-names>
</name>
</person-group>. <article-title>Sodium-glucose cotransporter-2 inhibitors and their potential role in dementia onset and cognitive function in patients with diabetes mellitus: a systematic review and meta-analysis</article-title>. <source>Front Neuroendocrinol</source>. (<year>2024</year>) <volume>73</volume>:<elocation-id>101131</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.yfrne.2024.101131</pub-id>, PMID: <pub-id pub-id-type="pmid">38367940</pub-id></citation></ref>
<ref id="B67">
<label>67</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pan</surname> <given-names>J</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>H</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>T</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>The impact of SGLT2 inhibitors on dementia onset in patients with type 2 diabetes: A meta-analysis of cohort studies</article-title>. <source>Neuroendocrinology</source>. (<year>2025</year>) <volume>115</volume>(<issue>3-4</issue>):<page-range>351&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1159/000543533</pub-id>, PMID: <pub-id pub-id-type="pmid">39799939</pub-id></citation></ref>
<ref id="B68">
<label>68</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lardaro</surname> <given-names>A</given-names>
</name>
<name>
<surname>Quarta</surname> <given-names>L</given-names>
</name>
<name>
<surname>Pagnotta</surname> <given-names>S</given-names>
</name>
<name>
<surname>Sodero</surname> <given-names>G</given-names>
</name>
<name>
<surname>Mariani</surname> <given-names>S</given-names>
</name>
<name>
<surname>Del Ben</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Impact of sodium glucose cotransporter 2 inhibitors (SGLT2i) therapy on dementia and cognitive decline</article-title>. <source>Biomedicines</source>. (<year>2024</year>) <volume>12</volume>(<issue>8</issue>):<page-range>1750</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biomedicines12081750</pub-id>, PMID: <pub-id pub-id-type="pmid">39200215</pub-id></citation></ref>
<ref id="B69">
<label>69</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gault</surname> <given-names>VA</given-names>
</name>
<name>
<surname>Lennox</surname> <given-names>R</given-names>
</name>
<name>
<surname>Flatt</surname> <given-names>PR</given-names>
</name>
</person-group>. <article-title>Sitagliptin, a dipeptidyl peptidase-4 inhibitor, improves recognition memory, oxidative stress and hippocampal neurogenesis and upregulates key genes involved in cognitive decline</article-title>. <source>Diabetes Obes Metab</source>. (<year>2015</year>) <volume>17</volume>:<page-range>403&#x2013;13</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/dom.12432</pub-id>, PMID: <pub-id pub-id-type="pmid">25580570</pub-id></citation></ref>
<ref id="B70">
<label>70</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Lei</surname> <given-names>M</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>X</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Ouyang</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>Effects of DPP4 inhibitors as neuroprotective drug on cognitive impairment in patients with type 2 diabetes mellitus: A meta-analysis and systematic review</article-title>. <source>Int J Endocrinol</source>. (<year>2024</year>) <volume>2024</volume>:<elocation-id>9294113</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2024/9294113</pub-id>, PMID: <pub-id pub-id-type="pmid">38379936</pub-id></citation></ref>
<ref id="B71">
<label>71</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Q</given-names>
</name>
<etal/>
</person-group>. <article-title>DPP-4 inhibitors suppress tau phosphorylation and promote neuron autophagy through the AMPK/mTOR pathway to ameliorate cognitive dysfunction in diabetic mellitus</article-title>. <source>ACS Chem Neurosci</source>. (<year>2023</year>) <volume>14</volume>:<page-range>3335&#x2013;46</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1021/acschemneuro.2c00733</pub-id>, PMID: <pub-id pub-id-type="pmid">37655714</pub-id></citation></ref>
<ref id="B72">
<label>72</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meng</surname> <given-names>J</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>R</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Bai</surname> <given-names>X</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Dipeptidyl peptidase-4 inhibitors alleviate cognitive dysfunction in type 2 diabetes mellitus</article-title>. <source>Lipids Health Dis</source>. (<year>2023</year>) <volume>22</volume>:<fpage>219</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12944-023-01985-y</pub-id>, PMID: <pub-id pub-id-type="pmid">38082288</pub-id></citation></ref>
<ref id="B73">
<label>73</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rizzo</surname> <given-names>MR</given-names>
</name>
<name>
<surname>Barbieri</surname> <given-names>M</given-names>
</name>
<name>
<surname>Boccardi</surname> <given-names>V</given-names>
</name>
<name>
<surname>Angellotti</surname> <given-names>E</given-names>
</name>
<name>
<surname>Marfella</surname> <given-names>R</given-names>
</name>
<name>
<surname>Paolisso</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Dipeptidyl peptidase-4 inhibitors have protective effect on cognitive impairment in aged diabetic patients with mild cognitive impairment</article-title>. <source>journals gerontology Ser A Biol Sci Med Sci</source>. (<year>2014</year>) <volume>69</volume>:<page-range>1122&#x2013;31</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/gerona/glu032</pub-id>, PMID: <pub-id pub-id-type="pmid">24671867</pub-id></citation></ref>
<ref id="B74">
<label>74</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pintana</surname> <given-names>H</given-names>
</name>
<name>
<surname>Apaijai</surname> <given-names>N</given-names>
</name>
<name>
<surname>Chattipakorn</surname> <given-names>N</given-names>
</name>
<name>
<surname>Chattipakorn</surname> <given-names>SC</given-names>
</name>
</person-group>. <article-title>DPP-4 inhibitors improve cognition and brain mitochondrial function of insulin-resistant rats</article-title>. <source>J Endocrinol</source>. (<year>2013</year>) <volume>218</volume>:<fpage>1</fpage>&#x2013;<lpage>11</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1530/joe-12-0521</pub-id>, PMID: <pub-id pub-id-type="pmid">23591914</pub-id></citation></ref>
<ref id="B75">
<label>75</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Anirudhan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Ahmad</surname> <given-names>SF</given-names>
</name>
<name>
<surname>Emran</surname> <given-names>TB</given-names>
</name>
<name>
<surname>Angulo-Bejarano</surname> <given-names>PI</given-names>
</name>
<name>
<surname>Sharma</surname> <given-names>A</given-names>
</name>
<name>
<surname>Ahmed</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Comparative efficacy of metformin and glimepiride in modulating pharmacological network to increase BDNF levels and benefit type 2 diabetes-related cognitive impairment</article-title>. <source>Biomedicines</source>. (<year>2023</year>) <volume>11</volume>(<issue>11</issue>):<page-range>2939</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biomedicines11112939</pub-id>, PMID: <pub-id pub-id-type="pmid">38001940</pub-id></citation></ref>
<ref id="B76">
<label>76</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosado</surname> <given-names>AF</given-names>
</name>
<name>
<surname>Rosa</surname> <given-names>PB</given-names>
</name>
<name>
<surname>Platt</surname> <given-names>N</given-names>
</name>
<name>
<surname>Pierone</surname> <given-names>BC</given-names>
</name>
<name>
<surname>Neis</surname> <given-names>VB</given-names>
</name>
<name>
<surname>Severo Rodrigues</surname> <given-names>AL</given-names>
</name>
<etal/>
</person-group>. <article-title>Glibenclamide treatment prevents depressive-like behavior and memory impairment induced by chronic unpredictable stress in female mice</article-title>. <source>Behav Pharmacol</source>. (<year>2021</year>) <volume>32</volume>:<page-range>170&#x2013;81</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/fbp.0000000000000599</pub-id>, PMID: <pub-id pub-id-type="pmid">33079735</pub-id></citation></ref>
<ref id="B77">
<label>77</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>CY</given-names>
</name>
<name>
<surname>Iskander</surname> <given-names>C</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>C</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>LY</given-names>
</name>
<name>
<surname>Shah</surname> <given-names>BR</given-names>
</name>
<name>
<surname>Edwards</surname> <given-names>JD</given-names>
</name>
<etal/>
</person-group>. <article-title>Association of sulfonylureas with the risk of dementia: A population-based cohort study</article-title>. <source>J Am Geriatrics Soc</source>. (<year>2023</year>) <volume>71</volume>:<page-range>3059&#x2013;70</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/jgs.18397</pub-id>, PMID: <pub-id pub-id-type="pmid">37218376</pub-id></citation></ref>
<ref id="B78">
<label>78</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tian</surname> <given-names>S</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Miao</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Ji</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>Comparison on cognitive outcomes of antidiabetic agents for type 2 diabetes: A systematic review and network meta-analysis</article-title>. <source>Diabetes/metabolism Res Rev</source>. (<year>2023</year>) <volume>39</volume>:<elocation-id>e3673</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/dmrr.3673</pub-id>, PMID: <pub-id pub-id-type="pmid">37302139</pub-id></citation></ref>
<ref id="B79">
<label>79</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vandersmissen</surname> <given-names>J</given-names>
</name>
<name>
<surname>Dewachter</surname> <given-names>I</given-names>
</name>
<name>
<surname>Cuypers</surname> <given-names>K</given-names>
</name>
<name>
<surname>Hansen</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>The impact of exercise training on the brain and cognition in T2DM, and its physiological mediators: a systematic review</article-title>. <source>medRxiv</source>. (<year>2024</year>) <volume>11</volume>:<page-range>42</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/2024.09.19.24313875</pub-id>, PMID: <pub-id pub-id-type="pmid">40274715</pub-id></citation></ref>
<ref id="B80">
<label>80</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>H</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>M</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>H</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Tian</surname> <given-names>X</given-names>
</name>
<etal/>
</person-group>. <article-title>The effect of multi-component exercise on cognition function in patients with diabetes: A systematic review and meta-analysis</article-title>. <source>PLoS One</source>. (<year>2024</year>) <volume>19</volume>:<elocation-id>e0304795</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0304795</pub-id>, PMID: <pub-id pub-id-type="pmid">38900771</pub-id></citation></ref>
<ref id="B81">
<label>81</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cooke</surname> <given-names>S</given-names>
</name>
<name>
<surname>Pennington</surname> <given-names>K</given-names>
</name>
<name>
<surname>Jones</surname> <given-names>A</given-names>
</name>
<name>
<surname>Bridle</surname> <given-names>C</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>MF</given-names>
</name>
<name>
<surname>Curtis</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Effects of exercise, cognitive, and dual-task interventions on cognition in type 2 diabetes mellitus: A systematic review and meta-analysis</article-title>. <source>PLoS One</source>. (<year>2020</year>) <volume>15</volume>:<elocation-id>e0232958</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0232958</pub-id>, PMID: <pub-id pub-id-type="pmid">32407347</pub-id></citation></ref>
<ref id="B82">
<label>82</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>R</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>W</given-names>
</name>
<name>
<surname>Du</surname> <given-names>M</given-names>
</name>
<name>
<surname>Tao</surname> <given-names>L</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>The effect of physical activity interventions on cognition function in patients with diabetes: A systematic review and meta-analysis</article-title>. <source>Diabetes/metabolism Res Rev</source>. (<year>2021</year>) <volume>37</volume>:<fpage>e3443</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/dmrr.3443</pub-id>, PMID: <pub-id pub-id-type="pmid">33616310</pub-id></citation></ref>
<ref id="B83">
<label>83</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cuevas</surname> <given-names>HE</given-names>
</name>
<name>
<surname>Stuifbergen</surname> <given-names>AK</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>SA</given-names>
</name>
<name>
<surname>Ward</surname> <given-names>C. A</given-names>
</name>
</person-group>. <article-title>A nurse-led cognitive training intervention for individuals with type 2 diabetes</article-title>. <source>Res gerontological Nurs</source>. (<year>2019</year>) <volume>12</volume>:<page-range>203&#x2013;12</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3928/19404921-20190612-01</pub-id>, PMID: <pub-id pub-id-type="pmid">31335962</pub-id></citation></ref>
<ref id="B84">
<label>84</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dyer</surname> <given-names>AH</given-names>
</name>
<name>
<surname>Briggs</surname> <given-names>R</given-names>
</name>
<name>
<surname>Mockler</surname> <given-names>D</given-names>
</name>
<name>
<surname>Gibney</surname> <given-names>J</given-names>
</name>
<name>
<surname>Kennelly</surname> <given-names>SP</given-names>
</name>
</person-group>. <article-title>Non-pharmacological interventions for cognition in patients with Type 2 diabetes mellitus: a systematic review</article-title>. <source>QJM: monthly J Assoc Physicians</source>. (<year>2020</year>) <volume>113</volume>:<page-range>155&#x2013;61</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/qjmed/hcz053</pub-id>, PMID: <pub-id pub-id-type="pmid">30825309</pub-id></citation></ref>
<ref id="B85">
<label>85</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goetzl</surname> <given-names>EJ</given-names>
</name>
<name>
<surname>Mustapic</surname> <given-names>M</given-names>
</name>
<name>
<surname>Kapogiannis</surname> <given-names>D</given-names>
</name>
<name>
<surname>Eitan</surname> <given-names>E</given-names>
</name>
<name>
<surname>Lobach</surname> <given-names>IV</given-names>
</name>
<name>
<surname>Goetzl</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Cargo proteins of plasma astrocyte-derived exosomes in Alzheimer's disease</article-title>. <source>FASEB J</source>. (<year>2016</year>) <volume>30</volume>:<page-range>3853&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1096/fj.201600756R</pub-id>, PMID: <pub-id pub-id-type="pmid">27511944</pub-id></citation></ref>
<ref id="B86">
<label>86</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chi</surname> <given-names>H</given-names>
</name>
<name>
<surname>Yao</surname> <given-names>R</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>C</given-names>
</name>
<name>
<surname>Leng</surname> <given-names>B</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>T</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Blood neuroexosomal mitochondrial proteins predict Alzheimer disease in diabetes</article-title>. <source>Diabetes</source>. (<year>2022</year>) <volume>71</volume>:<page-range>1313&#x2013;23</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2337/db21-0969</pub-id>, PMID: <pub-id pub-id-type="pmid">35287177</pub-id></citation></ref>
<ref id="B87">
<label>87</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>A</given-names>
</name>
<name>
<surname>Cleary</surname> <given-names>JA</given-names>
</name>
<name>
<surname>Su</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>S</given-names>
</name>
<name>
<surname>Howard</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hayden</surname> <given-names>KM</given-names>
</name>
<etal/>
</person-group>. <article-title>Multi-omics analysis of neuron-derived small extracellular vesicles to identify novel peripheral biomarker of cognitive impairment in individuals with type 2 diabetes</article-title>. <source>Alzheimer's Dementia</source>. (<year>2024</year>) <volume>20</volume>:<elocation-id>e091878</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/alz.091878</pub-id>
</citation></ref>
<ref id="B88">
<label>88</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van Den Berg</surname> <given-names>MMJ</given-names>
</name>
<name>
<surname>Krauskopf</surname> <given-names>J</given-names>
</name>
<name>
<surname>Ramaekers</surname> <given-names>JG</given-names>
</name>
<name>
<surname>Kleinjans</surname> <given-names>JCS</given-names>
</name>
<name>
<surname>Prickaerts</surname> <given-names>J</given-names>
</name>
<name>
<surname>Briede</surname> <given-names>JJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Circulating microRNAs as potential biomarkers for psychiatric and neurodegenerative disorders</article-title>. <source>Prog Neurobiol</source>. (<year>2020</year>) <volume>185</volume>:<elocation-id>101732</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.pneurobio.2019.101732</pub-id>, PMID: <pub-id pub-id-type="pmid">31816349</pub-id></citation></ref>
<ref id="B89">
<label>89</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>X</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>D</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>X</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>SIRT1 and miR-34a-5p expression in PBMCs as potential biomarkers for patients with type 2 diabetes with cognitive impairments</article-title>. <source>J Clin Endocrinol Metab</source>. (<year>2024</year>) <volume>109</volume>:<page-range>815&#x2013;26</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/clinem/dgad562</pub-id>, PMID: <pub-id pub-id-type="pmid">37758217</pub-id></citation></ref>
<ref id="B90">
<label>90</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>MD</given-names>
</name>
<name>
<surname>Deng</surname> <given-names>CF</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>PF</given-names>
</name>
<name>
<surname>Li</surname> <given-names>A</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>HZ</given-names>
</name>
<name>
<surname>Ouyang</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Non-invasive metabolic biomarkers in initial cognitive impairment in patients with diabetes: A systematic review and meta-analysis</article-title>. <source>Diabetes Obes Metab</source>. (<year>2024</year>) <volume>26</volume>:<page-range>5519&#x2013;36</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/dom.15916</pub-id>, PMID: <pub-id pub-id-type="pmid">39233493</pub-id></citation></ref>
<ref id="B91">
<label>91</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ehtewish</surname> <given-names>H</given-names>
</name>
<name>
<surname>Arredouani</surname> <given-names>A</given-names>
</name>
<name>
<surname>El-Agnaf</surname> <given-names>O</given-names>
</name>
</person-group>. <article-title>Diagnostic, prognostic, and mechanistic biomarkers of diabetes mellitus-associated cognitive decline</article-title>. <source>Int J Mol Sci</source>. (<year>2022</year>) <volume>23</volume>(<issue>11</issue>):<page-range>6144</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms23116144</pub-id>, PMID: <pub-id pub-id-type="pmid">35682821</pub-id></citation></ref>
<ref id="B92">
<label>92</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>T</given-names>
</name>
<name>
<surname>Shaw</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cherbuin</surname> <given-names>N</given-names>
</name>
</person-group>. <article-title>Association between type 2 diabetes mellitus and brain atrophy: A meta-analysis</article-title>. <source>Diabetes Metab J</source>. (<year>2022</year>) <volume>46</volume>:<fpage>781</fpage>&#x2013;<lpage>802</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4093/dmj.2021.0189</pub-id>, PMID: <pub-id pub-id-type="pmid">35255549</pub-id></citation></ref>
<ref id="B93">
<label>93</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>W</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>C</given-names>
</name>
<name>
<surname>Qing</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Bi</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>W</given-names>
</name>
<etal/>
</person-group>. <article-title>Hippocampal subfields atrophy contribute more to cognitive impairment in middle-aged patients with type 2 diabetes rather than microvascular lesions</article-title>. <source>Acta Diabetologica</source>. (<year>2021</year>) <volume>58</volume>:<page-range>1023&#x2013;33</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00592-020-01670-x</pub-id>, PMID: <pub-id pub-id-type="pmid">33751221</pub-id></citation></ref>
<ref id="B94">
<label>94</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naidu</surname> <given-names>VV</given-names>
</name>
<name>
<surname>Ismail</surname> <given-names>K</given-names>
</name>
<name>
<surname>Amiel</surname> <given-names>S</given-names>
</name>
<name>
<surname>Kohli</surname> <given-names>R</given-names>
</name>
<name>
<surname>Crosby-Nwaobi</surname> <given-names>R</given-names>
</name>
<name>
<surname>Sivaprasad</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Associations between retinal markers of microvascular disease and cognitive impairment in newly diagnosed type 2 diabetes mellitus: A case control study</article-title>. <source>PLoS One</source>. (<year>2016</year>) <volume>11</volume>:<elocation-id>e0147160</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0147160</pub-id>, PMID: <pub-id pub-id-type="pmid">26771382</pub-id></citation></ref>
<ref id="B95">
<label>95</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Doney</surname> <given-names>ASF</given-names>
</name>
<name>
<surname>Nar</surname> <given-names>A</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Trucco</surname> <given-names>E</given-names>
</name>
<name>
<surname>MacGillivray</surname> <given-names>T</given-names>
</name>
<name>
<surname>Connelly</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Retinal vascular measures from diabetes retinal screening photographs and risk of incident dementia in type 2 diabetes: A GoDARTS study</article-title>. <source>Front digital Health</source>. (<year>2022</year>) <volume>4</volume>:<elocation-id>945276</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fdgth.2022.945276</pub-id>, PMID: <pub-id pub-id-type="pmid">36120710</pub-id></citation></ref>
<ref id="B96">
<label>96</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pedersen</surname> <given-names>FN</given-names>
</name>
<name>
<surname>Stokholm</surname> <given-names>L</given-names>
</name>
<name>
<surname>Lois</surname> <given-names>N</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>D</given-names>
</name>
<name>
<surname>Cheung</surname> <given-names>CY</given-names>
</name>
<name>
<surname>Biessels</surname> <given-names>GJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Structural and metabolic retinal changes associated with mild cognitive impairment in type 2 diabetes</article-title>. <source>Diabetes</source>. (<year>2023</year>) <volume>72</volume>:<page-range>1853&#x2013;63</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2337/db23-0025</pub-id>, PMID: <pub-id pub-id-type="pmid">37725903</pub-id></citation></ref>
<ref id="B97">
<label>97</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Majimbi</surname> <given-names>M</given-names>
</name>
<name>
<surname>McLenachan</surname> <given-names>S</given-names>
</name>
<name>
<surname>Nesbit</surname> <given-names>M</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>FK</given-names>
</name>
<name>
<surname>Lam</surname> <given-names>V</given-names>
</name>
<name>
<surname>Mamo</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>
<italic>In vivo</italic> retinal imaging is associated with cognitive decline, blood-brain barrier disruption and neuroinflammation in type 2 diabetic mice</article-title>. <source>Front Endocrinol</source>. (<year>2023</year>) <volume>14</volume>:<elocation-id>2023.1224418</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2023.1224418</pub-id>, PMID: <pub-id pub-id-type="pmid">37850093</pub-id></citation></ref>
</ref-list>
</back>
</article>