Cargando…

GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response

Lung cancer is one of the most common and mortal malignancies, usually with a poor prognosis in its advanced or recurrent stages. Recently, immune checkpoint inhibitors (ICIs) immunotherapy has revolutionized the treatment of human cancers including lung adenocarcinoma (LUAD), and significantly impr...

Descripción completa

Detalles Bibliográficos
Autores principales: Leng, Yang, Dang, Shiying, Yin, Fei, Gao, Tianshun, Xiao, Xing, Zhang, Yi, Chen, Lin, Qin, Changfei, Lai, Nannan, Zhan, Xiao-Yong, Huang, Ke, Luo, Chuanming, Kang, Yang, Wang, Nan, Li, Yun, Liang, Yuhong, Huang, Bihui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8713481/
https://www.ncbi.nlm.nih.gov/pubmed/34970479
http://dx.doi.org/10.3389/fonc.2021.733533
_version_ 1784623773074325504
author Leng, Yang
Dang, Shiying
Yin, Fei
Gao, Tianshun
Xiao, Xing
Zhang, Yi
Chen, Lin
Qin, Changfei
Lai, Nannan
Zhan, Xiao-Yong
Huang, Ke
Luo, Chuanming
Kang, Yang
Wang, Nan
Li, Yun
Liang, Yuhong
Huang, Bihui
author_facet Leng, Yang
Dang, Shiying
Yin, Fei
Gao, Tianshun
Xiao, Xing
Zhang, Yi
Chen, Lin
Qin, Changfei
Lai, Nannan
Zhan, Xiao-Yong
Huang, Ke
Luo, Chuanming
Kang, Yang
Wang, Nan
Li, Yun
Liang, Yuhong
Huang, Bihui
author_sort Leng, Yang
collection PubMed
description Lung cancer is one of the most common and mortal malignancies, usually with a poor prognosis in its advanced or recurrent stages. Recently, immune checkpoint inhibitors (ICIs) immunotherapy has revolutionized the treatment of human cancers including lung adenocarcinoma (LUAD), and significantly improved patients’ prognoses. However, the prognostic and predictive outcomes differ because of tumor heterogeneity. Here, we present an effective method, GDPLichi (Genes of DNA damage repair to predict LUAD immune checkpoint inhibitors response), as the signature to predict the LUAD patient’s response to the ICIs. GDPLichi utilized only 7 maker genes from 8 DDR pathways to construct the predictive model and classified LUAD patients into two subgroups: low- and high-risk groups. The high-risk group was featured by worse prognosis and decreased B cells, CD8(+) T cells, CD8(+) central memory T cells, hematopoietic stem cells (HSC), myeloid dendritic cells (MDC), and immune scores as compared to the low-risk group. However, our research also suggests that the high-risk group was more sensitive to ICIs, which might be explained by increased TMB, neoantigen, immune checkpoint molecules, and immune suppression genes’ expression, but lower TIDE score as compared to the low-risk group. This conclusion was verified in three other LUAD cohort datasets (GSE30219, GSE31210, GSE50081).
format Online
Article
Text
id pubmed-8713481
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-87134812021-12-29 GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response Leng, Yang Dang, Shiying Yin, Fei Gao, Tianshun Xiao, Xing Zhang, Yi Chen, Lin Qin, Changfei Lai, Nannan Zhan, Xiao-Yong Huang, Ke Luo, Chuanming Kang, Yang Wang, Nan Li, Yun Liang, Yuhong Huang, Bihui Front Oncol Oncology Lung cancer is one of the most common and mortal malignancies, usually with a poor prognosis in its advanced or recurrent stages. Recently, immune checkpoint inhibitors (ICIs) immunotherapy has revolutionized the treatment of human cancers including lung adenocarcinoma (LUAD), and significantly improved patients’ prognoses. However, the prognostic and predictive outcomes differ because of tumor heterogeneity. Here, we present an effective method, GDPLichi (Genes of DNA damage repair to predict LUAD immune checkpoint inhibitors response), as the signature to predict the LUAD patient’s response to the ICIs. GDPLichi utilized only 7 maker genes from 8 DDR pathways to construct the predictive model and classified LUAD patients into two subgroups: low- and high-risk groups. The high-risk group was featured by worse prognosis and decreased B cells, CD8(+) T cells, CD8(+) central memory T cells, hematopoietic stem cells (HSC), myeloid dendritic cells (MDC), and immune scores as compared to the low-risk group. However, our research also suggests that the high-risk group was more sensitive to ICIs, which might be explained by increased TMB, neoantigen, immune checkpoint molecules, and immune suppression genes’ expression, but lower TIDE score as compared to the low-risk group. This conclusion was verified in three other LUAD cohort datasets (GSE30219, GSE31210, GSE50081). Frontiers Media S.A. 2021-12-02 /pmc/articles/PMC8713481/ /pubmed/34970479 http://dx.doi.org/10.3389/fonc.2021.733533 Text en Copyright © 2021 Leng, Dang, Yin, Gao, Xiao, Zhang, Chen, Qin, Lai, Zhan, Huang, Luo, Kang, Wang, Li, Liang and Huang https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Oncology
Leng, Yang
Dang, Shiying
Yin, Fei
Gao, Tianshun
Xiao, Xing
Zhang, Yi
Chen, Lin
Qin, Changfei
Lai, Nannan
Zhan, Xiao-Yong
Huang, Ke
Luo, Chuanming
Kang, Yang
Wang, Nan
Li, Yun
Liang, Yuhong
Huang, Bihui
GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
title GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
title_full GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
title_fullStr GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
title_full_unstemmed GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
title_short GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
title_sort gdplichi: a dna damage repair-related gene classifier for predicting lung adenocarcinoma immune checkpoint inhibitors response
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8713481/
https://www.ncbi.nlm.nih.gov/pubmed/34970479
http://dx.doi.org/10.3389/fonc.2021.733533
work_keys_str_mv AT lengyang gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT dangshiying gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT yinfei gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT gaotianshun gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT xiaoxing gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT zhangyi gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT chenlin gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT qinchangfei gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT lainannan gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT zhanxiaoyong gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT huangke gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT luochuanming gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT kangyang gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT wangnan gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT liyun gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT liangyuhong gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse
AT huangbihui gdplichiadnadamagerepairrelatedgeneclassifierforpredictinglungadenocarcinomaimmunecheckpointinhibitorsresponse