ArticleNature medicine2017
Functional precision cancer medicine-moving beyond pure genomics.
Article in Nature medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 203 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
203 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Organoids as a Robust Preclinical Model for Precision Medicine in Colorectal Cancer: A Systematic Review.Annals of surgical oncology · 2022Pooled it
- Advancing Patient-Centred AI With Adaptive Machine Learning.Cancer medicine · 2026Review
- The emerging roles of disulfidptosis in cancer.Apoptosis : an international journal on programmed cell death · 2026Review
- The Next Frontier in Quantitative Co-Clinical Imaging to Advance Functional Precision Oncology.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- Review
- Three-dimensional spheroid models in breast cancer: tumor microenvironment complexity, cancer stem cell-driven resistance, and translational model integration.Journal of translational medicine · 2026Review
- Patient cell drug profiling identifies p53-linked vulnerabilities in refractory lymphoid malignancies.NPJ precision oncology · 2026Article
- Pharmaceutical Compounding as a Pillar of Personalized Oncology: Current Applications, Emerging Technologies, and Future Perspectives.Pharmaceuticals (Basel, Switzerland) · 2026Review
- Diagnosis-Driven Targeted Therapy in Acute Myeloid Leukemia: Clinical Integration of Tyrosine Kinase, BCL-2, and CD33-Directed Strategies with Midostaurin, Venetoclax, and Gemtuzumab Ozogamicin.Journal of clinical medicine · 2026Review
- Heterogeneity of Ex Vivo Tumor Responses in Ovarian Cancer Tissues.Cancer reports (Hoboken, N.J.) · 2026Article
- Metal-dependent regulated cell death: Molecular architecture and translational frontiers.iMeta · 2026Review
- Modelling brain tumours with organoids: towards precision medicine in neuro-oncology.Nature reviews. Neurology · 2026Review
- Patient-Derived Organoids from Multiple Sites of a Single Tumor Recapitulates Intratumoral Heterogeneity in Patients with Gastric Cancer.Gut and liver · 2026Article
- Towards functional precision medicine? Evidence standards of organoids as patient-specific models.History and philosophy of the life sciences · 2026Article
- Overcoming Chemoresistance in Glioblastoma: Mechanisms, Therapeutic Strategies, and Functional Precision Medicine.International journal of molecular sciences · 2026Review
- Biomarkers and advances in AML-MRC: from bench to bedside.Annals of hematology · 2026Review
- Establishment of a Large-Scale PDX Library of Head and Neck Cancers for Functional Precision Oncology.Cancer medicine · 2026Article
- The functional imperative in high-grade glioma.Experimental & molecular medicine · 2026Review
- Ex Vivo Treatment Response Prediction in Multiple Myeloma: Assay Formats, Clinical Correlation, and Future Directions.Cancers · 2026Review
- Ex vivo drug sensitivity profiling to complement molecular profiling in pediatric precision oncology.NPJ precision oncology · 2026Article
143 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
Abstract
The essential job of precision medicine is to match the right drugs to the right patients. In cancer, precision medicine has been nearly synonymous with genomics. However, sobering recent studies have generally shown that most patients with cancer who receive genomic testing do not benefit from a genomic precision medicine strategy. Although some call the entire project of precision cancer medicine into question, I suggest instead that the tools employed must be broadened. Instead of relying exclusively on big data measurements of initial conditions, we should also acquire highly actionable functional information by perturbing-for example, with cancer therapies-viable primary tumor cells from patients with cancer.
Indexed as
Identifiers
28886003What OpenQuestion holds
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.