ArticleJournal for immunotherapy of cancer2021
Evaluation of tumor immune contexture among intrinsic molecular subtypes helps to predict outcome in early breast cancer.
Article in Journal for immunotherapy of cancer, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Combining histological grade, TILs, and the PD-1/PD-L1 pathway to identify immunogenic tumors and de-escalate radiotherapy in early breast cancer: a secondary analysis of a randomized clinical trial.Journal for immunotherapy of cancer · 2023Trial
- Dysregulated KIF2A correlates with p53 expression pattern in breast cancer.Molecular and cellular biochemistry · 2026Article
- Acidosis-associated gene signature defines novel subtypes and dual-target therapeutic candidates in breast cancer.Journal of translational medicine · 2026Article
- Identification of cycling regulatory T cell precursors as conductors of immune escape during breast carcinoma progression.Cancer cell · 2026Article
- Single-cell transcriptomic profiling of immune landscape in triple-negative breast cancer during neoadjuvant chemotherapy.NPJ systems biology and applications · 2025Article
- Canine mammary tumors as a promising adjunct preclinical model for human breast cancer research: similarities, opportunities, and challenges.Archives of pharmacal research · 2025Review
- Non-genetic heterogeneity and immune subtyping in breast cancer: Implications for immunotherapy and targeted therapeutics.Translational oncology · 2024Article
- Impact of Immune Cell Heterogeneity on HER2+ Breast Cancer Prognosis and Response to Therapy.Cancers · 2021Review
- The Immune Landscape of Breast Cancer: Strategies for Overcoming Immunotherapy Resistance.Cancers · 2021Review
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe prognosis of early breast cancer is linked to clinic-pathological stage and the molecular characteristics of intrinsic tumor cells. In some patients, the amount and quality of tumor-infiltrating immune cells appear to affect long term outcome. We aimed to propose a new tool to estimate immune infiltrate, and link these factors to patient prognosis according to breast cancer molecular subtypes.
methodsWe performed in silico analyses in more than 2800 early breast cancer transcriptomes with corresponding clinical annotations. We first developed a new gene expression deconvolution algorithm that accurately estimates the quantity of immune cell populations (tumor immune contexture, TIC) in tumors. Then, we studied associations between these immune profiles and relapse-free and overall survival among the different intrinsic molecular subtypes of breast cancer defined by PAM50 classification.
resultsTIC estimates the abundance of 15 immune cell subsets. Both myeloid and lymphoid subpopulations show different spread among intrinsic molecular breast cancer subtypes. A high abundance of myeloid cells was associated with poor outcome, while lymphoid cells were associated with favorable prognosis. Unsupervised clustering describing the 15 immune cell subsets revealed four subgroups of breast tumors associated with distinct patient survival, but independent from PAM50. Adding this information to clinical stage and PAM50 strongly improves the prediction of relapse or death.
conclusionsOur findings make it possible to refine the survival stratification of early patients with breast cancer by incorporating TIC in addition to PAM50 and clinical tumor burden in a prognostic model validated in training and validation cohorts.
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