Cargando…

Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts

SIMPLE SUMMARY: Several genes are essential for tumor growth and predict poor prognoses of patients, however, most of their roles in lung adenocarcinoma (LUAD) are unclear. In addition, a good classification strategy for cancer patients would be a useful tool for future personalized medicine. In LUA...

Descripción completa

Detalles Bibliográficos
Autores principales: Ho, Kuo-Hao, Huang, Tzu-Wen, Liu, Ann-Jeng, Shih, Chwen-Ming, Chen, Ku-Chung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8124388/
https://www.ncbi.nlm.nih.gov/pubmed/33924966
http://dx.doi.org/10.3390/cancers13092128
_version_ 1783693190700728320
author Ho, Kuo-Hao
Huang, Tzu-Wen
Liu, Ann-Jeng
Shih, Chwen-Ming
Chen, Ku-Chung
author_facet Ho, Kuo-Hao
Huang, Tzu-Wen
Liu, Ann-Jeng
Shih, Chwen-Ming
Chen, Ku-Chung
author_sort Ho, Kuo-Hao
collection PubMed
description SIMPLE SUMMARY: Several genes are essential for tumor growth and predict poor prognoses of patients, however, most of their roles in lung adenocarcinoma (LUAD) are unclear. In addition, a good classification strategy for cancer patients would be a useful tool for future personalized medicine. In LUAD, the existing subtype classification, including the terminal respiratory unit (TRU), proximal-inflammatory (PI), and proximal-proliferative (PP) subtypes, is mainly based on genes with variant expression levels across patients without considering the oncogenetic roles of those genes. Thus, the LUAD essential genes were identified and used to stratify patients into distinct survival outcomes, TP53 mutation statuses, E2F target activities, and tumor mutation burdens. Moreover, TRU-type patients could be further divided into clinically and molecularly different subgroups based on our classifier. Integration of existing subtypes with our classification strategy provides a more comprehensive understanding of the heterogeneity of LUAD, and can guide us to identifying potential targets for future personalized medicine. ABSTRACT: Background: Heterogeneous features of lung adenocarcinoma (LUAD) are used to stratify patients into terminal respiratory unit (TRU), proximal-proliferative (PP), and proximal-inflammatory (PI) subtypes. A more-accurate subtype classification would be helpful for future personalized medicine. However, these stratifications are based on genes with variant expression levels without considering their tumor-promoting roles. We attempted to identify cancer essential genes for LUAD stratification and their clinical and biological differences. Methods: Essential genes in LUAD were identified using genome-scale CRIPSR screening of RNA sequencing data from Project Achilles and The Cancer Genome Atlas (TCGA). Patients were stratified using consensus clustering. Survival outcomes, genomic alterations, signaling activities, and immune profiles within clusters were investigated using other independent cohorts. Findings: Thirty-six genes were identified as essential to LUAD, and there were used for stratification. Essential gene-classified clusters exhibited distinct survival rates and proliferation signatures across six cohorts. The cluster with the worst prognosis exhibited TP53 mutations, high E2F target activities, and high tumor mutation burdens, and harbored tumors vulnerable to topoisomerase I and poly(ADP ribose) polymerase inhibitors. TRU-type patients could be divided into clinically and molecularly different subgroups based on these essential genes. Conclusions: Our study showed that essential genes to LUAD not only defined patients with different survival rates, but also refined preexisting subtypes.
format Online
Article
Text
id pubmed-8124388
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-81243882021-05-17 Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts Ho, Kuo-Hao Huang, Tzu-Wen Liu, Ann-Jeng Shih, Chwen-Ming Chen, Ku-Chung Cancers (Basel) Article SIMPLE SUMMARY: Several genes are essential for tumor growth and predict poor prognoses of patients, however, most of their roles in lung adenocarcinoma (LUAD) are unclear. In addition, a good classification strategy for cancer patients would be a useful tool for future personalized medicine. In LUAD, the existing subtype classification, including the terminal respiratory unit (TRU), proximal-inflammatory (PI), and proximal-proliferative (PP) subtypes, is mainly based on genes with variant expression levels across patients without considering the oncogenetic roles of those genes. Thus, the LUAD essential genes were identified and used to stratify patients into distinct survival outcomes, TP53 mutation statuses, E2F target activities, and tumor mutation burdens. Moreover, TRU-type patients could be further divided into clinically and molecularly different subgroups based on our classifier. Integration of existing subtypes with our classification strategy provides a more comprehensive understanding of the heterogeneity of LUAD, and can guide us to identifying potential targets for future personalized medicine. ABSTRACT: Background: Heterogeneous features of lung adenocarcinoma (LUAD) are used to stratify patients into terminal respiratory unit (TRU), proximal-proliferative (PP), and proximal-inflammatory (PI) subtypes. A more-accurate subtype classification would be helpful for future personalized medicine. However, these stratifications are based on genes with variant expression levels without considering their tumor-promoting roles. We attempted to identify cancer essential genes for LUAD stratification and their clinical and biological differences. Methods: Essential genes in LUAD were identified using genome-scale CRIPSR screening of RNA sequencing data from Project Achilles and The Cancer Genome Atlas (TCGA). Patients were stratified using consensus clustering. Survival outcomes, genomic alterations, signaling activities, and immune profiles within clusters were investigated using other independent cohorts. Findings: Thirty-six genes were identified as essential to LUAD, and there were used for stratification. Essential gene-classified clusters exhibited distinct survival rates and proliferation signatures across six cohorts. The cluster with the worst prognosis exhibited TP53 mutations, high E2F target activities, and high tumor mutation burdens, and harbored tumors vulnerable to topoisomerase I and poly(ADP ribose) polymerase inhibitors. TRU-type patients could be divided into clinically and molecularly different subgroups based on these essential genes. Conclusions: Our study showed that essential genes to LUAD not only defined patients with different survival rates, but also refined preexisting subtypes. MDPI 2021-04-28 /pmc/articles/PMC8124388/ /pubmed/33924966 http://dx.doi.org/10.3390/cancers13092128 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ho, Kuo-Hao
Huang, Tzu-Wen
Liu, Ann-Jeng
Shih, Chwen-Ming
Chen, Ku-Chung
Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts
title Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts
title_full Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts
title_fullStr Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts
title_full_unstemmed Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts
title_short Cancer Essential Genes Stratified Lung Adenocarcinoma Patients with Distinct Survival Outcomes and Identified a Subgroup from the Terminal Respiratory Unit Type with Different Proliferative Signatures in Multiple Cohorts
title_sort cancer essential genes stratified lung adenocarcinoma patients with distinct survival outcomes and identified a subgroup from the terminal respiratory unit type with different proliferative signatures in multiple cohorts
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8124388/
https://www.ncbi.nlm.nih.gov/pubmed/33924966
http://dx.doi.org/10.3390/cancers13092128
work_keys_str_mv AT hokuohao canceressentialgenesstratifiedlungadenocarcinomapatientswithdistinctsurvivaloutcomesandidentifiedasubgroupfromtheterminalrespiratoryunittypewithdifferentproliferativesignaturesinmultiplecohorts
AT huangtzuwen canceressentialgenesstratifiedlungadenocarcinomapatientswithdistinctsurvivaloutcomesandidentifiedasubgroupfromtheterminalrespiratoryunittypewithdifferentproliferativesignaturesinmultiplecohorts
AT liuannjeng canceressentialgenesstratifiedlungadenocarcinomapatientswithdistinctsurvivaloutcomesandidentifiedasubgroupfromtheterminalrespiratoryunittypewithdifferentproliferativesignaturesinmultiplecohorts
AT shihchwenming canceressentialgenesstratifiedlungadenocarcinomapatientswithdistinctsurvivaloutcomesandidentifiedasubgroupfromtheterminalrespiratoryunittypewithdifferentproliferativesignaturesinmultiplecohorts
AT chenkuchung canceressentialgenesstratifiedlungadenocarcinomapatientswithdistinctsurvivaloutcomesandidentifiedasubgroupfromtheterminalrespiratoryunittypewithdifferentproliferativesignaturesinmultiplecohorts