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The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer
This study aimed at constructing a diagnostic immune risk score (dIRS) system and a prognostic immune risk score (pIRS) system for diagnose and prognosis of breast cancer (BC). The gene expression data of BC were downloaded from TCGA dataset (training set), and from GSE65194, GSE29044, GSE42568, and...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9641369/ https://www.ncbi.nlm.nih.gov/pubmed/36386851 http://dx.doi.org/10.3389/fgene.2022.1019062 |
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author | Sun, Ying Zhang, Chunyan |
author_facet | Sun, Ying Zhang, Chunyan |
author_sort | Sun, Ying |
collection | PubMed |
description | This study aimed at constructing a diagnostic immune risk score (dIRS) system and a prognostic immune risk score (pIRS) system for diagnose and prognosis of breast cancer (BC). The gene expression data of BC were downloaded from TCGA dataset (training set), and from GSE65194, GSE29044, GSE42568, and GSE20685 (validation sets). Then, the immune cell type proportions in each dataset were assessed using EPIC tool, and the dIRS system was built based on the SVM-RFE and RF-VIMP algorithms. Subsequently, the pIRS system and the nomogram survival model were established separately using penalized and rms packages. Finally, the differential expressed genes (DEGs) between low and high pIRS groups were screened, and submitted for functional analysis. The dIRS system consisted of B cells, CD8 + T cells, endothelial cells, NK cells, and other cells had high accuracy in distinguishing BC patients from the healthy controls (AUROC >0.7). Subsequently, the pIRS system with the five prognosis-associated immune-infiltrating cell was constructed, and Kaplan-Meier analysis demonstrated that the survival rate of low pIRS group was significantly higher than that of high pIRS group (p < 0.05). Based on age, pathologic stage and the pIRS values, the nomogram survival model was built. The AUROC value, Specificity value, Sensitivity value and C-index of the nomogram survival model were higher than 0.7000, and had a good predictive ability for BC. Finally, a total of 539 DEGs were identified, and significantly enriched in six pathways. The dIRS system and the pIRS system composed of immune cells might be critical for the diagnosis and prognosis of BC patients. |
format | Online Article Text |
id | pubmed-9641369 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96413692022-11-15 The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer Sun, Ying Zhang, Chunyan Front Genet Genetics This study aimed at constructing a diagnostic immune risk score (dIRS) system and a prognostic immune risk score (pIRS) system for diagnose and prognosis of breast cancer (BC). The gene expression data of BC were downloaded from TCGA dataset (training set), and from GSE65194, GSE29044, GSE42568, and GSE20685 (validation sets). Then, the immune cell type proportions in each dataset were assessed using EPIC tool, and the dIRS system was built based on the SVM-RFE and RF-VIMP algorithms. Subsequently, the pIRS system and the nomogram survival model were established separately using penalized and rms packages. Finally, the differential expressed genes (DEGs) between low and high pIRS groups were screened, and submitted for functional analysis. The dIRS system consisted of B cells, CD8 + T cells, endothelial cells, NK cells, and other cells had high accuracy in distinguishing BC patients from the healthy controls (AUROC >0.7). Subsequently, the pIRS system with the five prognosis-associated immune-infiltrating cell was constructed, and Kaplan-Meier analysis demonstrated that the survival rate of low pIRS group was significantly higher than that of high pIRS group (p < 0.05). Based on age, pathologic stage and the pIRS values, the nomogram survival model was built. The AUROC value, Specificity value, Sensitivity value and C-index of the nomogram survival model were higher than 0.7000, and had a good predictive ability for BC. Finally, a total of 539 DEGs were identified, and significantly enriched in six pathways. The dIRS system and the pIRS system composed of immune cells might be critical for the diagnosis and prognosis of BC patients. Frontiers Media S.A. 2022-10-25 /pmc/articles/PMC9641369/ /pubmed/36386851 http://dx.doi.org/10.3389/fgene.2022.1019062 Text en Copyright © 2022 Sun and Zhang. https://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 | Genetics Sun, Ying Zhang, Chunyan The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
title | The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
title_full | The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
title_fullStr | The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
title_full_unstemmed | The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
title_short | The types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
title_sort | types of tumor infiltrating lymphocytes are valuable for the diagnosis and prognosis of breast cancer |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9641369/ https://www.ncbi.nlm.nih.gov/pubmed/36386851 http://dx.doi.org/10.3389/fgene.2022.1019062 |
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