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Updated: May 28, 2025

Sequencing Small Non-coding RNA from Formalin-fixed Tissues and Serum-derived Exosomes from Castration-resistant Prostate Cancer Patients
Published on: November 19, 2019
Single-cell and spatial transcriptomics reveal pre-metastatic subsets and therapeutic targets in penile carcinoma
Da-Ming Xu1,2, Ling-Xiao Chen3, Hui Han1,2
1State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, P.R. China.
Abstract:
Tumor heterogeneity, driven by branching evolution and genomic mutations, complicates cancer treatment. Understanding malignant cell evolution across various tumors aids in identifying pre-metastatic subpopulations for optimized therapies. Using bulk RNA sequencing (6 primary penile carcinomas, 6 metastatic lymph nodes, GSE196978), single-cell RNA sequencing (4 advanced penile carcinomas), spatial transcriptomics (Squamous cell carcinoma [SCC]: GSE144239-GSM4565823 and SCC: GSE144239-GSM4565826), and cell assays with Silmitasertib, we mapped heterogeneity and pinpointed therapeutic targets. In penile carcinoma, we discovered an MMP3+SPP1+ pre-metastatic subset and casein kinase 2 alpha 1 (CK2α) overexpression. The nuclear factor κB (NF-κB) pathway may drive metastasis. Pan-cancer analysis showed that MMP3 and SPP1 link to epithelial mesenchymal transition (EMT) and drug resistance, while CK2α activates oncogenes. Silmitasertib, a CK2α inhibitor, exhibited anti-tumor effects in penile carcinoma cells. Validated across 98 single-cell and 6 spatial datasets, our study advances the understanding of tumorigenesis and metastasis, highlighting Silmitasertib as a potential therapeutic agent.

