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ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer
Tumor microenvironment (TME) is vital for the occurrence and development of breast cancer (BRCA). However, it remains challenging to understand the dynamic modulation of the stromal and immune components comprehensively in TME. Herein, we used ESTIMATE and CIBERSORT algorithm to estimate the number...
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/PMC8079766/ https://www.ncbi.nlm.nih.gov/pubmed/33936088 http://dx.doi.org/10.3389/fimmu.2021.657950 |
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author | Liu, Jiazhou Wei, Yuxian Wu, Yushen Li, Jie Sun, Jiazheng Ren, Guosheng Li, Hongzhong |
author_facet | Liu, Jiazhou Wei, Yuxian Wu, Yushen Li, Jie Sun, Jiazheng Ren, Guosheng Li, Hongzhong |
author_sort | Liu, Jiazhou |
collection | PubMed |
description | Tumor microenvironment (TME) is vital for the occurrence and development of breast cancer (BRCA). However, it remains challenging to understand the dynamic modulation of the stromal and immune components comprehensively in TME. Herein, we used ESTIMATE and CIBERSORT algorithm to estimate the number of stromal and immune components and the abundance of tumor-infiltrating immune cells (TICs) in 582 BRCA cases from gene expression omnibus (GEO) database. We employed three regression models including univariable Cox proportion, LASSO regression model and multivariate Cox regression, and identified 7 immune-specific genes related to BRCA survival. Of 7 genes, ATPase Secretory Pathway Ca(2+) Transporting 2 (ATP2C2) attracts our attention for significantly predicting prognosis of BRCA patients. Further analysis indicated that ATP2C2 expression was closely related to the clinicopathological features (age, T- and N-staging) and negatively correlated with patients’ survival in BRCA. Gene Set Enrichment Analysis (GSEA) was performed to reveal pathway enrichment between ATP2C2(high) and ATP2C2(low) groups. The low ATP2C2 expression groups’ genes were mainly enriched for immune-related activities, while those in the ATP2C2 high-expression group were largely enriched in metabolic-related pathways. Notably, Pearson’s correlation analysis identified that ATP2C2 expression was positively correlated with T follicular helper (Tfh) cells, and negatively correlated with gamma delta (γδ) T cell, suggesting that ATP2C2 might be accountable for the maintenance of immune-dominant status for TME. To sum up, this study comprehensively analyzed the TME and shed light on prognostic immune-related biomarkers for BRCA. In particular, ATP2C2 might be helpful for predicting the prognosis of BRCA patients, which provided an extra insight for BRCA treatment. |
format | Online Article Text |
id | pubmed-8079766 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80797662021-04-29 ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer Liu, Jiazhou Wei, Yuxian Wu, Yushen Li, Jie Sun, Jiazheng Ren, Guosheng Li, Hongzhong Front Immunol Immunology Tumor microenvironment (TME) is vital for the occurrence and development of breast cancer (BRCA). However, it remains challenging to understand the dynamic modulation of the stromal and immune components comprehensively in TME. Herein, we used ESTIMATE and CIBERSORT algorithm to estimate the number of stromal and immune components and the abundance of tumor-infiltrating immune cells (TICs) in 582 BRCA cases from gene expression omnibus (GEO) database. We employed three regression models including univariable Cox proportion, LASSO regression model and multivariate Cox regression, and identified 7 immune-specific genes related to BRCA survival. Of 7 genes, ATPase Secretory Pathway Ca(2+) Transporting 2 (ATP2C2) attracts our attention for significantly predicting prognosis of BRCA patients. Further analysis indicated that ATP2C2 expression was closely related to the clinicopathological features (age, T- and N-staging) and negatively correlated with patients’ survival in BRCA. Gene Set Enrichment Analysis (GSEA) was performed to reveal pathway enrichment between ATP2C2(high) and ATP2C2(low) groups. The low ATP2C2 expression groups’ genes were mainly enriched for immune-related activities, while those in the ATP2C2 high-expression group were largely enriched in metabolic-related pathways. Notably, Pearson’s correlation analysis identified that ATP2C2 expression was positively correlated with T follicular helper (Tfh) cells, and negatively correlated with gamma delta (γδ) T cell, suggesting that ATP2C2 might be accountable for the maintenance of immune-dominant status for TME. To sum up, this study comprehensively analyzed the TME and shed light on prognostic immune-related biomarkers for BRCA. In particular, ATP2C2 might be helpful for predicting the prognosis of BRCA patients, which provided an extra insight for BRCA treatment. Frontiers Media S.A. 2021-04-14 /pmc/articles/PMC8079766/ /pubmed/33936088 http://dx.doi.org/10.3389/fimmu.2021.657950 Text en Copyright © 2021 Liu, Wei, Wu, Li, Sun, Ren and Li 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 | Immunology Liu, Jiazhou Wei, Yuxian Wu, Yushen Li, Jie Sun, Jiazheng Ren, Guosheng Li, Hongzhong ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer |
title | ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer |
title_full | ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer |
title_fullStr | ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer |
title_full_unstemmed | ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer |
title_short | ATP2C2 Has Potential to Define Tumor Microenvironment in Breast Cancer |
title_sort | atp2c2 has potential to define tumor microenvironment in breast cancer |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8079766/ https://www.ncbi.nlm.nih.gov/pubmed/33936088 http://dx.doi.org/10.3389/fimmu.2021.657950 |
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