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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...

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Autores principales: Nagy, Ádám, Pongor, Lőrinc Sándor, Szabó, András, Santarpia, Mariacarmela, Győrffy, Balázs
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2016
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.
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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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