ArticleFrontiers in immunology2021
Landscape of Immune Microenvironment Under Immune Cell Infiltration Pattern in Breast Cancer.
Article in Frontiers in immunology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 125 papers.
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Who cites it
125 citing papers in PubMed, 195 citations in OpenAlex.
- A novel super-enhancer-related gene signature predicts prognosis and immune microenvironment for breast cancer.BMC cancer · 2023Trial
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- Prognostic genes in hepatocellular carcinoma and their function: an analysis integrating high-throughput-based spatial transcriptomics and single-cell RNA-sequencing.Journal of gastrointestinal oncology · 2026Article
- Single-cell and bulk transcriptomic analyses identify B-cell senescence-associated biomarkers in papillary thyroid carcinoma.Translational cancer research · 2026Article
- Exploring and experimental validation of SLC7A11 and ferroptosis related prognostic genes in non-small cell lung cancer using bulk RNA sequencing and single-cell RNA sequencing.Biology direct · 2026Article
- Characterization of Immune Infiltrating Cells in Bladder Urothelial Carcinoma and Its Clinical Significance.Cancer medicine · 2026Article
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- Tumor microenvironment and key signaling pathways in breast cancer progression and therapy resistance: A review.Biomolecules & biomedicine · 2026Review
- Construction of a prognostic model and multidimensional analysis of hepatocellular carcinoma based on palmitoylation-related genes.Discover oncology · 2026Article
- Multiregional MRI-based deep learning radiomics to predict axillary response after neoadjuvant chemotherapy in breast cancer patients.Insights into imaging · 2026Article
- Exercise-responsive microRNA networks and extracellular vesicle-mediated microRNA signaling in breast cancer: linking tumor signaling, systemic crosstalk, and clinical relevance.Frontiers in oncology · 2026Review
- Transcriptome and single-cell RNA sequencing analysis with 101 machine learning combinations and experimental verification reveals the mechanism of action of mannose metabolism in bladder cancer.Frontiers in immunology · 2026Article
- Integrative Genomic Analysis Identifies MAGT1 as a Key Regulator of Proliferation and Poor Prognosis in Breast Cancer.Human mutation · 2026Article
- Integrating Bioinformatics and Experimental Validation Identifies SCD as a Ferroptosis-Related Immune Regulator and Therapeutic Target in Crohn's Disease.International journal of molecular sciences · 2025Article
- PARG inhibition suppresses breast cancer progression and potentiates immunoresponse through MTDH degradation mediated by E3 ligase ITCH-dependent ubiquitination.NPJ breast cancer · 2025Article
- Identification and external validation of a prognostic signature based on myeloid-derived suppressor cells-related LncRNAs to evaluate survival prognosis and treatment efficacy in invasive breast carcinoma.Biochemistry and biophysics reports · 2025Article
- Integrating RNA-seq and scRNA-seq to explore the prognostic features and immune landscape of exosome-related genes in breast cancer metastasis.Annals of medicine · 2025Article
- Distinct Immune Landscape and Gene Expression Profiles in Breast Cancer: Young versus Non-Young Patients.Breast care (Basel, Switzerland) · 2025Article
- IL-15 Complexes Combined with PD-1 Blockade Affect Immune Cell Distribution, Localization, and Immune Signatures in Regressing Versus Non-Regressing Metastatic Breast Tumors.International journal of molecular sciences · 2025Article
65 more citing papers are in PubMed but not listed here.
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Increasing evdence supports the suggestion that the immune cell infiltration (ICI) patterns play a pivotal role in tumor progression in breast cancer (BRCA). Nonetheless, there has been no comprehensive analysis of the ICI patterns effects on the clinical outcomes and immunotherapy. Methods: Multiomic data for BRCA samples were downloaded from TCGA. ESTIMATE algorithm, ssGSEA method, and CIBERSORT analysis were used to uncover the landscape of the tumor immune microenvironment (TIME). BRCA subtypes based on the ICI pattern were identified by consensus clustering and principal-component analysis was performed to obtain the ICI scores to quantify the ICI patterns in individual tumors. Their prognostic value was validated by the Kaplan-Meier survival curves. Gene set enrichment analysis (GSEA) was applied for functional annotation. Immunophenoscore (IPS) was employed to explore the immunotherapeutic role of the ICI scores. Finally, the mutation data was analyzed by using the "maftools" R package. Results: Three different immune infiltration patterns with a distinct prognosis and biological signature were recognized among 1,198 BRCA samples. The characteristics of TIME under these three patterns were highly consistent with three known immune profiles: immune- excluded, immune-desert, and immune-inflamed phenotypes, respectively. The identification of the ICI patterns within individual tumors based on the ICI score, developed under the ICI-related signature genes, contributed into dissecting biological processes, clinical outcome, immune cells infiltration, immunotherapeutic effect, and genetic variation. High ICI score subtype, characterized with a suppression of immunity, suggested an immune-exhausted phenotype. Abundant effective immune cells were discovered in the low ICI score patients, which corresponded to an immune-activated phenotype and might present an immunotherapeutic advantage. Immunophenoscore was implemented as a surrogate of immunotherapeutic outcome, low-ICI scores samples obtained a significantly higher immunophenoscore. Enrichment of the JAK/STAT and VEGF signal pathways were activated in the ICI low-score subgroup. Finally, the synergistic effect between the ICI score and the tumor mutation burden (TMB) was confirmed. Conclusion: This work comprehensively elucidated that the ICI patterns served as an indispensable player in complexity and diversity of TIME. Quantitative identification of the ICI patterns in individual tumor will contribute into mapping the landscape of TIME further optimizing precision immunotherapy.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.