• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

DNA 甲基化与 1 型糖尿病 28 年心血管疾病风险:糖尿病并发症的流行病学研究 (EDC) 队列研究。

DNA methylation and 28-year cardiovascular disease risk in type 1 diabetes: the Epidemiology of Diabetes Complications (EDC) cohort study.

机构信息

Department of Epidemiology, University of Pittsburgh, 130 N. Bellefield Avenue, Suite 339, Pittsburgh, PA, 15213, USA.

Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA.

出版信息

Clin Epigenetics. 2023 Aug 2;15(1):122. doi: 10.1186/s13148-023-01539-0.

DOI:10.1186/s13148-023-01539-0
PMID:37533055
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10394855/
Abstract

BACKGROUND

The potential for DNA methylation (DNAm) as an early marker for cardiovascular disease (CVD) and how such an association might differ by glycemic exposure has not been examined in type 1 diabetes, a population at increased CVD risk. We thus performed a prospective epigenome-wide association study of blood leukocyte DNAm (EPIC array) and time to CVD incidence over 28 years in a childhood-onset (< 17 years) type 1 diabetes cohort, the Pittsburgh Epidemiology of Diabetes Complications (EDC) study (n = 368 with DNA and no CVD at baseline), both overall and separately by glycemic exposure, as measured by HbA1c at baseline (split at the median: < 8.9% and ≥ 8.9%). We also assessed whether DNAm-CVD associations were independent of established cardiometabolic risk factors, including body mass index, estimated glucose disposal rate, cholesterol, triglycerides, blood pressure, pulse rate, albumin excretion rate, and estimated glomerular filtration rate.

RESULTS

CVD (first instance of CVD death, myocardial infarction, coronary revascularization, ischemic ECG, angina, or stroke) developed in 172 participants (46.7%) over 28 years. Overall, in Cox regression models for time to CVD, none of the 683,597 CpGs examined reached significance at a false discovery rate (FDR) ≤ 0.05. In participants with HbA1c < 8.9% (n = 180), again none reached FDR ≤ 0.05, but three were associated at the a priori nominal significance level FDR ≤ 0.10: cg07147033 in MIB2, cg12324048 (intergenic, chromosome 3), and cg15883830 (intergenic, chromosome 1). In participants with HbA1c ≥ 8.9% (n = 188), two CpGs in loci involved in calcium channel activity were significantly associated with CVD (FDR ≤ 0.05): cg21823999 in GPM6A and cg23621817 in CHRNA9; four additional CpGs were nominally associated (FDR ≤ 0.10). In participants with HbA1c ≥ 8.9%, DNAm-CVD associations were only modestly attenuated after cardiometabolic risk factor adjustment, while attenuation was greater in those with HbA1c < 8.9%. No pathways were enriched in those with HbA1c < 8.9%, while pathways for calcium channel activity and integral component of synaptic membrane were significantly enriched in those with HbA1c ≥ 8.9%.

CONCLUSIONS

These results provide novel evidence that DNAm at loci involved in calcium channel activity and development may contribute to long-term CVD risk beyond known risk factors in type 1 diabetes, particularly in individuals with greater glycemic exposure, warranting further study.

摘要

背景

DNA 甲基化(DNAm)作为心血管疾病(CVD)的早期标志物的潜力,以及这种关联在 1 型糖尿病患者中是否因血糖暴露而有所不同,在该人群中 CVD 风险增加。因此,我们对童年发病(<17 岁)1 型糖尿病队列(Pittsburgh 糖尿病并发症流行病学研究(EDC)研究)中的血液白细胞 DNAm(EPIC 阵列)和 28 年 CVD 发病时间进行了前瞻性全基因组关联研究,参与者共 368 名,基线时无 CVD 和 DNAm。总体而言,根据基线时 HbA1c(分为中位数以下:<8.9%和≥8.9%),我们分别按血糖暴露进行了评估。我们还评估了 DNAm-CVD 关联是否独立于已建立的心血管代谢危险因素,包括体重指数、估计葡萄糖处置率、胆固醇、甘油三酯、血压、脉搏率、白蛋白排泄率和估计肾小球滤过率。

结果

在 28 年内,172 名参与者(46.7%)发生了 CVD(首次 CVD 死亡、心肌梗死、冠状动脉血运重建、缺血性心电图、心绞痛或中风)。总体而言,在 CVD 时间的 Cox 回归模型中,在 FDR≤0.05 时,没有一个 683597 个 CpG 达到显著水平。在 HbA1c<8.9%的参与者中(n=180),同样没有一个达到 FDR≤0.05,但有三个达到了先验名义显著性水平 FDR≤0.10:cg07147033 在 MIB2 中,cg12324048(位于 3 号染色体的基因间)和 cg15883830(位于 1 号染色体的基因间)。在 HbA1c≥8.9%的参与者中(n=188),两个参与钙通道活性的基因座中的 CpG 与 CVD 显著相关(FDR≤0.05):cg21823999 在 GPM6A 中,cg23621817 在 CHRNA9 中;另外四个 CpG 达到了名义相关(FDR≤0.10)。在 HbA1c≥8.9%的参与者中,DNAm-CVD 关联在调整心血管代谢危险因素后仅略有减弱,而在 HbA1c<8.9%的参与者中,减弱幅度更大。在 HbA1c<8.9%的参与者中没有富集途径,而钙通道活性和突触膜完整成分的途径在 HbA1c≥8.9%的参与者中显著富集。

结论

这些结果提供了新的证据,表明钙通道活性和发育相关基因座的 DNAm 可能有助于 1 型糖尿病患者的长期 CVD 风险,超过了已知的危险因素,特别是在血糖暴露较高的个体中,值得进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/72919c012d69/13148_2023_1539_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/3cf272491a23/13148_2023_1539_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/64f211f76ab2/13148_2023_1539_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/a6cee3e99752/13148_2023_1539_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/a2f45abb0b1d/13148_2023_1539_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/5128d720d772/13148_2023_1539_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/72919c012d69/13148_2023_1539_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/3cf272491a23/13148_2023_1539_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/64f211f76ab2/13148_2023_1539_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/a6cee3e99752/13148_2023_1539_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/a2f45abb0b1d/13148_2023_1539_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/5128d720d772/13148_2023_1539_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c213/10394855/72919c012d69/13148_2023_1539_Fig6_HTML.jpg

相似文献

1
DNA methylation and 28-year cardiovascular disease risk in type 1 diabetes: the Epidemiology of Diabetes Complications (EDC) cohort study.DNA 甲基化与 1 型糖尿病 28 年心血管疾病风险:糖尿病并发症的流行病学研究 (EDC) 队列研究。
Clin Epigenetics. 2023 Aug 2;15(1):122. doi: 10.1186/s13148-023-01539-0.
2
30-Year Cardiovascular Disease in Type 1 Diabetes: Risk and Risk Factors Differ by Long-term Patterns of Glycemic Control.30 年心血管疾病在 1 型糖尿病患者中:风险和风险因素因长期血糖控制模式而异。
Diabetes Care. 2022 Jan 1;45(1):142-150. doi: 10.2337/dc21-1381.
3
Risk Factor Modeling for Cardiovascular Disease in Type 1 Diabetes in the Pittsburgh Epidemiology of Diabetes Complications (EDC) Study: A Comparison With the Diabetes Control and Complications Trial/Epidemiology of Diabetes Interventions and Complications Study (DCCT/EDIC).1 型糖尿病心血管疾病风险因素建模:匹兹堡糖尿病并发症流行病学(EDC)研究与糖尿病控制和并发症试验/糖尿病干预和并发症流行病学(DCCT/EDIC)的比较。
Diabetes. 2019 Feb;68(2):409-419. doi: 10.2337/db18-0515. Epub 2018 Nov 8.
4
DNA methylation is associated with glycemic control over 28 years in type 1 diabetes: findings from the Pittsburgh Epidemiology of Diabetes Complications (EDC) study.DNA 甲基化与 1 型糖尿病 28 年血糖控制相关:匹兹堡糖尿病并发症流行病学(EDC)研究结果。
BMJ Open Diabetes Res Care. 2023 Jan;11(1). doi: 10.1136/bmjdrc-2022-003068.
5
An Epigenome-Wide Association Study of DNA Methylation and Proliferative Retinopathy over 28 Years in Type 1 Diabetes.一项关于1型糖尿病患者28年间DNA甲基化与增殖性视网膜病变的全表观基因组关联研究。
Ophthalmol Sci. 2024 Feb 28;4(4):100497. doi: 10.1016/j.xops.2024.100497. eCollection 2024 Jul-Aug.
6
Risk factors differ by first manifestation of cardiovascular disease in type 1 diabetes.1 型糖尿病患者心血管疾病首发表现的危险因素不同。
Diabetes Res Clin Pract. 2020 May;163:108141. doi: 10.1016/j.diabres.2020.108141. Epub 2020 Apr 8.
7
Cardiovascular disease in insulin dependent diabetes mellitus: similar rates but different risk factors in the US compared with Europe.胰岛素依赖型糖尿病中的心血管疾病:与欧洲相比,美国发病率相似但风险因素不同。
Int J Epidemiol. 1998 Dec;27(6):976-83. doi: 10.1093/ije/27.6.976.
8
Hemoglobin A1c Level and Cardiovascular Disease Incidence in Persons With Type 1 Diabetes: An Application of Joint Modeling of Longitudinal and Time-to-Event Data in the Pittsburgh Epidemiology of Diabetes Complications Study.血红蛋白 A1c 水平与 1 型糖尿病患者心血管疾病发病风险:匹兹堡糖尿病并发症流行病学研究中纵向和生存数据联合建模的应用。
Am J Epidemiol. 2018 Jul 1;187(7):1520-1529. doi: 10.1093/aje/kwx386.
9
DNA methylation age calculators reveal association with diabetic neuropathy in type 1 diabetes.DNA 甲基化年龄计算器显示与 1 型糖尿病的糖尿病神经病变有关。
Clin Epigenetics. 2020 Apr 5;12(1):52. doi: 10.1186/s13148-020-00840-6.
10
Associations of Microvascular Complications With the Risk of Cardiovascular Disease in Type 1 Diabetes.微血管并发症与 1 型糖尿病患者心血管疾病风险的关联。
Diabetes Care. 2021 Jul;44(7):1499-1505. doi: 10.2337/dc20-3104. Epub 2021 May 12.

引用本文的文献

1
Epigenetic biomarkers predict macrovascular events in individuals with type 2 diabetes.表观遗传生物标志物可预测2型糖尿病患者的大血管事件。
Cell Rep Med. 2025 Aug 19;6(8):102290. doi: 10.1016/j.xcrm.2025.102290. Epub 2025 Aug 7.
2
DNA methylation and 28 year incidence of two neuropathy phenotypes in type 1 diabetes: the Pittsburgh Epidemiology of Diabetes Complications cohort study.1型糖尿病中DNA甲基化与两种神经病变表型的28年发病率:匹兹堡糖尿病并发症流行病学队列研究
Diabetologia. 2025 Apr 23. doi: 10.1007/s00125-025-06427-1.
3
An Epigenome-Wide Association Study of DNA Methylation and Proliferative Retinopathy over 28 Years in Type 1 Diabetes.

本文引用的文献

1
DNA methylation is associated with glycemic control over 28 years in type 1 diabetes: findings from the Pittsburgh Epidemiology of Diabetes Complications (EDC) study.DNA 甲基化与 1 型糖尿病 28 年血糖控制相关:匹兹堡糖尿病并发症流行病学(EDC)研究结果。
BMJ Open Diabetes Res Care. 2023 Jan;11(1). doi: 10.1136/bmjdrc-2022-003068.
2
Comprehensive Analysis of circRNA-miRNA-mRNA Regulatory Network and Novel Potential Biomarkers in Acute Myocardial Infarction.急性心肌梗死中circRNA-miRNA-mRNA调控网络及新型潜在生物标志物的综合分析
Front Cardiovasc Med. 2022 Jul 7;9:850991. doi: 10.3389/fcvm.2022.850991. eCollection 2022.
3
一项关于1型糖尿病患者28年间DNA甲基化与增殖性视网膜病变的全表观基因组关联研究。
Ophthalmol Sci. 2024 Feb 28;4(4):100497. doi: 10.1016/j.xops.2024.100497. eCollection 2024 Jul-Aug.
Targeting Microtubules for the Treatment of Heart Disease.
靶向微管治疗心脏病。
Circ Res. 2022 May 27;130(11):1723-1741. doi: 10.1161/CIRCRESAHA.122.319808. Epub 2022 May 26.
4
Nine-fold higher risk of acute myocardial infarction in subjects with type 1 diabetes compared to controls in Norway 1973-2017.挪威 1973-2017 年研究显示,1 型糖尿病患者发生急性心肌梗死的风险比对照组高 9 倍。
Cardiovasc Diabetol. 2022 Apr 27;21(1):59. doi: 10.1186/s12933-022-01498-5.
5
The reactome pathway knowledgebase 2022.反应体通路知识库2022版。
Nucleic Acids Res. 2022 Jan 7;50(D1):D687-D692. doi: 10.1093/nar/gkab1028.
6
30-Year Cardiovascular Disease in Type 1 Diabetes: Risk and Risk Factors Differ by Long-term Patterns of Glycemic Control.30 年心血管疾病在 1 型糖尿病患者中:风险和风险因素因长期血糖控制模式而异。
Diabetes Care. 2022 Jan 1;45(1):142-150. doi: 10.2337/dc21-1381.
7
The role and mechanism of CARD9 gene polymorphism in diseases.CARD9 基因多态性在疾病中的作用和机制。
Biomed J. 2021 Oct;44(5):560-566. doi: 10.1016/j.bj.2020.12.006. Epub 2020 Dec 30.
8
Genomic and phenotypic insights from an atlas of genetic effects on DNA methylation.遗传因素对 DNA 甲基化影响图谱的基因组和表型分析
Nat Genet. 2021 Sep;53(9):1311-1321. doi: 10.1038/s41588-021-00923-x. Epub 2021 Sep 6.
9
Heterogeneous long-term trajectories of glycaemic control in type 1 diabetes.1 型糖尿病患者血糖控制的异质长期轨迹。
Diabet Med. 2021 Aug;38(8):e14545. doi: 10.1111/dme.14545. Epub 2021 Mar 2.
10
DNA Methylation Associated With Diabetic Kidney Disease in Blood-Derived DNA.血液来源DNA中与糖尿病肾病相关的DNA甲基化
Front Cell Dev Biol. 2020 Oct 15;8:561907. doi: 10.3389/fcell.2020.561907. eCollection 2020.