ReviewNature reviews. Clinical oncology2011
Predictive, personalized, preventive, participatory (P4) cancer medicine.
Review in Nature reviews. Clinical oncology, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 298 papers, 2 of them syntheses 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
298 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Prediction of PD-L1 expression in nonsmall cell lung cancer using artificial intelligence models based on radiomics: a systematic review and meta-analysis.European respiratory review : an official journal of the European Respiratory Society · 2026Pooled it
- Vibrational Spectroscopy Saliva Profiling as Biometric Tool for Disease Diagnostics: A Systematic Literature.Molecules (Basel, Switzerland) · 2020Pooled it
- Trial
- Alcoholic Beverage and Meal Choices for the Prevention of Noncommunicable Diseases: A Randomized Nutrigenomic Trial.Oxidative medicine and cellular longevity · 2018Trial
- Image-based ex-vivo drug screening for patients with aggressive haematological malignancies: interim results from a single-arm, open-label, pilot study.The Lancet. Haematology · 2017Trial
- Enhanced Recovery After Surgery Consensus Protocol for Cerebral Bypass in Moyamoya Disease.Neurosurgery practice · 2026Review
- Operationalizing Precision Medicine in Drug Development: Predictive Biomarkers, Companion Diagnostics, and Regulatory Pathways.Clinical pharmacology and therapeutics · 2026Review
- Personalized Treatment Recommendation System in Head and Neck Cancer Using Survival Analysis and Deep Learning.Healthcare (Basel, Switzerland) · 2026Article
- Maternal Microbiome in Gestational Diabetes Mellitus: Mechanisms, Biomarkers, and Therapeutic Perspectives.Life (Basel, Switzerland) · 2026Review
- Why health recommender systems struggle to reach clinical practice: A lifecycle-oriented systematic review.iScience · 2026Article
- From P4 Medicine Hype to Digital Health Maturity.Mayo Clinic proceedings. Digital health · 2026Review
- Thermoregulation and associated disorders: 3PM-guided holistic approach bridging innovative and traditional Chinese medicine.The EPMA journal · 2026Review
- Aspiration to architecture: multi-omics, AI, digital twins, and blockchain for P4 medicine.Journal of translational medicine · 2026Article
- Persistent nausea burden at peak antiemetic therapy in palliative care: an exploratory study.BMC palliative care · 2026Article
- The predictive health index: a turning point in the transition from disease medicine to preventive medicine.Hormones (Athens, Greece) · 2026Article
- Precision Medicine Through Network Language: Integrating Clinical Insight and Data Expertise.Genes · 2026Review
- Nanomedicine in immunotherapy of urinary system tumors: advances, synergistic strategies, and translational challenges.Journal of nanobiotechnology · 2026Review
- ChatGPT in precision medicine.APL bioengineering · 2026Review
- Predictive health index: integrating body composition and heart rate variability metrics with artificial intelligence to predict chronic disease risk and specific chronic non-communicable diseases.Hormones (Athens, Greece) · 2026Article
- The Emerging Role of Olfactory Receptors: From Genomics to Precision Medicine.Molecular diagnosis & therapy · 2026Review
238 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Medicine will move from a reactive to a proactive discipline over the next decade--a discipline that is predictive, personalized, preventive and participatory (P4). P4 medicine will be fueled by systems approaches to disease, emerging technologies and analytical tools. There will be two major challenges to achieving P4 medicine--technical and societal barriers--and the societal barriers will prove the most challenging. How do we bring patients, physicians and members of the health-care community into alignment with the enormous opportunities of P4 medicine? In part, this will be done by the creation of new types of strategic partnerships--between patients, large clinical centers, consortia of clinical centers and patient-advocate groups. For some clinical trials it will necessary to recruit very large numbers of patients--and one powerful approach to this challenge is the crowd-sourced recruitment of patients by bringing large clinical centers together with patient-advocate groups.
Indexed as
Identifiers
21364692What 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.