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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...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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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. |
format | Online Article Text |
id | pubmed-8024580 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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