Epigenome-wide association study of incident type 2 diabetes in Black and White participants from the Atherosclerosis Risk in Communities Study

IF 8.4 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM
Sowmya Venkataraghavan, James S. Pankow, Eric Boerwinkle, Myriam Fornage, Elizabeth Selvin, Debashree Ray
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We aimed to fill this gap by identifying methylation sites (CpG sites) and regions likely influencing the development of type 2 diabetes using data from Black and White individuals from the USA.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>We prospectively followed 2091 Black and 1029 White individuals without type 2 diabetes from the Atherosclerosis Risk in Communities study over a median follow-up period of 17 years, and performed an epigenome-wide association analysis of blood-based methylation levels with incident type 2 diabetes using Cox regression. We assessed whether significant CpG sites were associated with incident type 2 diabetes independently of BMI or fasting glucose at baseline. We estimated variation in incident type 2 diabetes accounted for by the major non-genetic risk factors and the significant CpG sites. We also examined groups of methylation sites that were differentially methylated. We performed replication of previously discovered CpG sites associated with prevalent and/or incident type 2 diabetes. All analyses were adjusted for batch effects, cell-type proportions and relevant confounders.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>At an epigenome-wide threshold (10<sup>−7</sup>), we detected seven novel diabetes-associated CpG sites, of which the sites at <i>MICOS10</i> (cg05380846: HR 0.89, <i>p</i>=8.4 × 10<sup>−12</sup>), <i>ZNF2</i> (cg01585592: HR 0.88, <i>p</i>=1.6 × 10<sup>−9</sup>), <i>JPH3</i> (cg16696007: HR 0.87, <i>p</i>=7.8 × 10<sup>−9</sup>) and <i>GPX6</i> (cg02793507: HR 0.85, <i>p</i>=2.7 × 10<sup>−8</sup>; cg00647063: HR 1.20, <i>p</i>=2.5 × 10<sup>−8</sup>) were identified in Black adults; chr17q25 (cg16865890: HR 0.8, <i>p</i>=6.9 × 10<sup>−8</sup>) in White adults; and chr11p15 (cg13738793: HR 1.11, <i>p</i>=7.7 × 10<sup>−8</sup>) in the meta-analysed group. 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At the Šidák-corrected significance threshold of 5%, our differentially methylated region (DMR) analyses revealed several clusters of significant CpG sites, including a DMR consisting of a previously discovered CpG site at <i>ADCY7</i> (<i>p</i><sub><i>Black</i></sub>=1.8 × 10<sup>−4</sup>, <i>p</i><sub><i>White</i></sub>=3.6 × 10<sup>−3</sup>, <i>p</i><sub><i>All</i></sub>=1.6 × 10<sup>−9</sup>) and a DMR consisting of the promoter region of <i>TP63</i> (<i>p</i><sub><i>Black</i></sub>=7.4 × 10<sup>−4</sup>, <i>p</i><sub><i>White</i></sub>=3.9 × 10<sup>−3</sup>, <i>p</i><sub><i>All</i></sub>=1.4 × 10<sup>−5</sup>), which were differentially methylated across all racial and ethnic groups.</p><h3 data-test=\"abstract-sub-heading\">Conclusions/interpretation</h3><p>This study illustrates improved discovery of CpG sites and regions by leveraging both individual CpG site analysis and DMR analyses in an unexplored population. 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引用次数: 0

Abstract

Aims/hypothesis

DNA methylation studies of incident type 2 diabetes in US populations are limited and to our knowledge none include individuals of African descent. We aimed to fill this gap by identifying methylation sites (CpG sites) and regions likely influencing the development of type 2 diabetes using data from Black and White individuals from the USA.

Methods

We prospectively followed 2091 Black and 1029 White individuals without type 2 diabetes from the Atherosclerosis Risk in Communities study over a median follow-up period of 17 years, and performed an epigenome-wide association analysis of blood-based methylation levels with incident type 2 diabetes using Cox regression. We assessed whether significant CpG sites were associated with incident type 2 diabetes independently of BMI or fasting glucose at baseline. We estimated variation in incident type 2 diabetes accounted for by the major non-genetic risk factors and the significant CpG sites. We also examined groups of methylation sites that were differentially methylated. We performed replication of previously discovered CpG sites associated with prevalent and/or incident type 2 diabetes. All analyses were adjusted for batch effects, cell-type proportions and relevant confounders.

Results

At an epigenome-wide threshold (10−7), we detected seven novel diabetes-associated CpG sites, of which the sites at MICOS10 (cg05380846: HR 0.89, p=8.4 × 10−12), ZNF2 (cg01585592: HR 0.88, p=1.6 × 10−9), JPH3 (cg16696007: HR 0.87, p=7.8 × 10−9) and GPX6 (cg02793507: HR 0.85, p=2.7 × 10−8; cg00647063: HR 1.20, p=2.5 × 10−8) were identified in Black adults; chr17q25 (cg16865890: HR 0.8, p=6.9 × 10−8) in White adults; and chr11p15 (cg13738793: HR 1.11, p=7.7 × 10−8) in the meta-analysed group. The JPH3 and GPX6 sites remained epigenome-wide significant on adjustment for BMI, while only the JPH3 site retained significance after adjusting for fasting glucose. We replicated known type 2 diabetes-associated CpG sites, including cg19693031 at TXNIP, cg00574958 at CPT1A, cg16567056 at PLCB2, cg11024682 at SREBF1, cg08857797 at VPS25 and cg06500161 at ABCG1, three of which were replicated in Black adults at the epigenome-wide threshold and all of which had directionally consistent effects. We observed a modest increase in type 2 diabetes variance explained by the significantly associated CpG sites over and above traditional type 2 diabetes risk factors and fasting glucose (26.2% vs 30.5% in Black adults; 36.9% vs 39.4% in White adults). At the Šidák-corrected significance threshold of 5%, our differentially methylated region (DMR) analyses revealed several clusters of significant CpG sites, including a DMR consisting of a previously discovered CpG site at ADCY7 (pBlack=1.8 × 10−4, pWhite=3.6 × 10−3, pAll=1.6 × 10−9) and a DMR consisting of the promoter region of TP63 (pBlack=7.4 × 10−4, pWhite=3.9 × 10−3, pAll=1.4 × 10−5), which were differentially methylated across all racial and ethnic groups.

Conclusions/interpretation

This study illustrates improved discovery of CpG sites and regions by leveraging both individual CpG site analysis and DMR analyses in an unexplored population. Our findings include genes linked to diabetes in experimental studies (e.g. GPX6, JPH3 and TP63). The JPH3 and GPX6 sites were likely associated with incident type 2 diabetes independently of BMI. All the CpG sites except that at JPH3 were likely consequences of elevated glucose. Replication in African-descent individuals of CpG sites previously discovered mostly in individuals of European descent indicates that some of these methylation–type 2 diabetes associations are robust across racial and ethnic groups. This study is a first step towards understanding the influence of methylation on the incidence of type 2 diabetes and its disparity in two major racial and ethnic groups in the USA. It paves the way for future studies to investigate causal relationships between type 2 diabetes and the CpG sites and potentially elucidate molecular targets for intervention.

Graphical Abstract

社区动脉粥样硬化风险研究中黑人和白人参与者发生2型糖尿病的全表观基因组关联研究
目的/假设在美国人群中发生的2型糖尿病的dna甲基化研究是有限的,据我们所知,没有一个包括非洲人后裔。我们的目标是通过使用来自美国黑人和白人的数据来确定甲基化位点(CpG位点)和可能影响2型糖尿病发展的区域来填补这一空白。方法:我们前瞻性随访了来自社区动脉粥样硬化风险研究的2091名黑人和1029名没有2型糖尿病的白人,中位随访期为17年,并使用Cox回归对血液甲基化水平与2型糖尿病的发生率进行了全基因组关联分析。我们评估了重要的CpG位点是否独立于BMI或基线空腹血糖与2型糖尿病的发生有关。我们估计了主要的非遗传风险因素和重要的CpG位点导致的2型糖尿病发病率的变化。我们还研究了不同甲基化的甲基化位点组。我们复制了先前发现的与流行和/或偶发2型糖尿病相关的CpG位点。所有分析均根据批效应、细胞类型比例和相关混杂因素进行调整。结果在表观基因组阈值(10−7)下,我们检测到7个新的糖尿病相关CpG位点,其中MICOS10 (cg05380846: HR 0.89, p=8.4 × 10−12)、ZNF2 (cg01585592: HR 0.88, p=1.6 × 10−9)、JPH3 (cg16696007: HR 0.87, p=7.8 × 10−9)和GPX6 (cg02793507: HR 0.85, p=2.7 × 10−8;cg00647063: HR 1.20, p=2.5 × 10−8);白人成人chr17q25 (cg16865890: HR 0.8, p=6.9 × 10−8);和chr11p15 (cg13738793: HR 1.11, p=7.7 × 10−8)。在调节BMI时,JPH3和GPX6位点在表观基因组范围内保持显著性,而在调节空腹血糖后,只有JPH3位点保持显著性。我们复制了已知的2型糖尿病相关的CpG位点,包括TXNIP上的cg19693031, CPT1A上的cg00574958, PLCB2上的cg16567056, SREBF1上的cg11024682, VPS25上的cg08857797和ABCG1上的cg06500161,其中三个位点在黑人成人中以表观基因组范围的阈值复制,所有这些位点都具有方向一致的效果。我们观察到2型糖尿病方差的适度增加,这可以解释为CpG位点高于传统2型糖尿病危险因素和空腹血糖的显著相关(黑人成年人26.2% vs 30.5%;36.9% vs .白人成年人39.4%)。在Šidák-corrected显著性阈值为5%时,我们的差异甲基化区域(DMR)分析揭示了几个重要的CpG位点簇,包括由ADCY7上先前发现的CpG位点组成的DMR (pBlack=1.8 × 10−4,pWhite=3.6 × 10−3,pAll=1.6 × 10−9)和由TP63启动子区域组成的DMR (pBlack=7.4 × 10−4,pWhite=3.9 × 10−3,pAll=1.4 × 10−5),它们在所有种族和族裔群体中都存在差异甲基化。结论/解释:本研究通过在未探索的人群中利用个体CpG位点分析和DMR分析来改进CpG位点和区域的发现。我们的发现包括实验研究中与糖尿病相关的基因(如GPX6、JPH3和TP63)。JPH3和GPX6位点可能独立于BMI与2型糖尿病的发生有关。除了JPH3外,所有CpG位点都可能是葡萄糖升高的结果。以前在欧洲人后裔中发现的CpG位点在非洲人后裔中的复制表明,这些甲基化2型糖尿病的一些关联在种族和民族群体中都很强大。这项研究是了解甲基化对2型糖尿病发病率的影响及其在美国两个主要种族和民族群体中的差异的第一步。它为未来研究2型糖尿病和CpG位点之间的因果关系以及潜在的阐明干预的分子靶点铺平了道路。图形抽象
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来源期刊
Diabetologia
Diabetologia 医学-内分泌学与代谢
CiteScore
18.10
自引率
2.40%
发文量
193
审稿时长
1 months
期刊介绍: Diabetologia, the authoritative journal dedicated to diabetes research, holds high visibility through society membership, libraries, and social media. As the official journal of the European Association for the Study of Diabetes, it is ranked in the top quartile of the 2019 JCR Impact Factors in the Endocrinology & Metabolism category. The journal boasts dedicated and expert editorial teams committed to supporting authors throughout the peer review process.
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