{"title":"循环无细胞DNA甲基化模式分析鉴定异常甲基化CTBP1启动子位点预测阿尔茨海默病","authors":"Zhiwu Dong, Kewen Zhao, Hongjun Gu, Wenwei Yang, Xin Zhang","doi":"10.31083/JIN36527","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Alzheimer's disease (AD) is the most common neurodegenerative disease affecting the elderly, with its diagnosis at early stages crucial for effective intervention. Recent evidence increasingly supports the role of epigenetic alterations in AD pathogenesis, highlighting the need for innovative biomarkers that reflect these changes. This study aimed to characterize the genome-wide DNA methylation profiles of cell-free DNA in peripheral blood for potential biomarkers associated with AD.</p><p><strong>Methods: </strong>The Illumina Infinium array was utilized to detect the methylation patterns of circulating cell-free DNA from AD patients and healthy controls. The R Bioconductor Linear Models for Microarray Data (LIMMA) package was employed to identify methylation variable positions (MVPs), and Probe Lasso was used to pinpoint differentially methylated regions (DMRs) linked to AD. Bioinformatics enrichment analysis of the annotated genes was performed using EnrichR. A second cohort was recruited to validate the methylation changes at the C-terminal binding protein1 (<i>CTBP1</i>) promoter cytosine-phosphate-guanine (CpG) sites via pyrosequencing. Additionally, microarray data from the Gene Expression Omnibus (GEO) database were analyzed to further validate gene expression and immune infiltration.</p><p><strong>Results: </strong>A unique DNA methylation landscape in peripheral blood was characterized for AD patients and 4335 MVPs showed significant differential methylation (<i>p</i> < 0.01). Functional annotation and pathway enrichment analysis underscored processes and pathways inherent in the nervous system. Probe Lasso identified 68 DMRs annotated to 10 genes, with hypermethylation of CpG islands in the <i>CTBP1</i> TSS1500 promoter showing significant differences when AD and controls were compared (<i>p</i> < 0.01), with an area under the receiver operating characteristic (ROC) curve (AUC) of 0.779. Analysis of immune cell infiltration revealed <i>CTBP1</i> expression is significantly correlated with altered distribution of immune cells (<i>p</i> < 0.001), underscoring its potential role in modulating immune responses in AD. Moreover, <i>CTBP1</i> expression levels significantly varied across multiple GEO datasets.</p><p><strong>Conclusions: </strong>AD displays distinct DNA methylation patterns in peripheral blood and <i>CTBP1</i> promoter hypermethylation represents a promising potential biomarker for AD diagnosis.</p>","PeriodicalId":16160,"journal":{"name":"Journal of integrative neuroscience","volume":"24 4","pages":"36527"},"PeriodicalIF":2.5000,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Profiling of Circulating Cell-free DNA Methylation Patterns Identifies Aberrant Methylated <i>CTBP1</i> Promotor Sites for Prediction of Alzheimer's Disease.\",\"authors\":\"Zhiwu Dong, Kewen Zhao, Hongjun Gu, Wenwei Yang, Xin Zhang\",\"doi\":\"10.31083/JIN36527\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Alzheimer's disease (AD) is the most common neurodegenerative disease affecting the elderly, with its diagnosis at early stages crucial for effective intervention. Recent evidence increasingly supports the role of epigenetic alterations in AD pathogenesis, highlighting the need for innovative biomarkers that reflect these changes. This study aimed to characterize the genome-wide DNA methylation profiles of cell-free DNA in peripheral blood for potential biomarkers associated with AD.</p><p><strong>Methods: </strong>The Illumina Infinium array was utilized to detect the methylation patterns of circulating cell-free DNA from AD patients and healthy controls. The R Bioconductor Linear Models for Microarray Data (LIMMA) package was employed to identify methylation variable positions (MVPs), and Probe Lasso was used to pinpoint differentially methylated regions (DMRs) linked to AD. Bioinformatics enrichment analysis of the annotated genes was performed using EnrichR. A second cohort was recruited to validate the methylation changes at the C-terminal binding protein1 (<i>CTBP1</i>) promoter cytosine-phosphate-guanine (CpG) sites via pyrosequencing. Additionally, microarray data from the Gene Expression Omnibus (GEO) database were analyzed to further validate gene expression and immune infiltration.</p><p><strong>Results: </strong>A unique DNA methylation landscape in peripheral blood was characterized for AD patients and 4335 MVPs showed significant differential methylation (<i>p</i> < 0.01). Functional annotation and pathway enrichment analysis underscored processes and pathways inherent in the nervous system. Probe Lasso identified 68 DMRs annotated to 10 genes, with hypermethylation of CpG islands in the <i>CTBP1</i> TSS1500 promoter showing significant differences when AD and controls were compared (<i>p</i> < 0.01), with an area under the receiver operating characteristic (ROC) curve (AUC) of 0.779. Analysis of immune cell infiltration revealed <i>CTBP1</i> expression is significantly correlated with altered distribution of immune cells (<i>p</i> < 0.001), underscoring its potential role in modulating immune responses in AD. Moreover, <i>CTBP1</i> expression levels significantly varied across multiple GEO datasets.</p><p><strong>Conclusions: </strong>AD displays distinct DNA methylation patterns in peripheral blood and <i>CTBP1</i> promoter hypermethylation represents a promising potential biomarker for AD diagnosis.</p>\",\"PeriodicalId\":16160,\"journal\":{\"name\":\"Journal of integrative neuroscience\",\"volume\":\"24 4\",\"pages\":\"36527\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2025-04-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of integrative neuroscience\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.31083/JIN36527\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"NEUROSCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of integrative neuroscience","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.31083/JIN36527","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
引用次数: 0
摘要
背景:阿尔茨海默病(AD)是影响老年人最常见的神经退行性疾病,其早期诊断对有效干预至关重要。最近的证据越来越多地支持表观遗传改变在阿尔茨海默病发病机制中的作用,强调需要创新的生物标志物来反映这些变化。本研究旨在表征外周血中游离DNA的全基因组DNA甲基化谱,以寻找与阿尔茨海默病相关的潜在生物标志物。方法:利用Illumina Infinium阵列检测AD患者和健康对照循环无细胞DNA的甲基化模式。R Bioconductor Linear Models for Microarray Data (LIMMA)软件包用于鉴定甲基化可变位置(MVPs), Probe Lasso用于查明与AD相关的差异甲基化区域(DMRs)。使用enrichment软件对注释基因进行生物信息学富集分析。第二个队列通过焦磷酸测序来验证c端结合蛋白1 (CTBP1)启动子胞嘧啶-磷酸-鸟嘌呤(CpG)位点的甲基化变化。此外,还分析了基因表达Omnibus (GEO)数据库中的微阵列数据,以进一步验证基因表达和免疫浸润。结果:AD患者外周血中存在独特的DNA甲基化景观,4335名mvp表现出显著的甲基化差异(p < 0.01)。功能注释和途径富集分析强调了神经系统固有的过程和途径。Probe Lasso鉴定出68个注释到10个基因的DMRs, CTBP1 TSS1500启动子CpG岛的高甲基化在AD和对照组比较时显示出显著差异(p < 0.01),受试者工作特征(ROC)曲线下面积(AUC)为0.779。免疫细胞浸润分析显示,CTBP1表达与免疫细胞分布改变显著相关(p < 0.001),强调其在AD免疫应答调节中的潜在作用。此外,CTBP1的表达水平在多个GEO数据集之间存在显著差异。结论:AD在外周血中显示出不同的DNA甲基化模式,CTBP1启动子超甲基化是AD诊断的一个有希望的潜在生物标志物。
Profiling of Circulating Cell-free DNA Methylation Patterns Identifies Aberrant Methylated CTBP1 Promotor Sites for Prediction of Alzheimer's Disease.
Background: Alzheimer's disease (AD) is the most common neurodegenerative disease affecting the elderly, with its diagnosis at early stages crucial for effective intervention. Recent evidence increasingly supports the role of epigenetic alterations in AD pathogenesis, highlighting the need for innovative biomarkers that reflect these changes. This study aimed to characterize the genome-wide DNA methylation profiles of cell-free DNA in peripheral blood for potential biomarkers associated with AD.
Methods: The Illumina Infinium array was utilized to detect the methylation patterns of circulating cell-free DNA from AD patients and healthy controls. The R Bioconductor Linear Models for Microarray Data (LIMMA) package was employed to identify methylation variable positions (MVPs), and Probe Lasso was used to pinpoint differentially methylated regions (DMRs) linked to AD. Bioinformatics enrichment analysis of the annotated genes was performed using EnrichR. A second cohort was recruited to validate the methylation changes at the C-terminal binding protein1 (CTBP1) promoter cytosine-phosphate-guanine (CpG) sites via pyrosequencing. Additionally, microarray data from the Gene Expression Omnibus (GEO) database were analyzed to further validate gene expression and immune infiltration.
Results: A unique DNA methylation landscape in peripheral blood was characterized for AD patients and 4335 MVPs showed significant differential methylation (p < 0.01). Functional annotation and pathway enrichment analysis underscored processes and pathways inherent in the nervous system. Probe Lasso identified 68 DMRs annotated to 10 genes, with hypermethylation of CpG islands in the CTBP1 TSS1500 promoter showing significant differences when AD and controls were compared (p < 0.01), with an area under the receiver operating characteristic (ROC) curve (AUC) of 0.779. Analysis of immune cell infiltration revealed CTBP1 expression is significantly correlated with altered distribution of immune cells (p < 0.001), underscoring its potential role in modulating immune responses in AD. Moreover, CTBP1 expression levels significantly varied across multiple GEO datasets.
Conclusions: AD displays distinct DNA methylation patterns in peripheral blood and CTBP1 promoter hypermethylation represents a promising potential biomarker for AD diagnosis.
期刊介绍:
JIN is an international peer-reviewed, open access journal. JIN publishes leading-edge research at the interface of theoretical and experimental neuroscience, focusing across hierarchical levels of brain organization to better understand how diverse functions are integrated. We encourage submissions from scientists of all specialties that relate to brain functioning.