ArticleFrontiers in immunology2023
Natural killer cell-related prognostic risk model predicts prognosis and treatment outcomes in triple-negative breast cancer.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 1 of them a synthesis that pooled it.
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Who cites it
29 citing papers in PubMed, 1 synthesis or guideline pooled it, 35 citations in OpenAlex.
- A Systematic Review of Immune Cell Roles in Breast Cancer Immunotherapy.Cancer reports (Hoboken, N.J.) · 2025Pooled it
- The tumor microenvironment in triple negative breast cancer and a strategy to improve responses to immunotherapy using cryoablation and immunostimulants.Cancer biology & therapy · 2026Review
- Perioperative Changes in Peripheral Natural Killer Cell Activity and Their Association With Clinicopathological Features in Breast Cancer: A Single-Center Cohort Study.Cancer medicine · 2026Article
- Characterization of natural killer (NK) cells in lung adenocarcinoma and construction of an NK risk signature based on single-cell and macromolecular RNA-seg data.Discover oncology · 2026Article
- Transcriptomic deconvolution reveals prognostic immune signatures and immunotherapy-responsive subtypes in male breast cancer.Breast cancer research : BCR · 2026Article
- A cancer neuroscience-related gene model for prognosis prediction and immunotherapy response evaluation in breast cancer.Discover oncology · 2026Article
- Single-cell transcriptomic analysis reveals the immunosuppressive status of NK cell subpopulations in TNBC.PloS one · 2026Article
- Advances in intratumoral immunotherapy from a neuro-immune-endocrine perspective for breast cancer treatment.Frontiers in oncology · 2026Review
- Decoding the tumor microenvironment of triple-negative breast cancer: from immune evasion to precision immunotherapy.Frontiers in immunology · 2026Review
- Identification of NK cell marker genes based on single-cell sequencing to establish a prognostic signature in breast cancer.Discover oncology · 2025Article
- Machine learning-based development of a cytotoxicity prediction model for NK cell therapy in cancers.Cellular oncology (Dordrecht, Netherlands) · 2025Article
- Integrated mendelian randomization and bioinformatics approach unveiling the immunological and prognostic significance of FBXO2 in breast cancer.Discover oncology · 2025Article
- Natural Killer Cell Activity and Response to Neoadjuvant Treatment in Breast Cancer Patients.International journal of molecular sciences · 2025Article
- HIDE: hierarchical cell-type deconvolution.Bioinformatics (Oxford, England) · 2025Article
- Identification of Natural Killer Cell-Associated Clusters in Skin Melanoma and the Impact on Prognosis and Drug Sensitivity.Immunity, inflammation and disease · 2025Article
- Integrating mitochondrial and lysosomal gene analysis for breast cancer prognosis using machine learning.Scientific reports · 2025Article
- Nucleotide metabolism-associated drug resistance gene NDUFA4L2 promotes colon cancer progression and 5-FU resistance.Scientific reports · 2025Article
- NK cell-related genes-driven novel molecular subtyping and prognostic signatures for Wilms tumor: uncovering the therapeutic potential of TGX-221 and biomarker role of HS2ST1.Frontiers in oncology · 2025Article
- Article
- Unraveling the breast cancer tumor microenvironment: crucial factors influencing natural killer cell function and therapeutic strategies.International journal of biological sciences · 2025Review
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Natural killer (NK) cells are crucial to the emergence, identification, and prognosis of cancers. The roles of NK cell-related genes in the tumor immune microenvironment (TIME) and immunotherapy treatment are unclear. Triple-negative breast cancer (TNBC) is a highly aggressive malignant tumor. Hence, this study was conducted to develop a reliable risk model related to NK cells and provide a novel system for predicting the prognosis of TNBC. Methods: NK cell-related genes were collected from previous studies. Based on TCGA and GEO database, univariate and LASSO cox regression analysis were used to establish the NK cell-related gene signature. The patients with TNBC were separated to high-risk and low-risk groups. After that, survival analysis was conducted and the responses to immunotherapies were evaluated on the basis of the signature. Moreover, the drug sensitivity of some traditional chemotherapeutic drugs was assessed by using the "oncoPredict" R package. In addition, the expression levels of the genes involved in the signature were validated by using qRT-PCR in TNBC cell lines. Results: The patients with TNBC were divided into high- and low-risk groups according to the median risk score of the 5-NK cell-related gene signature. The low-risk group was associated with a better clinical outcome. Besides, the differentially expressed genes between the different risk groups were enriched in the biological activities associated with immunity. The tumor immune cells were found to be highly infiltrated in the low-risk groups. In accordance with the TIDE score and immune checkpoint-related gene expression analysis, TNBC patients in the low-risk groups were suggested to have better responses to immunotherapies. Eventually, some classical anti-tumor drugs were shown to be less effective in high-risk groups than in low-risk groups. Conclusion: The 5-NK cell-related gene signature exhibit outstanding predictive performance and provide fresh viewpoints for evaluating the success of immunotherapy. It will provide new insights to achieve precision and integrated treatment for TNBC in the future.
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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.