Shelli R Kesler, Heather Cuevas, Kimberly A Lewis, Oscar Y Franco-Rocha, Elena Flowers
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We selected 15 candidate genes involved in insulin signaling, lipid metabolism, amyloid processing, N-methyl-D-aspartate-mediated neurotransmission, and calcium signaling.ResultsThe T2DM group demonstrated gray matter atrophy in regions of the default mode, frontal-parietal, and sensorimotor networks (p < 0.05 cluster threshold corrected for false discovery rate, FDR). <i>IRS1, AKT1, PPARG, PRKAG2</i>, and <i>GRIN2B</i> genes were significantly expressed in these same regions (R<sup>2</sup> > 0.10, p < 0.03, FDR corrected). Bayesian network analysis indicated significant directional paths among all 5 genes as well as the Clinical Dementia Rating score. Directional paths among genes were significantly altered in the T2DM group (Structural Hamming Distance = 12, p = 0.004), with <i>PPARG</i> expression becoming more important in the context of T2DM-related pathophysiology.ConclusionsAlterations of brain transcriptome patterns occurred in the absence of significant cognitive deficit or cortical amyloid accumulation and in the context of lower incidence of <i>APOE4</i> genotype, potentially representing an early biomarker of T2DM-related dementia.</p>","PeriodicalId":14929,"journal":{"name":"Journal of Alzheimer's Disease","volume":" ","pages":"1054-1066"},"PeriodicalIF":3.1000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12442454/pdf/","citationCount":"0","resultStr":"{\"title\":\"The expression of insulin signaling and N-methyl-D-aspartate receptor genes in areas of gray matter atrophy is associated with cognitive function in type 2 diabetes.\",\"authors\":\"Shelli R Kesler, Heather Cuevas, Kimberly A Lewis, Oscar Y Franco-Rocha, Elena Flowers\",\"doi\":\"10.1177/13872877251364906\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>BackgroundType 2 diabetes (T2DM) is associated with brain abnormalities and cognitive dysfunction, including increased risk for Alzheimer's disease. However, the mechanisms of T2DM-related dementia remain poorly understood.ObjectiveWe evaluated the molecular properties of gray matter atrophy and cognitive decline in T2DM.MethodsWe obtained retrospective data from the Mayo Clinic Study of Aging for 271 individuals with T2DM and 542 non-diabetic controls (age 51-89, 62% male). We identified regions of significant gray matter atrophy in the T2DM group and then determined which genes were significantly expressed in these brain regions using imaging transcriptomics. We selected 15 candidate genes involved in insulin signaling, lipid metabolism, amyloid processing, N-methyl-D-aspartate-mediated neurotransmission, and calcium signaling.ResultsThe T2DM group demonstrated gray matter atrophy in regions of the default mode, frontal-parietal, and sensorimotor networks (p < 0.05 cluster threshold corrected for false discovery rate, FDR). <i>IRS1, AKT1, PPARG, PRKAG2</i>, and <i>GRIN2B</i> genes were significantly expressed in these same regions (R<sup>2</sup> > 0.10, p < 0.03, FDR corrected). Bayesian network analysis indicated significant directional paths among all 5 genes as well as the Clinical Dementia Rating score. Directional paths among genes were significantly altered in the T2DM group (Structural Hamming Distance = 12, p = 0.004), with <i>PPARG</i> expression becoming more important in the context of T2DM-related pathophysiology.ConclusionsAlterations of brain transcriptome patterns occurred in the absence of significant cognitive deficit or cortical amyloid accumulation and in the context of lower incidence of <i>APOE4</i> genotype, potentially representing an early biomarker of T2DM-related dementia.</p>\",\"PeriodicalId\":14929,\"journal\":{\"name\":\"Journal of Alzheimer's Disease\",\"volume\":\" \",\"pages\":\"1054-1066\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12442454/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Alzheimer's Disease\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1177/13872877251364906\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/8/13 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"NEUROSCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Alzheimer's Disease","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/13872877251364906","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/8/13 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
引用次数: 0
摘要
背景2型糖尿病(T2DM)与大脑异常和认知功能障碍相关,包括阿尔茨海默病的风险增加。然而,t2dm相关痴呆的机制仍然知之甚少。目的探讨T2DM患者脑灰质萎缩和认知功能下降的分子特征。方法我们从梅奥临床衰老研究中获得了271例T2DM患者和542例非糖尿病对照者(51-89岁,62%为男性)的回顾性数据。我们确定了T2DM组中显著灰质萎缩的区域,然后使用成像转录组学确定哪些基因在这些脑区域显著表达。我们选择了15个与胰岛素信号、脂质代谢、淀粉样蛋白加工、n -甲基- d -天冬氨酸介导的神经传递和钙信号有关的候选基因。结果T2DM组表现出默认模式、额顶叶和感觉运动网络区域的灰质萎缩(p IRS1、AKT1、PPARG、PRKAG2和GRIN2B基因在这些相同区域显著表达(R2 > 0.10, p PPARG表达在T2DM相关病理生理中变得更加重要)。结论:脑转录组模式的改变发生在没有显著认知缺陷或皮层淀粉样蛋白积累的情况下,以及APOE4基因型发病率较低的情况下,这可能是t2dm相关痴呆的早期生物标志物。
The expression of insulin signaling and N-methyl-D-aspartate receptor genes in areas of gray matter atrophy is associated with cognitive function in type 2 diabetes.
BackgroundType 2 diabetes (T2DM) is associated with brain abnormalities and cognitive dysfunction, including increased risk for Alzheimer's disease. However, the mechanisms of T2DM-related dementia remain poorly understood.ObjectiveWe evaluated the molecular properties of gray matter atrophy and cognitive decline in T2DM.MethodsWe obtained retrospective data from the Mayo Clinic Study of Aging for 271 individuals with T2DM and 542 non-diabetic controls (age 51-89, 62% male). We identified regions of significant gray matter atrophy in the T2DM group and then determined which genes were significantly expressed in these brain regions using imaging transcriptomics. We selected 15 candidate genes involved in insulin signaling, lipid metabolism, amyloid processing, N-methyl-D-aspartate-mediated neurotransmission, and calcium signaling.ResultsThe T2DM group demonstrated gray matter atrophy in regions of the default mode, frontal-parietal, and sensorimotor networks (p < 0.05 cluster threshold corrected for false discovery rate, FDR). IRS1, AKT1, PPARG, PRKAG2, and GRIN2B genes were significantly expressed in these same regions (R2 > 0.10, p < 0.03, FDR corrected). Bayesian network analysis indicated significant directional paths among all 5 genes as well as the Clinical Dementia Rating score. Directional paths among genes were significantly altered in the T2DM group (Structural Hamming Distance = 12, p = 0.004), with PPARG expression becoming more important in the context of T2DM-related pathophysiology.ConclusionsAlterations of brain transcriptome patterns occurred in the absence of significant cognitive deficit or cortical amyloid accumulation and in the context of lower incidence of APOE4 genotype, potentially representing an early biomarker of T2DM-related dementia.
期刊介绍:
The Journal of Alzheimer''s Disease (JAD) is an international multidisciplinary journal to facilitate progress in understanding the etiology, pathogenesis, epidemiology, genetics, behavior, treatment and psychology of Alzheimer''s disease. The journal publishes research reports, reviews, short communications, hypotheses, ethics reviews, book reviews, and letters-to-the-editor. The journal is dedicated to providing an open forum for original research that will expedite our fundamental understanding of Alzheimer''s disease.