Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC.
Department of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC.
Diabetes. 2024 Jul 1;73(7):1188-1195. doi: 10.2337/db23-0540.
Diabetic kidney disease (DKD) is the leading cause of end-stage kidney disease. Because many genes associate with DKD, multiomics approaches were used to narrow the list of functional genes, gene products, and related pathways providing insights into the pathophysiological mechanisms of DKD. The Kidney Precision Medicine Project human kidney single-cell RNA-sequencing (scRNA-seq) data set and Mendeley Data on human kidney cortex biopsy proteomics were used. The R package Seurat was used to analyze scRNA-seq data and data from a subset of proximal tubule cells. PathfindR was applied for pathway analysis in cell type-specific differentially expressed genes and the R limma package was used to analyze differential protein expression in kidney cortex. A total of 790 differentially expressed genes were identified in proximal tubule cells, including 530 upregulated and 260 downregulated transcripts. Compared with differentially expressed proteins, 24 genes or proteins were in common. An integrated analysis combining protein quantitative trait loci, genome-wide association study hits (namely, estimated glomerular filtration rate), and a plasma metabolomics analysis was performed using baseline metabolites predictive of DKD progression in our longitudinal Diabetes Heart Study samples. The aldo-keto reductase family 1 member A1 gene (AKR1A1) was revealed as a potential molecular hub for DKD cellular dysfunction in several cross-linked pathways featured by deficiency of this enzyme.
糖尿病肾病(DKD)是终末期肾病的主要原因。由于许多基因与 DKD 相关,因此采用多组学方法来缩小功能基因、基因产物和相关途径的列表,从而深入了解 DKD 的病理生理机制。使用了 Kidney Precision Medicine Project 人类肾脏单细胞 RNA 测序(scRNA-seq)数据集和 Mendeley Data 人类肾脏皮质活检蛋白质组学数据。使用 R 包 Seurat 分析 scRNA-seq 数据和近端肾小管细胞的子集数据。应用 PathfindR 进行细胞类型特异性差异表达基因的途径分析,并用 R limma 包分析肾脏皮质的差异蛋白表达。在近端肾小管细胞中鉴定出 790 个差异表达基因,包括 530 个上调和 260 个下调转录本。与差异表达蛋白相比,有 24 个基因或蛋白是共同的。使用基线代谢物对我们的纵向糖尿病心脏研究样本进行 DKD 进展预测,对蛋白定量性状基因座、全基因组关联研究命中(即估计肾小球滤过率)和血浆代谢组学分析进行了综合分析。醛酮还原酶家族 1 成员 A1 基因(AKR1A1)被揭示为该酶缺乏的几个交联途径中 DKD 细胞功能障碍的潜在分子枢纽。