ArticleNPJ breast cancer2019
Heterocellular gene signatures reveal luminal-A breast cancer heterogeneity and differential therapeutic responses.
Article in NPJ breast cancer, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.
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Who cites it
41 citing papers in PubMed.
- Differential response of HER2 - and HER2 + breast cancer cells to quinazoline and triazole derivatives: advancing receptor subtype-specific phytochemical targeting.Molecular diversity · 2026Article
- Development and validation of a machine learning clinicogenomic model to improve prognostic stratification in ER-positive/HER2-negative early breast cancer.Breast cancer research : BCR · 2026Article
- Cell-cell junction gene signatures as subtype-specific prognostic biomarkers in breast cancer.PloS one · 2026Article
- The significance of molecular heterogeneity in breast cancer batch correction and dataset integration.Breast cancer research : BCR · 2025Article
- PR inhibition stimulates G6PD expression to enhance malignancy in luminal breast cancer.Cell death & disease · 2025Article
- Emerging strategies for targeting vasculogenic mimicry in breast cancer treatment.Discover oncology · 2025Review
- Whole-exome sequencing of FFPE samples reveals mutations associated with Luminal A breast cancer recurrence.BMC biotechnology · 2025Article
- Integrative miRNOMe profiling reveals the miR-195-5p-CHEK1 axis and its impact on luminal breast cancer outcomes.Molecular oncology · 2025Article
- Comparative bioinformatics analysis of the Wnt pathway in breast cancer: Selection of novel biomarker panels associated with ER status.Open life sciences · 2025Article
- A new insight into the impact of copy number variations on cell cycle deregulation of luminal-type breast cancer.Oncology reviews · 2025Review
- The cytokine profile correlates with less tumor-infiltrating lymphocytes in luminal A breast cancer.Breast cancer research and treatment · 2025Article
- Expression and clinical significance of CLDN7 and its immune-related cells in breast cancer.Diagnostic pathology · 2024Article
- G2/M Checkpoint Modulation: Insights from miRNA Profiles in FAM and Breast Cancer.Asian Pacific journal of cancer prevention : APJCP · 2024Article
- Artificial intelligence for chimeric antigen receptor-based therapies: a comprehensive review of current applications and future perspectives.Therapeutic advances in vaccines and immunotherapy · 2024Review
- A bibliometric analysis of drug resistance in immunotherapy for breast cancer: trends, themes, and research focus.Frontiers in immunology · 2024Article
- Recent advances in lab-on-a-chip systems for breast cancer metastasis research.Nanoscale advances · 2023Review
- Identifying prognostic subgroups of luminal-A breast cancer using deep autoencoders and gene expressions.PLoS computational biology · 2023Article
- Article
- Transcription profiling of feline mammary carcinomas and derived cell lines reveals biomarkers and drug targets associated with metabolic and cell cycle pathways.Scientific reports · 2022Article
- Identification of a 5-gene-risk score model for predicting luminal A-invasive lobular breast cancer survival.Genetica · 2022Article
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5 authors.
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Abstract
Breast cancer is a highly heterogeneous disease. Although differences between intrinsic breast cancer subtypes have been well studied, heterogeneity within each subtype, especially luminal-A cancers, requires further interrogation to personalize disease management. Here, we applied well-characterized and cancer-associated heterocellular signatures representing stem, mesenchymal, stromal, immune, and epithelial cell types to breast cancer. This analysis stratified the luminal-A breast cancer samples into five subtypes with a majority of them enriched for a subtype (stem-like) that has increased stem and stromal cell gene signatures, representing potential luminal progenitor origin. The enrichment of immune checkpoint genes and other immune cell types in two (including stem-like) of the five heterocellular subtypes of luminal-A tumors suggest their potential response to immunotherapy. These immune-enriched subtypes of luminal-A tumors (containing only estrogen receptor positive samples) showed good or intermediate prognosis along with the two other differentiated subtypes as assessed using recurrence-free and distant metastasis-free patient survival outcomes. On the other hand, a partially differentiated subtype of luminal-A breast cancer with transit-amplifying colon-crypt characteristics showed poor prognosis. Furthermore, published luminal-A subtypes associated with specific somatic copy number alterations and mutations shared similar cellular and mutational characteristics to colorectal cancer subtypes where the heterocellular signatures were derived. These heterocellular subtypes reveal transcriptome and cell-type based heterogeneity of luminal-A and other breast cancer subtypes that may be useful for additional understanding of the cancer type and potential patient stratification and personalized medicine.
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