ArticleAmerican journal of cancer research2020
KRAS signaling enriched triple negative breast cancer is associated with favorable tumor immune microenvironment and better survival.
Article in American journal of cancer research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 89 papers.
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Who cites it
89 citing papers in PubMed, 111 citations in OpenAlex.
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- Regulatory Variants in the KRAS 3'UTR and Intron 2 Are Associated with Breast Cancer Susceptibility Through Independent and Combinatorial Effects in a Mexican Population.Biomedicines · 2026Article
- TNIP1 Impacts Prognosis by Modulating the Immune Microenvironment in BRCA.Biochemical genetics · 2026Article
- Dual cutoffs of estrogen receptor positivity define prognostic and predictive subgroups in breast cancer.iScience · 2026Article
- Cannabidiol sensitizes triple-negative breast cancer cells to NK cell-mediated killing via EGFR inhibition and FAS upregulation.Journal of cannabis research · 2025Article
- Activated Hippo Pathway is Associated with a Worse Response to Trastuzumab and Worse Survival in HER2-Positive Breast Cancer.Annals of surgical oncology · 2025Article
- Integrating Bulk RNA and Single-Cell Sequencing Data Unveils Efferocytosis Patterns and ceRNA Network in Ischemic Stroke.Translational stroke research · 2025Article
- Multi-dimensional characterization of cellular states reveals clinically relevant immunological subtypes and therapeutic vulnerabilities in ovarian cancer.Journal of translational medicine · 2025Article
- Disruption of P2Y2 Signaling Promotes Breast Tumor Cell Dissemination by Reducing ATP-Dependent Calcium Elevation and Actin Localization to Cell Junctions.International journal of molecular sciences · 2025Article
- Tumor Microenvironment On-A-Chip and Single-Cell Analysis Reveal Synergistic Stromal-Immune Crosstalk on Breast Cancer Progression.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Polyploidy of MDA-MB-231 cells drives increased extravasation with enhanced cell-matrix adhesion.APL bioengineering · 2025Article
- Identification of amino acid metabolism‑related genes as diagnostic and prognostic biomarkers in sepsis through machine learning.Experimental and therapeutic medicine · 2025Article
- Pan-Immune-Inflammation Value (PIV) and Prognostic Nutritional Index (PNI) are Associated with Distant Metastasis in Colorectal Cancer withInternational journal of general medicine · 2025Article
- Breast cancer genomic analyses reveal genes, mutations, and signaling networks.Functional & integrative genomics · 2024Article
- A molecular switch from tumor suppressor to oncogene in ER+ve breast cancer: Role of androgen receptor, JAK-STAT, and lineage plasticity.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Novel druggable space in human KRAS G13D discovered using structural bioinformatics and a P-loop targeting monoclonal antibody.Scientific reports · 2024Article
- Spinster Homologue 2 Expression Correlates With Improved Patient Survival in Hepatocellular Carcinoma Despite Association With Lymph-Angiogenesis.World journal of oncology · 2024Article
- High Ki67 Gene Expression Is Associated With Aggressive Phenotype in Hepatocellular Carcinoma.World journal of oncology · 2024Article
- A statistical learning method for simultaneous copy number estimation and subclone clustering with single-cell sequencing data.Genome research · 2024Article
- Antineoplastic effect of compounds C14 and P8 on TNBC and radioresistant TNBC cells by stabilizing the K-Ras4BFrontiers in oncology · 2024Article
29 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
KRAS signaling is associated with cancer progression in several cancers. Upregulation of KRAS signaling is often seen in cancers that harbor high KRAS mutation rate, such as pancreatic cancer and non-small cell lung cancer (NSCLC). Less than 2% of breast cancers have KRAS mutation, however, the alteration of the effector signaling such as PI3K/AKT and MAPK pathways are well known. Mutated KRAS is known to function as immune suppressor in other cancers, but the role of KRAS signaling on tumor immune microenvironment (TIME) in breast cancer is not known. We hypothesize that the enrichment of KRAS signaling is associated with reduced patient survival as well as TIME in triple negative breast cancer (TNBC). Patient cohorts from Molecular Taxonomy of Breast Cancer International Consortium (METABRIC; n = 1903) and The Cancer Genome Atlas (TCGA; n = 982) were used. Higher expression of KRAS in breast cancer cell-lines (MCF7, BT474, and MDA-MB231) compared to MCF10A, which is a model of benign mammary cells was found. Both MEK and PI3K inhibitors suppressed MB231 cell proliferation in dose dependent manner. Gene Set Variant Analysis (GSVA) of the patient cohorts demonstrated two peaks by KRAS_SIGNALING_UP gene sets which were divided into KRAS-high and -low groups using median cutoff. There was no difference in KRAS mutation between KRAS-high and low. Despite its cell proliferation promoting role, KRAS-high patients demonstrated significantly better Disease-Free Survival and Overall Survival in triple negative breast cancer (TNBC). KRAS-high TNBC was associated with favorable tumor immune microenvironment with elevated B cells and CD8 T cells, monocytes, or M1 macrophage. It was associated with decreased CD4 central memory T-cells, but not Regulatory T-cells, or M2 macrophage detected by xCell. To elucidate the mechanism of this association, Gene Set Enrichment Analysis was performed. Inflammatory response, IL6/JAK-STAT3 signaling, and Interferon gamma response gene sets were enriched in KRAS-high TNBC patients in both METABRIC and TCGA cohorts. In agreement, cytolytic activity score, interferon gamma response score, and lymphocyte infiltrating signature score, were all significantly elevated in KRAS-high TNBC. In conclusion, we found that patients with enrichment of KRAS signaling gene sets were associated with inflammation and favorable tumor immune microenvironment as well as improved survival in TNBC.
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Registered trials
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.