ArticleBreast cancer research : BCR2019
Immune gene expression profiling reveals heterogeneity in luminal breast tumors.
Article in Breast cancer research : BCR, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 1 of them a synthesis that pooled it.
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48 citing papers in PubMed, 1 synthesis or guideline pooled it, 84 citations in OpenAlex.
- Guideline
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- Clinical significance and functional characterization of RRN3 in gastric cancer: insights from pan-cancer analysis and experimental validation.Frontiers in oncology · 2026Article
- Tumor-Infiltrating Lymphocytes and Neutrophils and Their Location in Canine Mammary Neoplasms with a Solid Arrangement: A Prognostic Factor?Animals : an open access journal from MDPI · 2025Article
- Tumor Immune Response as a Biomarker for Metastasis-Free Survival of Breast Cancer and Immune Checkpoint Inhibition Therapy: A Retrospective Cohort Study.Breast cancer : basic and clinical research · 2025Article
- Tumor-infiltrating immune cells state-implications for various breast cancer subtypes.Frontiers in immunology · 2025Review
- Immune landscape of the tumour microenvironment in Ethiopian breast cancer patients.Breast cancer research : BCR · 2024Article
- Bayesian inference of sample-specific coexpression networks.Genome research · 2024Article
- Clustering of HR + /HER2- breast cancer in an Asian cohort is driven by immune phenotypes.Breast cancer research : BCR · 2024Article
- High tumour-infiltrating lymphocytes correlate with distinct gene expression profile and favourable survival in single hormone receptor-positive breast cancer.Contemporary oncology (Poznan, Poland) · 2024Article
- Bayesian Optimized sample-specific Networks Obtained By Omics data (BONOBO).bioRxiv : the preprint server for biology · 2023Article
- YTHDF3as a prognostic predictive biomarker of thyroid cancer and its correlation with immune infiltration.BMC cancer · 2023Article
- Tumour Infiltrating Lymphocytes (TILs) and immune composition in breast cancer patients from Kenya: Spatial distributions and associations with risk factors and tumour characteristics.Breast cancer research and treatment · 2023Article
- TP53 somatic mutations in Asian breast cancer are associated with subtype-specific effects.Breast cancer research : BCR · 2023Article
- DNA methylation age in paired tumor and adjacent normal breast tissue in Chinese women with breast cancer.Clinical epigenetics · 2023Article
- Racial/Ethnic Differences Among Tumor-Infiltrating Lymphocytes in Breast Cancer Tumors.The oncologist · 2023Review
- Tumor Infiltrating Lymphocytes across Breast Cancer Subtypes: Current Issues for Biomarker Assessment.Cancers · 2023Review
- LINC00426 is a potential immune phenotype-related biomarker and an overall survival predictor in PAM50 luminal B breast cancer.Frontiers in genetics · 2023Article
- Exploration of prognosis and immunometabolism landscapes in ER+ breast cancer based on a novel lipid metabolism-related signature.Frontiers in immunology · 2023Article
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Authors and funding
34 authors at 7 institutions in 3 countries.
Funding
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Abstract
backgroundHeterogeneity of immune gene expression patterns of luminal breast cancer (BC), which is clinically heterogeneous and overall considered as low immunogenic, has not been well studied especially in non-European populations. Here, we aimed at characterizing the immune gene expression profile of luminal BC in an Asian population and associating it with patient characteristics and tumor genomic features.
methodsWe performed immune gene expression profiling of tumor and adjacent normal tissue in 92 luminal BC patients from Hong Kong using RNA-sequencing data and used unsupervised consensus clustering to stratify tumors. We then used luminal patients from The Cancer Genome Atlas (TCGA, N = 564) and a Korean breast cancer study (KBC, N = 112) as replication datasets.
resultsBased on the expression of 130 immune-related genes, luminal tumors were stratified into three distinct immune subtypes. Tumors in one subtype showed higher level of tumor-infiltrating lymphocytes (TILs), characterized by T cell gene activation, higher expression of immune checkpoint genes, higher nonsynonymous mutation burden, and higher APOBEC-signature mutations, compared with other luminal tumors. The high-TIL subtype was also associated with lower ESR1/ESR2 expression ratio and increasing body mass index. The comparison of the immune profile in tumor and matched normal tissue suggested a tumor-derived activation of specific immune responses, which was only seen in high-TIL patients. Tumors in a second subtype were characterized by increased expression of interferon-stimulated genes and enrichment for TP53 somatic mutations. The presence of three immune subtypes within luminal BC was replicated in TCGA and KBC, although the pattern was more similar in Asian populations. The germline APOBEC3B deletion polymorphism, which is prevalent in East Asian populations and was previously linked to immune activation, was not associated with immune subtypes in our study. This result does not support the hypothesis that the germline APOBEC3B deletion polymorphism is the driving force for immune activation in breast tumors in Asian populations.
conclusionOur findings suggest that immune gene expression and associated genomic features could be useful to further stratify luminal BC beyond the current luminal A/B classification and a subset of luminal BC patients may benefit from checkpoint immunotherapy, at least in Asian populations.
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