# Heterogeneity and prognostic significance of mast cell subsets in the tumor microenvironment of prostate cancer

**Authors:** Ruizhe Fang, Shuyang Zhao, Minggui Si, Yinshi Zhang, Ruicong Xu, Jingjia Li

PMC · DOI: 10.1007/s00262-026-04363-6 · 2026-03-24

## TL;DR

This study identifies two distinct mast cell subsets in prostate cancer that have opposing roles in tumor progression and patient survival.

## Contribution

The study reveals functional heterogeneity of mast cells in prostate cancer and identifies novel prognostic marker genes.

## Key findings

- Mast cell1 is linked to pro-tumorigenic pathways and poor survival outcomes.
- Mast cell2 shows antitumor properties and is associated with better survival.
- BIRC3 and FOS are identified as potential prognostic markers for prostate cancer.

## Abstract

Prostate cancer (PC) is one of the malignant tumors with high incidence and mortality worldwide in men. Immune cells in the tumor microenvironment (TME), particularly mast cells, play important roles in tumor progression and prognosis. However, the dual roles of mast cells in PC have not been fully elucidated.

In this study, single-cell RNA sequencing (scRNA-seq), bulk RNA sequencing, and bioinformatics analyses were performed to investigate the heterogeneity of mast cell subsets in the TME of PC and their association with prognosis. Single-cell data from 39 PC tumor samples were analyzed, and prognostic prediction was validated using datasets including HMU, TCGA, and MSKCC cohorts. Non-negative matrix factorization was applied to cluster mast cell subsets, followed by analyses of subset-specific gene markers, transcription factor activity, and biological pathways. Survival analysis and ROC curve evaluation were conducted to assess prognostic value.

Mast cells in the TME of PC were classified into two distinct subsets, each characterized by unique gene markers and functional pathways. Mast cell1 was highly associated with pro-tumorigenic pathways, whereas mast cell2 predominantly exhibited antitumor immune regulatory properties. High expression of mast cell1 signatures was correlated with poorer survival outcomes, while high expression of mast cell2 signatures was associated with better survival. Key marker genes such as BIRC3 and FOS were identified as potential prognostic factors, high BIRC3 expression was significantly associated with unfavorable prognosis, whereas high FOS expression correlated with favorable prognosis.

This study revealed functional heterogeneity of mast cell subsets in the TME of PC and their distinct roles in tumor progression. The identification of subset-specific marker genes provides novel molecular targets for clinical diagnosis, prognostic prediction, and personalized therapy in PC.

The online version contains supplementary material available at 10.1007/s00262-026-04363-6.

## Linked entities

- **Genes:** BIRC3 (baculoviral IAP repeat containing 3) [NCBI Gene 330], FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353]
- **Diseases:** prostate cancer (MONDO:0005159)

## Full-text entities

- **Genes:** MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, MKI67 (marker of proliferation Ki-67) [NCBI Gene 4288] {aka KIA, MIB-, MIB-1, PPP1R105}, MS4A1 (membrane spanning 4-domains A1) [NCBI Gene 931] {aka B1, Bp35, CD20, CVID5, FMC7, LEU-16}, CPA3 (carboxypeptidase A3) [NCBI Gene 1359] {aka MC-CPA}, FOXP3 (forkhead box P3) [NCBI Gene 50943] {aka AIID, DIETER, IPEX, JM2, PIDX, XPID}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, COL1A2 (collagen type I alpha 2 chain) [NCBI Gene 1278] {aka EDSARTH2, EDSCV, OI4}, CD68 (CD68 molecule) [NCBI Gene 968] {aka GP110, LAMP4, SCARD1}, CD14 (CD14 molecule) [NCBI Gene 929], CD3E (CD3 epsilon subunit of T-cell receptor complex) [NCBI Gene 916] {aka CD3epsilon, IMD18, T3E, TCRE}, FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353] {aka AP-1, C-FOS, p55}, COL3A1 (collagen type III alpha 1 chain) [NCBI Gene 1281] {aka EDS4A, EDSVASC, PMGEDSV}, EGR3 (early growth response 3) [NCBI Gene 1960] {aka EGR-3, PILOT}, EPCAM (epithelial cell adhesion molecule) [NCBI Gene 4072] {aka Ber-Ep4, BerEp4, DIAR5, EGP-2, EGP314, EGP40}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}, PECAM1 (platelet and endothelial cell adhesion molecule 1) [NCBI Gene 5175] {aka CD31, CD31/EndoCAM, GPIIA', PECA1, PECAM-1, endoCAM}, TPSAB1 (tryptase alpha/beta 1) [NCBI Gene 7177] {aka TPS1, TPS2, TPSB1, TPSB2, Tryptase-2}, KIT (KIT proto-oncogene, receptor tyrosine kinase) [NCBI Gene 3815] {aka C-Kit, CD117, MASTC, PBT, SCFR}, NRP1 (neuropilin 1) [NCBI Gene 8829] {aka BDCA4, CD304, NP1, NRP, VEGF165R}, PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562] {aka AMPK, AMPK alpha 1, AMPKa1}, BIRC3 (baculoviral IAP repeat containing 3) [NCBI Gene 330] {aka AIP1, API2, CIAP2, HAIP1, HIAP1, IAP-1}, TNFSF10 (TNF superfamily member 10) [NCBI Gene 8743] {aka APO2L, Apo-2L, CD253, TANCR, TL2, TNLG6A}, CLOCK (clock circadian regulator) [NCBI Gene 9575] {aka KAT13D, bHLHe8}, NCAM1 (neural cell adhesion molecule 1) [NCBI Gene 4684] {aka CD56, MSK39, NCAM}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, CST3 (cystatin C) [NCBI Gene 1471] {aka ADLDWA, ARMD11, HEL-S-2}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CEL (carboxyl ester lipase) [NCBI Gene 1056] {aka BAL, BSDL, BSSL, CELL, CEase, FAP}, MYBL1 (MYB proto-oncogene like 1) [NCBI Gene 4603] {aka A-MYB, AMYB}, FLT1 (fms related receptor tyrosine kinase 1) [NCBI Gene 2321] {aka FLT, FLT-1, VEGFR-1, VEGFR1}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}, ANGPT2 (angiopoietin 2) [NCBI Gene 285] {aka AGPT2, ANG2, LMPHM10}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, CD3D (CD3 delta subunit of T-cell receptor complex) [NCBI Gene 915] {aka CD3-DELTA, CD3DELTA, IMD19, T3D}
- **Diseases:** cancer (MESH:D009369), inflammation (MESH:D007249), prostate adenocarcinoma (MESH:D000230), mast (MESH:D000090362), metastasis (MESH:D009362), PC (MESH:D011471), hepatocellular carcinoma (MESH:D006528), tumorigenic (MESH:D002471), colorectal cancer (MESH:D015179)
- **Chemicals:** formalin (MESH:D005557), paraffin (MESH:D010232), histamine (MESH:D006632), water (MESH:D014867), sorafenib (MESH:D000077157), agarose (MESH:D012685), lipid (MESH:D008055)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13013976/full.md

---
Source: https://tomesphere.com/paper/PMC13013976