Pediatric donor heart acceptance practices in the United States: What is really being considered?

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Accounts of Chemical Research Pub Date : 2024-02-01 Epub Date: 2023-11-27 DOI:10.1111/petr.14649
M A McCulloch, L P Alonzi, S C White, F Haregu, M D Porter
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引用次数: 0

Abstract

Background: Recent studies demonstrate high offer decline and organ non-utilization rates are associated with increased pediatric heart transplant waitlist mortality. We sought to determine which donor, candidate, and offer specific variables most importantly influenced these decisions using only data available at the time of each offer.

Methods: Retrospective review of pediatric (<18 years) heart donor offers made to pediatric candidates in the United States between 2010 and 2020. In addition to standard donor, candidate, and offer data available in UNOS, we extracted objective and qualitative valvar and myocardial function data from all available donor echocardiogram reports.

Results: During the study period, 5625 pediatric donor hearts produced 30 156 offers to 4905 unique candidates, of which 88.7% of all offers were declined and 39.2% of organs were not utilized by pediatric waitlisted candidates. Of the 60.8% utilized hearts, 89.7% had a 'cumulatively' normal echocardiogram at the time of offer acceptance; 62.9% of hearts not utilized for a pediatric candidate also had a cumulatively normal final echocardiogram. Random forest and logistic regression modeling demonstrated good predictive performance (AUROC ≥0.83) of likelihood to accept when utilizing donor, candidate, and offer specific variables. SHAP variable importance scores demonstrated number of prior offer declines and candidate institution's prior year acceptance rates as the two most important variables influencing offer decisions.

Conclusions: Behavioral economics appear to play a significant role in pediatric heart transplant candidate institutions' acceptance practices, even when considering the arguably healthier pediatric donor population. Removal of prior institution's decisions from DonorNet may help increase donor utilization.

美国儿童供体心脏接受实践:真正被考虑的是什么?
背景:最近的研究表明,高报价下降和器官未利用率与儿童心脏移植等待死亡率增加有关。我们试图确定哪个捐赠者、候选人和提供的具体变量最重要地影响了这些决定,仅使用每次提供时可用的数据。结果:在研究期间,5625个儿童供体心脏产生30156个供体给4905个独特的候选人,其中88.7%的供体被拒绝,39.2%的器官没有被儿科候补候选人利用。在60.8%使用的心脏中,89.7%在接受要约时的“累计”超声心动图正常;62.9%未用于儿科候选人的心脏也有累积正常的最终超声心动图。随机森林和逻辑回归模型在使用供体、候选和提供特定变量时显示出良好的接受可能性预测性能(AUROC≥0.83)。SHAP变量重要性分数表明,先前的录取下降数量和候选机构的上一年录取率是影响录取决策的两个最重要的变量。结论:行为经济学似乎在儿科心脏移植候选机构的接受实践中发挥了重要作用,即使考虑到可能更健康的儿科供体人群。从捐助者网中删除先前机构的决定可能有助于提高捐助者的利用率。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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