Fibroblast-associated CTHRC1 as a key indicator of recurrence risk in prostate cancer

Prostate adenocarcinoma (PRAD) has substantial recurrence after primary treatment, and reliable prediction is clinically needed. We integrated clinical, genomic, and transcriptomic data to identify recurrence-associated genes, characterize their tumor microenvironmental context, and develop a prognostic model. Gene expression and clinical data were obtained from TCGA (training; n = 145) and the GEO dataset GSE54460 (validation; n = 106). Single-cell RNA-seq data were analyzed to resolve gene expression across cell types. Immune infiltration was estimated using ssGSEA and the ESTIMATE algorithm, and cell–cell communication was assessed with CellChat. Recurrence-associated genes were identified by univariate Cox regression, and a LASSO Cox model was used to construct and externally validate the risk score. Pathological T stage, N stage, Gleason score, and TP53 mutation were linked to higher recurrence risk. We identified six risk genes (AMH, CRYBA2, CTHRC1, EFNA2, BMP6, ARHGDIG) and two protective genes (CKMT2, IP6K3) and built a risk-score model that discriminated against PFS in the training and validation cohorts. Single-cell analysis localized CTHRC1 predominantly to a fibroblast subpopulation characterized by upregulated midkine (MDK) signaling and extensive intercellular communication. Drug–gene correlation screening nominated decitabine, tegafur, calusterone, EMD-1204831, and ARQ-680; expression of several risk genes positively correlated with CTLA4, suggesting testable sensitivity to checkpoint blockade. Clinical variables together with transcriptomic features—particularly a CTHRC1-high fibroblast program—associate with PRAD recurrence. The externally validated risk score and the stromal context of CTHRC1/MDK provide testable avenues for prognosis and therapeutic exploration.

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Publication Details

Journal
World Journal of Surgical Oncology
Published
2026-03-14
DOI
https://doi.org/10.1186/s12957-026-04293-8
Primary Topic
Ferroptosis and cancer prognosis
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article
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article

Fibroblast-associated CTHRC1 as a key indicator of recurrence risk in prostate cancer

Keruo Wang, Fangfang Zhan, Shida Duan, Gaoteng Lin et al.
World Journal of Surgical Oncology
Ferroptosis and cancer prognosis
article

Fibroblast-associated CTHRC1 as a key indicator of recurrence risk in prostate cancer

Keruo Wang, Fangfang Zhan, Shida Duan, Gaoteng Lin, Dan Yu, Yuan Shao, Xiaoyi Zhao, KeFei Duan, Yuan Ma, Xinghang Wang, Zihao Liu, Wenyue Yu
article en

Abstract

Prostate adenocarcinoma (PRAD) has substantial recurrence after primary treatment, and reliable prediction is clinically needed. We integrated clinical, genomic, and transcriptomic data to identify recurrence-associated genes, characterize their tumor microenvironmental context, and develop a prognostic model. Gene expression and clinical data were obtained from TCGA (training; n = 145) and the GEO dataset GSE54460 (validation; n = 106). Single-cell RNA-seq data were analyzed to resolve gene expression across cell types. Immune infiltration was estimated using ssGSEA and the ESTIMATE algorithm, and cell–cell communication was assessed with CellChat. Recurrence-associated genes were identified by univariate Cox regression, and a LASSO Cox model was used to construct and externally validate the risk score. Pathological T stage, N stage, Gleason score, and TP53 mutation were linked to higher recurrence risk. We identified six risk genes (AMH, CRYBA2, CTHRC1, EFNA2, BMP6, ARHGDIG) and two protective genes (CKMT2, IP6K3) and built a risk-score model that discriminated against PFS in the training and validation cohorts. Single-cell analysis localized CTHRC1 predominantly to a fibroblast subpopulation characterized by upregulated midkine (MDK) signaling and extensive intercellular communication. Drug–gene correlation screening nominated decitabine, tegafur, calusterone, EMD-1204831, and ARQ-680; expression of several risk genes positively correlated with CTLA4, suggesting testable sensitivity to checkpoint blockade. Clinical variables together with transcriptomic features—particularly a CTHRC1-high fibroblast program—associate with PRAD recurrence. The externally validated risk score and the stromal context of CTHRC1/MDK provide testable avenues for prognosis and therapeutic exploration.

World Journal of Surgical Oncology
Fujian Medical University (CN), Henan University (CN), Shanxi Medical University (CN), Chifeng University (CN), Peking University (CN), Beijing Jishuitan Hospital (CN), General Hospital of Guangzhou Military Command (CN), Southern Command Hospital (IN), Beijing Anzhen Hospital (CN), First Affiliated Hospital of Fujian Medical University (CN), First Hospital of Shanxi Medical University (CN), Second Hospital of Tianjin Medical University (CN), First Affiliated Hospital of Jinan University (CN), Tianjin Medical University (CN), Southern Medical University (CN)
Reduced inequalities
Openalex Percentile: Top 22%
Ferroptosis and cancer prognosis
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