# Anti-oncogenic and immunological functions of ATP23 in CMS4 colon adenocarcinoma based on a machine learning computational framework

**Authors:** Yafei Yin, Huimin Zhang, Shuai Li, Ruru Gu, Jian Wang, Zhen Zhang, Juntao Sun

PMC · DOI: 10.7717/peerj.20838 · PeerJ · 2026-02-20

## TL;DR

This study explores how ATP23 expression affects survival and immune response in colon cancer, particularly in the CMS4 subtype.

## Contribution

The study identifies ATP23 as a potential prognostic marker and explores its role in immune evasion in CMS4 colon adenocarcinoma.

## Key findings

- ATP23 expression is significantly lower in CMS4 colon tumor tissues.
- Higher ATP23 levels correlate with improved survival in colon cancer patients.
- Reduced ATP23 may impair T cell function and create an immunosuppressive environment.

## Abstract

Consensus Molecular Subtype (CMS) 4 and BRAF mutations are poor prognostic indicators for colon adenocarcinoma (COAD). Although the prevalence of BRAF-mutated COAD is higher in the CMS1 subtype, we have identified certain cases of CMS4 subtypes in patients with BRAF mutations. However, there is currently a lack of research exploring whether this particular type of COAD exhibits a worse prognosis and unraveling its underlying mechanism.

This retrospective study analyzed the transcriptome profiles and clinical parameters of COAD patients from six public datasets. Kaplan–Meier plots and bioinformatics methods predicted the correlation between ATP23 expression and patient survival. We compared enriched pathways, genomic mutations, immune cell infiltration, copy number alterations, cell–cell communication, and TIDE scores between ATP23-high and ATP23-low groups. Furthermore, in vitro experiments verified the potential roles of ATP23 in COAD.

The expression of ATP23 was significantly lower in tumor tissues, particularly in the CMS4 subtype. No significant correlation was observed between ATP23 expression and clinical characteristics or molecular mutations in COAD. Higher ATP23 levels were associated with improved survival rates in COAD patients. In vitro experiments indicated that ATP23 inhibits the proliferation, migration, and invasion capabilities of COAD cells. Moreover, decreased ATP23 expression may impair oxidative phosphorylation in T cells, contributing to the formation of an immune-evasive microenvironment, and potentially leading to reduced efficacy of both immunotherapy and conventional chemotherapy.

ATP23 is a potential prognostic marker for COAD patients. Reduced ATP23 expression may inhibit oxidative phosphorylation in T cells and contribute to the formation of an immunosuppressive microenvironment.

## Linked entities

- **Genes:** ATP23 (ATP23 metallopeptidase and ATP synthase assembly factor homolog) [NCBI Gene 91419], BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673]
- **Diseases:** colon adenocarcinoma (MONDO:0002271), COAD (MONDO:0002271)

## Full-text entities

- **Genes:** IL12B (interleukin 12B) [NCBI Gene 3593] {aka CLMF, CLMF2, IL-12B, IMD28, IMD29, NKSF}, ATP23 (ATP23 metallopeptidase and ATP synthase assembly factor homolog) [NCBI Gene 91419] {aka KUB3, XRCC6BP1}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, IL15 (interleukin 15) [NCBI Gene 3600] {aka IL-15}, BLNK (B cell linker) [NCBI Gene 29760] {aka AGM4, BASH, BLNK-S, LY57, SLP-65, SLP65}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, VIM (vimentin) [NCBI Gene 7431], CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, ATP23 (putative metalloprotease) [NCBI Gene 855754], ATP6 (F1F0 ATP synthase subunit a) [NCBI Gene 854601] {aka OLI2, OLI4, PHO1}, MS4A12 (membrane spanning 4-domains A12) [NCBI Gene 54860] {aka Ms4a10}, CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, ZG16 (zymogen granule protein 16) [NCBI Gene 653808] {aka JCLN, JCLN1, ZG16A}, HMGCS2 (3-hydroxy-3-methylglutaryl-CoA synthase 2) [NCBI Gene 3158], CD70 (CD70 molecule) [NCBI Gene 970] {aka CD27-L, CD27L, CD27LG, LPFS3, TNFSF7, TNLG8A}, BTLA (B and T lymphocyte associated) [NCBI Gene 151888] {aka BTLA1, CD272}, CDH2 (cadherin 2) [NCBI Gene 1000] {aka ACOGS, ADHD8, ARVD14, CD325, CDHN, CDw325}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}
- **Diseases:** tumorigenesis (MESH:D063646), CMS (MESH:C535673), COAD (MESH:D003110), mitochondrial dysfunction (MESH:D028361), cancer (MESH:D009369), TNM (MESH:D008207), metastasis (MESH:D009362), CRC (MESH:D015179), T (MESH:D001260), immune dysfunction (MESH:D007154), toxicity (MESH:D064420)
- **Chemicals:** MitoSOX Red (MESH:C000597839), CCK-8 (MESH:D012844), 5-FU (MESH:D005472), sodium dodecyl sulfate (MESH:D012967), oxaliplatin (MESH:D000077150), platinum (MESH:D010984), oe (MESH:C108709), CO2 (MESH:D002245), ATP (MESH:D000255), CMXRos (MESH:C107472), dabrafenib (MESH:C561627), paraformaldehyde (MESH:C003043), PLX-4720 (MESH:C528407), polyvinylidene fluoride (MESH:C024865), PBS (MESH:D007854), Tween 20 (MESH:D011136), reactive oxygen species (MESH:D017382), MitoSOX (MESH:C521281), crystal violet (MESH:D005840), superoxide (MESH:D013481), Hoechst (-), Cisplatin (MESH:D002945), JC-1 (MESH:C068624), TCA (MESH:D014238)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Moloney murine leukemia virus (no rank) [taxon 11801], Saccharomyces cf. cerevisiae (species) [taxon 2069377], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** V600E, S0061S, T1121G
- **Cell lines:** HCT116 — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_0291), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), HT29 — Homo sapiens (Human), Colon adenocarcinoma, Cancer cell line (CVCL_0320)

## Full text

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## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12927601/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC12927601/full.md

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Source: https://tomesphere.com/paper/PMC12927601