Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival

Colorectal cancer (CRC) is influenced by infiltration of immune cell populations in the tumor microenvironment. While elevated levels of cytotoxic T cells are associated with improved prognosis, limited studies have reported associations between CD4<sup>+</sup> T cells and disease outcom...

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Main Authors: Salman M. Toor, Varun Sasidharan Nair, Reem Saleh, Rowaida Z. Taha, Khaled Murshed, Mahmood Al-Dhaheri, Mahwish Khawar, Ayman A. Ahmed, Mohamed A. Kurer, Mohamed Abu Nada, Eyad Elkord
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:Vaccines
Subjects:
Online Access:https://www.mdpi.com/2076-393X/9/4/334
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spelling doaj-4257ce918dc648b3b2e7bbbb6d0bb0dc2021-04-01T23:05:59ZengMDPI AGVaccines2076-393X2021-04-01933433410.3390/vaccines9040334Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific SurvivalSalman M. Toor0Varun Sasidharan Nair1Reem Saleh2Rowaida Z. Taha3Khaled Murshed4Mahmood Al-Dhaheri5Mahwish Khawar6Ayman A. Ahmed7Mohamed A. Kurer8Mohamed Abu Nada9Eyad Elkord10Cancer Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), P.O. Box 34110 Doha, QatarCancer Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), P.O. Box 34110 Doha, QatarCancer Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), P.O. Box 34110 Doha, QatarCancer Research Center, Qatar Biomedical Research Institute (QBRI), Hamad Bin Khalifa University (HBKU), Qatar Foundation (QF), P.O. Box 34110 Doha, QatarDepartment of Pathology, Hamad Medical Corporation, P.O. Box 3050 Doha, QatarDepartment of Surgery, Hamad Medical Corporation, P.O. Box 3050 Doha, QatarDepartment of Surgery, Hamad Medical Corporation, P.O. Box 3050 Doha, QatarDepartment of Surgery, Hamad Medical Corporation, P.O. Box 3050 Doha, QatarDepartment of Surgery, Hamad Medical Corporation, P.O. Box 3050 Doha, QatarDepartment of Surgery, Hamad Medical Corporation, P.O. Box 3050 Doha, QatarBiomedical Research Center, School of Science, Engineering and Environment, University of Salford, Manchester M5 4WT, UKColorectal cancer (CRC) is influenced by infiltration of immune cell populations in the tumor microenvironment. While elevated levels of cytotoxic T cells are associated with improved prognosis, limited studies have reported associations between CD4<sup>+</sup> T cells and disease outcomes. We recently performed transcriptomic profiling and comparative analyses of sorted CD4<sup>+</sup> and CD8<sup>+</sup> tumor-infiltrating lymphocytes (TILs) from bulk tumors of CRC patients with varying disease stages. In this study, we compared the transcriptomes of CD4<sup>+</sup> with CD8<sup>+</sup> TILs. Functional annotation pathway analyses revealed the downregulation of inflammatory response-related genes, while T cell activation and angiogenesis-related genes were upregulated in CD4<sup>+</sup> TILs. The top 200 deregulated genes in CD4<sup>+</sup> TILs were aligned with the cancer genome atlas (TCGA) CRC dataset to identify a unique gene signature associated with poor prognosis. Moreover, 69 upregulated and 20 downregulated genes showed similar trends of up/downregulation in the TCGA dataset and were used to calculate “poor prognosis score” (ppScore), which was significantly associated with disease-specific survival. High ppScore patients showed lower expression of Treg-, Th1-, and Th17-related genes, and higher expression of Th2-related genes. Our data highlight the significance of T cells within the TME and identify a unique candidate prognostic gene signature for CD4<sup>+</sup> TILs in CRC patients.https://www.mdpi.com/2076-393X/9/4/334colorectal cancertumor microenvironmentT cellstranscriptomics
collection DOAJ
language English
format Article
sources DOAJ
author Salman M. Toor
Varun Sasidharan Nair
Reem Saleh
Rowaida Z. Taha
Khaled Murshed
Mahmood Al-Dhaheri
Mahwish Khawar
Ayman A. Ahmed
Mohamed A. Kurer
Mohamed Abu Nada
Eyad Elkord
spellingShingle Salman M. Toor
Varun Sasidharan Nair
Reem Saleh
Rowaida Z. Taha
Khaled Murshed
Mahmood Al-Dhaheri
Mahwish Khawar
Ayman A. Ahmed
Mohamed A. Kurer
Mohamed Abu Nada
Eyad Elkord
Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival
Vaccines
colorectal cancer
tumor microenvironment
T cells
transcriptomics
author_facet Salman M. Toor
Varun Sasidharan Nair
Reem Saleh
Rowaida Z. Taha
Khaled Murshed
Mahmood Al-Dhaheri
Mahwish Khawar
Ayman A. Ahmed
Mohamed A. Kurer
Mohamed Abu Nada
Eyad Elkord
author_sort Salman M. Toor
title Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival
title_short Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival
title_full Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival
title_fullStr Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival
title_full_unstemmed Transcriptome of Tumor-Infiltrating T Cells in Colorectal Cancer Patients Uncovered a Unique Gene Signature in CD4<sup>+</sup> T Cells Associated with Poor Disease-Specific Survival
title_sort transcriptome of tumor-infiltrating t cells in colorectal cancer patients uncovered a unique gene signature in cd4<sup>+</sup> t cells associated with poor disease-specific survival
publisher MDPI AG
series Vaccines
issn 2076-393X
publishDate 2021-04-01
description Colorectal cancer (CRC) is influenced by infiltration of immune cell populations in the tumor microenvironment. While elevated levels of cytotoxic T cells are associated with improved prognosis, limited studies have reported associations between CD4<sup>+</sup> T cells and disease outcomes. We recently performed transcriptomic profiling and comparative analyses of sorted CD4<sup>+</sup> and CD8<sup>+</sup> tumor-infiltrating lymphocytes (TILs) from bulk tumors of CRC patients with varying disease stages. In this study, we compared the transcriptomes of CD4<sup>+</sup> with CD8<sup>+</sup> TILs. Functional annotation pathway analyses revealed the downregulation of inflammatory response-related genes, while T cell activation and angiogenesis-related genes were upregulated in CD4<sup>+</sup> TILs. The top 200 deregulated genes in CD4<sup>+</sup> TILs were aligned with the cancer genome atlas (TCGA) CRC dataset to identify a unique gene signature associated with poor prognosis. Moreover, 69 upregulated and 20 downregulated genes showed similar trends of up/downregulation in the TCGA dataset and were used to calculate “poor prognosis score” (ppScore), which was significantly associated with disease-specific survival. High ppScore patients showed lower expression of Treg-, Th1-, and Th17-related genes, and higher expression of Th2-related genes. Our data highlight the significance of T cells within the TME and identify a unique candidate prognostic gene signature for CD4<sup>+</sup> TILs in CRC patients.
topic colorectal cancer
tumor microenvironment
T cells
transcriptomics
url https://www.mdpi.com/2076-393X/9/4/334
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