Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma

BackgroundCD8+ T cells work as a key effector of adaptive immunity and are closely associated with immune response for killing tumor cells. It is crucial to understand the role of tumor-infiltrating CD8+ T cells in uveal melanoma (UM) to predict the prognosis and response to immunotherapy.Materials...

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Main Authors: Yifang Sun, Jian Wu, Yonggang Yuan, Yumin Lu, Ming Luo, Ling Lin, Shengsheng Ma
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-05-01
Series:Frontiers in Cell and Developmental Biology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcell.2021.673838/full
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spelling doaj-8a585d89ced044c6a2e98eb2b0afdb842021-05-28T09:06:27ZengFrontiers Media S.A.Frontiers in Cell and Developmental Biology2296-634X2021-05-01910.3389/fcell.2021.673838673838Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal MelanomaYifang Sun0Jian Wu1Yonggang Yuan2Yumin Lu3Ming Luo4Ling Lin5Shengsheng Ma6Department of Ophthalmology, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaDepartment of Otorhinolaryngology, Head and Neck Surgery, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaDepartment of Ophthalmology, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaDepartment of Ophthalmology, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaDepartment of Ophthalmology, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaDepartment of Ophthalmology, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaDepartment of Ophthalmology, Guangzhou Red Cross Hospital, Jinan University, Guangzhou, ChinaBackgroundCD8+ T cells work as a key effector of adaptive immunity and are closely associated with immune response for killing tumor cells. It is crucial to understand the role of tumor-infiltrating CD8+ T cells in uveal melanoma (UM) to predict the prognosis and response to immunotherapy.Materials and MethodsSingle-cell transcriptomes of UM with immune-related genes were combined to screen the CD8+ T-cell-associated immune-related genes (CDIRGs) for subsequent analysis. Next, a prognostic gene signature referred to tumor-infiltrating CD8+ T cells was constructed and validated in several UM bulk RNA sequencing datasets. The risk score of UM patients was calculated and classified into high- or low-risk subgroup. The prognostic value of risk score was estimated by using multivariate Cox analysis and Kaplan–Meier survival analysis. Moreover, the potential ability of gene signature for predicting immunotherapy response was further explored.ResultsIn total, 202 CDIRGs were screened out from the single-cell RNA sequencing of GSE139829. Next, a gene signature containing three CDIRGs (IFNGR1, ANXA6, and TANK) was identified, which was considered as an independent prognostic indicator to robustly predict overall survival (OS) and metastasis-free survival (MFS) of UM. In addition, the UM patients were classified into high- and low-risk subgroups with different clinical characteristics, distinct CD8+ T-cell immune infiltration, and immunotherapy response. Gene set enrichment analysis (GSEA) showed that immune pathways such as allograft rejection, inflammatory response, interferon alpha and gamma response, and antigen processing and presentation were all positively activated in low-risk phenotype.ConclusionOur work gives an inspiration to explain the limited response for the current immune checkpoint inhibitors to UM. Besides, we constructed a novel gene signature to predict prognosis and immunotherapy responses, which may be regarded as a promising therapeutic target.https://www.frontiersin.org/articles/10.3389/fcell.2021.673838/fullCD8+ T cellsimmune-related genesimmunotherapyprognosisuveal melanoma
collection DOAJ
language English
format Article
sources DOAJ
author Yifang Sun
Jian Wu
Yonggang Yuan
Yumin Lu
Ming Luo
Ling Lin
Shengsheng Ma
spellingShingle Yifang Sun
Jian Wu
Yonggang Yuan
Yumin Lu
Ming Luo
Ling Lin
Shengsheng Ma
Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma
Frontiers in Cell and Developmental Biology
CD8+ T cells
immune-related genes
immunotherapy
prognosis
uveal melanoma
author_facet Yifang Sun
Jian Wu
Yonggang Yuan
Yumin Lu
Ming Luo
Ling Lin
Shengsheng Ma
author_sort Yifang Sun
title Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma
title_short Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma
title_full Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma
title_fullStr Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma
title_full_unstemmed Construction of a Promising Tumor-Infiltrating CD8+ T Cells Gene Signature to Improve Prediction of the Prognosis and Immune Response of Uveal Melanoma
title_sort construction of a promising tumor-infiltrating cd8+ t cells gene signature to improve prediction of the prognosis and immune response of uveal melanoma
publisher Frontiers Media S.A.
series Frontiers in Cell and Developmental Biology
issn 2296-634X
publishDate 2021-05-01
description BackgroundCD8+ T cells work as a key effector of adaptive immunity and are closely associated with immune response for killing tumor cells. It is crucial to understand the role of tumor-infiltrating CD8+ T cells in uveal melanoma (UM) to predict the prognosis and response to immunotherapy.Materials and MethodsSingle-cell transcriptomes of UM with immune-related genes were combined to screen the CD8+ T-cell-associated immune-related genes (CDIRGs) for subsequent analysis. Next, a prognostic gene signature referred to tumor-infiltrating CD8+ T cells was constructed and validated in several UM bulk RNA sequencing datasets. The risk score of UM patients was calculated and classified into high- or low-risk subgroup. The prognostic value of risk score was estimated by using multivariate Cox analysis and Kaplan–Meier survival analysis. Moreover, the potential ability of gene signature for predicting immunotherapy response was further explored.ResultsIn total, 202 CDIRGs were screened out from the single-cell RNA sequencing of GSE139829. Next, a gene signature containing three CDIRGs (IFNGR1, ANXA6, and TANK) was identified, which was considered as an independent prognostic indicator to robustly predict overall survival (OS) and metastasis-free survival (MFS) of UM. In addition, the UM patients were classified into high- and low-risk subgroups with different clinical characteristics, distinct CD8+ T-cell immune infiltration, and immunotherapy response. Gene set enrichment analysis (GSEA) showed that immune pathways such as allograft rejection, inflammatory response, interferon alpha and gamma response, and antigen processing and presentation were all positively activated in low-risk phenotype.ConclusionOur work gives an inspiration to explain the limited response for the current immune checkpoint inhibitors to UM. Besides, we constructed a novel gene signature to predict prognosis and immunotherapy responses, which may be regarded as a promising therapeutic target.
topic CD8+ T cells
immune-related genes
immunotherapy
prognosis
uveal melanoma
url https://www.frontiersin.org/articles/10.3389/fcell.2021.673838/full
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