# Integrative bulk and single-cell transcriptomics link EZH2 to immunosuppressive programs and tumor–Treg crosstalk in castration-resistant prostate cancer

**Authors:** Xing Xiong, Jianhu Xie, Ping Dai, Chao Cheng, Jiani Liu, Guixiao Huang

PMC · DOI: 10.3389/fimmu.2026.1725097 · 2026-02-03

## TL;DR

This study shows that high EZH2 levels in prostate cancer are linked to poor outcomes and immune suppression, especially involving Tregs, and that inhibiting EZH2 can alter immune-related genes.

## Contribution

The study integrates bulk and single-cell transcriptomics to reveal EZH2's role in immunosuppressive programs and tumor–Treg communication in CRPC.

## Key findings

- Higher EZH2 expression correlates with worse clinical outcomes and increased immunosuppressive signatures in CRPC.
- EZH2^high malignant cells show a proliferative state with reduced immune-related gene expression.
- Tazemetostat, an EZH2 inhibitor, upregulates immune-related genes like TIMP3, PLCG2, and SOCS3 in CRPC cells.

## Abstract

Enhancer of zeste homolog 2 (EZH2) is frequently upregulated in prostate cancer (PCa) and further increased in castration-resistant prostate cancer (CRPC), a lethal state characterized by profound immune dysfunction. However, EZH2-associated immune programs in bulk cohorts and their corresponding cell-type–specific features in single-cell RNA sequencing (scRNA-seq) data have not been systematically delineated in advanced PCa.

We integrated bulk RNA-seq and scRNA-seq to map EZH2-associated transcriptional and immune features in PCa. In bulk cohorts (TCGA-PRAD and an independent metastatic CRPC cohort), we quantified EZH2 expression, clinical outcomes, and immune-signature enrichment. Immune-modulated differentially expressed genes (IMDEGs) were defined by intersecting EZH2-associated differential expression with correlations to Treg/TAM-related signature scores, and were used for NMF-based immune subtyping and penalized Cox modeling with validation. In scRNA-seq cohorts (GSE264573 and an independent CRPC cohort), malignant epithelial cells were inferred by copy-number alteration profiles, EZH2^high versus EZH2^low malignant programs were characterized, T-cell subsets were quantified, and tumor–Treg communication was inferred using CellPhoneDB as hypothesis-generating predictions. For perturbation, the EZH2 inhibitor tazemetostat was evaluated in the CRPC-relevant C42 cell line with H3K27me3 readouts and transcriptomic profiling, with key changes validated by RT–qPCR.

Across bulk cohorts, higher EZH2 expression was associated with adverse clinical outcomes and increased enrichment of immunosuppressive signatures, including Treg- and TAM-related programs. IMDEG-based NMF subtyping identified patient groups with distinct immune states, and an IMDEG-derived risk score stratified prognosis. Single-cell profiling revealed elevated EZH2 in CRPC malignant cells and Tregs; EZH2^high malignant cells exhibited a proliferative transcriptional state accompanied by reduced expression of immune-related programs. Predicted tumor–Treg interaction patterns were stronger in CRPC and positively associated with EZH2 expression. In C42 cells, tazemetostat reduced H3K27me3 and induced coordinated transcriptional changes, including upregulation of immune- and inflammation-associated genes such as TIMP3, PLCG2, and SOCS3, validated by RT–qPCR.

This multi-layer integrative analysis suggests that EZH2 is associated with proliferative malignant states and immunosuppressive microenvironment features in advanced PCa, including Treg-linked crosstalk. Transcriptomic profiling following EZH2 inhibition supports modulation of these programs by EZH2-targeted perturbation, while functional and causal mechanisms warrant further investigation.

## Linked entities

- **Genes:** EZH2 (enhancer of zeste 2 polycomb repressive complex 2 subunit) [NCBI Gene 2146], TIMP3 (TIMP metallopeptidase inhibitor 3) [NCBI Gene 7078], PLCG2 (phospholipase C gamma 2) [NCBI Gene 5336], SOCS3 (suppressor of cytokine signaling 3) [NCBI Gene 9021]
- **Chemicals:** tazemetostat (PubChem CID 66558664)
- **Diseases:** prostate cancer (MONDO:0005159)

## Full-text entities

- **Genes:** CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, GZMH (granzyme H) [NCBI Gene 2999] {aka CCP-X, CGL-2, CSP-C, CTLA1, CTSGL2}, PECAM1 (platelet and endothelial cell adhesion molecule 1) [NCBI Gene 5175] {aka CD31, CD31/EndoCAM, GPIIA', PECA1, PECAM-1, endoCAM}, KRT8 (keratin 8) [NCBI Gene 3856] {aka CARD2, CK-8, CK8, CYK8, K2C8, K8}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, CPA3 (carboxypeptidase A3) [NCBI Gene 1359] {aka MC-CPA}, PMPCA (peptidase, mitochondrial processing subunit alpha) [NCBI Gene 23203] {aka Alpha-MPP, CLA1, CPD3, INPP5E, MAS2, P-55}, SERPINF1 (serpin family F member 1) [NCBI Gene 5176] {aka EPC-1, OI12, OI6, PEDF, PIG35}, CYP1A1 (cytochrome P450 family 1 subfamily A member 1) [NCBI Gene 1543] {aka AHH, CP11, CYP1, CYPIA1, P1-450, P450-C}, AR (androgen receptor) [NCBI Gene 367] {aka AIS, AR8, DHTR, HPCX3, HUMARA, HYSP1}, GNLY (granulysin) [NCBI Gene 10578] {aka D2S69E, LAG-2, LAG2, NKG5, TLA519}, SEMA4D (semaphorin 4D) [NCBI Gene 10507] {aka A8, BB18, C9orf164, CD100, COLL4, GR3}, CD2 (CD2 molecule) [NCBI Gene 914] {aka LFA-2, SRBC, T11}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, PCCB (propionyl-CoA carboxylase subunit beta) [NCBI Gene 5096], MKI67 (marker of proliferation Ki-67) [NCBI Gene 4288] {aka KIA, MIB-, MIB-1, PPP1R105}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, MELK (maternal embryonic leucine zipper kinase) [NCBI Gene 9833] {aka HPK38}, CCR7 (C-C motif chemokine receptor 7) [NCBI Gene 1236] {aka BLR2, CC-CKR-7, CCR-7, CD197, CDw197, CMKBR7}, S100A2 (S100 calcium binding protein A2) [NCBI Gene 6273] {aka CAN19, S100L}, PPIA (peptidylprolyl isomerase A) [NCBI Gene 5478] {aka CYPA, CYPH, HEL-S-69p}, PLCG2 (phospholipase C gamma 2) [NCBI Gene 5336] {aka APLAID, FCAS3, PLC-IV, PLC-gamma-2}, CDK5RAP1 (CDK5RAP1 mitochondrial tRNA methylthiotransferase) [NCBI Gene 51654] {aka C20orf34, C42, CGI-05, HSPC167}, RRM2 (ribonucleotide reductase regulatory subunit M2) [NCBI Gene 6241] {aka C2orf48, R2, RR2, RR2M}, CD58 (CD58 molecule) [NCBI Gene 965] {aka LFA-3, LFA3, ag3}, LUM (lumican) [NCBI Gene 4060] {aka LDC, SLRR2D}, ALDH1B1 (aldehyde dehydrogenase 1 family member B1) [NCBI Gene 219] {aka ALDH5, ALDHX}, CSTA (cystatin A) [NCBI Gene 1475] {aka AREI, PSS4, STF1, STFA}, IL2RA (interleukin 2 receptor subunit alpha) [NCBI Gene 3559] {aka CD25, IDDM10, IL2R, IMD41, TCGFR, p55}, TRDC (T cell receptor delta constant) [NCBI Gene 28526] {aka TCRD}, CD6 (CD6 molecule) [NCBI Gene 923] {aka TP120}, PLA2G2A (phospholipase A2 group IIA) [NCBI Gene 5320] {aka MOM1, PLA2, PLA2B, PLA2L, PLA2S, PLAS1}, KLRF1 (killer cell lectin like receptor F1) [NCBI Gene 51348] {aka CLEC5C, NKp80}, STING1 (stimulator of interferon response cGAMP interactor 1) [NCBI Gene 340061] {aka ERIS, MITA, MPYS, NET23, SAVI, STING}, TPSAB1 (tryptase alpha/beta 1) [NCBI Gene 7177] {aka TPS1, TPS2, TPSB1, TPSB2, Tryptase-2}, HBB (hemoglobin subunit beta) [NCBI Gene 3043] {aka CD113t-C, ECYT6, beta-globin}, ADAMTS14 (ADAM metallopeptidase with thrombospondin type 1 motif 14) [NCBI Gene 140766], CD68 (CD68 molecule) [NCBI Gene 968] {aka GP110, LAMP4, SCARD1}, SOWAHD (sosondowah ankyrin repeat domain family member D) [NCBI Gene 347454] {aka ANKRD58}, CD3E (CD3 epsilon subunit of T-cell receptor complex) [NCBI Gene 916] {aka CD3epsilon, IMD18, T3E, TCRE}, ALAS2 (5'-aminolevulinate synthase 2) [NCBI Gene 212] {aka ALAS-E, ALASE, ANH1, ASB, SIDBA1, XLDPP}, XCL2 (X-C motif chemokine ligand 2) [NCBI Gene 6846] {aka SCM-1b, SCM1B, SCYC2}, MALAT1 (metastasis associated lung adenocarcinoma transcript 1) [NCBI Gene 378938] {aka HCN, LINC00047, NCRNA00047, NEAT2, PRO2853, miPEP-52}, MYBL2 (MYB proto-oncogene like 2) [NCBI Gene 4605] {aka B-MYB, BMYB}, EZH2 (enhancer of zeste 2 polycomb repressive complex 2 subunit) [NCBI Gene 475511], NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, SDS (serine dehydratase) [NCBI Gene 10993] {aka SDH, hSDH}, FOXP3 (forkhead box P3) [NCBI Gene 50943] {aka AIID, DIETER, IPEX, JM2, PIDX, XPID}, EZH2 (enhancer of zeste 2 polycomb repressive complex 2 subunit) [NCBI Gene 2146] {aka ENX-1, ENX1, EZH2b, KMT6, KMT6A, WVS}, VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}, KLRD1 (killer cell lectin like receptor D1) [NCBI Gene 3824] {aka CD94}, ALCAM (activated leukocyte cell adhesion molecule) [NCBI Gene 214] {aka CD166, MEMD}, FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214] {aka CD16-II, CD16A, FCG3, FCGR3, FCRIIIA, FcGRIIIA}, DCN (decorin) [NCBI Gene 1634] {aka CSCD, DSPG2, PG40, PGII, PGS2, SLRR1B}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, ITGB1 (integrin subunit beta 1) [NCBI Gene 3688] {aka CD29, FNRB, GPIIA, MDF2, MSK12, VLA-BETA}, NEAT1 (nuclear paraspeckle assembly transcript 1) [NCBI Gene 283131] {aka LINC00084, NCRNA00084, TP53LC15, TncRNA, VINC}, TXNRD2 (thioredoxin reductase 2) [NCBI Gene 10587] {aka GCCD5, SELZ, TR, TR-BETA, TR3, TRXR2}
- **Diseases:** HHH (MESH:C538380), Cancer (MESH:D009369), PRAD (MESH:D000230), resistant (MESH:D060467), inflammation (MESH:D007249), PCa (MESH:D011471), node (MESH:D012804), TAM (MESH:D020914), CRPC (MESH:D064129), nodal (MESH:D013611), male cancers (MESH:D018567), immune (MESH:D007154), UMAP of T (MESH:D001260), NMF (MESH:C538347), prostate tumors (MESH:D011472), HCC (MESH:D006528), Serine Dehydratase (MESH:C536414), PFI (MESH:D018450)
- **Chemicals:** streptomycin (MESH:D013307), silica (MESH:D012822), penicillin (MESH:D010406), EZH2i (-), DMSO (MESH:D004121), Poly(A)+ (MESH:D011061), tazemetostat (MESH:C000593333), ATP (MESH:D000255), CO2 (MESH:D002245)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12909565/full.md

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Source: https://tomesphere.com/paper/PMC12909565