# Multi‐omic profiling defines three distinct molecular subtypes of urothelial carcinoma with implications for precision therapy

**Authors:** Nils C. H. van Creij, Piotr Tymoszuk, Florian Handle, Andreas Seeber, Teresa Sellemond, Agnieszka Martowicz, Eva Comperat, Hamed Wafa, Steffen Ormanns, Michael Günther, Walther Parson, Maxim Noeparast, Frédéric R. Santer, José Daniel Subiela, Petros Grivas, Roger Li, Zoran Culig, Renate Pichler

PMC · DOI: 10.1002/ctm2.70638 · 2026-03-10

## TL;DR

This study identifies three distinct molecular subtypes of urothelial carcinoma, each with unique biological features and potential treatment options, to improve precision therapy.

## Contribution

A novel molecular classification framework for urothelial carcinoma integrating transcriptomic and proteomic data across different cancer stages.

## Key findings

- Three molecular clusters were identified with distinct mRNA, protein, and biological signatures.
- Each cluster showed different prognostic outcomes and treatment vulnerabilities.
- In vitro models were developed for each cluster to support future therapeutic testing.

## Abstract

Urothelial carcinoma (UC) is a biologically heterogeneous disease, and current molecular classifications have limited integration into clinical decision‐making. To further pursue precision oncology efforts in UC, we developed a molecular classification framework applicable to transcriptomic and proteomic data from non–muscle‐invasive bladder cancer (NMIBC), muscle‐invasive bladder cancer (MIBC) and urothelial cancer cell lines.

Using a whole‐transcriptome self‐organised map and regularised semi‐supervised clustering of 4439 bulk NMIBC and MIBC transcriptomes and proteomes, and 33 UC cell lines, we identified three molecular UC clusters. Making use of both in silico and in vitro approaches, we selected promising treatment approaches for each cluster.

The three developed clusters displayed distinct signatures of mRNA, proteins, biological processes, metabolism and essential driver genes. They also differed in prognosis and machine learning‐predicted treatment vulnerabilities and resistance. High‐risk, stroma‐rich Cluster #1 cancers were predicted to respond to selected cytotoxic drugs, ferroptosis inducers and PARP inhibitors. For the aggressive, fast‐proliferating, immune‐infiltrated Cluster #2 tumours with basal/squamous differentiation, cytotoxic agents and EGFR/ERBB‐ and MEK/ERK‐targeting therapies were proposed. Cluster #3 cancers of predominantly luminal papillary phenotype with scarce stroma and immune infiltration were enriched with NMIBC and low‐risk malignancies. For patients with Cluster #3 tumours, selected epigenetic drugs or EGFR/FGFR inhibitors may represent attractive treatment options.

Our novel molecular taxonomy holds promise as a practical framework for patient risk stratification and clinical trials in UC. Our molecular classification scheme may facilitate personalised transcriptome‐ and proteome‐based risk assessment and clinical trial design for the development of various therapeutics.

We developed three UC clusters, applicable for MIBC and NMIBC, which were validated using transcriptomic- and proteomic datasets.Publically available UC cell lines were assigned to the clusters, to have in vitro models representing each cluster.The clusters differ in molecular and biological signatures, with distinct prognostic and therapeutic characteristics.

We developed three UC clusters, applicable for MIBC and NMIBC, which were validated using transcriptomic- and proteomic datasets.

Publically available UC cell lines were assigned to the clusters, to have in vitro models representing each cluster.

The clusters differ in molecular and biological signatures, with distinct prognostic and therapeutic characteristics.

We developed three UC clusters, applicable for MIBC and NMIBC, which were validated using transcriptomic- and proteomic datasets.Publically available UC cell lines were assigned to the clusters, to have in vitro models representing each cluster.The clusters differ in molecular and biological signatures, with distinct prognostic and therapeutic characteristics.
.

We developed three UC clusters, applicable for MIBC and NMIBC, which were validated using transcriptomic- and proteomic datasets.

Publically available UC cell lines were assigned to the clusters, to have in vitro models representing each cluster.

The clusters differ in molecular and biological signatures, with distinct prognostic and therapeutic characteristics.

## Linked entities

- **Diseases:** urothelial carcinoma (MONDO:0040679)

## Full-text entities

- **Genes:** MCL1 (MCL1 apoptosis regulator, BCL2 family member) [NCBI Gene 4170] {aka BCL2L3, EAT, MCL1-ES, MCL1L, MCL1S, Mcl-1}, IDH2 (isocitrate dehydrogenase (NADP(+)) 2) [NCBI Gene 3418] {aka D2HGA2, ICD-M, IDH, IDH-2, IDHM, IDP}, RNF130 (ring finger protein 130) [NCBI Gene 55819] {aka G1RP, G1RZFP, GOLIATH, GP}, DNMT1 (DNA methyltransferase 1) [NCBI Gene 1786] {aka ADCADN, AIM, CXXC9, DNMT, HSN1E, MCMT}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, SND1 (staphylococcal nuclease and tudor domain containing 1) [NCBI Gene 27044] {aka TDRD11, TSN, Tudor-SN, p100}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, COL6A2 (collagen type VI alpha 2 chain) [NCBI Gene 1292] {aka BTHLM1, BTHLM1B, PP3610, UCMD1, UCMD1B}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, FGFBP1 (fibroblast growth factor binding protein 1) [NCBI Gene 9982] {aka FGF-BP, FGF-BP1, FGFBP, FGFBP-1, HBP17}, PPARG (peroxisome proliferator activated receptor gamma) [NCBI Gene 5468] {aka CIMT1, FPLD3, GLM1, NR1C3, PPARG1, PPARG2}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, MMRN1 (multimerin 1) [NCBI Gene 22915] {aka ECM, EMILIN4, GPIa*, MMRN}, KLF5 (KLF transcription factor 5) [NCBI Gene 688] {aka BTEB2, CKLF, IKLF}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, PIK3CA (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha) [NCBI Gene 5290] {aka CCM4, CLAPO, CLOVE, CWS5, HMH, MCAP}, REG1A (regenerating family member 1 alpha) [NCBI Gene 5967] {aka ICRF, P19, PSP, PSPS, PSPS1, PTP}, MVK (mevalonate kinase) [NCBI Gene 4598] {aka LRBP, MK, MVLK, POROK3}, GPX4 (glutathione peroxidase 4) [NCBI Gene 2879] {aka GPx-4, GSHPx-4, MCSP, PHGPx, SMDS, snGPx}, FAS (Fas cell surface death receptor) [NCBI Gene 355] {aka ALPS1A, APO-1, APT1, CD95, FAS1, FASTM}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, HDAC9 (histone deacetylase 9) [NCBI Gene 9734] {aka HD7, HD7b, HD9, HDAC, HDAC7B, HDAC9B}, TACSTD2 (tumor associated calcium signal transducer 2) [NCBI Gene 4070] {aka EGP-1, EGP1, GA733-1, GA7331, GP50, M1S1}, HEMK2 (HemK methyltransferase 2, ETF1 glutamine and histone H4 lysine) [NCBI Gene 29104] {aka C21orf127, KMT9, MTQ2, N6AMT, N6AMT1, PRED28}, IFI44 (interferon induced protein 44) [NCBI Gene 10561] {aka MTAP44, TLDC5, p44}, MYH11 (myosin heavy chain 11) [NCBI Gene 4629] {aka AAT4, FAA4, SMHC, SMMHC, SMMS-1, VSCM2}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, SSH3 (slingshot protein phosphatase 3) [NCBI Gene 54961] {aka SSH3L}, ERBB3 (erb-b2 receptor tyrosine kinase 3) [NCBI Gene 2065] {aka ErbB-3, FERLK, HER3, LCCS2, MDA-BF-1, VSCN1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, FGFR1 (fibroblast growth factor receptor 1) [NCBI Gene 2260] {aka BFGFR, CD331, CEK, ECCL, FGFBR, FGFR-1}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, TOP1 (DNA topoisomerase I) [NCBI Gene 7150] {aka TOPI}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, CREBL2 (cAMP responsive element binding protein like 2) [NCBI Gene 1389], S100A1 (S100 calcium binding protein A1) [NCBI Gene 6271] {aka S100, S100-alpha, S100A}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, TCF3 (transcription factor 3) [NCBI Gene 6929] {aka AGM8, AGM8A, AGM8B, E2A, E47, ITF1}, TACC3 (transforming acidic coiled-coil containing protein 3) [NCBI Gene 10460] {aka ERIC-1, ERIC1, Tacc4, maskin}, YAP1 (Yes1 associated transcriptional regulator) [NCBI Gene 10413] {aka COB1, YAP, YAP-1, YAP2, YAP65, YKI}, KMT2D (lysine methyltransferase 2D) [NCBI Gene 8085] {aka AAD10, ALR, BCAHH, CAGL114, KABUK1, KMS}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, EGF (epidermal growth factor) [NCBI Gene 1950] {aka HOMG4, URG}, RHOA (ras homolog family member A) [NCBI Gene 387] {aka ARH12, ARHA, EDFAOB, RHO12, RHOH12}, FGFR3 (fibroblast growth factor receptor 3) [NCBI Gene 2261] {aka ACH, CD333, CEK2, HSFGFR3EX, JTK4}, STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}, ZHX2 (zinc fingers and homeoboxes 2) [NCBI Gene 22882] {aka AFR1, RAF}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, NECTIN4 (nectin cell adhesion molecule 4) [NCBI Gene 81607] {aka EDSS1, LNIR, PRR4, PVRL4, nectin-4}, COL11A2 (collagen type XI alpha 2 chain) [NCBI Gene 1302] {aka DFNA13, DFNB53, FBCG2, HKE5, OSMEDA, OSMEDB}, TXK (TXK tyrosine kinase) [NCBI Gene 7294] {aka BTKL, PSCTK5, PTK4, RLK, TKL}, MAP2K7 (mitogen-activated protein kinase kinase 7) [NCBI Gene 5609] {aka JNKK2, MAPKK7, MEK, MEK 7, MKK7, PRKMK7}, COL14A1 (collagen type XIV alpha 1 chain) [NCBI Gene 7373] {aka UND}, S100P (S100 calcium binding protein P) [NCBI Gene 6286] {aka MIG9}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, LYST (lysosomal trafficking regulator) [NCBI Gene 1130] {aka CHS, CHS1, Mauve}, PKM (pyruvate kinase M1/2) [NCBI Gene 5315] {aka CTHBP, HEL-S-30, OIP3, PK3, PKM2, TCB}, PGR (progesterone receptor) [NCBI Gene 5241] {aka NR3C3, PR}, TNFSF10 (TNF superfamily member 10) [NCBI Gene 8743] {aka APO2L, Apo-2L, CD253, TANCR, TL2, TNLG6A}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}
- **Diseases:** basal (MESH:D002280), basal/squamous tumours (MESH:D018307), luminal-papillary tumours (MESH:D002291), Bladder cancer (MESH:D001749), mammary carcinoma (MESH:D001943), lymph nodes (MESH:D000072717), mUC (MESH:C538445), MIBC (MESH:D000093284), cytotoxic (MESH:D064420), metastases (MESH:D009362), colon cancer (MESH:D015179), mycoplasma (MESH:D009175), UC (MESH:D014523), Death (MESH:D003643), squamous (MESH:D002294), hypoxic (MESH:D002534), BLCA cancer (MESH:D009369), luminal B (MESH:D006509), inflammatory (MESH:D007249), muscle invasive cancers (MESH:D019042)
- **Chemicals:** nivolumab (MESH:D000077594), Gemcitabine (MESH:D000093542), folate (MESH:D005492), 5-azacytidine (MESH:D001374), glucose (MESH:D005947), refametinib (MESH:C544830), DMSO (MESH:D004121), depatuxizumab (MESH:C000604456), CO2 (MESH:D002245), citric acid (MESH:D019343), erlotinib (MESH:D000069347), Afatinib (MESH:D000077716), Sacituzumab govitecan (MESH:C000608132), olaparib (MESH:C531550), lipid (MESH:D008055), dabrafenib (MESH:C561627), taxanes (MESH:D043823), Gefitinib (MESH:D000077156), pembrolizumab (MESH:C582435), amino acids (MESH:D000596), clofarabine (MESH:D000077866), selumetinib (MESH:C517975), fatty acid (MESH:D005227), cetuximab (MESH:D000068818), bile acid (MESH:D001647), Erdafitinib (MESH:C000604580), Cisplatin (MESH:D002945), BlGr (-), eicosanoid (MESH:D015777), chondroitin (MESH:D002807), vorinostat (MESH:D000077337), erastin (MESH:C477224), penicillin (MESH:D010406), ComBat (MESH:C041642), KS (MESH:D011188), Topotecan (MESH:D019772), lapatinib (MESH:D000077341), Neratinib (MESH:C487932), decitabine (MESH:D000077209), GlutaMAX (MESH:C054122), cholesterol (MESH:D002784), methotrexate (MESH:D008727), E (MESH:D004540), leucine (MESH:D007930), Tyr (MESH:D014443), EV (MESH:C000632577), trametinib (MESH:C560077), nucleotide (MESH:D009711), Cobimetinib (MESH:C574276), isoleucine (MESH:D007532), SN-38 (MESH:D000077146), vitamin E (MESH:D014810), vinblastine (MESH:D014747), streptomycin (MESH:D013307), lipid peroxides (MESH:D008054), AGI-6780 (MESH:C581155), chondroitin sulphate (MESH:D002809), keratan sulphate (MESH:D007632), platinum (MESH:D010984)
- **Species:** Homo sapiens (human, species) [taxon 9606], Bacillus sp. CG (species) [taxon 1196795]
- **Cell lines:** RT4 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_0036), UMUC13 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2746), T24 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_0554), UMUC1 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2743), SW780 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1728), 253JBV — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_7937), JMSU1 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2081), UMUC6 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2751), RT112 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1670), UMUC11 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2745), HT1376 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1292), 253J — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_7935), SW1710 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1721), BC3C — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1958), SCABER — Homo sapiens (Human), Bladder squamous cell carcinoma, Cancer cell line (CVCL_3599), 639V — Homo sapiens (Human), Ureter urothelial carcinoma, Cancer cell line (CVCL_1048), TCCSUP — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1738), KU1919 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1344), 647V — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1049), 5637 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_0126), KMBC2 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2977), VMCUB1 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1786), UMUC16 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2748), UMUC3 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_1783), SLR20 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_V606), UBLC1 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_2738), UMUC14 — Homo sapiens (Human), Renal pelvis carcinoma, Cancer cell line (CVCL_2747)

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12973134/full.md

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Source: https://tomesphere.com/paper/PMC12973134