Heart and Vascular Institute, Division of Cardiology, Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA.
Division of Cardiology, Department of Medicine, University of Minnesota, Minneapolis, Minnesota, USA.
Clin Transplant. 2023 Nov;37(11):e15101. doi: 10.1111/ctr.15101. Epub 2023 Aug 17.
Adult congenital heart disease (ACHD) patients pose unique challenges in identifying the time for transplantation and factors influencing outcomes.
To identify hemodynamic, functional, and laboratory parameters that correlate with 1- and 10-year outcomes in ACHD patients considered for transplantation.
A retrospective chart review of long-term outcomes in adult patients with congenital heart disease (CHD) evaluated for heart or heart + additional organ transplant between 2004 and 2014 at our center was performed. A machine learning decision tree model was used to evaluate multiple clinical parameters correlating with 1- and 10-year survival.
We identified 58 patients meeting criteria. D-transposition of the great arteries (D-TGA) with atrial switch operation (20.7%), tetralogy of Fallot/pulmonary atresia (15.5%), and tricuspid atresia (13.8%) were the most common diagnosis for transplant. Single ventricle patients were most likely to be listed for transplantation (39.8% of evaluated patients). Among a comprehensive list of clinical factors, invasive hemodynamic parameters (pulmonary capillary wedge pressure (PCWP), systemic vascular pressure (SVP), and end diastolic pressures (EDP) most correlated with 1- and 10-year outcomes. Transplanted patients with SVP < 14 and non- transplanted patients with PCWP < 15 had 100% survival 1-year post-transplantation.
For the first time, our study identifies that hemodynamic parameters most strongly correlate with 1- and 10-year outcomes in ACHD patients considered for transplantation, using a data-driven machine learning model.
成人先天性心脏病(ACHD)患者在确定移植时间和影响结果的因素方面带来了独特的挑战。
确定血流动力学、功能和实验室参数与接受移植的 ACHD 患者的 1 年和 10 年结果相关。
对 2004 年至 2014 年期间在我们中心接受心脏或心脏+其他器官移植评估的成人先天性心脏病(CHD)患者的长期结果进行了回顾性图表审查。使用机器学习决策树模型评估了与 1 年和 10 年生存率相关的多个临床参数。
我们确定了符合条件的 58 名患者。大动脉转位(D-TGA)伴心房调转手术(20.7%)、法洛四联症/肺动脉闭锁(15.5%)和三尖瓣闭锁(13.8%)是最常见的移植诊断。单心室患者最有可能被列入移植名单(评估患者的 39.8%)。在综合临床因素列表中,有创血流动力学参数(肺毛细血管楔压(PCWP)、体循环压力(SVP)和舒张末期压(EDP)与 1 年和 10 年结果相关性最强。SVP<14 的移植患者和 PCWP<15 的未移植患者在移植后 1 年的 100%生存率。
这是首次使用基于数据的机器学习模型,确定血流动力学参数与接受移植的 ACHD 患者的 1 年和 10 年结果相关性最强。