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CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach
Lung cancer is one of the most invasive cancers affecting over a million of the population. Non-small cell lung cancer (NSCLC) constitutes up to 85% of all lung cancer cases, and therefore, it is essential to identify predictive biomarkers of NSCLC for therapeutic purposes. Here we use a network the...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8955443/ https://www.ncbi.nlm.nih.gov/pubmed/35330393 http://dx.doi.org/10.3390/jpm12030393 |
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author | Bhattacharyya, Nirjhar Gupta, Samriddhi Sharma, Shubham Soni, Aman Bagabir, Sali Abubaker Bhattacharyya, Malini Mukherjee, Atreyee Almalki, Atiah H. Alkhanani, Mustfa F. Haque, Shafiul Ray, Ashwini Kumar Malik, Md. Zubbair |
author_facet | Bhattacharyya, Nirjhar Gupta, Samriddhi Sharma, Shubham Soni, Aman Bagabir, Sali Abubaker Bhattacharyya, Malini Mukherjee, Atreyee Almalki, Atiah H. Alkhanani, Mustfa F. Haque, Shafiul Ray, Ashwini Kumar Malik, Md. Zubbair |
author_sort | Bhattacharyya, Nirjhar |
collection | PubMed |
description | Lung cancer is one of the most invasive cancers affecting over a million of the population. Non-small cell lung cancer (NSCLC) constitutes up to 85% of all lung cancer cases, and therefore, it is essential to identify predictive biomarkers of NSCLC for therapeutic purposes. Here we use a network theoretical approach to investigate the complex behavior of the NSCLC gene-regulatory interactions. We have used eight NSCLC microarray datasets GSE19188, GSE118370, GSE10072, GSE101929, GSE7670, GSE33532, GSE31547, and GSE31210 and meta-analyzed them to find differentially expressed genes (DEGs) and further constructed a protein–protein interaction (PPI) network. We analyzed its topological properties and identified significant modules of the PPI network using cytoscape network analyzer and MCODE plug-in. From the PPI network, top ten genes of each of the six topological properties like closeness centrality, maximal clique centrality (MCC), Maximum Neighborhood Component (MNC), radiality, EPC (Edge Percolated Component) and bottleneck were considered for key regulator identification. We further compared them with top ten hub genes (those with the highest degrees) to find key regulator (KR) genes. We found that two genes, CDK1 and HSP90AA1, were common in the analysis suggesting a significant regulatory role of CDK1 and HSP90AA1 in non-small cell lung cancer. Our study using a network theoretical approach, as a summary, suggests CDK1 and HSP90AA1 as key regulator genes in complex NSCLC network. |
format | Online Article Text |
id | pubmed-8955443 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89554432022-03-26 CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach Bhattacharyya, Nirjhar Gupta, Samriddhi Sharma, Shubham Soni, Aman Bagabir, Sali Abubaker Bhattacharyya, Malini Mukherjee, Atreyee Almalki, Atiah H. Alkhanani, Mustfa F. Haque, Shafiul Ray, Ashwini Kumar Malik, Md. Zubbair J Pers Med Article Lung cancer is one of the most invasive cancers affecting over a million of the population. Non-small cell lung cancer (NSCLC) constitutes up to 85% of all lung cancer cases, and therefore, it is essential to identify predictive biomarkers of NSCLC for therapeutic purposes. Here we use a network theoretical approach to investigate the complex behavior of the NSCLC gene-regulatory interactions. We have used eight NSCLC microarray datasets GSE19188, GSE118370, GSE10072, GSE101929, GSE7670, GSE33532, GSE31547, and GSE31210 and meta-analyzed them to find differentially expressed genes (DEGs) and further constructed a protein–protein interaction (PPI) network. We analyzed its topological properties and identified significant modules of the PPI network using cytoscape network analyzer and MCODE plug-in. From the PPI network, top ten genes of each of the six topological properties like closeness centrality, maximal clique centrality (MCC), Maximum Neighborhood Component (MNC), radiality, EPC (Edge Percolated Component) and bottleneck were considered for key regulator identification. We further compared them with top ten hub genes (those with the highest degrees) to find key regulator (KR) genes. We found that two genes, CDK1 and HSP90AA1, were common in the analysis suggesting a significant regulatory role of CDK1 and HSP90AA1 in non-small cell lung cancer. Our study using a network theoretical approach, as a summary, suggests CDK1 and HSP90AA1 as key regulator genes in complex NSCLC network. MDPI 2022-03-04 /pmc/articles/PMC8955443/ /pubmed/35330393 http://dx.doi.org/10.3390/jpm12030393 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Bhattacharyya, Nirjhar Gupta, Samriddhi Sharma, Shubham Soni, Aman Bagabir, Sali Abubaker Bhattacharyya, Malini Mukherjee, Atreyee Almalki, Atiah H. Alkhanani, Mustfa F. Haque, Shafiul Ray, Ashwini Kumar Malik, Md. Zubbair CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach |
title | CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach |
title_full | CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach |
title_fullStr | CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach |
title_full_unstemmed | CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach |
title_short | CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach |
title_sort | cdk1 and hsp90aa1 appear as the novel regulatory genes in non-small cell lung cancer: a bioinformatics approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8955443/ https://www.ncbi.nlm.nih.gov/pubmed/35330393 http://dx.doi.org/10.3390/jpm12030393 |
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