Venkataraghavan Sowmya, Pankow James S, Boerwinkle Eric, Fornage Myriam, Selvin Elizabeth, Ray Debashree
Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA.
Diabetologia. 2025 Apr;68(4):815-834. doi: 10.1007/s00125-024-06352-9. Epub 2025 Feb 19.
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.
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.
At an epigenome-wide threshold (10), we detected seven novel diabetes-associated CpG sites, of which the sites at MICOS10 (cg05380846: HR 0.89, p=8.4 × 10), ZNF2 (cg01585592: HR 0.88, p=1.6 × 10), JPH3 (cg16696007: HR 0.87, p=7.8 × 10) and GPX6 (cg02793507: HR 0.85, p=2.7 × 10; cg00647063: HR 1.20, p=2.5 × 10) were identified in Black adults; chr17q25 (cg16865890: HR 0.8, p=6.9 × 10) in White adults; and chr11p15 (cg13738793: HR 1.11, p=7.7 × 10) 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 (p=1.8 × 10, p=3.6 × 10, p=1.6 × 10) and a DMR consisting of the promoter region of TP63 (p=7.4 × 10, p=3.9 × 10, p=1.4 × 10), 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.
目的/假设:美国人群中关于新发2型糖尿病的DNA甲基化研究有限,据我们所知,尚无研究纳入非洲裔个体。我们旨在利用来自美国黑人和白人个体的数据,通过识别可能影响2型糖尿病发生发展的甲基化位点(CpG位点)和区域来填补这一空白。
我们对社区动脉粥样硬化风险研究中2091名无2型糖尿病的黑人和1029名白人个体进行了前瞻性随访,中位随访期为17年,并使用Cox回归对基于血液的甲基化水平与新发2型糖尿病进行了全基因组关联分析。我们评估了显著的CpG位点是否独立于基线时的体重指数(BMI)或空腹血糖与新发2型糖尿病相关。我们估计了主要非遗传风险因素和显著的CpG位点对新发2型糖尿病的变异影响。我们还检查了甲基化位点存在差异甲基化的组。我们对先前发现的与2型糖尿病患病率和/或发病率相关的CpG位点进行了重复验证。所有分析均针对批次效应、细胞类型比例和相关混杂因素进行了调整。
在全基因组阈值(10)下,我们检测到7个新的与糖尿病相关的CpG位点,其中MICOS10位点(cg05380846:风险比0.89,p = 8.4×10)、ZNF2位点(cg01585592:风险比0.88,p = 1.6×10)、JPH3位点(cg16696007:风险比0.87,p = 7.8×10)和GPX6位点(cg02793507:风险比0.85,p = 2.7×10;cg00647063:风险比1.20,p = 2.5×10)在成年黑人中被鉴定出来;chr17q25位点(cg16865890:风险比0.8,p = 6.9×10)在成年白人中被鉴定出来;chr11p15位点(cg13738793:风险比1.11,p = 7.7×10)在荟萃分析组中被鉴定出来。在调整BMI后,JPH3和GPX6位点在全基因组水平上仍具有显著性,而在调整空腹血糖后,只有JPH3位点仍具有显著性。我们重复验证了已知的与2型糖尿病相关的CpG位点,包括TXNIP的cg19693031、CPT1A的cg00574958、PLCB2的cg16567056、SREBF1的cg11024682、VPS25的cg08857797和ABCG1的cg06500161,其中3个位点在成年黑人中在全基因组阈值下得到重复验证,且所有位点的效应方向一致。我们观察到,与传统2型糖尿病风险因素和空腹血糖相比,显著相关的CpG位点对2型糖尿病变异的解释略有增加(成年黑人中分别为26.2%对30.5%;成年白人中分别为36.9%对39.4%)。在经Šidák校正的5%显著性阈值下,我们的差异甲基化区域(DMR)分析揭示了几个显著的CpG位点簇,包括一个由ADCY7上先前发现的一个CpG位点组成的DMR(p = 1.8×10,p = 3.6×10,p = 1.6×10)和一个由TP63启动子区域组成的DMR(p = 7.4×10,p = 3.9×10,p = 1.4×10),这些DMR在所有种族和民族群体中均存在差异甲基化。
结论/解读:本研究表明,通过在未探索的人群中利用单个CpG位点分析和DMR分析,可改进CpG位点和区域的发现。我们的发现包括在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与新发2型糖尿病相关。除JPH3位点外,所有CpG位点可能都是血糖升高的结果。先前大多在欧洲裔个体中发现的CpG位点在非洲裔个体中的重复验证表明,其中一些甲基化与2型糖尿病的关联在不同种族和民族群体中是稳健的。本研究是迈向理解甲基化对2型糖尿病发病率及其在美国两个主要种族和民族群体中的差异影响的第一步。它为未来研究2型糖尿病与CpG位点之间的因果关系以及潜在地阐明干预的分子靶点铺平了道路。