Multi-Omics Profiling Reveals Distinct Microenvironment Characterization and Suggests Immune Escape Mechanisms of Triple-Negative Breast Cancer
- PMID: 30837276
- DOI: 10.1158/1078-0432.CCR-18-3524
Multi-Omics Profiling Reveals Distinct Microenvironment Characterization and Suggests Immune Escape Mechanisms of Triple-Negative Breast Cancer
Abstract
Purpose: The tumor microenvironment has a profound impact on prognosis and immunotherapy. However, the landscape of the triple-negative breast cancer (TNBC) microenvironment has not been fully understood.
Experimental design: Using the largest original multi-omics dataset of TNBC (n = 386), we conducted an extensive immunogenomic analysis to explore the heterogeneity and prognostic significance of the TNBC microenvironment. We further analyzed the potential immune escape mechanisms of TNBC.
Results: The TNBC microenvironment phenotypes were classified into three heterogeneous clusters: cluster 1, the "immune-desert" cluster, with low microenvironment cell infiltration; cluster 2, the "innate immune-inactivated" cluster, with resting innate immune cells and nonimmune stromal cells infiltration; and cluster 3, the "immune-inflamed" cluster, with abundant adaptive and innate immune cells infiltration. The clustering result was validated internally with pathologic sections and externally with The Cancer Genome Atlas and METABRIC cohorts. The microenvironment clusters had significant prognostic efficacy. In terms of potential immune escape mechanisms, cluster 1 was characterized by an incapability to attract immune cells, and MYC amplification was correlated with low immune infiltration. In cluster 2, chemotaxis but inactivation of innate immunity and low tumor antigen burden might contribute to immune escape, and mutations in the PI3K-AKT pathway might be correlated with this effect. Cluster 3 featured high expression of immune checkpoint molecules.
Conclusions: Our study represents a step toward personalized immunotherapy for patients with TNBC. Immune checkpoint inhibitors might be effective for "immune-inflamed" cluster, and the transformation of "cold tumors" into "hot tumors" should be considered for "immune-desert" and "innate immune-inactivated" clusters.
©2019 American Association for Cancer Research.
Similar articles
-
Tumor microenvironment characterization in triple-negative breast cancer identifies prognostic gene signature.Aging (Albany NY). 2021 Feb 1;13(4):5485-5505. doi: 10.18632/aging.202478. Epub 2021 Feb 1. Aging (Albany NY). 2021. PMID: 33536349 Free PMC article.
-
Landscape of toll-like receptors expression in tumor microenvironment of triple negative breast cancer (TNBC): Distinct roles of TLR4 and TLR8.Gene. 2021 Aug 5;792:145728. doi: 10.1016/j.gene.2021.145728. Epub 2021 May 20. Gene. 2021. PMID: 34022297
-
Immune microenvironment of triple-negative breast cancer in African-American and Caucasian women.Breast Cancer Res Treat. 2019 May;175(1):247-259. doi: 10.1007/s10549-019-05156-5. Epub 2019 Feb 6. Breast Cancer Res Treat. 2019. PMID: 30725384 Free PMC article.
-
Checkpoint inhibitors in triple-negative breast cancer (TNBC): Where to go from here.Cancer. 2018 May 15;124(10):2086-2103. doi: 10.1002/cncr.31272. Epub 2018 Feb 9. Cancer. 2018. PMID: 29424936 Review.
-
The Role of Long Non-Coding RNAs in Modulating the Immune Microenvironment of Triple-Negative Breast Cancer: Mechanistic Insights and Therapeutic Potential.Biomolecules. 2025 Mar 20;15(3):454. doi: 10.3390/biom15030454. Biomolecules. 2025. PMID: 40149989 Free PMC article. Review.
Cited by
-
Deep learning framework for comprehensive molecular and prognostic stratifications of triple-negative breast cancer.Fundam Res. 2022 Jun 29;4(3):678-689. doi: 10.1016/j.fmre.2022.06.008. eCollection 2024 May. Fundam Res. 2022. PMID: 38933195 Free PMC article.
-
Bulk and single-cell transcriptome profiling reveal the metabolic heterogeneity in human breast cancers.Mol Ther. 2021 Jul 7;29(7):2350-2365. doi: 10.1016/j.ymthe.2021.03.003. Epub 2021 Mar 5. Mol Ther. 2021. PMID: 33677091 Free PMC article.
-
SPOP expression is associated with tumor-infiltrating lymphocytes in pancreatic cancer.PLoS One. 2024 Jul 29;19(7):e0306994. doi: 10.1371/journal.pone.0306994. eCollection 2024. PLoS One. 2024. PMID: 39074086 Free PMC article.
-
Analysis of Tumor Microenvironment Characteristics in Bladder Cancer: Implications for Immune Checkpoint Inhibitor Therapy.Front Immunol. 2021 Apr 15;12:672158. doi: 10.3389/fimmu.2021.672158. eCollection 2021. Front Immunol. 2021. PMID: 33936117 Free PMC article.
-
Immune Cell Infiltration-Based Characterization of Triple-Negative Breast Cancer Predicts Prognosis and Chemotherapy Response Markers.Front Genet. 2021 Mar 19;12:616469. doi: 10.3389/fgene.2021.616469. eCollection 2021. Front Genet. 2021. PMID: 33815462 Free PMC article.
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources