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

**Authors:** Hengping Wang, Yuan Zhang, Jiale Li, Ying Fu, Huiyan Wang

PMC · DOI: 10.3390/cimb48020215 · 2026-02-16

## TL;DR

This study identifies key cell types and biomarkers in kidney fibrosis using advanced data analysis, offering new therapeutic targets.

## Contribution

The study introduces experimentally validated biomarkers and reveals functional heterogeneity of CTAL/aTAL cells in renal fibrosis.

## Key findings

- CTAL and aTAL cells are central in renal fibrosis with significant heterogeneity.
- Biomarkers like STAT1 and PARP8 are upregulated, while HS6ST2, PTGER3, and TMEM207 are downregulated in RF.
- Biomarkers are linked to metabolic and immune pathways, suggesting new therapeutic opportunities.

## 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.

## Linked entities

- **Genes:** STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772], PARP8 (poly(ADP-ribose) polymerase family member 8) [NCBI Gene 79668], HS6ST2 (heparan sulfate 6-O-sulfotransferase 2) [NCBI Gene 90161], PTGER3 (prostaglandin E receptor 3) [NCBI Gene 5733], TMEM207 (transmembrane protein 207) [NCBI Gene 131920]
- **Diseases:** renal fibrosis (MONDO:0000494), chronic kidney disease (MONDO:0005300)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Stat1 (signal transducer and activator of transcription 1) [NCBI Gene 20846] {aka 2010005J02Rik}, Parp1 (poly (ADP-ribose) polymerase family, member 1) [NCBI Gene 11545] {aka 5830444G22Rik, ARTD1, Adprp, Adprt1, PARP, PPOL}, Tmem207 (transmembrane protein 207) [NCBI Gene 100043057] {aka Gm540}, Ptger3 (prostaglandin E receptor 3 (subtype EP3)) [NCBI Gene 19218] {aka EP3, Pgerep3, Ptgerep3}, Rps16 (ribosomal protein S16) [NCBI Gene 20055], Hs6st2 (heparan sulfate 6-O-sulfotransferase 2) [NCBI Gene 50786] {aka 6OST2}, Parp8 (poly (ADP-ribose) polymerase family, member 8) [NCBI Gene 52552] {aka 2810430O08Rik, ARTD16, D13Ertd275e}
- **Diseases:** CKD (MESH:D051436), graft-versus-host disease (MESH:D006086), atrophy (MESH:D001284), diabetes (MESH:D003920), renal pathological (MESH:D002114), injury to (MESH:D014947), inflammation (MESH:D007249), Fibrosis (MESH:D005355), lupus (MESH:D008180), ischemia (MESH:D007511), osteoarthritis (MESH:D010003), induced chronic (MESH:D056487), acute kidney injury (MESH:D058186), autoimmune diseases (MESH:D001327), FA (MESH:D005494), bleeding (MESH:D006470), CAD (MESH:D000092122), CTAL (MESH:D000094625), urinary tract obstruction (MESH:D014552), infections (MESH:D007239), end-stage renal disease (MESH:D007676), immune (MESH:D007154), acute tubular injury (MESH:D001930), glomerulosclerosis (MESH:D005921), tumor metastasis (MESH:D009362), aTAL (MESH:D018489), immune dysregulation (OMIM:614878), necrosis (MESH:D009336), UUO (MESH:D014517), ATL (MESH:D013851), abnormalities in kidney structure or function (MESH:D007674)
- **Chemicals:** Amcinonide (MESH:C012716), epigallocatechin gallate (MESH:C045651), paraffin (MESH:D010232), TRIzol (MESH:C411644), Water (MESH:D014867), propanoate (MESH:D011422), zidovudine (MESH:D015215), hematoxylin (MESH:D006416), CTAL (-), H&amp;E (MESH:D006371), periodic acid (MESH:D010504), FA (MESH:D005492), eosin (MESH:D004801), hydrogen (MESH:D006859)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** TAL — Rattus norvegicus (Rat), Spontaneously immortalized cell line (CVCL_0G07)

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12939945/full.md

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Source: https://tomesphere.com/paper/PMC12939945