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...
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Published in | Frontiers in genetics Vol. 12; p. 723477 |
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Main Authors | , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Switzerland
Frontiers Media S.A
03.01.2022
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Subjects | |
Online Access | Get full text |
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Summary: | 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. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Shuna Cui, Yangzhou University, China Edited by: Zodwa Dlamini, SAMRC Precision Oncology Research Unit (PORU), South Africa Reviewed by: Ryan Spengler, University of Wisconsin-Madison, United States This article was submitted to RNA, a section of the journal Frontiers in Genetics |
ISSN: | 1664-8021 1664-8021 |
DOI: | 10.3389/fgene.2021.723477 |