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A new bioinformatics approach identifies overexpression of GRB2 as a poor prognostic biomarker for prostate cancer
- Source :
- Scientific Reports, Scientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
- Publication Year :
- 2021
- Publisher :
- Nature Publishing Group UK, 2021.
-
Abstract
- A subset of prostate cancer displays a poor clinical outcome. Therefore, identifying this poor prognostic subset within clinically aggressive groups (defined as a Gleason score (GS) ≧8) and developing effective treatments are essential if we are to improve prostate cancer survival. Here, we performed a bioinformatics analysis of a TCGA dataset (GS ≧8) to identify pathways upregulated in a prostate cancer cohort with short survival. When conducting bioinformatics analyses, the definition of factors such as “overexpression” and “shorter survival” is vital, as poor definition may lead to mis-estimations. To eliminate this possibility, we defined an expression cutoff value using an algorithm calculated by a Cox regression model, and the hazard ratio for each gene was set so as to identify genes whose expression levels were associated with shorter survival. Next, genes associated with shorter survival were entered into pathway analysis to identify pathways that were altered in a shorter survival cohort. We identified pathways involving upregulation of GRB2. Overexpression of GRB2 was linked to shorter survival in the TCGA dataset, a finding validated by histological examination of biopsy samples taken from the patients for diagnostic purposes. Thus, GRB2 is a novel biomarker that predicts shorter survival of patients with aggressive prostate cancer (GS ≧8).
- Subjects :
- Adult
Male
Science
Bioinformatics
Article
Gene regulatory networks
Cohort Studies
Prostate cancer
Text mining
Medical research
Biopsy
Biomarkers, Tumor
Medicine
Humans
Gene
Aged
GRB2 Adaptor Protein
Multidisciplinary
medicine.diagnostic_test
business.industry
Proportional hazards model
Hazard ratio
Computational Biology
Prostatic Neoplasms
Middle Aged
medicine.disease
Prognosis
Survival Analysis
Up-Regulation
Gene Expression Regulation, Neoplastic
Cohort
Multivariate Analysis
Biomarker (medicine)
business
Signal Transduction
Subjects
Details
- Language :
- English
- ISSN :
- 20452322
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....94840bdc470361600f01efef0ede611c