Observational studyJAMA2024
Development and Validation of a Risk Score Predicting Death Without Transplant in Adult Heart Transplant Candidates.
Observational study in JAMA, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 17 papers.
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
17 citing papers in PubMed.
- High Rate of Transplantation Before Review of Status Exception Requests Among Adult Heart Transplant Candidates.Circulation. Heart failure · 2026Article
- Status Exceptions and Misalignment of Medical Urgency in U.S. Pediatric Heart Transplantation.Journal of the American College of Cardiology · 2026Article
- Impact of the United Network for Organ Sharing allocation criteria changes on temporary mechanical circulatory support use as a bridge to transplant.World journal of transplantation · 2025Review
- Development of a risk score predicting survival after adult heart transplantation in the United States.The Journal of heart and lung transplantation : the official publication of the International Society for Heart Transplantation · 2025Observational
- Modernizing the national transplant database.American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons · 2025Review
- Risk prediction model for waitlist mortality in patients with left ventricular assist devices.JHLT open · 2025Article
- High Rate of Transplantation Prior to Review of Status Exception Requests among Adult Heart Transplant Candidates.medRxiv : the preprint server for health sciences · 2025Article
- Association of the 2018 U.S. Heart Allocation Policy Change and the Survival Benefit of Heart Transplantation.JACC. Heart failure · 2025Observational
- National Organ Procurement and Transplant Network Heart Allocation Policy: 6 Years Later.Circulation. Heart failure · 2025Review
- Donor Selection for Heart Transplantation in 2025.JACC. Heart failure · 2025Review
- Error in Figure 3.JAMA · 2025Article
- Association of nonstandardized model for end-stage liver disease score exceptions with waitlist mortality in adult liver transplant candidates.American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons · 2025Article
- Improving the Prioritization of Heart Transplantation Candidates for Optimal Clinical Outcomes: A Narrative Review.Current cardiology reports · 2025Review
- The Colorado Heart Failure Acuity Risk Model: A Mortality Model for Waitlisted Cardiac Transplant Patients.JACC. Advances · 2025Article
- Use of Predictive Models to Determine Transplant Eligibility.Current transplantation reports · 2024Article
- Article
- Article
Corrections and comments
- Commented on by
- Erratum issued
- Erratum issued
Authors and funding
11 authors.
Funding
Abstract
Importance: The US heart allocation system prioritizes medically urgent candidates with a high risk of dying without transplant. The current therapy-based 6-status system is susceptible to manipulation and has limited rank ordering ability. Objective: To develop and validate a candidate risk score that incorporates current clinical, laboratory, and hemodynamic data. Design, Setting, and Participants: A registry-based observational study of adult heart transplant candidates (aged ≥18 years) from the US heart allocation system listed between January 1, 2019, and December 31, 2022, split by center into training (70%) and test (30%) datasets. Adult candidates were listed between January 1, 2019, and December 31, 2022. Main Outcomes and Measures: A US candidate risk score (US-CRS) model was developed by adding a predefined set of predictors to the current French Candidate Risk Score (French-CRS) model. Sensitivity analyses were performed, which included intra-aortic balloon pumps (IABP) and percutaneous ventricular assist devices (VAD) in the definition of short-term mechanical circulatory support (MCS) for the US-CRS. Performance of the US-CRS model, French-CRS model, and 6-status model in the test dataset was evaluated by time-dependent area under the receiver operating characteristic curve (AUC) for death without transplant within 6 weeks and overall survival concordance (c-index) with integrated AUC. Results: A total of 16 905 adult heart transplant candidates were listed (mean [SD] age, 53 [13] years; 73% male; 58% White); 796 patients (4.7%) died without a transplant. The final US-CRS contained time-varying short-term MCS (ventricular assist-extracorporeal membrane oxygenation or temporary surgical VAD), the log of bilirubin, estimated glomerular filtration rate, the log of B-type natriuretic peptide, albumin, sodium, and durable left ventricular assist device. In the test dataset, the AUC for death within 6 weeks of listing for the US-CRS model was 0.79 (95% CI, 0.75-0.83), for the French-CRS model was 0.72 (95% CI, 0.67-0.76), and 6-status model was 0.68 (95% CI, 0.62-0.73). Overall c-index for the US-CRS model was 0.76 (95% CI, 0.73-0.80), for the French-CRS model was 0.69 (95% CI, 0.65-0.73), and 6-status model was 0.67 (95% CI, 0.63-0.71). Classifying IABP and percutaneous VAD as short-term MCS reduced the effect size by 54%. Conclusions and Relevance: In this registry-based study of US heart transplant candidates, a continuous multivariable allocation score outperformed the 6-status system in rank ordering heart transplant candidates by medical urgency and may be useful for the medical urgency component of heart allocation.
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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 Socratic graph.