{"title":"In-silico identification and validation of Silibinin as a dual inhibitor for ENO1 and GLUT4 to curtail EMT signaling and TNBC progression","authors":"Dheepika Venkatesh , Shilpi Sarkar , Thirukumaran Kandasamy , Siddhartha Sankar Ghosh","doi":"10.1016/j.compbiolchem.2024.108312","DOIUrl":null,"url":null,"abstract":"<div><div>The aberrant metabolic reprogramming endows TNBC cells with sufficient ATP and lactate required for survival and metastasis. Hence, the intervention of the metabolic network represents a promising avenue to alleviate the Warburg effect in TNBC cells to impair their invasive and metastatic potential. Multitudinous <em>in-silico</em> analysis identified Enolase1 (ENO1) and the surface transporter protein, GLUT4 to be the potential targets for the abrogation of the metabolic network. The expression profiles of ENO1 and GLUT4 genes showed anomalous expression in various cancers, including breast cancer. Subsequently, the functional and physiological interactions of the target proteins were analyzed from the protein-protein interaction network. The pathway enrichment analysis identified the prime cancer signaling pathways in which these proteins are involved. Further, docking results bestowed Silibinin as the concurrent inhibitor of ENO1 and GLUT4. Moreover, the stable interaction of Silibinin with both proteins deciphered the binding free energies values of −48.86 and −104.31 KJ/mol from MMPBSA analysis and MD simulation, respectively. Furthermore, the cell viability, ROS assay, and live-dead imaging underscored the pronounced cytotoxicity of Silibinin, illuminating its capacity to incur apoptosis within TNBC cells. Additionally, glycolysis assay and gene expression analysis demonstrated the silibinin-mediated inhibition of the glycolysis pathway. Eventually, a lipidomic reprogramming towards fatty acid metabolism was established from the elevated lipid droplet accumulation, exogenous fatty acid uptake and <em>de-novo</em> lipogenesis. Nevertheless, repression of EMT and Wnt pathway progression by Silibinin was perceived from the gene expression studies. Overall, the current study highlights the tweaking of intricate signaling crosstalk between glycolysis and the Wnt pathway in TNBC cells through inhibiting ENO1 and GLUT4.</div></div>","PeriodicalId":10616,"journal":{"name":"Computational Biology and Chemistry","volume":"115 ","pages":"Article 108312"},"PeriodicalIF":2.6000,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational Biology and Chemistry","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1476927124003001","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
The aberrant metabolic reprogramming endows TNBC cells with sufficient ATP and lactate required for survival and metastasis. Hence, the intervention of the metabolic network represents a promising avenue to alleviate the Warburg effect in TNBC cells to impair their invasive and metastatic potential. Multitudinous in-silico analysis identified Enolase1 (ENO1) and the surface transporter protein, GLUT4 to be the potential targets for the abrogation of the metabolic network. The expression profiles of ENO1 and GLUT4 genes showed anomalous expression in various cancers, including breast cancer. Subsequently, the functional and physiological interactions of the target proteins were analyzed from the protein-protein interaction network. The pathway enrichment analysis identified the prime cancer signaling pathways in which these proteins are involved. Further, docking results bestowed Silibinin as the concurrent inhibitor of ENO1 and GLUT4. Moreover, the stable interaction of Silibinin with both proteins deciphered the binding free energies values of −48.86 and −104.31 KJ/mol from MMPBSA analysis and MD simulation, respectively. Furthermore, the cell viability, ROS assay, and live-dead imaging underscored the pronounced cytotoxicity of Silibinin, illuminating its capacity to incur apoptosis within TNBC cells. Additionally, glycolysis assay and gene expression analysis demonstrated the silibinin-mediated inhibition of the glycolysis pathway. Eventually, a lipidomic reprogramming towards fatty acid metabolism was established from the elevated lipid droplet accumulation, exogenous fatty acid uptake and de-novo lipogenesis. Nevertheless, repression of EMT and Wnt pathway progression by Silibinin was perceived from the gene expression studies. Overall, the current study highlights the tweaking of intricate signaling crosstalk between glycolysis and the Wnt pathway in TNBC cells through inhibiting ENO1 and GLUT4.
期刊介绍:
Computational Biology and Chemistry publishes original research papers and review articles in all areas of computational life sciences. High quality research contributions with a major computational component in the areas of nucleic acid and protein sequence research, molecular evolution, molecular genetics (functional genomics and proteomics), theory and practice of either biology-specific or chemical-biology-specific modeling, and structural biology of nucleic acids and proteins are particularly welcome. Exceptionally high quality research work in bioinformatics, systems biology, ecology, computational pharmacology, metabolism, biomedical engineering, epidemiology, and statistical genetics will also be considered.
Given their inherent uncertainty, protein modeling and molecular docking studies should be thoroughly validated. In the absence of experimental results for validation, the use of molecular dynamics simulations along with detailed free energy calculations, for example, should be used as complementary techniques to support the major conclusions. Submissions of premature modeling exercises without additional biological insights will not be considered.
Review articles will generally be commissioned by the editors and should not be submitted to the journal without explicit invitation. However prospective authors are welcome to send a brief (one to three pages) synopsis, which will be evaluated by the editors.