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ORIGINAL RESEARCH article

Front. Immunol.

Sec. Inflammation

This article is part of the Research TopicColorectal Cancer Immunotherapy and Immune MechanismsView all 20 articles

Unveiling the Immunometabolic Landscape of Colorectal Cancer through PANoptosis-Related Gene Expression

Provisionally accepted
Xiaoyu  HeXiaoyu He1Wenhao  WangWenhao Wang2Li  LiLi Li3Yiru  YinYiru Yin2Shunbin  DingShunbin Ding1*
  • 1People’s Hospital of Deyang City, Deyang, China
  • 2Shanxi Medical University, Taiyuan, Shanxi Province, China
  • 3Second Hospital of Shanxi Medical University, Taiyuan, Shanxi Province, China

The final, formatted version of the article will be published soon.

Background: Colorectal cancer (CRC) development and progression are linked to genetic factors, environmental influences, and dysregulated signaling pathways. Methods: The differentially expressed pan-apoptotic genes (CPAN_DEGs) between CRC and normal colon tissues were screened from bulk RNA-sequencing (RNA-Seq) datasets. The putative biological functions of these CPAN_DEGs were explored through functional enrichment analysis and the protein-protein interaction (PI) network. Unsupervised clustering was used to stratify patients on the basis of CPAN_DEGs, and a prognostic model was constructed using LASSO dimensionality reduction. Based on the CPAN-index score, the patients were divided into the high-risk and low-risk groups, and the survival rates and immunophenotypes were compared. The predictive performance of the CPAN-index model was confirmed in an external validation set. The expression patterns of PANoptosis genes across different cell types in CRC samples, and the distribution of CPAN-index-positive cells within each subpopulation were analyzed using single cell RNA-Seq (scRNA-Seq) datasets. The expression of CDKN2A was confirmed in CRC cell lines, and its functional role was evaluated by gene knockdown. Results: The expression levels of PANoptosis-related genes showed significant heterogeneity across CRC samples, and the highest percentage (87.4%) was that of apoptosis-related genes. The differentially expressed genes (DEGs) between the CRC and normal tissue samples were significantly enriched in pathways related to metabolism and immune regulation. The CPAN-index constructed using 11 CPAN_DEGs effectively distinguished CRC patients in to the high-risk and low-risk groups, and the high-risk group showed an "invasion-metabolism-immunosuppressive" phenotype, along with immune tolerance and non-classical immune escape. The CPAN-index gene CDKN2A was upregulated in the CRC cell lines, and knocking down the CDKN2A gene inhibited their proliferation and promoted apoptosis in vitro. ScRNA-Seq data revealed a higher proportion of CPAN-index-positive immune cells, and a lower proportion of tumor cells positive for CPAN-index, thus underscoring its critical role in the tumor immune microenvironment. Conclusions: CDKN2A-mediated PANoptosis signaling network drives CRC progression by reshaping the immune microenvironment and metabolic reprogramming. The CPAN-index provides a new tool for accurate risk stratification of CRC patients, and suggests potential therapeutic strategies targeting the immunometabolism-death interaction network.

Keywords: CDKN2A, colorectal cancer (CRC), immune microenvironment, PANoptosis, single-cell RNA sequencing

Received: 20 Apr 2025; Accepted: 12 Dec 2025.

Copyright: © 2025 He, Wang, Li, Yin and Ding. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Shunbin Ding

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