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Advanced stage, high-grade primary tumor ovarian cancer: a multi-omics dissection and biomarker prediction process.
- Source :
-
Scientific reports [Sci Rep] 2023 Oct 12; Vol. 13 (1), pp. 17265. Date of Electronic Publication: 2023 Oct 12. - Publication Year :
- 2023
-
Abstract
- Ovarian cancer (OC) incidence and mortality rates continue to escalate globally. Early detection of OC is challenging due to extensive metastases and the ambiguity of biomarkers in advanced High-Grade Primary Tumors (HGPTs). In the present study, we conducted an in-depth in silico analysis in OC cell lines using the Gene Expression Omnibus (GEO) microarray dataset with 53 HGPT and 10 normal samples. Differentially-Expressed Genes (DEGs) were also identified by GEO2r. A variety of analyses, including gene set enrichment analysis (GSEA), ChIP enrichment analysis (ChEA), eXpression2Kinases (X2K) and Human Protein Atlas (HPA), elucidated signaling pathways, transcription factors (TFs), kinases, and proteome, respectively. Protein-Protein Interaction (PPI) networks were generated using STRING and Cytoscape, in which co-expression and hub genes were pinpointed by the cytoHubba plug-in. Validity of DEG analysis was achieved via Gene Expression Profiling Interactive Analysis (GEPIA). Of note, KIAA0101, RAD51AP1, FAM83D, CEP55, PRC1, CKS2, CDCA5, NUSAP1, ECT2, and TRIP13 were found as top 10 hub genes; SIN3A, VDR, TCF7L2, NFYA, and FOXM1 were detected as predominant TFs in HGPTs; CEP55, PRC1, CKS2, CDCA5, and NUSAP1 were identified as potential biomarkers from hub gene clustering. Further analysis indicated hsa-miR-215-5p, hsa-miR-193b-3p, and hsa-miR-192-5p as key miRNAs targeting HGPT genes. Collectively, our findings spotlighted HGPT-associated genes, TFs, miRNAs, and pathways as prospective biomarkers, offering new avenues for OC diagnostic and therapeutic approaches.<br /> (© 2023. Springer Nature Limited.)
- Subjects :
- Humans
Female
Multiomics
Biomarkers, Tumor genetics
Biomarkers, Tumor metabolism
Computational Biology
Gene Expression Profiling
Oligonucleotide Array Sequence Analysis
Gene Regulatory Networks
Cell Cycle Proteins metabolism
Microtubule-Associated Proteins metabolism
ATPases Associated with Diverse Cellular Activities metabolism
MicroRNAs genetics
MicroRNAs metabolism
Ovarian Neoplasms diagnosis
Ovarian Neoplasms genetics
CDC2-CDC28 Kinases genetics
Subjects
Details
- Language :
- English
- ISSN :
- 2045-2322
- Volume :
- 13
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Scientific reports
- Publication Type :
- Academic Journal
- Accession number :
- 37828118
- Full Text :
- https://doi.org/10.1038/s41598-023-44246-9