{"title":"Demystifying common DNA methylation sites that promote the ability of CheekAge to associate with health and disease","authors":"Adiv A. Johnson, Maxim N. Shokhirev","doi":"10.1016/j.arr.2025.102839","DOIUrl":null,"url":null,"abstract":"<div><div>We recently showed that the next-generation epigenetic aging clock CheekAge was significantly associated with 33 different health and disease signals across 25 publicly available MethylationEPIC datasets. We additionally uncovered DNA methylation sites that played a disproportionately important role in driving the ability of CheekAge to associate with each of these variables. We dubbed these “pro” CpGs because of their ability to promote a given association. Here, we identify 2639 common DNA methylation sites that were a “pro” CpG for at least two different health and disease signals. Using genes annotated to these common “pro” CpGs, we perform extensive enrichment analyses to unveil motifs of DNA repair, cell division, tumors, cancer, and inherited syndromes. We additionally show that a plethora of genes linked to these common “pro” CpGs have been reported to alter lifespan and/or healthspan in model organisms when manipulated. Some of these were highly germane to canonical signaling pathways, such as <em>RPTOR</em> (encoding for Regulatory-associated protein of mTOR) and <em>FOXA2</em> (encoding for Hepatocyte nuclear factor 3-beta). We also honed in on the seven DNA methylation sites that represented the most common “pro” CpGs, which were cg00005888, cg02478836, cg18331022, cg01892528, cg27634071, cg09232037, and cg17841124. Not only do we summarize available literature for these sites and their annotated genes, but we show that they can be combined into a proof-of-concept epigenetic biomarker that associates with alcohol intake, diet quality, and sex. All together, we provide additional insights into DNA methylation sites that underlie CheekAge’s ability to associate with meaningful signals.</div></div>","PeriodicalId":55545,"journal":{"name":"Ageing Research Reviews","volume":"111 ","pages":"Article 102839"},"PeriodicalIF":12.5000,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ageing Research Reviews","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1568163725001850","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CELL BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
We recently showed that the next-generation epigenetic aging clock CheekAge was significantly associated with 33 different health and disease signals across 25 publicly available MethylationEPIC datasets. We additionally uncovered DNA methylation sites that played a disproportionately important role in driving the ability of CheekAge to associate with each of these variables. We dubbed these “pro” CpGs because of their ability to promote a given association. Here, we identify 2639 common DNA methylation sites that were a “pro” CpG for at least two different health and disease signals. Using genes annotated to these common “pro” CpGs, we perform extensive enrichment analyses to unveil motifs of DNA repair, cell division, tumors, cancer, and inherited syndromes. We additionally show that a plethora of genes linked to these common “pro” CpGs have been reported to alter lifespan and/or healthspan in model organisms when manipulated. Some of these were highly germane to canonical signaling pathways, such as RPTOR (encoding for Regulatory-associated protein of mTOR) and FOXA2 (encoding for Hepatocyte nuclear factor 3-beta). We also honed in on the seven DNA methylation sites that represented the most common “pro” CpGs, which were cg00005888, cg02478836, cg18331022, cg01892528, cg27634071, cg09232037, and cg17841124. Not only do we summarize available literature for these sites and their annotated genes, but we show that they can be combined into a proof-of-concept epigenetic biomarker that associates with alcohol intake, diet quality, and sex. All together, we provide additional insights into DNA methylation sites that underlie CheekAge’s ability to associate with meaningful signals.
期刊介绍:
With the rise in average human life expectancy, the impact of ageing and age-related diseases on our society has become increasingly significant. Ageing research is now a focal point for numerous laboratories, encompassing leaders in genetics, molecular and cellular biology, biochemistry, and behavior. Ageing Research Reviews (ARR) serves as a cornerstone in this field, addressing emerging trends.
ARR aims to fill a substantial gap by providing critical reviews and viewpoints on evolving discoveries concerning the mechanisms of ageing and age-related diseases. The rapid progress in understanding the mechanisms controlling cellular proliferation, differentiation, and survival is unveiling new insights into the regulation of ageing. From telomerase to stem cells, and from energy to oxyradical metabolism, we are witnessing an exciting era in the multidisciplinary field of ageing research.
The journal explores the cellular and molecular foundations of interventions that extend lifespan, such as caloric restriction. It identifies the underpinnings of manipulations that extend lifespan, shedding light on novel approaches for preventing age-related diseases. ARR publishes articles on focused topics selected from the expansive field of ageing research, with a particular emphasis on the cellular and molecular mechanisms of the aging process. This includes age-related diseases like cancer, cardiovascular disease, diabetes, and neurodegenerative disorders. The journal also covers applications of basic ageing research to lifespan extension and disease prevention, offering a comprehensive platform for advancing our understanding of this critical field.