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Updated: Sep 7, 2025

Comparative Proteomic Analysis of Whole Kidney, Medulla, and Cortical Tubules in Diabetic Pathogenesis of Kidney Injury in Mice
Published on: May 2, 2025
Epigenomic and transcriptomic analyses define core cell types, genes and targetable mechanisms for kidney disease
Hongbo Liu1,2,3, Tomohito Doke1,2,3, Dong Guo4
1Department of Medicine, Renal Electrolyte and Hypertension Division, University of Pennsylvania, Philadelphia, PA, USA.
This study identifies 878 genetic loci linked to kidney function in 1.5 million people, revealing key roles for epigenetics and metabolism in kidney disease mechanisms.
Area of Science:
- Genetics
- Epigenetics
- Nephrology
Background:
- Kidney disease affects over 800 million globally, with underlying mechanisms poorly understood.
- Genetic factors significantly influence kidney function, but specific associations and their functional consequences require further elucidation.
Purpose of the Study:
- To define genetic associations with kidney function across a large population.
- To integrate multi-omics data (methylome, transcriptome, epigenome) to identify causal genes and cellular mechanisms of kidney dysfunction.
- To prioritize target genes for identified kidney function loci.
Main Methods:
- Genome-wide association study (GWAS) in 1.5 million individuals.
- Epigenomic profiling: methylome (443 kidneys), transcriptome (686 samples), and single-cell open chromatin (57,229 kidney cells).
- Multi-stage gene prioritization strategy and functional validation in mouse models and human subjects.
Main Results:
- Identified 878 genetic loci associated with kidney function, including 126 novel loci.
- Methylation variation explained a greater proportion of heritability than gene expression.
- Prioritized target genes for 87% of kidney function loci, highlighting proximal tubules and metabolism.
- Confirmed the causal role of SLC47A1 in kidney disease through genetic studies in mice and humans.
Conclusions:
- Epigenomic data, particularly single-cell resolution, is crucial for translating GWAS findings into causal gene identification and understanding complex trait mechanisms.
- Metabolism and proximal tubule function are central to kidney function regulation.
- This study provides a framework for integrating multi-omics data to unravel kidney disease pathogenesis.
Related Concept Videos
Chronic Kidney Disease I: Introduction
Acute Kidney Injury II: Pathophysiology
Chronic Kidney Disease III: Interprofessional Care
Acute Kidney Injury IV: Diagnostic Studies and Prevention
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