Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis

ObjectivesUnlike other diseases, cancer is not just a genome disease but should broadly be viewed as a disease of the cellular machinery. Therefore, integrative multifaceted approaches are crucial to understanding the complex nature of cancer biology. Bcl-2 (B-cell lymphoma 2), encoded by the human...

Full description

Saved in:
Bibliographic Details
Main Authors: Ghazi Elamin, Zhichao Zhang, Depika Dwarka, Kabange Kasumbwe, John Mellem, Nompumelelo P. Mkhwanazi, Paradise Madlala, Mahmoud E. S. Soliman
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2024.1502152/full
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832591599557672960
author Ghazi Elamin
Ghazi Elamin
Zhichao Zhang
Depika Dwarka
Kabange Kasumbwe
John Mellem
Nompumelelo P. Mkhwanazi
Paradise Madlala
Paradise Madlala
Mahmoud E. S. Soliman
author_facet Ghazi Elamin
Ghazi Elamin
Zhichao Zhang
Depika Dwarka
Kabange Kasumbwe
John Mellem
Nompumelelo P. Mkhwanazi
Paradise Madlala
Paradise Madlala
Mahmoud E. S. Soliman
author_sort Ghazi Elamin
collection DOAJ
description ObjectivesUnlike other diseases, cancer is not just a genome disease but should broadly be viewed as a disease of the cellular machinery. Therefore, integrative multifaceted approaches are crucial to understanding the complex nature of cancer biology. Bcl-2 (B-cell lymphoma 2), encoded by the human Bcl-2 gene, is a critical anti-apoptotic protein that regulates cell death pathways, primarily by inhibiting apoptosis. It plays a pivotal role in maintaining cellular homeostasis by preventing premature or excessive cell death. Genetic variations and dysregulation of Bcl-2 are particularly significant in cancer, as they disrupt the normal apoptotic machinery, enabling cancer cells to evade programmed cell death. Single nucleotide polymorphisms (SNPs) are considered viable diagnostic and therapeutic biomarkers for various cancers. Therefore, this study explores the association between SNPs in Bcl-2 and the structural, functional, protein-protein interactions (PPIs), drug binding and dynamic characteristics.MethodsComprehensive cross-validated bioinformatics tools and molecular dynamics (MD) simulations. Multiple sequence, genetic, structural and disease phenotype analyses were applied in this study.ResultsAnalysis revealed that out of 130 mutations, approximately 8.5% of these mutations were classified as pathogenic. Furthermore, two particular variants, namely, Bcl-2G101V and Bcl-2F104L, were found to be the most deleterious across all analyses. Following 500 ns, MD simulations showed that these mutations caused a significant distortion in the protein conformational, protein-protein interactions (PPIs), and drug binding landscape compared to Bcl-2WT.ConclusionDespite being a predictive study, the findings presented in this report would offer a perspective insight for further experimental investigation, rational drug design, and cancer gene therapy.
format Article
id doaj-art-bb7a6a8e42c64f71a82a0f1dc6e0da1f
institution Kabale University
issn 1664-8021
language English
publishDate 2025-01-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Genetics
spelling doaj-art-bb7a6a8e42c64f71a82a0f1dc6e0da1f2025-01-22T09:16:05ZengFrontiers Media S.A.Frontiers in Genetics1664-80212025-01-011510.3389/fgene.2024.15021521502152Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesisGhazi Elamin0Ghazi Elamin1Zhichao Zhang2Depika Dwarka3Kabange Kasumbwe4John Mellem5Nompumelelo P. Mkhwanazi6Paradise Madlala7Paradise Madlala8Mahmoud E. S. Soliman9Molecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban, South AfricaDepartment of Pharmaceutical Chemistry, College of Pharmacy, Karary University, Khartoum, SudanSchool of Chemistry, Dalian University of Technology, Dalian, Liaoning, ChinaEzintsha, Faculty of Health Sciences, University of Witwatersrand, Johannesburg, South AfricaBiotechnology and Food Science, Durban University of Technology, Durban, South AfricaBiotechnology and Food Science, Durban University of Technology, Durban, South AfricaHIV Pathogenesis Programme, School of Laboratory Medicine and Medical Science, The Doris Duke Medical Research Institute, Nelson R. Mandela School of Medicine, University of KwaZulu-Natal, Durban, South AfricaHIV Pathogenesis Programme, School of Laboratory Medicine and Medical Science, The Doris Duke Medical Research Institute, Nelson R. Mandela School of Medicine, University of KwaZulu-Natal, Durban, South AfricaSchool of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South AfricaMolecular Bio-Computation and Drug Design Laboratory, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban, South AfricaObjectivesUnlike other diseases, cancer is not just a genome disease but should broadly be viewed as a disease of the cellular machinery. Therefore, integrative multifaceted approaches are crucial to understanding the complex nature of cancer biology. Bcl-2 (B-cell lymphoma 2), encoded by the human Bcl-2 gene, is a critical anti-apoptotic protein that regulates cell death pathways, primarily by inhibiting apoptosis. It plays a pivotal role in maintaining cellular homeostasis by preventing premature or excessive cell death. Genetic variations and dysregulation of Bcl-2 are particularly significant in cancer, as they disrupt the normal apoptotic machinery, enabling cancer cells to evade programmed cell death. Single nucleotide polymorphisms (SNPs) are considered viable diagnostic and therapeutic biomarkers for various cancers. Therefore, this study explores the association between SNPs in Bcl-2 and the structural, functional, protein-protein interactions (PPIs), drug binding and dynamic characteristics.MethodsComprehensive cross-validated bioinformatics tools and molecular dynamics (MD) simulations. Multiple sequence, genetic, structural and disease phenotype analyses were applied in this study.ResultsAnalysis revealed that out of 130 mutations, approximately 8.5% of these mutations were classified as pathogenic. Furthermore, two particular variants, namely, Bcl-2G101V and Bcl-2F104L, were found to be the most deleterious across all analyses. Following 500 ns, MD simulations showed that these mutations caused a significant distortion in the protein conformational, protein-protein interactions (PPIs), and drug binding landscape compared to Bcl-2WT.ConclusionDespite being a predictive study, the findings presented in this report would offer a perspective insight for further experimental investigation, rational drug design, and cancer gene therapy.https://www.frontiersin.org/articles/10.3389/fgene.2024.1502152/fullBcl-2nsSNPsmutationsgenomic analysesmolecular dynamics simulations
spellingShingle Ghazi Elamin
Ghazi Elamin
Zhichao Zhang
Depika Dwarka
Kabange Kasumbwe
John Mellem
Nompumelelo P. Mkhwanazi
Paradise Madlala
Paradise Madlala
Mahmoud E. S. Soliman
Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis
Frontiers in Genetics
Bcl-2
nsSNPs
mutations
genomic analyses
molecular dynamics simulations
title Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis
title_full Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis
title_fullStr Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis
title_full_unstemmed Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis
title_short Integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of Bcl-2 gene on the apoptotic machinery and implications in carcinogenesis
title_sort integrative genomic analyses combined with molecular dynamics simulations reveal the impact of deleterious mutations of bcl 2 gene on the apoptotic machinery and implications in carcinogenesis
topic Bcl-2
nsSNPs
mutations
genomic analyses
molecular dynamics simulations
url https://www.frontiersin.org/articles/10.3389/fgene.2024.1502152/full
work_keys_str_mv AT ghazielamin integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT ghazielamin integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT zhichaozhang integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT depikadwarka integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT kabangekasumbwe integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT johnmellem integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT nompumelelopmkhwanazi integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT paradisemadlala integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT paradisemadlala integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis
AT mahmoudessoliman integrativegenomicanalysescombinedwithmoleculardynamicssimulationsrevealtheimpactofdeleteriousmutationsofbcl2geneontheapoptoticmachineryandimplicationsincarcinogenesis