Transcriptome Analysis Identifies Tumor Immune Microenvironment Signaling Networks Supporting Metastatic Castration-Resistant Prostate Cancer.
Lawrence P McKinneyRajesh SinghI King JordanSooryanarayana VaramballyEric B DammerJames W LillardPublished in: Onco (2023)
Prostate cancer (PCa) is the second most common cause of cancer death in American men. Metastatic castration-resistant prostate cancer (mCRPC) is the most lethal form of PCa and preferentially metastasizes to the bones through incompletely understood molecular mechanisms. Herein, we processed RNA sequencing data from patients with mCRPC ( n = 60) and identified 14 gene clusters (modules) highly correlated with mCRPC bone metastasis. We used a novel combination of weighted gene co-expression network analysis (WGCNA) and upstream regulator and gene ontology analyses of clinically annotated transcriptomes to identify the genes. The cyan module (M14) had the strongest positive correlation (0.81, p = 4 × 10 -15 ) with mCRPC bone metastasis. It was associated with two significant biological pathways through KEGG enrichment analysis (parathyroid hormone synthesis, secretion, and action and protein digestion and absorption). In particular, we identified 10 hub genes ( ALPL , PHEX , RUNX2 , ENPP1 , PHOSPHO1 , PTH1R , COL11A1 , COL24A1 , COL22A1 , and COL13A1 ) using cytoHubba of Cytoscape. We also found high gene expression for collagen formation, degradation, absorption, cell-signaling peptides, and bone regulation processes through Gene Ontology (GO) enrichment analysis.
Keyphrases
- genome wide
- network analysis
- genome wide identification
- prostate cancer
- gene expression
- dna methylation
- copy number
- single cell
- transcription factor
- small cell lung cancer
- bone mineral density
- squamous cell carcinoma
- soft tissue
- stem cells
- poor prognosis
- papillary thyroid
- mesenchymal stem cells
- radical prostatectomy
- young adults
- magnetic resonance imaging
- binding protein
- artificial intelligence
- bone regeneration
- data analysis
- big data
- small molecule
- lymph node metastasis
- squamous cell