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PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology

BACKGROUND: Cholangiocarcinoma was a highly malignant liver cancer with poor prognosis, and immune infiltration status was considered an important factor in response to immunotherapy. In this investigation, we tried to locate immune infiltration related genes of cholangiocarcinoma through combinatio...

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Autores principales: Chen, Zheng, Yu, Mincheng, Yan, Jiuliang, Guo, Lei, Zhang, Bo, Liu, Shuang, Lei, Jin, Zhang, Wentao, Zhou, Binghai, Gao, Jie, Yang, Zhangfu, Li, Xiaoqiang, Zhou, Jian, Fan, Jia, Ye, Qinghai, Li, Hui, Xu, Yongfeng, Xiao, Yongsheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8024580/
https://www.ncbi.nlm.nih.gov/pubmed/33841428
http://dx.doi.org/10.3389/fimmu.2021.647209
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author Chen, Zheng
Yu, Mincheng
Yan, Jiuliang
Guo, Lei
Zhang, Bo
Liu, Shuang
Lei, Jin
Zhang, Wentao
Zhou, Binghai
Gao, Jie
Yang, Zhangfu
Li, Xiaoqiang
Zhou, Jian
Fan, Jia
Ye, Qinghai
Li, Hui
Xu, Yongfeng
Xiao, Yongsheng
author_facet Chen, Zheng
Yu, Mincheng
Yan, Jiuliang
Guo, Lei
Zhang, Bo
Liu, Shuang
Lei, Jin
Zhang, Wentao
Zhou, Binghai
Gao, Jie
Yang, Zhangfu
Li, Xiaoqiang
Zhou, Jian
Fan, Jia
Ye, Qinghai
Li, Hui
Xu, Yongfeng
Xiao, Yongsheng
author_sort Chen, Zheng
collection PubMed
description BACKGROUND: Cholangiocarcinoma was a highly malignant liver cancer with poor prognosis, and immune infiltration status was considered an important factor in response to immunotherapy. In this investigation, we tried to locate immune infiltration related genes of cholangiocarcinoma through combination of bulk-sequencing and single-cell sequencing technology. METHODS: Single sample gene set enrichment analysis was used to annotate immune infiltration status in datasets of TCGA CHOL, GSE32225, and GSE26566. Differentially expressed genes between high- and low-infiltrated groups in TCGA dataset were yielded and further compressed in other two datasets through backward stepwise regression in R environment. Single-cell sequencing data of GSE138709 was loaded by Seurat software and was used to examined the expression of infiltration-related gene set. Pathway changes in malignant cell populations were analyzed through scTPA web tool. RESULTS: There were 43 genes differentially expressed between high- and low-immune infiltrated patients, and after further compression, PNOC and LAIR2 were significantly correlated with high immune infiltration status in cholangiocarcinoma. Through analysis of single-cell sequencing data, PNOC was mainly expressed by infiltrated B cells in tumor microenvironment, while LAIR2 was expressed by Treg cells and partial GZMB+ CD8 T cells, which were survival related and increased in tumor tissues. High B cell infiltration levels were related to better overall survival. Also, malignant cell populations demonstrated functionally different roles in tumor progression. CONCLUSION: PNOC and LAIR2 were biomarkers for immune infiltration evaluation in cholangiocarcinoma. PNOC, expressed by B cells, could predict better survival of patients, while LAIR2 was a potential marker for exhaustive T cell populations, correlating with worse survival of patients.
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spelling pubmed-80245802021-04-08 PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology Chen, Zheng Yu, Mincheng Yan, Jiuliang Guo, Lei Zhang, Bo Liu, Shuang Lei, Jin Zhang, Wentao Zhou, Binghai Gao, Jie Yang, Zhangfu Li, Xiaoqiang Zhou, Jian Fan, Jia Ye, Qinghai Li, Hui Xu, Yongfeng Xiao, Yongsheng Front Immunol Immunology BACKGROUND: Cholangiocarcinoma was a highly malignant liver cancer with poor prognosis, and immune infiltration status was considered an important factor in response to immunotherapy. In this investigation, we tried to locate immune infiltration related genes of cholangiocarcinoma through combination of bulk-sequencing and single-cell sequencing technology. METHODS: Single sample gene set enrichment analysis was used to annotate immune infiltration status in datasets of TCGA CHOL, GSE32225, and GSE26566. Differentially expressed genes between high- and low-infiltrated groups in TCGA dataset were yielded and further compressed in other two datasets through backward stepwise regression in R environment. Single-cell sequencing data of GSE138709 was loaded by Seurat software and was used to examined the expression of infiltration-related gene set. Pathway changes in malignant cell populations were analyzed through scTPA web tool. RESULTS: There were 43 genes differentially expressed between high- and low-immune infiltrated patients, and after further compression, PNOC and LAIR2 were significantly correlated with high immune infiltration status in cholangiocarcinoma. Through analysis of single-cell sequencing data, PNOC was mainly expressed by infiltrated B cells in tumor microenvironment, while LAIR2 was expressed by Treg cells and partial GZMB+ CD8 T cells, which were survival related and increased in tumor tissues. High B cell infiltration levels were related to better overall survival. Also, malignant cell populations demonstrated functionally different roles in tumor progression. CONCLUSION: PNOC and LAIR2 were biomarkers for immune infiltration evaluation in cholangiocarcinoma. PNOC, expressed by B cells, could predict better survival of patients, while LAIR2 was a potential marker for exhaustive T cell populations, correlating with worse survival of patients. Frontiers Media S.A. 2021-03-24 /pmc/articles/PMC8024580/ /pubmed/33841428 http://dx.doi.org/10.3389/fimmu.2021.647209 Text en Copyright © 2021 Chen, Yu, Yan, Guo, Zhang, Liu, Lei, Zhang, Zhou, Gao, Yang, Li, Zhou, Fan, Ye, Li, Xu and Xiao http://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 Immunology
Chen, Zheng
Yu, Mincheng
Yan, Jiuliang
Guo, Lei
Zhang, Bo
Liu, Shuang
Lei, Jin
Zhang, Wentao
Zhou, Binghai
Gao, Jie
Yang, Zhangfu
Li, Xiaoqiang
Zhou, Jian
Fan, Jia
Ye, Qinghai
Li, Hui
Xu, Yongfeng
Xiao, Yongsheng
PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology
title PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology
title_full PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology
title_fullStr PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology
title_full_unstemmed PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology
title_short PNOC Expressed by B Cells in Cholangiocarcinoma Was Survival Related and LAIR2 Could Be a T Cell Exhaustion Biomarker in Tumor Microenvironment: Characterization of Immune Microenvironment Combining Single-Cell and Bulk Sequencing Technology
title_sort pnoc expressed by b cells in cholangiocarcinoma was survival related and lair2 could be a t cell exhaustion biomarker in tumor microenvironment: characterization of immune microenvironment combining single-cell and bulk sequencing technology
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8024580/
https://www.ncbi.nlm.nih.gov/pubmed/33841428
http://dx.doi.org/10.3389/fimmu.2021.647209
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