# Prognostic value and experimental validation of atherosclerosis-derived pathogenic genes in colorectal cancer

**Authors:** Yuqing Li, Jinhong Wei, Yuanyuan Xu, Zhenyu Wu, Saiqi He, Yuhang Zhu, Wen Ni, Di Zhang, Huiya Xu, Chuanjie Zhang, Aijun Zhou, Tong Shen, Jianming Li

PMC · DOI: 10.3389/fonc.2025.1728087 · Frontiers in Oncology · 2026-01-12

## TL;DR

This study identifies shared genetic factors between colorectal cancer and atherosclerosis, developing a risk model with six genes that could improve prognosis and understanding of both diseases.

## Contribution

The study introduces a novel CRC risk model based on six atherosclerosis-related genes, including three newly identified ones.

## Key findings

- A six-gene model (CDC25C, HMMR, KPNA2, PRR11, PALB2, TKT) was developed with reliable predictive performance for CRC prognosis.
- Low-risk CRC patients showed enrichment of activated immune cells, while high-risk patients exhibited resting mast cells and memory B cells.
- HMMR and PALB2 were confirmed to be overexpressed in CRC, and three AS-related genes were elevated in atherosclerosis lesions.

## Abstract

Colorectal cancer (CRC) and atherosclerosis (AS) share pathological phenotypes and clinical links, but their shared pathogenic mechanisms are unclear. This study aimed to identify shared genetic drivers, construct a CRC risk model using AS-related genes, and validate expression via multi-omics.

Transcriptomic data from The Cancer Genome Atlas and Gene Expression Omnibus were analyzed. Core gene modules associated with CRC and AS were screened using weighted gene co-expression network analysis and differentially expressed genes with significant expression differences between CRC tissues and normal tissues were identified through differential analysis. The intersection of these three sets of genes was taken to determine the overlapping genes. A prognostic model with 6 key genes (CDC25C, HMMR, KPNA2, PRR11, PALB2, and TKT) was built via univariate Cox and least absolute shrinkage and selection operator analyses. High/low-risk groups underwent Gene Set Enrichment Analysis (GSEA), immune infiltration, and immune checkpoint analyses. Multi-omics characterized gene expression/localization, validated by reverse transcription-quantitative polymerase chain reaction, Western blotting, and immunohistochemistry.

The model showed reliable predictive performance. Low-risk groups had enriched activated dendritic cells and follicular helper T cells; high-risk groups featured memory B cells and resting mast cells. Most genes overexpressed in lesions, except PRR11 (higher in normal tissues). Experiments confirmed HMMR/PALB2 overexpression in CRC and three AS genes elevated in AS lesions.

A CRC risk model based on 6 AS-related genes was developed, identifying 3 novel AS genes. It highlights shared genetic factors, offering prognostic biomarkers for both diseases and insights into their interconnected mechanisms.

## Linked entities

- **Genes:** CDC25C (cell division cycle 25C) [NCBI Gene 995], HMMR (hyaluronan mediated motility receptor) [NCBI Gene 3161], KPNA2 (karyopherin subunit alpha 2) [NCBI Gene 3838], PRR11 (proline rich 11) [NCBI Gene 55771], PALB2 (partner and localizer of BRCA2) [NCBI Gene 79728], TKT (transketolase) [NCBI Gene 7086]
- **Diseases:** colorectal cancer (MONDO:0005575), atherosclerosis (MONDO:0005311)

## Full-text entities

- **Genes:** TKT (transketolase) [NCBI Gene 7086] {aka HEL-S-48, HEL107, SDDHD, TK, TKT1}, KPNA2 (karyopherin subunit alpha 2) [NCBI Gene 3838] {aka IPOA1, PTAC58, QIP2, RCH1, SRP1-alpha, SRP1alpha}, CDC25C (cell division cycle 25C) [NCBI Gene 995] {aka CDC25, PPP1R60}, HMMR (hyaluronan mediated motility receptor) [NCBI Gene 3161] {aka CD168, IHABP, RHAMM}, PALB2 (partner and localizer of BRCA2) [NCBI Gene 79728] {aka BROVCA5, FANCN, PNCA3}, PRR11 (proline rich 11) [NCBI Gene 55771]
- **Diseases:** Cancer (MESH:D009369), CRC (MESH:D015179), AS (MESH:D050197)

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12832349/full.md

## References

48 references — full list in the complete paper: https://tomesphere.com/paper/PMC12832349/full.md

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Source: https://tomesphere.com/paper/PMC12832349