Evidence mapPaperPMID 42216034Full record

ArticleCancer cell international2026

DNA damage response signature-based prognostic genes for intrahepatic cholangiocarcinoma: a combined analysis of machine learning and biological experiments.

Kai Lu, Hanqi Li, Yinying Wu, Xuyuan Dong, Danfeng Dong, Yangwei Fan, Enxiao Li, Liankang Sun, Yu Shi

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Article in Cancer cell international, 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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5 · Who and what money

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9 authors.

Kai Lu *Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Hanqi Li *Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Yinying WuDepartment of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Xuyuan DongDepartment of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Danfeng DongDepartment of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Yangwei FanDepartment of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Enxiao LiDepartment of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China.
Liankang SunDepartment of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China. sunliankang@xjtu.edu.cn.
Yu ShiDepartment of Medical Oncology, The First Affiliated Hospital of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, China. shiyu@xjtu.edu.cn.

Funding

Fundamental Research Funds for the Central Universities xzy012022103National Natural Science Foundation of China 82303663Natural Science Basic Research Program of Shaanxi 2022JQ-846Research Foundation of the First Affiliated Hospital of Xi'an Jiaotong University 2021QN-01,2022QN-15
6 · The paper itself

Abstract

backgroundIntrahepatic cholangiocarcinoma (ICC) is a highly aggressive subtype of primary liver cancer with insidious onset, early metastasis, and poor prognosis. DNA damage response (DDR) dysfunction is linked to ICC tumorigenesis, progression, and drug resistance. However, the detailed mechanisms remain underexplored.

methodsDDR activity was quantified by ssGSEA across 6 independent ICC cohorts. DDR risk model was analyzed using 10 machine learning algorithms to construct 101 combined models, and the optimal Lasso + RSF model was adopted by c-index. The core gene SFN was selected for experimental validation. Single‑cell RNA sequencing and spatial transcriptomics were used to explore cellular localization and tissue distribution of signature genes. In vitro assays were performed in ICC cell lines after SFN knockdown to assess cell proliferation and chemosensitivity.

resultsThe DDR risk model showed stable prognostic performance in training and external validation cohorts. High‑risk patients exhibited poor prognosis, immunosuppressive microenvironment and reduced sensitivity to multiple chemotherapeutic agents. SFN was specifically enriched in malignant cells. Knockdown of SFN significantly suppressed cell proliferation and colony formation, enhanced sensitivity to cisplatin and gemcitabine, and increased γ‑H2AX expression indicating elevated DNA double‑strand breaks.

conclusionsWe constructed a robust DDR‑based prognostic model for ICC that enables accurate risk stratification and prediction of therapeutic response. SFN serves as a critical driver of chemoresistance and a potential therapeutic target. These results offer novel biomarkers and mechanistic insights to facilitate precision medicine for ICC patients.

Indexed as

DNA damage responseExperimental validationIntrahepatic cholangiocarcinomaMachine learningPrognostic markers

Identifiers

PMID42216034
PMCPMC13430809

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