Evidence map›Paper›PMID 41751477›Full record

ArticleCurrent issues in molecular biology2026

Scissor-CIBERSORTx Deconvolution Reveals Functional Heterogeneity of CTAL/aTAL Cells and Associated Biomarkers in Renal Fibrosis.

Hengping Wang, Yuan Zhang, Jiale Li, Ying Fu, Huiyan Wang

Abstract read
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Article in Current issues in molecular biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Hengping WangJilin Collaborative Innovation Center for Antibody Engineering, Jilin Medical University, Jilin 132013, China.
Yuan ZhangJilin Collaborative Innovation Center for Antibody Engineering, Jilin Medical University, Jilin 132013, China.
Jiale LiJilin Collaborative Innovation Center for Antibody Engineering, Jilin Medical University, Jilin 132013, China.
Ying FuJilin Collaborative Innovation Center for Antibody Engineering, Jilin Medical University, Jilin 132013, China.
Huiyan WangJilin Collaborative Innovation Center for Antibody Engineering, Jilin Medical University, Jilin 132013, China.

Funding

Department of Science and Technology of Jilin Province 20240404022ZP
6 · The paper itself

Abstract

Renal fibrosis (RF) represents a major pathological outcome of chronic kidney disease, currently accompanied by extremely limited therapeutic strategies. To decipher key cellular and molecular drivers, we integrated single-cell and bulk transcriptomic profiles for comprehensive analysis. Based on the RF-related single-cell and bulk transcriptomic data, key cell subtypes were identified through Scissor analysis, custom signature matrix construction via CIBERSORTx, and Weighted Gene Co-Expression Network Analysis (WGCNA). Subsequently, key subtype-related biomarkers were identified through the expression analysis, and functional enrichment analysis for biomarkers was conducted to elucidate the potential mechanisms by which biomarkers regulate RF. Through comprehensive profiling, thick ascending limb (TAL) cells were predominant and displayed marked heterogeneity in renal fibrosis (RF), with cortical TAL (CTAL) and adaptive TAL (aTAL) identified as principal subtypes. A set of candidate biomarkers was identified. Quantitative polymerase chain reaction (qPCR) validation in mouse models confirmed aberrant expression of these biomarkers, with STAT1 and PARP8 upregulated and HS6ST2, PTGER3, and TMEM207 downregulated in RF. Furthermore, functional enrichment analyses indicated that these biomarkers were associated with pathways underlying metabolic reprogramming and immune perturbation. Our study implicates CTAL and aTAL as central cellular players in RF and identifies their associated biomarkers. These experimentally validated biomarkers provide novel targets and repurposing opportunities for RF therapeutic intervention.

Indexed as

adaptive thick ascending limb cellCIBERSORTxcortical thick ascending limb cellrenal fibrosisscissorsingle-cell RNA sequencing analysis

Identifiers

PMID41751477
PMCPMC12939945

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