# SWI/SNF-associated molecular subtypes reshape tumor microenvironmental features and inform precision therapeutic strategies in bladder cancer

**Authors:** Tiezheng Qi, Wenqi Yang, Rongxin Liu, Dingshan Deng, Xianghu Liu

PMC · DOI: 10.3389/fcimb.2026.1774929 · Frontiers in Cellular and Infection Microbiology · 2026-02-18

## TL;DR

This study identifies SWI/SNF molecular subtypes in bladder cancer that influence immune features and treatment response, offering a new tool for precision therapy.

## Contribution

A novel SWI_SNF_Score is developed to stratify bladder cancer patients based on molecular and immune profiles for improved treatment prediction.

## Key findings

- Two SWI/SNF-associated subtypes were identified with distinct molecular and immune features.
- High SWI_SNF_Score correlates with poor prognosis and immune activation, while low scores indicate better survival and luminal features.
- The score accurately predicts treatment responses and was validated in multiple independent cohorts.

## Abstract

Bladder cancer (BLCA) is a malignant tumor characterized by pronounced molecular and immunological heterogeneity. Despite continuous advances in immunotherapy and targeted treatment, clinical outcomes vary substantially, and effective molecular stratification and predictive biomarkers remain lacking. The SWI/SNF chromatin-remodeling complex regulates chromatin accessibility and gene transcription through ATP-dependent mechanisms and frequently harbors mutations across multiple cancer types. However, whether SWI/SNF-related molecular patterns can be leveraged for clinically meaningful stratification and therapeutic prediction in BLCA remains unclear.

We integrated the TCGA-BLCA dataset, the IMvigor210 immunotherapy cohort, GEO datasets, and an independently sequenced Xiangya RNA cohort to comprehensively analyze SWI/SNF-related genes. Unsupervised clustering was applied to construct SWI/SNF molecular subtypes, and a quantitative scoring system, SWI_SNF_Score, was established based on differentially expressed and prognostically relevant genes. Using transcriptomic profiling across multiple cohorts and bioinformatics approaches, we assessed the relationships between SWI_SNF_Score, molecular subtypes, clinical outcomes, characteristics of the tumor immune microenvironment, and therapeutic responses, followed by validation in independent cohorts.

Two distinct SWI/SNF-associated molecular subtypes were identified across integrated transcriptomic datasets. Based on differentially expressed genes, we constructed the SWI_SNF_Score to quantitatively represent SWI/SNF-related molecular and immune features in BLCA. A high SWI_SNF_Score was significantly associated with the basal subtype, enhanced stromal and immune activation, frequent RB1/TP53 co-mutations, and unfavorable prognosis. In contrast, a low SWI_SNF_Score displayed luminal differentiation features, enrichment of FGFR3/KDM6A mutations, and favorable survival outcomes. The SWI_SNF_Score accurately predicted classical molecular subtypes, TME phenotypes, and multiple treatment sensitivities and was independently validated in both the Xiangya and IMvigor210 immunotherapy cohorts. Notably, the score exhibited distinct predictive value across different immune phenotypes, enabling more precise stratification of potentially responsive populations.

The SWI_SNF_Score enables quantitative evaluation of molecular and immune heterogeneity in bladder cancer and provides a clinically relevant framework for prognostic stratification and immunotherapy response prediction.

## Linked entities

- **Genes:** swi/snf (SWI/SNF protein) [NCBI Gene 778936], RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925], TP53 (tumor protein p53) [NCBI Gene 7157], FGFR3 (fibroblast growth factor receptor 3) [NCBI Gene 2261], KDM6A (lysine demethylase 6A) [NCBI Gene 7403]
- **Diseases:** bladder cancer (MONDO:0004986), BLCA (MONDO:0005611)

## Full-text entities

- **Genes:** CTHRC1 (collagen triple helix repeat containing 1) [NCBI Gene 115908], TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, POSTN (periostin) [NCBI Gene 10631] {aka OSF-2, OSF2, PDLPOSTN, PN}, FGFR2 (fibroblast growth factor receptor 2) [NCBI Gene 2263] {aka BBDS, BEK, BFR-1, CD332, CEK3, CFD1}, CDKN2A (cyclin dependent kinase inhibitor 2A) [NCBI Gene 1029] {aka ARF, CAI2, CDK4I, CDKN2, CMM2, INK4}, SMARCA2 (SWI/SNF related BAF chromatin remodeling complex subunit ATPase 2) [NCBI Gene 6595] {aka BAF190, BIS, BRM, NCBRS, SAMRCA2, SNF2}, ARID1A (AT-rich interaction domain 1A) [NCBI Gene 8289] {aka B120, BAF250, BAF250a, BM029, C1orf4, CSS2}, FGFR3 (fibroblast growth factor receptor 3) [NCBI Gene 2261] {aka ACH, CD333, CEK2, HSFGFR3EX, JTK4}, LGALS3 (galectin 3) [NCBI Gene 3958] {aka CBP35, GAL3, GALBP, GALIG, L31, LGALS2}, VTCN1 (V-set domain containing T cell activation inhibitor 1) [NCBI Gene 79679] {aka B7-H4, B7H4, B7S1, B7X, B7h.5, PRO1291}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, ADAMTS2 (ADAM metallopeptidase with thrombospondin type 1 motif 2) [NCBI Gene 9509] {aka ADAM-TS2, ADAMTS-2, ADAMTS-3, EDSDERMS, NPI, PC I-NP}, FAP (fibroblast activation protein alpha) [NCBI Gene 2191] {aka DPPIV, FAPA, FAPalpha, SIMP}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, SMARCB1 (SWI/SNF related BAF chromatin remodeling complex subunit B1) [NCBI Gene 6598] {aka BAF47, CSS3, INI-1, INI1, MRD15, PPP1R144}, PSMB10 (proteasome 20S subunit beta 10) [NCBI Gene 5699] {aka IMD121, LMP10, MECL1, PRAAS5, beta2i}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, KDM6A (lysine demethylase 6A) [NCBI Gene 7403] {aka KABUK2, UTX, bA386N14.2}, ERCC2 (ERCC excision repair 2, TFIIH core complex helicase subunit) [NCBI Gene 2068] {aka COFS2, CXPD, EM9, TFIIH, TTD, TTD1}, RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925] {aka OSRC, PPP1R130, RB, p105-Rb, p110-RB1, pRb}, COX8A (cytochrome c oxidase subunit 8A) [NCBI Gene 1351] {aka COX, COX8, COX8-2, COX8L, MC4DN15, VIII}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, COL6A2 (collagen type VI alpha 2 chain) [NCBI Gene 1292] {aka BTHLM1, BTHLM1B, PP3610, UCMD1, UCMD1B}, CSF1R (colony stimulating factor 1 receptor) [NCBI Gene 1436] {aka BANDDOS, C-FMS, CD115, CSF-1R, CSFR, FIM2}, SMARCA4 (SWI/SNF related BAF chromatin remodeling complex subunit ATPase 4) [NCBI Gene 6597] {aka BAF190, BAF190A, BRG1, CSS4, MRD16, OTSC12}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, CD46 (CD46 molecule) [NCBI Gene 4179] {aka AHUS2, MCP, MIC10, TLX, TRA2.10}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, CDKN2B (cyclin dependent kinase inhibitor 2B) [NCBI Gene 1030] {aka CDK4I, INK4B, MTS2, P15, TP15, p15INK4b}, DCAF5 (DDB1 and CUL4 associated factor 5) [NCBI Gene 8816] {aka BCRG2, BCRP2, D14S1461E, WDR22}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}
- **Diseases:** carcinogenesis (MESH:D063646), cancers (MESH:D009369), SD (MESH:D012735), T cell inflammation (MESH:D007249), PD (MESH:D010300), BLCA (MESH:D001749), PR (MESH:D008151), immune dysfunction (MESH:D007154), T (MESH:D001260), MIBC (MESH:D000093284), urinary tract carcinoma (MESH:D014571)
- **Chemicals:** Sunitinib (MESH:D000077210), atezolizumab (MESH:C000594389), Trastuzumab (MESH:D000068878), ATP (MESH:D000255), fatty acid (MESH:D005227), cisplatin (MESH:D002945), erdafitinib (MESH:C000604580), IMvigor210 (-)
- **Species:** Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12957257/full.md

## References

52 references — full list in the complete paper: https://tomesphere.com/paper/PMC12957257/full.md

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Source: https://tomesphere.com/paper/PMC12957257