TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma

Abstract We established a relationship among the immune-related genes, tumor-infiltrating immune cells (TIICs), and immune checkpoints in patients with osteosarcoma. The gene expression data for osteosarcoma were downloaded from UCSC Xena and GEO database. Immune-related differentially expressed gen...

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Main Authors: Tuo Liang, Jiarui Chen, GuoYong Xu, Zide Zhang, Jiang Xue, Haopeng Zeng, Jie Jiang, Tianyou Chen, Zhaojie Qin, Hao Li, Zhen Ye, Yunfeng Nie, Chong Liu, Xinli Zhan
Format: Article
Language:English
Published: Nature Publishing Group 2021-09-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-98637-x
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spelling doaj-74b81b7ffde34da5a4a3229f7e349bbd2021-10-03T11:29:17ZengNature Publishing GroupScientific Reports2045-23222021-09-0111111410.1038/s41598-021-98637-xTYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcomaTuo Liang0Jiarui Chen1GuoYong Xu2Zide Zhang3Jiang Xue4Haopeng Zeng5Jie Jiang6Tianyou Chen7Zhaojie Qin8Hao Li9Zhen Ye10Yunfeng Nie11Chong Liu12Xinli Zhan13Department of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityGuangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityDepartment of Spine and Osteopathy Ward, The First Affiliated Hospital of Guangxi Medical UniversityAbstract We established a relationship among the immune-related genes, tumor-infiltrating immune cells (TIICs), and immune checkpoints in patients with osteosarcoma. The gene expression data for osteosarcoma were downloaded from UCSC Xena and GEO database. Immune-related differentially expressed genes (DEGs) were detected to calculate the risk score. “Estimate” was used for immune infiltrating estimation and “xCell” was used to obtain 64 immune cell subtypes. Furthermore, the relationship among the risk scores, immune cell subtypes, and immune checkpoints was evaluated. The three immune-related genes (TYROBP, TLR4, and ITGAM) were selected to establish a risk scoring system based on their integrated prognostic relevance. The GSEA results for the Hallmark and KEGG pathways revealed that the low-risk score group exhibited the most gene sets that were related to immune-related pathways. The risk score significantly correlated with the xCell score of macrophages, M1 macrophages, and M2 macrophages, which significantly affected the prognosis of osteosarcoma. Thus, patients with low-risk scores showed better results with the immune checkpoints inhibitor therapy. A three immune-related, gene-based risk model can regulate macrophage activation and predict the treatment outcomes the survival rate in osteosarcoma.https://doi.org/10.1038/s41598-021-98637-x
collection DOAJ
language English
format Article
sources DOAJ
author Tuo Liang
Jiarui Chen
GuoYong Xu
Zide Zhang
Jiang Xue
Haopeng Zeng
Jie Jiang
Tianyou Chen
Zhaojie Qin
Hao Li
Zhen Ye
Yunfeng Nie
Chong Liu
Xinli Zhan
spellingShingle Tuo Liang
Jiarui Chen
GuoYong Xu
Zide Zhang
Jiang Xue
Haopeng Zeng
Jie Jiang
Tianyou Chen
Zhaojie Qin
Hao Li
Zhen Ye
Yunfeng Nie
Chong Liu
Xinli Zhan
TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma
Scientific Reports
author_facet Tuo Liang
Jiarui Chen
GuoYong Xu
Zide Zhang
Jiang Xue
Haopeng Zeng
Jie Jiang
Tianyou Chen
Zhaojie Qin
Hao Li
Zhen Ye
Yunfeng Nie
Chong Liu
Xinli Zhan
author_sort Tuo Liang
title TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma
title_short TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma
title_full TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma
title_fullStr TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma
title_full_unstemmed TYROBP, TLR4 and ITGAM regulated macrophages polarization and immune checkpoints expression in osteosarcoma
title_sort tyrobp, tlr4 and itgam regulated macrophages polarization and immune checkpoints expression in osteosarcoma
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-09-01
description Abstract We established a relationship among the immune-related genes, tumor-infiltrating immune cells (TIICs), and immune checkpoints in patients with osteosarcoma. The gene expression data for osteosarcoma were downloaded from UCSC Xena and GEO database. Immune-related differentially expressed genes (DEGs) were detected to calculate the risk score. “Estimate” was used for immune infiltrating estimation and “xCell” was used to obtain 64 immune cell subtypes. Furthermore, the relationship among the risk scores, immune cell subtypes, and immune checkpoints was evaluated. The three immune-related genes (TYROBP, TLR4, and ITGAM) were selected to establish a risk scoring system based on their integrated prognostic relevance. The GSEA results for the Hallmark and KEGG pathways revealed that the low-risk score group exhibited the most gene sets that were related to immune-related pathways. The risk score significantly correlated with the xCell score of macrophages, M1 macrophages, and M2 macrophages, which significantly affected the prognosis of osteosarcoma. Thus, patients with low-risk scores showed better results with the immune checkpoints inhibitor therapy. A three immune-related, gene-based risk model can regulate macrophage activation and predict the treatment outcomes the survival rate in osteosarcoma.
url https://doi.org/10.1038/s41598-021-98637-x
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