Related Experiment Video
Updated: Aug 11, 2026

05:46
Application of Laser Microdissection to Uncover Regional Transcriptomics in Human Kidney Tissue
Published on: June 9, 2020
3.9K
Identification and analysis of diverse cell death patterns in diabetic kidney disease using microarray-based
Yuanyuan Luo1, Lerong Liu2, Cheng Zhang1
1Department of Endocrinology, Chongqing University Three Gorges Hospital, Chongqing, 404000, China; Chongqing Municipality Clinical Research Center for Endocrinology and Metabolic Diseases, Chongqing University Three Gorges Hospital, Chongqing, 404000, China.
Computers in Biology and Medicine
|December 17, 2023
Summary
Diverse programmed cell death (PCD) pathways are implicated in diabetic kidney disease (DKD) progression. Identifying key PCDs and developing risk scores can improve diagnosis and guide therapeutic strategies for DKD.
Area of Science:
- Nephrology
- Molecular Biology
- Genetics
Background:
- Diabetic kidney disease (DKD) is a severe complication of diabetes, characterized by declining renal function.
- Programmed cell death (PCD) pathways are increasingly recognized as critical factors in DKD pathogenesis and potential therapeutic targets.
Purpose of the Study:
- To investigate the role of diverse PCD pathways in DKD.
- To identify core PCDs and develop a predictive risk score for DKD progression.
Main Methods:
- Transcriptome profiling (microarray and snRNA-seq) of DKD samples.
- Analysis of 13 PCD pathways using Gene Set Variation Analysis (GSVA).
- Weighted Gene Co-expression Network Analysis (WGCNA) to identify core genes and construct a Cell Death Signature (CDS) risk score.
Main Results:
- Four core PCD pathways (entotic cell death, apoptosis, necroptosis, pyroptosis) were identified in DKD.
- A CDS risk score based on four genes (CASP1, CYBB, PLA2G4A, CTSS) showed high diagnostic efficiency.
- Higher CDS risk scores correlated with increased immune cell infiltration and reduced glomerular filtration rate (GFR).
Conclusions:
- Multiple PCDs significantly contribute to DKD progression.
- The developed CDS risk score serves as a valuable diagnostic and prognostic tool for DKD.
- These findings highlight potential therapeutic targets for DKD treatment.

