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An Orthotopic Murine Model of Human Prostate Cancer Metastasis
Published on: September 18, 2013
Endocrine Disrupting Chemicals Influence Hub Genes Associated with Aggressive Prostate Cancer
Diaaidden Alwadi1, Quentin Felty1, Changwon Yoo2
1Department of Environmental Health Sciences, Florida International University, Miami, FL 33199, USA.
Abstract:
Prostate cancer (PCa) is one of the most frequently diagnosed cancers among men in the world. Its prevention has been limited because of an incomplete understanding of how environmental exposures to chemicals contribute to the molecular pathogenesis of aggressive PCa. Environmental exposures to endocrine-disrupting chemicals (EDCs) may mimic hormones involved in PCa development. This research aims to identify EDCs associated with PCa hub genes and/or transcription factors (TF) of these hub genes in addition to their protein-protein interaction (PPI) network. We are expanding upon the scope of our previous work, using six PCa microarray datasets, namely, GSE46602, GSE38241, GSE69223, GSE32571, GSE55945, and GSE26126, from the NCBI/GEO, to select differentially expressed genes based on |log2FC| (fold change) ≥ 1 and an adjusted p-value < 0.05. An integrated bioinformatics analysis was used for enrichment analysis (using DAVID.6.8, GO, KEGG, STRING, MCODE, CytoHubba, and GeneMANIA). Next, we validated the association of these PCa hub genes in RNA-seq PCa cases and controls from TCGA. The influence of environmental chemical exposures, including EDCs, was extrapolated using the chemical toxicogenomic database (CTD). A total of 369 overlapping DEGs were identified associated with biological processes, such as cancer pathways, cell division, response to estradiol, peptide hormone processing, and the p53 signaling pathway. Enrichment analysis revealed five up-regulated (NCAPG, MKI67, TPX2, CCNA2, CCNB1) and seven down-regulated (CDK1, CCNB2, AURKA, UBE2C, BUB1B, CENPF, RRM2) hub gene expressions. Expression levels of these hub genes were significant in PCa tissues with high Gleason scores ≥ 7. These identified hub genes influenced disease-free survival and overall survival of patients 60-80 years of age. The CTD studies showed 17 recognized EDCs that affect TFs (NFY, CETS1P54, OLF1, SRF, COMP1) that are known to bind to our PCa hub genes, namely, NCAPG, MKI67, CCNA2, CDK1, UBE2C, and CENPF. These validated differentially expressed hub genes can be potentially developed as molecular biomarkers with a systems perspective for risk assessment of a wide-ranging list of EDCs that may play overlapping and important role(s) in the prognosis of aggressive PCa.
Insights
Environmental exposures to endocrine-disrupting chemicals (EDCs) are linked to aggressive prostate cancer (PCa) through specific hub genes. This study identifies 17 EDCs affecting transcription factors that bind to key PCa genes, offering potential biomarkers for risk assessment and prognosis.
Area of Science:
- Oncology
- Environmental Health
- Bioinformatics
Background:
- Prostate cancer (PCa) is a leading cancer in men, with prevention hindered by poor understanding of environmental chemical impacts.
- Endocrine-disrupting chemicals (EDCs) may influence PCa development by mimicking hormones.
Purpose of the Study:
- Identify EDCs associated with PCa hub genes and their transcription factors (TFs).
- Analyze the protein-protein interaction (PPI) network of these genes.
- Explore the role of EDCs in PCa pathogenesis and prognosis.
Main Methods:
- Utilized six PCa microarray datasets (GSE46602, GSE38241, GSE69223, GSE32571, GSE55945, GSE26126) from NCBI/GEO.
- Performed integrated bioinformatics analysis including enrichment analysis (DAVID.6.8, GO, KEGG, STRING, MCODE, CytoHubba, GeneMANIA).
- Validated hub genes using TCGA RNA-seq data and assessed EDC influence via the Chemical-Toxicogenomic Database (CTD).
Main Results:
- Identified 369 differentially expressed genes (DEGs) linked to cancer pathways, cell division, and hormone response.
- Discovered five up-regulated (NCAPG, MKI67, TPX2, CCNA2, CCNB1) and seven down-regulated (CDK1, CCNB2, AURKA, UBE2C, BUB1B, CENPF, RRM2) hub genes.
- Found 17 EDCs affecting TFs (NFY, CETS1P54, OLF1, SRF, COMP1) that bind to PCa hub genes (NCAPG, MKI67, CCNA2, CDK1, UBE2C, CENPF).
- Hub gene expression correlated with high Gleason scores and impacted patient survival.
Conclusions:
- Validated PCa hub genes and their associated TFs offer potential molecular biomarkers.
- These biomarkers can aid in risk assessment for various EDCs implicated in aggressive PCa.
- A systems biology approach highlights the overlapping roles of EDCs in PCa prognosis.
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