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KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer
KRAS is the most frequently mutated oncogene in non‐small cell lung cancer (NSCLC). However, the prognostic role of KRAS mutation status in NSCLC still remains controversial. We hypothesize that the expression changes of genes affected by KRAS mutation status will have the most prominent effect and...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5299512/ https://www.ncbi.nlm.nih.gov/pubmed/27859136 http://dx.doi.org/10.1002/ijc.30509 |
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author | Nagy, Ádám Pongor, Lőrinc Sándor Szabó, András Santarpia, Mariacarmela Győrffy, Balázs |
author_facet | Nagy, Ádám Pongor, Lőrinc Sándor Szabó, András Santarpia, Mariacarmela Győrffy, Balázs |
author_sort | Nagy, Ádám |
collection | PubMed |
description | KRAS is the most frequently mutated oncogene in non‐small cell lung cancer (NSCLC). However, the prognostic role of KRAS mutation status in NSCLC still remains controversial. We hypothesize that the expression changes of genes affected by KRAS mutation status will have the most prominent effect and could be used as a prognostic signature in lung cancer. We divided NSCLC patients with mutation and RNA‐seq data into KRAS mutated and wild type groups. Mann‐Whitney test was used to identify genes showing altered expression between these cohorts. Mean expression of the top five genes was designated as a “transcriptomic fingerprint” of the mutation. We evaluated the effect of this signature on clinical outcome in 2,437 NSCLC patients using univariate and multivariate Cox regression analysis. Mutation of KRAS was most common in adenocarcinoma. Mutation status and KRAS expression were not correlated to prognosis. The transcriptomic fingerprint of KRAS include FOXRED2, KRAS, TOP1, PEX3 and ABL2. The KRAS signature had a high prognostic power. Similar results were achieved when using the second and third set of strongest genes. Moreover, all cutoff values delivered significant prognostic power (p < 0.01). The KRAS signature also remained significant (p < 0.01) in a multivariate analysis including age, gender, smoking history and tumor stage. We generated a “surrogate signature” of KRAS mutation status in NSCLC patients by computationally linking genotype and gene expression. We show that secondary effects of a mutation can have a higher prognostic relevance than the primary genetic alteration itself. |
format | Online Article Text |
id | pubmed-5299512 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-52995122017-02-22 KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer Nagy, Ádám Pongor, Lőrinc Sándor Szabó, András Santarpia, Mariacarmela Győrffy, Balázs Int J Cancer Tumor Markers and Signatures KRAS is the most frequently mutated oncogene in non‐small cell lung cancer (NSCLC). However, the prognostic role of KRAS mutation status in NSCLC still remains controversial. We hypothesize that the expression changes of genes affected by KRAS mutation status will have the most prominent effect and could be used as a prognostic signature in lung cancer. We divided NSCLC patients with mutation and RNA‐seq data into KRAS mutated and wild type groups. Mann‐Whitney test was used to identify genes showing altered expression between these cohorts. Mean expression of the top five genes was designated as a “transcriptomic fingerprint” of the mutation. We evaluated the effect of this signature on clinical outcome in 2,437 NSCLC patients using univariate and multivariate Cox regression analysis. Mutation of KRAS was most common in adenocarcinoma. Mutation status and KRAS expression were not correlated to prognosis. The transcriptomic fingerprint of KRAS include FOXRED2, KRAS, TOP1, PEX3 and ABL2. The KRAS signature had a high prognostic power. Similar results were achieved when using the second and third set of strongest genes. Moreover, all cutoff values delivered significant prognostic power (p < 0.01). The KRAS signature also remained significant (p < 0.01) in a multivariate analysis including age, gender, smoking history and tumor stage. We generated a “surrogate signature” of KRAS mutation status in NSCLC patients by computationally linking genotype and gene expression. We show that secondary effects of a mutation can have a higher prognostic relevance than the primary genetic alteration itself. John Wiley and Sons Inc. 2016-11-23 2017-02-15 /pmc/articles/PMC5299512/ /pubmed/27859136 http://dx.doi.org/10.1002/ijc.30509 Text en © 2016 The Authors International Journal of Cancer published by John Wiley & Sons Ltd on behalf of UICC This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial (http://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Tumor Markers and Signatures Nagy, Ádám Pongor, Lőrinc Sándor Szabó, András Santarpia, Mariacarmela Győrffy, Balázs KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
title | KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
title_full | KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
title_fullStr | KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
title_full_unstemmed | KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
title_short | KRAS driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
title_sort | kras driven expression signature has prognostic power superior to mutation status in non‐small cell lung cancer |
topic | Tumor Markers and Signatures |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5299512/ https://www.ncbi.nlm.nih.gov/pubmed/27859136 http://dx.doi.org/10.1002/ijc.30509 |
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