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Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration
The somatic co-evolution of tumors and the cellular immune responses that combat them drives the diversity of immune-tumor interactions. This includes tumor mutations that generate neo-antigenic epitopes that elicit cytotoxic T-cell activity and subsequent pressure to select for genetic loss of anti...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6837539/ https://www.ncbi.nlm.nih.gov/pubmed/31658270 http://dx.doi.org/10.1371/journal.pcbi.1007467 |
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author | Zhao, Boyang Pritchard, Justin R. |
author_facet | Zhao, Boyang Pritchard, Justin R. |
author_sort | Zhao, Boyang |
collection | PubMed |
description | The somatic co-evolution of tumors and the cellular immune responses that combat them drives the diversity of immune-tumor interactions. This includes tumor mutations that generate neo-antigenic epitopes that elicit cytotoxic T-cell activity and subsequent pressure to select for genetic loss of antigen presentation. Most studies have focused on how tumor missense mutations can drive tumor immunity, but frameshift mutations have the potential to create far greater antigenic diversity. However, expression of this antigenic diversity is potentially regulated by Nonsense Mediated Decay (NMD) and NMD has been shown to be of variable efficiency in cancers. Here we studied how mutational changes influence global NMD and cytolytic immune responses. Using TCGA datasets, we derived novel patient-level metrics of ‘NMD burden’ and interrogated how different mutation and most importantly NMD burdens influence cytolytic activity using machine learning models and survival outcomes. We find that NMD is a significant and independent predictor of immune cytolytic activity. Different indications exhibited varying dependence on NMD and mutation burden features. We also observed significant co-alteration of genes in the NMD pathway, with a global increase in NMD efficiency in patients with NMD co-alterations. Finally, NMD burden also stratified patient survival in multivariate regression models in subset of cancer types. Our work suggests that beyond selecting for mutations that elicit NMD in tumor suppressors, tumor evolution may react to the selective pressure generated by inflammation to globally enhance NMD through coordinated amplification and/or mutation. |
format | Online Article Text |
id | pubmed-6837539 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-68375392019-11-12 Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration Zhao, Boyang Pritchard, Justin R. PLoS Comput Biol Research Article The somatic co-evolution of tumors and the cellular immune responses that combat them drives the diversity of immune-tumor interactions. This includes tumor mutations that generate neo-antigenic epitopes that elicit cytotoxic T-cell activity and subsequent pressure to select for genetic loss of antigen presentation. Most studies have focused on how tumor missense mutations can drive tumor immunity, but frameshift mutations have the potential to create far greater antigenic diversity. However, expression of this antigenic diversity is potentially regulated by Nonsense Mediated Decay (NMD) and NMD has been shown to be of variable efficiency in cancers. Here we studied how mutational changes influence global NMD and cytolytic immune responses. Using TCGA datasets, we derived novel patient-level metrics of ‘NMD burden’ and interrogated how different mutation and most importantly NMD burdens influence cytolytic activity using machine learning models and survival outcomes. We find that NMD is a significant and independent predictor of immune cytolytic activity. Different indications exhibited varying dependence on NMD and mutation burden features. We also observed significant co-alteration of genes in the NMD pathway, with a global increase in NMD efficiency in patients with NMD co-alterations. Finally, NMD burden also stratified patient survival in multivariate regression models in subset of cancer types. Our work suggests that beyond selecting for mutations that elicit NMD in tumor suppressors, tumor evolution may react to the selective pressure generated by inflammation to globally enhance NMD through coordinated amplification and/or mutation. Public Library of Science 2019-10-28 /pmc/articles/PMC6837539/ /pubmed/31658270 http://dx.doi.org/10.1371/journal.pcbi.1007467 Text en © 2019 Zhao, Pritchard http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Zhao, Boyang Pritchard, Justin R. Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
title | Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
title_full | Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
title_fullStr | Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
title_full_unstemmed | Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
title_short | Evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
title_sort | evolution of the nonsense-mediated decay pathway is associated with decreased cytolytic immune infiltration |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6837539/ https://www.ncbi.nlm.nih.gov/pubmed/31658270 http://dx.doi.org/10.1371/journal.pcbi.1007467 |
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