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Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer
Background: Tumor-derived lactate can modulate the function of infiltrating immune cells to establish an immunosuppressive microenvironment that favors tumor progression. However, possible effects of lactate-related genes (LRGs) on the tumor microenvironment (TME) of breast cancer (BRCA) are still u...
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/PMC9421043/ https://www.ncbi.nlm.nih.gov/pubmed/36046245 http://dx.doi.org/10.3389/fgene.2022.943849 |
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author | Yin, Ting-Ting Huang, Meng-Xing Wang, Fei Jiang, Yi-Hua Long, Jie Li, Liang Cao, Jie |
author_facet | Yin, Ting-Ting Huang, Meng-Xing Wang, Fei Jiang, Yi-Hua Long, Jie Li, Liang Cao, Jie |
author_sort | Yin, Ting-Ting |
collection | PubMed |
description | Background: Tumor-derived lactate can modulate the function of infiltrating immune cells to establish an immunosuppressive microenvironment that favors tumor progression. However, possible effects of lactate-related genes (LRGs) on the tumor microenvironment (TME) of breast cancer (BRCA) are still unknown. Methods: LRGs were comprehensively screened from lactate metabolism-related pathways. We correlated the expression of these LRGs with immune cell infiltrating characteristics in the TME and clinicopathological features of patients. We also established a lactate score for quantifying lactate metabolism patterns of cancers and to predict of recurrence-free survival (RFS). Results: We successfully constructed a lactate score that was an independent prognostic factor in BRCA. A low lactate score, which was associated with immune activation with increased CD8(+) T cells infiltration levels, indicated an inflamed TME. Consistently, higher expression levels of inhibitory immune checkpoints, including PD-L1, LAG3, CTLA4, and TIM3, as observed from high lactate score subgroup, suggested an immune-desert phenotype as well as poor prognosis. Moreover, a low lactate score predicted the increased chemotherapeutic drug sensitivity and enhanced anti-PD-1 immunotherapy responses. Conclusion: The present study analyzed the potential roles of LRGs in the TME diversity and prognosis. These results will help to improve our understanding of the characteristics of TME immune cell infiltration and guide the development of more effective immunotherapy strategies. |
format | Online Article Text |
id | pubmed-9421043 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94210432022-08-30 Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer Yin, Ting-Ting Huang, Meng-Xing Wang, Fei Jiang, Yi-Hua Long, Jie Li, Liang Cao, Jie Front Genet Genetics Background: Tumor-derived lactate can modulate the function of infiltrating immune cells to establish an immunosuppressive microenvironment that favors tumor progression. However, possible effects of lactate-related genes (LRGs) on the tumor microenvironment (TME) of breast cancer (BRCA) are still unknown. Methods: LRGs were comprehensively screened from lactate metabolism-related pathways. We correlated the expression of these LRGs with immune cell infiltrating characteristics in the TME and clinicopathological features of patients. We also established a lactate score for quantifying lactate metabolism patterns of cancers and to predict of recurrence-free survival (RFS). Results: We successfully constructed a lactate score that was an independent prognostic factor in BRCA. A low lactate score, which was associated with immune activation with increased CD8(+) T cells infiltration levels, indicated an inflamed TME. Consistently, higher expression levels of inhibitory immune checkpoints, including PD-L1, LAG3, CTLA4, and TIM3, as observed from high lactate score subgroup, suggested an immune-desert phenotype as well as poor prognosis. Moreover, a low lactate score predicted the increased chemotherapeutic drug sensitivity and enhanced anti-PD-1 immunotherapy responses. Conclusion: The present study analyzed the potential roles of LRGs in the TME diversity and prognosis. These results will help to improve our understanding of the characteristics of TME immune cell infiltration and guide the development of more effective immunotherapy strategies. Frontiers Media S.A. 2022-08-15 /pmc/articles/PMC9421043/ /pubmed/36046245 http://dx.doi.org/10.3389/fgene.2022.943849 Text en Copyright © 2022 Yin, Huang, Wang, Jiang, Long, Li and Cao. 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 Yin, Ting-Ting Huang, Meng-Xing Wang, Fei Jiang, Yi-Hua Long, Jie Li, Liang Cao, Jie Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
title | Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
title_full | Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
title_fullStr | Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
title_full_unstemmed | Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
title_short | Lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
title_sort | lactate score predicts survival, immune cell infiltration and response to immunotherapy in breast cancer |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421043/ https://www.ncbi.nlm.nih.gov/pubmed/36046245 http://dx.doi.org/10.3389/fgene.2022.943849 |
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