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Research Paper|Volume 15, Issue 19|pp 10681—10704

Analysis of potential biomarkers for diabetic kidney disease based on single-cell RNA-sequencing integrated with a single-cell sequencing assay for transposase-accessible chromatin

Yan Shi1,2,3,4, Zuishuang Guo1,2,3,4, Fengxun Liu1,2,3,4, Shaokang Pan1,2,3,4, Dan Gao1,2,3,4, Sijie Zhou1,2,3,4, Zhenjie Liu1,2,3,4, Feng Wang2,5, Dongwei Liu1,2,3,4, Zhangsuo Liu1,2,3,4
  • 1Traditional Chinese Medicine Integrated Department of Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou 450052, P.R. China
  • 2Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, P.R. China
  • 3Henan Province Research Center for Kidney Disease, Zhengzhou 450052, P.R. China
  • 4Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, P.R. China
  • 5Department of Nephrology, Shanghai Eighth People’s Hospital, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai 200233, P.R. China
* Equal contribution and share first authorship
Received: May 18, 2023Accepted: September 8, 2023Published: October 11, 2023

Copyright: © 2023 Shi et al. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Abstract

Diabetic kidney disease (DKD) is a renal microvascular disease caused by hyperglycemia that involves metabolic remodeling, oxidative stress, inflammation, and other factors. The mechanism is complex and not fully unraveled. We performed an integrated single-cell sequencing assay for transposase-accessible chromatin (scATAC-seq) and single-cell RNA-sequencing (scRNA-seq) analyses of kidneys from db/db and db/m mice to identify differential open chromatin regions and gene expression, particularly in genes related to proximal tubular reabsorption and secretion. We identified 9,776 differentially expressed genes (DEGs) and 884 cell type-specific transcription factors (TFs) across 15 cell types. Glucose and lipid transporters, and TFs related to the circadian rhythm in the proximal tubules had significantly higher expression in db/db mice than in db/m mice (P<0.01). Crosstalk between podocytes and tubular cells in the proximal tubules was enhanced, and renal inflammation, oxidative stress, and fibrosis pathways were activated in db/db mice. Western blotting and immunohistochemical staining results showed that Wfdc2 expression in the urine and kidneys of DKD patients was higher than that in non-diabetic kidney disease (NDKD) controls. The revealed landscape of chromatin accessibility and transcriptional profiles in db/db mice provide insights into the pathological mechanism of DKD.