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Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer
Background: Breast cancer is one of the deadly tumors in women, and its incidence continues to increase. This study aimed to identify novel therapeutic molecules using RNA sequencing (RNA-seq) data of breast cancer from our hospital. Methods: 30 pairs of human breast cancer tissue and matched normal...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8762060/ https://www.ncbi.nlm.nih.gov/pubmed/35046993 http://dx.doi.org/10.3389/fgene.2021.723477 |
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author | Zhang, Yan Tong, Gui-hui Wei, Xu-Xuan Chen, Hai-yang Liang, Tian Tang, Hong-Ping Wu, Chuan-An Wen, Guo-Ming Yang, Wei-Kang Liang, Li Shen, Hong |
author_facet | Zhang, Yan Tong, Gui-hui Wei, Xu-Xuan Chen, Hai-yang Liang, Tian Tang, Hong-Ping Wu, Chuan-An Wen, Guo-Ming Yang, Wei-Kang Liang, Li Shen, Hong |
author_sort | Zhang, Yan |
collection | PubMed |
description | Background: Breast cancer is one of the deadly tumors in women, and its incidence continues to increase. This study aimed to identify novel therapeutic molecules using RNA sequencing (RNA-seq) data of breast cancer from our hospital. Methods: 30 pairs of human breast cancer tissue and matched normal tissue were collected and RNA sequenced in our hospital. Differentially expressed genes (DEGs) were calculated with raw data by the R package “edgeR”, and functionally annotated using R package “clusterProfiler”. Tumor-infiltrating immune cells (TIICs) were estimated using a website tool TIMER 2.0. Effects of key genes on therapeutic efficacy were analyzed using RNA-seq data and drug sensitivity data from two databases: the Cancer Cell Line Encyclopedia (CCLE) and the Cancer Therapeutics Response Portal (CTRP). Results: There were 2,953 DEGs between cancerous and matched normal tissue, as well as 975 DEGs between primary breast cancer and metastatic breast cancer. These genes were primarily enriched in PI3K-Akt signaling pathway, calcium signaling pathway, cAMP signaling pathway, and cell cycle. Notably, CD8(+) T cell, M0 macrophage, M1 macrophage, regulatory T cell and follicular helper T cell were significantly elevated in cancerous tissue as compared with matched normal tissue. Eventually, we found five genes (GALNTL5, MLIP, HMCN2, LRRN4CL, and DUOX2) were markedly corelated with CD8(+) T cell infiltration and cytotoxicity, and associated with therapeutic response. Conclusion: We found five key genes associated with tumor progression, CD8(+) T cell and therapeutic efficacy. The findings would provide potential molecular targets for the treatment of breast cancer. |
format | Online Article Text |
id | pubmed-8762060 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87620602022-01-18 Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer Zhang, Yan Tong, Gui-hui Wei, Xu-Xuan Chen, Hai-yang Liang, Tian Tang, Hong-Ping Wu, Chuan-An Wen, Guo-Ming Yang, Wei-Kang Liang, Li Shen, Hong Front Genet Genetics Background: Breast cancer is one of the deadly tumors in women, and its incidence continues to increase. This study aimed to identify novel therapeutic molecules using RNA sequencing (RNA-seq) data of breast cancer from our hospital. Methods: 30 pairs of human breast cancer tissue and matched normal tissue were collected and RNA sequenced in our hospital. Differentially expressed genes (DEGs) were calculated with raw data by the R package “edgeR”, and functionally annotated using R package “clusterProfiler”. Tumor-infiltrating immune cells (TIICs) were estimated using a website tool TIMER 2.0. Effects of key genes on therapeutic efficacy were analyzed using RNA-seq data and drug sensitivity data from two databases: the Cancer Cell Line Encyclopedia (CCLE) and the Cancer Therapeutics Response Portal (CTRP). Results: There were 2,953 DEGs between cancerous and matched normal tissue, as well as 975 DEGs between primary breast cancer and metastatic breast cancer. These genes were primarily enriched in PI3K-Akt signaling pathway, calcium signaling pathway, cAMP signaling pathway, and cell cycle. Notably, CD8(+) T cell, M0 macrophage, M1 macrophage, regulatory T cell and follicular helper T cell were significantly elevated in cancerous tissue as compared with matched normal tissue. Eventually, we found five genes (GALNTL5, MLIP, HMCN2, LRRN4CL, and DUOX2) were markedly corelated with CD8(+) T cell infiltration and cytotoxicity, and associated with therapeutic response. Conclusion: We found five key genes associated with tumor progression, CD8(+) T cell and therapeutic efficacy. The findings would provide potential molecular targets for the treatment of breast cancer. Frontiers Media S.A. 2022-01-03 /pmc/articles/PMC8762060/ /pubmed/35046993 http://dx.doi.org/10.3389/fgene.2021.723477 Text en Copyright © 2022 Zhang, Tong, Wei, Chen, Liang, Tang, Wu, Wen, Yang, Liang and Shen. 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 Zhang, Yan Tong, Gui-hui Wei, Xu-Xuan Chen, Hai-yang Liang, Tian Tang, Hong-Ping Wu, Chuan-An Wen, Guo-Ming Yang, Wei-Kang Liang, Li Shen, Hong Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer |
title | Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer |
title_full | Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer |
title_fullStr | Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer |
title_full_unstemmed | Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer |
title_short | Identification of Five Cytotoxicity-Related Genes Involved in the Progression of Triple-Negative Breast Cancer |
title_sort | identification of five cytotoxicity-related genes involved in the progression of triple-negative breast cancer |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8762060/ https://www.ncbi.nlm.nih.gov/pubmed/35046993 http://dx.doi.org/10.3389/fgene.2021.723477 |
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