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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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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. |
format | Online Article Text |
id | pubmed-6197714 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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