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Drug-Target Interaction Network Analysis of Gene-Phenotype Connectivity Maintained by Genistein.
- Source :
-
Journal of computational biology : a journal of computational molecular cell biology [J Comput Biol] 2020 Dec; Vol. 27 (12), pp. 1678-1687. Date of Electronic Publication: 2020 Apr 16. - Publication Year :
- 2020
-
Abstract
- Genistein is a type of isoflavone, which has been widely described as an antitumor agent in many cancers. The present study aimed to provide information on the mechanisms of genistein's activity and thus enable a wider range of targeted therapies in hepatitis B virus (HBV)-related liver cancer. We searched the DrugBank database for direct targets of genistein, which were then analyzed through the STRING (Search Tool for the Retrieval of Interacting Genes/Proteins) database to predict their secondary protein targets. Thirteen primary protein targets of genistein and 209 secondary protein targets-associated genes were identified. The data were integrated into the network of protein targets-associated genes and visualized with the Cytoscape software. We further carried out GO (Gene Ontology) analysis and KEGG (Kyoto Encyclopedia of Gene and Genome) pathway analysis using DAVID (database for annotation, visualization, and integrated discovery) tool. The top 14 KEGG pathways were further assessed, and 19 overlapping genes derived from pathways of hepatitis B and cancer were discovered. The overlapping targets were further mapped in the online tool UALCAN to evaluate the survival rate of hepatocellular carcinoma (HCC) patients. We found that the overexpression of Grb2 (growth factor receptor-binding protein 2) ( p < 0.0001) was linked to poor overall survival for liver HCC patients, followed by AKT1 ( p = 0.0015) and PIK3CA ( p = 0.0088). The present study analyzes the drug-target-disease network and may prove to be a useful tool in gene-phenotype connectivity for genistein in HBV-related liver cancer. Our data also pave the way for further research on Grb2 during the development of chronic HBV infection in liver cancer.
- Subjects :
- Carcinoma, Hepatocellular drug therapy
Carcinoma, Hepatocellular mortality
Carcinoma, Hepatocellular virology
Class I Phosphatidylinositol 3-Kinases genetics
Data Visualization
Databases, Pharmaceutical
GRB2 Adaptor Protein genetics
Gene Ontology
Hepatitis B complications
Humans
Kaplan-Meier Estimate
Liver Neoplasms drug therapy
Liver Neoplasms mortality
Liver Neoplasms virology
Proto-Oncogene Proteins c-akt genetics
Carcinoma, Hepatocellular genetics
Genistein pharmacology
Liver Neoplasms genetics
Protein Interaction Maps drug effects
Protein Interaction Maps genetics
Subjects
Details
- Language :
- English
- ISSN :
- 1557-8666
- Volume :
- 27
- Issue :
- 12
- Database :
- MEDLINE
- Journal :
- Journal of computational biology : a journal of computational molecular cell biology
- Publication Type :
- Academic Journal
- Accession number :
- 32298608
- Full Text :
- https://doi.org/10.1089/cmb.2019.0443