# A multi-dimensional omics framework identifies GPR35 as a driver of M2 macrophage activation and poor prognosis in colorectal cancer

**Authors:** Shen Guan, Liangchen Zhu, Yue Tian, Hong Chen, Yiqing Jiang, Chenshen Huang, Yuanying Shi, Dajia Lin

PMC · DOI: 10.3389/fimmu.2026.1783260 · Frontiers in Immunology · 2026-02-18

## TL;DR

This study identifies GPR35 as a key driver of immune evasion in colorectal cancer, linking it to poor prognosis and resistance to immunotherapy.

## Contribution

The novel contribution is identifying GPR35 as a cancer cell-intrinsic driver of M2 macrophage activation and immune evasion in colorectal cancer.

## Key findings

- GPR35 is a master regulator in a gene network associated with M2 macrophage activation in the tumor microenvironment.
- High GPR35 expression correlates with poor prognosis and resistance to immunotherapy in colorectal cancer.
- GPR35 knockdown reduces CRC cell proliferation, migration, and invasion, and alters immune cell recruitment.

## Abstract

Colorectal cancer (CRC) remains a leading cause of global cancer mortality, with therapeutic outcomes heavily reliant on the tumor microenvironment (TME). While immunotherapy has revolutionized treatment for distinct subsets, the mechanisms driving immune evasion in the majority of patients remain elusive.

In this study, we constructed a comprehensive single-cell atlas of the CRC TME by integrating multi-cohort scRNA-seq data.

Through non-negative matrix factorization (NMF), we identified nine intratumoral heterogeneity meta-programs (MPs), among which MP8 was robustly linked to M2 macrophage activation. High-dimensional WGCNA further pinpointed GPR35 as a master regulator within the MP8-associated gene network. Clinical analysis across four independent cohorts validated GPR35 as a significant predictor of poor prognosis. Functionally, GPR35 knockdown in vitro markedly impaired CRC cell proliferation, migration, and invasion. Mechanistically, high GPR35 expression orchestrated an immune-excluded microenvironment characterized by diminished cytotoxic T cell and NK cell recruitment, yet paradoxically elevated immune checkpoint expression. Furthermore, GPR35 expression was negatively correlated with eight established immunotherapy response signatures and associated with aggressive mutational landscapes.

Collectively, our findings identify GPR35 as a novel cancer cell-intrinsic driver of immune evasion and immunotherapy resistance, positioning it as a promising therapeutic target to sensitize "cold" CRC tumors to immune checkpoint blockade.

## Linked entities

- **Genes:** GPR35 (G protein-coupled receptor 35) [NCBI Gene 2859]
- **Diseases:** colorectal cancer (MONDO:0005575)

## Full-text entities

- **Genes:** KCNH8 (potassium voltage-gated channel subfamily H member 8) [NCBI Gene 131096] {aka ELK, ELK1, Kv12.1, elk3, hElk-1}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, CXCL9 (C-X-C motif chemokine ligand 9) [NCBI Gene 4283] {aka CMK, Humig, MIG, SCYB9, crg-10}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, KMT2D (lysine methyltransferase 2D) [NCBI Gene 8085] {aka AAD10, ALR, BCAHH, CAGL114, KABUK1, KMS}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, ARRB1 (arrestin beta 1) [NCBI Gene 408] {aka ARB1, ARR1}, UNC5B (unc-5 netrin receptor B) [NCBI Gene 219699] {aka UNC5H2, p53RDL1}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, APBB1 (amyloid beta precursor protein binding family B member 1) [NCBI Gene 322] {aka FE65, MGC:9072, RIR}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, 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}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, GPR35 (G protein-coupled receptor 35) [NCBI Gene 2859]
- **Diseases:** MSS (MESH:D053842), Cancer (MESH:D009369), CRC (MESH:D015179), tumorigenic (MESH:D002471), inflammation (MESH:D007249)
- **Chemicals:** CYT (MESH:D003520), serotonin (MESH:D012701), tryptophan (MESH:D014364), EdU (MESH:C022811), CO2 (MESH:D002245), streptomycin (MESH:D013307), kynurenic acid (MESH:D007736), penicillin (MESH:D010406), 5-HIAA (MESH:D006897), DMEM (-)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** LOVO — Homo sapiens (Human), Colon adenocarcinoma, Cancer cell line (CVCL_0399), RKO — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_0504)

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12957154/full.md

## References

44 references — full list in the complete paper: https://tomesphere.com/paper/PMC12957154/full.md

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Source: https://tomesphere.com/paper/PMC12957154