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Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma

BACKGROUND: KRAS-mutant lung adenocarcinomas (LUADs) are heterogeneous and frequently occur in smokers. The heterogeneity of KRAS-mutant LUAD has been an obstacle for the drug discovery. METHODS: We integrated multiplatform datatypes and identified two corresponding subtypes in the patients and cell...

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Autores principales: Liu, Ke, Guo, Jintao, Liu, Kuai, Fan, Peiyang, Zeng, Yuanyuan, Xu, Chaoqun, Zhong, Jiaxin, Li, Qiyuan, Zhou, Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6197714/
https://www.ncbi.nlm.nih.gov/pubmed/30268834
http://dx.doi.org/10.1016/j.ebiom.2018.09.034
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author Liu, Ke
Guo, Jintao
Liu, Kuai
Fan, Peiyang
Zeng, Yuanyuan
Xu, Chaoqun
Zhong, Jiaxin
Li, Qiyuan
Zhou, Ying
author_facet Liu, Ke
Guo, Jintao
Liu, Kuai
Fan, Peiyang
Zeng, Yuanyuan
Xu, Chaoqun
Zhong, Jiaxin
Li, Qiyuan
Zhou, Ying
author_sort Liu, Ke
collection PubMed
description BACKGROUND: KRAS-mutant lung adenocarcinomas (LUADs) are heterogeneous and frequently occur in smokers. The heterogeneity of KRAS-mutant LUAD has been an obstacle for the drug discovery. METHODS: We integrated multiplatform datatypes and identified two corresponding subtypes in the patients and cell lines. We further characterized the features of these two subtypes and performed drug screening to identify subtype-specific drugs. Finally, we used the defining features of the KRAS subtypes for drug sensitivity prediction. FINDINGS: Patient-Subtype 1 (PS1) was characterized by increased smoking-related mutational signature activity, a low tumor-infiltrating lymphocyte (TIL)-associating score and STK11/KEAP1 co-mutations. Patient-Subtype 2 (PS2) was characterized by an increased smoking-related methylation signature activity, a high TIL-associating score and increased KRAS dependency. The cell line subtypes faithfully recapitulated all the patients' features. Drug screening of the two cell line subtypes yielded several potential candidates, such as cytarabine and enzastaurin for Cell-line-Subtype 1 (CS1) and a BTK inhibitor QL-XII-61 for Cell-line-Subtype 2 (CS2). The defining features, such as smoking-related methylation signature, were significantly associated with the sensitivity to several drugs. INTERPRETATION: The heterogeneity of KRAS-mutant LUAD is associated with smoking-related genomic and epigenomic aberration along with other features such as immunogenicity, KRAS dependency and STK11/KEAP1 co-mutations. These features might be used as biomarkers for drug sensitivity prediction. FUND: This research was funded by the Young Scientists Fund of the National Natural Science Foundation of China, the Natural Science Foundation of Fujian Province, China and the Education and Research Foundation for Young Scholars of Education Department of Fujian Province, China.
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spelling pubmed-61977142018-10-24 Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma Liu, Ke Guo, Jintao Liu, Kuai Fan, Peiyang Zeng, Yuanyuan Xu, Chaoqun Zhong, Jiaxin Li, Qiyuan Zhou, Ying EBioMedicine Research paper BACKGROUND: KRAS-mutant lung adenocarcinomas (LUADs) are heterogeneous and frequently occur in smokers. The heterogeneity of KRAS-mutant LUAD has been an obstacle for the drug discovery. METHODS: We integrated multiplatform datatypes and identified two corresponding subtypes in the patients and cell lines. We further characterized the features of these two subtypes and performed drug screening to identify subtype-specific drugs. Finally, we used the defining features of the KRAS subtypes for drug sensitivity prediction. FINDINGS: Patient-Subtype 1 (PS1) was characterized by increased smoking-related mutational signature activity, a low tumor-infiltrating lymphocyte (TIL)-associating score and STK11/KEAP1 co-mutations. Patient-Subtype 2 (PS2) was characterized by an increased smoking-related methylation signature activity, a high TIL-associating score and increased KRAS dependency. The cell line subtypes faithfully recapitulated all the patients' features. Drug screening of the two cell line subtypes yielded several potential candidates, such as cytarabine and enzastaurin for Cell-line-Subtype 1 (CS1) and a BTK inhibitor QL-XII-61 for Cell-line-Subtype 2 (CS2). The defining features, such as smoking-related methylation signature, were significantly associated with the sensitivity to several drugs. INTERPRETATION: The heterogeneity of KRAS-mutant LUAD is associated with smoking-related genomic and epigenomic aberration along with other features such as immunogenicity, KRAS dependency and STK11/KEAP1 co-mutations. These features might be used as biomarkers for drug sensitivity prediction. FUND: This research was funded by the Young Scientists Fund of the National Natural Science Foundation of China, the Natural Science Foundation of Fujian Province, China and the Education and Research Foundation for Young Scholars of Education Department of Fujian Province, China. Elsevier 2018-09-27 /pmc/articles/PMC6197714/ /pubmed/30268834 http://dx.doi.org/10.1016/j.ebiom.2018.09.034 Text en © 2018 Published by Elsevier B.V. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research paper
Liu, Ke
Guo, Jintao
Liu, Kuai
Fan, Peiyang
Zeng, Yuanyuan
Xu, Chaoqun
Zhong, Jiaxin
Li, Qiyuan
Zhou, Ying
Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma
title Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma
title_full Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma
title_fullStr Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma
title_full_unstemmed Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma
title_short Integrative analysis reveals distinct subtypes with therapeutic implications in KRAS-mutant lung adenocarcinoma
title_sort integrative analysis reveals distinct subtypes with therapeutic implications in kras-mutant lung adenocarcinoma
topic Research paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6197714/
https://www.ncbi.nlm.nih.gov/pubmed/30268834
http://dx.doi.org/10.1016/j.ebiom.2018.09.034
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