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Updated: Aug 25, 2026

Multiplexed Analysis of Retinal Gene Expression and Chromatin Accessibility Using scRNA-Seq and scATAC-Seq
Published on: March 12, 2021
Single-Cell RNA Sequencing Identifies Conserved Crosstalk and Core Shared Differentially Expressed Genes in Clear
Jianxu Yuan1, Shengjie Yu2, Ji Zheng1
1Department of Urology, Xinqiao Hospital of Army Medical University, Army Medical University, Chongqing, 400038, China.
Objective:
Obesity is a well-established modifiable risk factor for clear cell renal cell carcinoma (ccRCC), yet the cellular and molecular crosstalk between obesity and ccRCC remains poorly defined. Single-cell RNA sequencing (scRNA-seq) enables high-resolution characterization of cellular heterogeneity, providing a robust strategy to dissect conserved pathological mechanisms linking the two disorders.
Methods:
scRNA-seq was performed to profile cellular composition and transcriptional patterns in ccRCC/normal renal tissues and obese/lean adipose tissues. Shared differentially expressed genes (DEGs) were identified and functionally enriched. Independent bulk RNA-seq datasets were used to validate core cross-disease DEGs. Protein-protein interaction (PPI) networks were constructed, and drug-gene interaction analysis was conducted to screen repurposing candidates.
Results:
Convergent cellular remodeling was identified in ccRCC and obese tissues. Adipocytes, immune cells, and stromal cells served as conserved core regulatory hubs. A total of 19 validated core DEGs formed a PPI network enriched in immune activation and inflammation, with cytokine-cytokine receptor interactions and chemokine signaling being dominant. Multiple FDA-approved drugs were predicted for comorbidity-targeted repurposing.
Discussion:
Obesity-driven chronic inflammatory dysregulation serves as a key mechanistic link promoting ccRCC development and progression, revealing the intrinsic connection between obesity and ccRCC.
Conclusion:
This study delineates conserved cellular and molecular mechanisms underlying the obesity-ccRCC association. The 19 core DEGs represent critical cross-disease targets, and the identified rep.
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