# Integrative subtyping by bile acid metabolism identifies CLCA1/UGT2A3/ZG16 as markers of immune dysfunction and poor prognosis in colorectal cancer

**Authors:** Li Feng, Min Wang, Xin Li, Long Wu, DeXin Gu, Bin Zhang, Peng Zheng, Qifeng Yang, Ke Wang, Gang Mao

PMC · DOI: 10.3389/fonc.2025.1739534 · Frontiers in Oncology · 2026-01-12

## TL;DR

This study identifies three genes linked to bile acid metabolism that are associated with poor immune response and worse outcomes in colorectal cancer patients.

## Contribution

The study introduces CLCA1/UGT2A3/ZG16 as novel markers linking bile acid metabolism to immune dysfunction and prognosis in CRC.

## Key findings

- Patients with low bile acid metabolism had shorter survival and higher immune cell infiltration.
- CLCA1, UGT2A3, and ZG16 were downregulated in tumors and correlated with immune dysfunction.
- CLCA1 expression was significantly associated with better survival in CRC patients.

## Abstract

Colorectal cancer (CRC) is the primary driver of cancer-related death and illness across the world. Despite the full-scale shift of the treatment approach for some colorectal cancer patients due to the use of immune checkpoint inhibitors (ICIs), primary resistance still poses a huge challenge to clinicians. Bile acid metabolism is involved in the pathogenesis of CRC. However, its particular function in shaping the tumor immune microenvironment (TIME) and its effect on prognosis and immune treatment response remain unclear.

Based on the transcriptome and clinical data from The Cancer Genome Atlas-Colon Adenocarcinoma (TCGA-COAD) cohort, we performed unsupervised consensus clustering and classified patients into different molecular subtypes according to bile acid metabolism. We subsequently compared overall survival (OS), immune cell infiltration levels, and differentially expressed genes among the subtypes. In addition, protein–protein interaction (PPI) network and Cox proportional hazards regression were used to identify key hub genes. Finally, the expression of these crucial hub genes was validated in the Gene Expression Omnibus (GEO) cohort and independent clinical patients.

The bile-low group showed a significant reduction in OS time (p = 0.0049). The infiltration levels of CD8+ T cells (p < 0.05) and M1 macrophages (p < 0.01) were significantly higher in the bile-low group than in the bile-high group. We identified three key genes—CLCA1, UGT2A3, and ZG16—and found that they all were downregulated in tumor tissues across the TCGA-COAD and GEO datasets, as well as in independent clinical samples. Survival analysis showed that high CLCA1 expression was significantly associated with favorable overall survival (p < 0.001), whereas UGT2A3 (p = 0.23) and ZG16 (p = 0.17) did not reach statistical significance. The three hub genes were negatively correlated with the (TIDE) score (CLCA1: R = − 0.24, p < 0.001; UGT2A3: R = − 0.15, p = 0.0022; ZG16: R = − 0.14, p = 0.0039).

Our findings suggest that bile acid metabolism could shape the TIME via key genes CLCA1, UGT2A3, and ZG16, and subsequently modify CRC prognosis and immunotherapy responses. These genes may serve as potential prognostic indicators and mechanistic mediators linking bile acid metabolism to T-cell dysfunction, offering insights for future combination strategies targeting the metabolism–barrier–immunity axis.

## Linked entities

- **Genes:** CLCA1 (chloride channel accessory 1) [NCBI Gene 1179], UGT2A3 (UDP glucuronosyltransferase family 2 member A3) [NCBI Gene 79799], ZG16 (zymogen granule protein 16) [NCBI Gene 653808]
- **Diseases:** colorectal cancer (MONDO:0005575)

## Full-text entities

- **Genes:** CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, ZG16 (zymogen granule protein 16) [NCBI Gene 653808] {aka JCLN, JCLN1, ZG16A}, CLCA1 (chloride channel accessory 1) [NCBI Gene 1179] {aka CACC, CACC1, CLCRG1, CaCC-1, GOB5, hCLCA1}, UGT2A3 (UDP glucuronosyltransferase family 2 member A3) [NCBI Gene 79799]
- **Diseases:** Colon Adenocarcinoma (MESH:D003110), T-cell dysfunction (MESH:C536780), Cancer (MESH:D009369), death (MESH:D003643), immune dysfunction (MESH:D007154), CRC (MESH:D015179)
- **Chemicals:** Bile acid (MESH:D001647)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12832251/full.md

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12832251/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC12832251/full.md

---
Source: https://tomesphere.com/paper/PMC12832251