# Prognosis of cholangiocarcinoma patients based on multiple patterns of programmed cell death, integrated analysis of the immune microenvironment and drug sensitivity

**Authors:** Yupeng Xu, Jian Sun, Xin Yan, Zhenliao Mao, Yiming Chen

PMC · DOI: 10.3389/fgene.2025.1457204 · Frontiers in Genetics · 2025-05-14

## TL;DR

This study identifies a risk score based on programmed cell death patterns in cholangiocarcinoma that predicts prognosis, immune environment, and drug response.

## Contribution

A novel PCD-associated Risk Score is developed to predict CHOL prognosis and treatment response.

## Key findings

- 111 PCD-related genes, including NCK2, BNIP3, and BIK, were identified and used to construct a prognostic risk score.
- High-risk patients showed increased immune cell infiltration and higher immune checkpoint expression, suggesting better immunotherapy response.
- The risk score correlates with drug sensitivity to chemotherapeutic and targeted agents.

## Abstract

Cholangiocarcinoma (CHOL) is a highly malignant bile duct cancer with a poor prognosis and rising incidence. Programmed cell death (PCD) plays a crucial role in cancer biology, influencing tumor immunity and treatment response. This study analyzes the impact of multiple PCD patterns on CHOL prognosis, tumor microenvironment (TME) and drug sensitivity.

RNA sequencing data from TCGA-CHOL and GSE107943 were analyzed to identify PCD-related genes. A PCD-associated Risk Score was constructed using Cox and Lasso regression analyses. The score’s prognostic value was assessed through survival analysis, ROC curves, and functional annotation.

We identified 111 differentially expressed PCD-related genes, including NCK2, BNIP3 and BIK, that constituted PCD-associated Risk Score and correlated with prognosis of CHOL. Functional analyses indicated enrichment in immune-related processes. High-risk patients showed increased immune cell infiltration and higher immune checkpoint expression, suggesting a benefit from immunotherapy. They also demonstrated greater sensitivity to several chemotherapeutic and targeted agents.

PCD-associated Risk Score is a robust prognostic tool for CHOL, influencing TME modulation and therapeutic response, and may guide personalized treatment strategies.

## Linked entities

- **Genes:** NCK2 (NCK adaptor protein 2) [NCBI Gene 8440], BNIP3 (BCL2 interacting protein 3) [NCBI Gene 664], BIK (BCL2 interacting killer) [NCBI Gene 638]
- **Diseases:** cholangiocarcinoma (MONDO:0019087)

## Full-text entities

- **Genes:** NCK2 (NCK adaptor protein 2) [NCBI Gene 8440] {aka GRB4, NCKbeta}, BIK (BCL2 interacting killer) [NCBI Gene 638] {aka BIP1, BP4, NBK}, BNIP3 (BCL2 interacting protein 3) [NCBI Gene 664] {aka HABON, NIP3}
- **Diseases:** CHOL (MESH:D018281), bile duct cancer (MESH:D001650), cancer (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12116470/full.md

## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12116470/full.md

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Source: https://tomesphere.com/paper/PMC12116470