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A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group
BACKGROUND: Recent research on glioblastoma (GBM) has focused on deducing gene signatures predicting prognosis. The present study evaluated the mRNA expression of selected genes and correlated with outcome to arrive at a prognostic gene signature. METHODS: Patients with GBM (n = 123) were prospectiv...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3639942/ https://www.ncbi.nlm.nih.gov/pubmed/23646114 http://dx.doi.org/10.1371/journal.pone.0062042 |
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author | Arimappamagan, Arivazhagan Somasundaram, Kumaravel Thennarasu, Kandavel Peddagangannagari, Sreekanthreddy Srinivasan, Harish Shailaja, Bangalore C. Samuel, Cini Patric, Irene Rosita Pia Shukla, Sudhanshu Thota, Balaram Prasanna, Krishnarao Venkatesh Pandey, Paritosh Balasubramaniam, Anandh Santosh, Vani Chandramouli, Bangalore Ashwathnarayanara Hegde, Alangar Sathyaranjandas Kondaiah, Paturu Sathyanarayana Rao, Manchanahalli R. |
author_facet | Arimappamagan, Arivazhagan Somasundaram, Kumaravel Thennarasu, Kandavel Peddagangannagari, Sreekanthreddy Srinivasan, Harish Shailaja, Bangalore C. Samuel, Cini Patric, Irene Rosita Pia Shukla, Sudhanshu Thota, Balaram Prasanna, Krishnarao Venkatesh Pandey, Paritosh Balasubramaniam, Anandh Santosh, Vani Chandramouli, Bangalore Ashwathnarayanara Hegde, Alangar Sathyaranjandas Kondaiah, Paturu Sathyanarayana Rao, Manchanahalli R. |
author_sort | Arimappamagan, Arivazhagan |
collection | PubMed |
description | BACKGROUND: Recent research on glioblastoma (GBM) has focused on deducing gene signatures predicting prognosis. The present study evaluated the mRNA expression of selected genes and correlated with outcome to arrive at a prognostic gene signature. METHODS: Patients with GBM (n = 123) were prospectively recruited, treated with a uniform protocol and followed up. Expression of 175 genes in GBM tissue was determined using qRT-PCR. A supervised principal component analysis followed by derivation of gene signature was performed. Independent validation of the signature was done using TCGA data. Gene Ontology and KEGG pathway analysis was carried out among patients from TCGA cohort. RESULTS: A 14 gene signature was identified that predicted outcome in GBM. A weighted gene (WG) score was found to be an independent predictor of survival in multivariate analysis in the present cohort (HR = 2(.)507; B = 0(.)919; p<0(.)001) and in TCGA cohort. Risk stratification by standardized WG score classified patients into low and high risk predicting survival both in our cohort (p = <0(.)001) and TCGA cohort (p = 0(.)001). Pathway analysis using the most differentially regulated genes (n = 76) between the low and high risk groups revealed association of activated inflammatory/immune response pathways and mesenchymal subtype in the high risk group. CONCLUSION: We have identified a 14 gene expression signature that can predict survival in GBM patients. A network analysis revealed activation of inflammatory response pathway specifically in high risk group. These findings may have implications in understanding of gliomagenesis, development of targeted therapies and selection of high risk cancer patients for alternate adjuvant therapies. |
format | Online Article Text |
id | pubmed-3639942 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36399422013-05-03 A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group Arimappamagan, Arivazhagan Somasundaram, Kumaravel Thennarasu, Kandavel Peddagangannagari, Sreekanthreddy Srinivasan, Harish Shailaja, Bangalore C. Samuel, Cini Patric, Irene Rosita Pia Shukla, Sudhanshu Thota, Balaram Prasanna, Krishnarao Venkatesh Pandey, Paritosh Balasubramaniam, Anandh Santosh, Vani Chandramouli, Bangalore Ashwathnarayanara Hegde, Alangar Sathyaranjandas Kondaiah, Paturu Sathyanarayana Rao, Manchanahalli R. PLoS One Research Article BACKGROUND: Recent research on glioblastoma (GBM) has focused on deducing gene signatures predicting prognosis. The present study evaluated the mRNA expression of selected genes and correlated with outcome to arrive at a prognostic gene signature. METHODS: Patients with GBM (n = 123) were prospectively recruited, treated with a uniform protocol and followed up. Expression of 175 genes in GBM tissue was determined using qRT-PCR. A supervised principal component analysis followed by derivation of gene signature was performed. Independent validation of the signature was done using TCGA data. Gene Ontology and KEGG pathway analysis was carried out among patients from TCGA cohort. RESULTS: A 14 gene signature was identified that predicted outcome in GBM. A weighted gene (WG) score was found to be an independent predictor of survival in multivariate analysis in the present cohort (HR = 2(.)507; B = 0(.)919; p<0(.)001) and in TCGA cohort. Risk stratification by standardized WG score classified patients into low and high risk predicting survival both in our cohort (p = <0(.)001) and TCGA cohort (p = 0(.)001). Pathway analysis using the most differentially regulated genes (n = 76) between the low and high risk groups revealed association of activated inflammatory/immune response pathways and mesenchymal subtype in the high risk group. CONCLUSION: We have identified a 14 gene expression signature that can predict survival in GBM patients. A network analysis revealed activation of inflammatory response pathway specifically in high risk group. These findings may have implications in understanding of gliomagenesis, development of targeted therapies and selection of high risk cancer patients for alternate adjuvant therapies. Public Library of Science 2013-04-30 /pmc/articles/PMC3639942/ /pubmed/23646114 http://dx.doi.org/10.1371/journal.pone.0062042 Text en © 2013 Arimappamagan et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Arimappamagan, Arivazhagan Somasundaram, Kumaravel Thennarasu, Kandavel Peddagangannagari, Sreekanthreddy Srinivasan, Harish Shailaja, Bangalore C. Samuel, Cini Patric, Irene Rosita Pia Shukla, Sudhanshu Thota, Balaram Prasanna, Krishnarao Venkatesh Pandey, Paritosh Balasubramaniam, Anandh Santosh, Vani Chandramouli, Bangalore Ashwathnarayanara Hegde, Alangar Sathyaranjandas Kondaiah, Paturu Sathyanarayana Rao, Manchanahalli R. A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group |
title | A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group |
title_full | A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group |
title_fullStr | A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group |
title_full_unstemmed | A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group |
title_short | A Fourteen Gene GBM Prognostic Signature Identifies Association of Immune Response Pathway and Mesenchymal Subtype with High Risk Group |
title_sort | fourteen gene gbm prognostic signature identifies association of immune response pathway and mesenchymal subtype with high risk group |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3639942/ https://www.ncbi.nlm.nih.gov/pubmed/23646114 http://dx.doi.org/10.1371/journal.pone.0062042 |
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