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...

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Autores principales: Yang Leng, Shiying Dang, Fei Yin, Tianshun Gao, Xing Xiao, Yi Zhang, Lin Chen, Changfei Qin, Nannan Lai, Xiao-Yong Zhan, Ke Huang, Chuanming Luo, Yang Kang, Nan Wang, Yun Li, Yuhong Liang, Bihui Huang
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Publicado: Frontiers Media S.A. 2021
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Acceso en línea:https://doaj.org/article/4a97346112594053aa9bd0069a3294fe
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spelling oai:doaj.org-article:4a97346112594053aa9bd0069a3294fe2021-12-02T05:53:05ZGDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response2234-943X10.3389/fonc.2021.733533https://doaj.org/article/4a97346112594053aa9bd0069a3294fe2021-12-01T00:00:00Zhttps://www.frontiersin.org/articles/10.3389/fonc.2021.733533/fullhttps://doaj.org/toc/2234-943XLung 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).Yang LengShiying DangFei YinTianshun GaoXing XiaoYi ZhangLin ChenChangfei QinNannan LaiXiao-Yong ZhanKe HuangChuanming LuoYang KangNan WangYun LiYuhong LiangBihui HuangFrontiers Media S.A.articleDNA damage repair (DDR)immune check inhibitor (ICI)GDPLichilung adenocarcinomagene classifierNeoplasms. Tumors. Oncology. Including cancer and carcinogensRC254-282ENFrontiers in Oncology, Vol 11 (2021)
institution DOAJ
collection DOAJ
language EN
topic DNA damage repair (DDR)
immune check inhibitor (ICI)
GDPLichi
lung adenocarcinoma
gene classifier
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
RC254-282
spellingShingle DNA damage repair (DDR)
immune check inhibitor (ICI)
GDPLichi
lung adenocarcinoma
gene classifier
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
RC254-282
Yang Leng
Shiying Dang
Fei Yin
Tianshun Gao
Xing Xiao
Yi Zhang
Lin Chen
Changfei Qin
Nannan Lai
Xiao-Yong Zhan
Ke Huang
Chuanming Luo
Yang Kang
Nan Wang
Yun Li
Yuhong Liang
Bihui Huang
GDPLichi: a DNA Damage Repair-Related Gene Classifier for Predicting Lung Adenocarcinoma Immune Checkpoint Inhibitors Response
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 article
author Yang Leng
Shiying Dang
Fei Yin
Tianshun Gao
Xing Xiao
Yi Zhang
Lin Chen
Changfei Qin
Nannan Lai
Xiao-Yong Zhan
Ke Huang
Chuanming Luo
Yang Kang
Nan Wang
Yun Li
Yuhong Liang
Bihui Huang
author_facet Yang Leng
Shiying Dang
Fei Yin
Tianshun Gao
Xing Xiao
Yi Zhang
Lin Chen
Changfei Qin
Nannan Lai
Xiao-Yong Zhan
Ke Huang
Chuanming Luo
Yang Kang
Nan Wang
Yun Li
Yuhong Liang
Bihui Huang
author_sort Yang Leng
title 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_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_sort gdplichi: a dna damage repair-related gene classifier for predicting lung adenocarcinoma immune checkpoint inhibitors response
publisher Frontiers Media S.A.
publishDate 2021
url https://doaj.org/article/4a97346112594053aa9bd0069a3294fe
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