ArticleJournal of the National Cancer Institute2016
Predicting Low Accrual in the National Cancer Institute's Cooperative Group Clinical Trials.
Article in Journal of the National Cancer Institute, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers.
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Who cites it
66 citing papers in PubMed.
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- Limited versus Extended Pelvic Lymph Node Dissection for Prostate Cancer: A Randomized Clinical Trial.European urology oncology · 2021Trial
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- Progress and challenges in expanding access to clinical trials in pancreatic cancer.Communications medicine · 2026Review
- Beyond the ethics deflection: Why patient burden is a scientific review question, not just an IRB concern.Research involvement and engagement · 2026Article
- Language Barriers Limit Clinical Trial Accessibility for Patients With Gastrointestinal Cancer.Gastroenterology · 2026Article
- Matching Patients With Cell Surface-Targeted Clinical Trials Using Large Language Models.JCO precision oncology · 2026Article
- Transforming patient recruitment in clinical trials: Communication training to manage uncertainties about risks and benefits.Journal of clinical and translational science · 2026Article
- The Outcome and Impact of Academic Cancer Clinical Trials with Participation from Canadian Sites (2015-2024).Cancers · 2025Article
- Evaluating the impact of delayed study startup on accrual in cancer studies.Contemporary clinical trials communications · 2025Article
- Tensions Within Incentives, Altruism, and Trust in Clinical Trial Participation: Perspectives From African American and Black Caribbean Patients and Clinical Research Coordinators Who Recruit Them.Journal of racial and ethnic health disparities · 2025Article
- Determinants of clinical trial failure in multiple sclerosis: insights from ClinicalTrials.gov.Research square · 2025Article
- Successful completion of large, low-cost randomized cancer trials at an academic cancer center.Clinical trials (London, England) · 2025Article
- The Burden of Insurance Prior Authorization on Cancer Care: A Review of Evidence From Radiation Oncology.Advances in radiation oncology · 2025Review
- Overcoming challenges of recruiting cancer patients into clinical trials: insights from a randomized trial of app-based smoking cessation interventions.American journal of cancer research · 2025Article
- "The Truth Is, We Must Miss Some": A Qualitative Study of the Patient Eligibility Screening Process, and Automation Perspectives, for Cancer Clinical Trials.Cancer medicine · 2024Article
- Article
6 more citing papers are in PubMed but not listed here.
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Funding
Abstract
backgroundThe extent to which trial-level factors differentially influence accrual to trials has not been comprehensively studied. Our objective was to evaluate the empirical relationship and predictive properties of putative risk factors for low accrual in the National Cancer Institute's (NCI's) Cooperative Group Program, now the National Clinical Trials Network (NCTN).
methodsData from 787 phase II/III adult NCTN-sponsored trials launched between 2000 and 2011 were used to develop a logistic regression model to predict low accrual, defined as trials that closed with or were accruing at less than 50% of target; 46 trials opened between 2012 and 2013 were used for prospective validation. Candidate predictors were identified from a literature review and expert interviews; final predictors were selected using stepwise regression. Model performance was evaluated by calibration and discrimination via the area under the curve (AUC). All statistical tests were two-sided.
resultsEighteen percent (n = 145) of NCTN-sponsored trials closed with low accrual or were accruing at less than 50% of target three years or more after initiation. A multivariable model of twelve trial-level risk factors had good calibration and discrimination for predicting trials with low accrual (AUC in trials launched 2000-2011 = 0.739, 95% confidence interval [CI] = 0.696 to 0.783]; 2012-2013: AUC = 0.732, 95% CI = 0.547 to 0.917). Results were robust to different definitions of low accrual and predictor selection strategies.
conclusionsWe identified multiple characteristics of NCTN-sponsored trials associated with low accrual, several of which have not been previously empirically described, and developed a prediction model that can provide a useful estimate of accrual risk based on these factors. Future work should assess the role of such prediction tools in trial design and prioritization decisions.
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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.