Epigenetics Research, Murdoch Children's Research Institute, Melbourne, Victoria, Australia.
Department of Paediatrics, University of Melbourne, Melbourne, Victoria, Australia.
Nephrol Dial Transplant. 2021 Nov 9;36(11):2027-2038. doi: 10.1093/ndt/gfaa226.
We investigated a cross-sectional epigenome-wide association study of patients with early and late diabetes-associated chronic kidney disease (CKD) to identify possible epigenetic differences between the two groups as well as changes in methylation across all stages of diabetic CKD. We also evaluated the potential of using a panel of identified 5'-C-phosphate-G-3' (CpG) sites from this cohort to predict the progression of diabetic CKD.
This cross-sectional study recruited 119 adults. DNA was extracted from blood using the Qiagen QIAampDNA Mini Spin Kit. Genome-wide methylation analysis was performed using Illumina Infinium MethylationEPIC BeadChips (HM850K). Intensity data files were processed and analysed using the minfi and MissMethyl packages for R. We examined the degree of methylation of CpG sites in early versus late diabetic CKD patients for CpG sites with an unadjusted P-value <0.01 and an absolute change in methylation of 5% (n = 239 CpG sites).
Hierarchical clustering of the 239 CpG sites largely separated the two groups. A heat map for all 239 CpG sites demonstrated distinct methylation patterns in the early versus late groups, with CpG sites showing evidence of progressive change. Based on our differentially methylated region (DMR) analysis of the 239 CpG sites, we highlighted two DMRs, namely the cysteine-rich secretory protein 2 (CRISP2) and piwi-like RNA-mediated gene silencing 1 (PIWIL1) genes. The best predictability for the two groups involved a receiver operating characteristics curve of eight CpG sites alone and achieved an area under the curve of 0.976.
We have identified distinct DNA methylation patterns between early and late diabetic CKD patients as well as demonstrated novel findings of potential progressive methylation changes across all stages (1-5) of diabetic CKD at specific CpG sites. We have also identified associated genes CRISP2 and PIWIL1, which may have the potential to act as stage-specific diabetes-associated CKD markers, and showed that the use of a panel of eight identified CpG sites alone helps to increase the predictability for the two groups.
我们进行了一项针对早期和晚期糖尿病相关慢性肾脏病(CKD)患者的全基因组范围内的表观遗传关联研究,以鉴定两组之间可能存在的表观遗传差异,以及在糖尿病 CKD 的所有阶段甲基化的变化。我们还评估了使用来自该队列的一组鉴定的 5'-C-磷酸-G-3'(CpG)位点来预测糖尿病 CKD 进展的可能性。
这项横断面研究招募了 119 名成年人。使用 Qiagen QIAampDNA MiniSpin Kit 从血液中提取 DNA。使用 Illumina Infinium MethylationEPIC BeadChips(HM850K)进行全基因组甲基化分析。使用 R 中的 minfi 和 MissMethyl 包处理和分析强度数据文件。我们检查了未经调整的 P 值<0.01 且甲基化变化绝对值为 5%的 CpG 位点(n=239 个 CpG 位点)在早期与晚期糖尿病 CKD 患者中的甲基化程度。
对 239 个 CpG 位点的层次聚类在很大程度上分离了两组。所有 239 个 CpG 位点的热图显示了早期与晚期组之间明显的甲基化模式,CpG 位点显示出进行性变化的证据。基于我们对 239 个 CpG 位点的差异甲基化区域(DMR)分析,我们突出了两个 DMR,即半胱氨酸丰富分泌蛋白 2(CRISP2)和 piwi 样 RNA 介导的基因沉默 1(PIWIL1)基因。两组的最佳预测性涉及单独 8 个 CpG 位点的受试者工作特征曲线,曲线下面积为 0.976。
我们已经确定了早期和晚期糖尿病 CKD 患者之间存在明显的 DNA 甲基化模式,并证明了在糖尿病 CKD 的所有阶段(1-5)特定 CpG 位点存在潜在的进行性甲基化变化的新发现。我们还鉴定了相关基因 CRISP2 和 PIWIL1,它们可能具有作为特定阶段的糖尿病相关 CKD 标志物的潜力,并表明使用单独一组 8 个鉴定的 CpG 位点有助于提高两组的预测性。