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Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas
Although some biomarkers have been used to predict prognosis of lower-grade gliomas (LGGs), a pathway-related signature associated with immune response has not been developed. A key signaling pathway was determined according to the lowest adjusted p value among 50 hallmark pathways. The least absolu...
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/PMC9570050/ https://www.ncbi.nlm.nih.gov/pubmed/36233273 http://dx.doi.org/10.3390/ijms231911971 |
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author | Lai, Guichuan Zhong, Xiaoni Liu, Hui Deng, Jielian Li, Kangjie Xie, Biao |
author_facet | Lai, Guichuan Zhong, Xiaoni Liu, Hui Deng, Jielian Li, Kangjie Xie, Biao |
author_sort | Lai, Guichuan |
collection | PubMed |
description | Although some biomarkers have been used to predict prognosis of lower-grade gliomas (LGGs), a pathway-related signature associated with immune response has not been developed. A key signaling pathway was determined according to the lowest adjusted p value among 50 hallmark pathways. The least absolute shrinkage and selection operator (LASSO) and stepwise multivariate Cox analyses were performed to construct a pathway-related gene signature. Somatic mutation, drug sensitivity and prediction of immunotherapy analyses were conducted to reveal the value of this signature in targeted therapies. In this study, an allograft rejection (AR) pathway was considered as a crucial signaling pathway, and we constructed an AR-related five-gene signature, which can independently predict the prognosis of LGGs. High-AR LGG patients had higher tumor mutation burden (TMB), Immunophenscore (IPS), IMmuno-PREdictive Score (IMPRES), T cell-inflamed gene expression profile (GEP) score and MHC I association immunoscore (MIAS) than low-AR patients. Most importantly, our signature can be validated in four immunotherapy cohorts. Furthermore, IC50 values of the six classic chemotherapeutic drugs were significantly elevated in the low-AR group compared with the high-AR group. This signature might be regarded as an underlying biomarker in predicting prognosis for LGGs, possibly providing more therapeutic strategies for future clinical research. |
format | Online Article Text |
id | pubmed-9570050 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95700502022-10-17 Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas Lai, Guichuan Zhong, Xiaoni Liu, Hui Deng, Jielian Li, Kangjie Xie, Biao Int J Mol Sci Article Although some biomarkers have been used to predict prognosis of lower-grade gliomas (LGGs), a pathway-related signature associated with immune response has not been developed. A key signaling pathway was determined according to the lowest adjusted p value among 50 hallmark pathways. The least absolute shrinkage and selection operator (LASSO) and stepwise multivariate Cox analyses were performed to construct a pathway-related gene signature. Somatic mutation, drug sensitivity and prediction of immunotherapy analyses were conducted to reveal the value of this signature in targeted therapies. In this study, an allograft rejection (AR) pathway was considered as a crucial signaling pathway, and we constructed an AR-related five-gene signature, which can independently predict the prognosis of LGGs. High-AR LGG patients had higher tumor mutation burden (TMB), Immunophenscore (IPS), IMmuno-PREdictive Score (IMPRES), T cell-inflamed gene expression profile (GEP) score and MHC I association immunoscore (MIAS) than low-AR patients. Most importantly, our signature can be validated in four immunotherapy cohorts. Furthermore, IC50 values of the six classic chemotherapeutic drugs were significantly elevated in the low-AR group compared with the high-AR group. This signature might be regarded as an underlying biomarker in predicting prognosis for LGGs, possibly providing more therapeutic strategies for future clinical research. MDPI 2022-10-09 /pmc/articles/PMC9570050/ /pubmed/36233273 http://dx.doi.org/10.3390/ijms231911971 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 Lai, Guichuan Zhong, Xiaoni Liu, Hui Deng, Jielian Li, Kangjie Xie, Biao Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas |
title | Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas |
title_full | Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas |
title_fullStr | Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas |
title_full_unstemmed | Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas |
title_short | Development of a Hallmark Pathway-Related Gene Signature Associated with Immune Response for Lower Grade Gliomas |
title_sort | development of a hallmark pathway-related gene signature associated with immune response for lower grade gliomas |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9570050/ https://www.ncbi.nlm.nih.gov/pubmed/36233273 http://dx.doi.org/10.3390/ijms231911971 |
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