Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer

Tyrosine kinase inhibitors (TKI) play a pivotal role in the treatment of non-small-cell lung cancer (NSCLC) with mutations in epidermal growth factor receptor (EGFR) and rearrangements in anaplastic lymphoma kinase (ALK). However, the influences of TKIs on the tumor immune microenvironment (TIM), es...

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Main Authors: Yisheng Fang, Yuanyuan Wang, Dongqiang Zeng, Shimeng Zhi, Tingting Shu, Na Huang, Siting Zheng, Jianhua Wu, Yantan Liu, Genjie Huang, Yichen Xue, Jianping Bin, Yulin Liao, Min Shi, Wangjun Liao
Format: Article
Language:English
Published: Taylor & Francis Group 2021-01-01
Series:OncoImmunology
Subjects:
Online Access:http://dx.doi.org/10.1080/2162402X.2021.1951019
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spelling doaj-a736454c3cb64c399236b38df82072c02021-07-26T12:59:36ZengTaylor & Francis GroupOncoImmunology2162-402X2021-01-0110110.1080/2162402X.2021.19510191951019Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancerYisheng Fang0Yuanyuan Wang1Dongqiang Zeng2Shimeng Zhi3Tingting Shu4Na Huang5Siting Zheng6Jianhua Wu7Yantan Liu8Genjie Huang9Yichen Xue10Jianping Bin11Yulin Liao12Min Shi13Wangjun Liao14Southern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversitySouthern Medical UniversityTyrosine kinase inhibitors (TKI) play a pivotal role in the treatment of non-small-cell lung cancer (NSCLC) with mutations in epidermal growth factor receptor (EGFR) and rearrangements in anaplastic lymphoma kinase (ALK). However, the influences of TKIs on the tumor immune microenvironment (TIM), especially dynamic changes of responders, have not yet been fully elucidated. Therefore, RNA sequencing and whole-exome sequencing were performed on EGFR/ALK-positive NSCLC samples before and after TKI treatment. In combination with neoantigen and mutational-load estimations, xCell and single-sample gene set enrichment analysis (ssGSEA) were used to assess tumor immune-cell infiltration and activity. Furthermore, weighted-gene correlation network analysis and the bottleneck method were used to identify the hub genes that affected treatment-related immune responses. We found that TKI treatment remodeled the TIM in treatment-responsive samples. Profound increases in the rate of anti-tumor cell infiltration and cytotoxicity was observed following TKI treatment, while antigen presentation was limited in ALK-rearranged samples. However, no significant change in anti-tumor cell infiltration or cytotoxicity was found between pre-treatment and post-progression samples. Subsequently, we found that neurofilament heavy (NEFH) mutations were enriched in samples after TKI treatment and were associated with reduced neutrophil infiltration. The cytotoxicity of EGFR-mutant NSCLCs with co-driver TP53 mutation and ALK-rearranged samples with wild-type TP53 seems to be more easily induced by TKI. Finally, the immune-associated score generated by hub genes was positively correlated with immune infiltration, immune activation, and a favorable prognosis. In conclusion, the dynamic changes in the TIM provide clues to drug selection and timing for TKI-immunotherapy combinations.http://dx.doi.org/10.1080/2162402X.2021.1951019tumor immune microenvironmentnon-small-cell lung canceregfr mutationalk rearrangementtyrosine kinase inhibitors
collection DOAJ
language English
format Article
sources DOAJ
author Yisheng Fang
Yuanyuan Wang
Dongqiang Zeng
Shimeng Zhi
Tingting Shu
Na Huang
Siting Zheng
Jianhua Wu
Yantan Liu
Genjie Huang
Yichen Xue
Jianping Bin
Yulin Liao
Min Shi
Wangjun Liao
spellingShingle Yisheng Fang
Yuanyuan Wang
Dongqiang Zeng
Shimeng Zhi
Tingting Shu
Na Huang
Siting Zheng
Jianhua Wu
Yantan Liu
Genjie Huang
Yichen Xue
Jianping Bin
Yulin Liao
Min Shi
Wangjun Liao
Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer
OncoImmunology
tumor immune microenvironment
non-small-cell lung cancer
egfr mutation
alk rearrangement
tyrosine kinase inhibitors
author_facet Yisheng Fang
Yuanyuan Wang
Dongqiang Zeng
Shimeng Zhi
Tingting Shu
Na Huang
Siting Zheng
Jianhua Wu
Yantan Liu
Genjie Huang
Yichen Xue
Jianping Bin
Yulin Liao
Min Shi
Wangjun Liao
author_sort Yisheng Fang
title Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer
title_short Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer
title_full Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer
title_fullStr Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer
title_full_unstemmed Comprehensive analyses reveal TKI-induced remodeling of the tumor immune microenvironment in EGFR/ALK-positive non-small-cell lung cancer
title_sort comprehensive analyses reveal tki-induced remodeling of the tumor immune microenvironment in egfr/alk-positive non-small-cell lung cancer
publisher Taylor & Francis Group
series OncoImmunology
issn 2162-402X
publishDate 2021-01-01
description Tyrosine kinase inhibitors (TKI) play a pivotal role in the treatment of non-small-cell lung cancer (NSCLC) with mutations in epidermal growth factor receptor (EGFR) and rearrangements in anaplastic lymphoma kinase (ALK). However, the influences of TKIs on the tumor immune microenvironment (TIM), especially dynamic changes of responders, have not yet been fully elucidated. Therefore, RNA sequencing and whole-exome sequencing were performed on EGFR/ALK-positive NSCLC samples before and after TKI treatment. In combination with neoantigen and mutational-load estimations, xCell and single-sample gene set enrichment analysis (ssGSEA) were used to assess tumor immune-cell infiltration and activity. Furthermore, weighted-gene correlation network analysis and the bottleneck method were used to identify the hub genes that affected treatment-related immune responses. We found that TKI treatment remodeled the TIM in treatment-responsive samples. Profound increases in the rate of anti-tumor cell infiltration and cytotoxicity was observed following TKI treatment, while antigen presentation was limited in ALK-rearranged samples. However, no significant change in anti-tumor cell infiltration or cytotoxicity was found between pre-treatment and post-progression samples. Subsequently, we found that neurofilament heavy (NEFH) mutations were enriched in samples after TKI treatment and were associated with reduced neutrophil infiltration. The cytotoxicity of EGFR-mutant NSCLCs with co-driver TP53 mutation and ALK-rearranged samples with wild-type TP53 seems to be more easily induced by TKI. Finally, the immune-associated score generated by hub genes was positively correlated with immune infiltration, immune activation, and a favorable prognosis. In conclusion, the dynamic changes in the TIM provide clues to drug selection and timing for TKI-immunotherapy combinations.
topic tumor immune microenvironment
non-small-cell lung cancer
egfr mutation
alk rearrangement
tyrosine kinase inhibitors
url http://dx.doi.org/10.1080/2162402X.2021.1951019
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