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Improving Mortality Predictions for Patients With Mechanical Circulatory Support Using Follow-Up Data and Machine Learning.利用随访数据和机器学习改善机械循环支持患者的死亡率预测
Circ Genom Precis Med. 2020 Apr;13(2):e002877. doi: 10.1161/CIRCGEN.119.002877. Epub 2020 Mar 11.
2
INTERMACS (Interagency Registry for Mechanically Assisted Circulatory Support) Profiling Identifies Ambulatory Patients at High Risk on Medical Therapy After Hospitalizations for Heart Failure.INTERMACS（机械辅助循环支持跨机构注册中心）分析可识别因心力衰竭住院后接受药物治疗的高危门诊患者。
Circ Heart Fail. 2016 Nov;9(11). doi: 10.1161/CIRCHEARTFAILURE.116.003032.
3
Morbidity and mortality in heart transplant candidates supported with mechanical circulatory support: is reappraisal of the current United network for organ sharing thoracic organ allocation policy justified?机械循环支持支持的心脏移植候选者的发病率和死亡率：有理由重新评估当前美国器官共享网络的胸部器官分配政策吗？
Circulation. 2013 Jan 29;127(4):452-62. doi: 10.1161/CIRCULATIONAHA.112.100123. Epub 2012 Dec 27.
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The use of mechanical circulatory support as a bridge to transplantation in pediatric patients: an analysis of the United Network for Organ Sharing database.机械循环支持在儿科患者中作为移植桥梁的应用：器官共享联合网络数据库分析
J Thorac Cardiovasc Surg. 2008 Feb;135(2):421-7, 427.e1. doi: 10.1016/j.jtcvs.2007.09.048.
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Incidence of temporary mechanical circulatory support before heart transplantation and impact on post-transplant outcomes.心脏移植前临时机械循环支持的发生率及其对移植后结局的影响。
J Heart Lung Transplant. 2018 Sep;37(9):1060-1066. doi: 10.1016/j.healun.2018.04.008. Epub 2018 Apr 26.
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Outcomes of left ventricular assist device implantation as destination therapy in the post-REMATCH era: implications for patient selection.左心室辅助装置植入作为终末期治疗在 REMATCH 时代后的结局：对患者选择的启示。
Circulation. 2007 Jul 31;116(5):497-505. doi: 10.1161/CIRCULATIONAHA.107.691972. Epub 2007 Jul 16.
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Clinical outcomes of temporary mechanical circulatory support as a direct bridge to heart transplantation: a nationwide Spanish registry.作为直接心脏移植桥接的临时机械循环支持的临床结果：一项全国性的西班牙注册研究。
Eur J Heart Fail. 2018 Jan;20(1):178-186. doi: 10.1002/ejhf.956. Epub 2017 Sep 26.
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Duration of Heart Failure Is an Important Predictor of Outcomes After Mechanical Circulatory Support.心力衰竭的持续时间是机械循环支持后预后的重要预测指标。
Circ Heart Fail. 2015 Sep;8(5):953-9. doi: 10.1161/CIRCHEARTFAILURE.115.002321. Epub 2015 Aug 6.
9
The Concerted Action 'Heart' European registry on clinical application of mechanical circulatory support systems: bridge to transplant. The Registry Scientific Committee.
Eur J Cardiothorac Surg. 1997 Jan;11(1):182-8. doi: 10.1016/s1010-7940(96)01044-5.
10
Third Annual Pediatric Interagency Registry for Mechanical Circulatory Support (Pedimacs) Report: Preimplant Characteristics and Outcomes.第三届儿科机械循环支持机构间注册研究（Pedimacs）报告：植入前特征和结局。
Ann Thorac Surg. 2019 Apr;107(4):993-1004. doi: 10.1016/j.athoracsur.2019.01.038. Epub 2019 Feb 26.

引用本文的文献

1
GENESIS: Gene-Specific Machine Learning Models for Variants of Uncertain Significance Found in Catecholaminergic Polymorphic Ventricular Tachycardia and Long QT Syndrome-Associated Genes.GENESIS：儿茶酚胺能多形性室性心动过速和长 QT 综合征相关基因中不确定意义变异的基因特异性机器学习模型。
Circ Arrhythm Electrophysiol. 2022 Apr;15(4):e010326. doi: 10.1161/CIRCEP.121.010326. Epub 2022 Mar 31.

本文引用的文献

1
A Bayesian Model to Predict Survival After Left Ventricular Assist Device Implantation.一种用于预测左心室辅助装置植入后生存率的贝叶斯模型。
JACC Heart Fail. 2018 Sep;6(9):771-779. doi: 10.1016/j.jchf.2018.03.016. Epub 2018 Aug 8.
2
Eighth annual INTERMACS report: Special focus on framing the impact of adverse events.第八年度 INTERMACS 报告：特别关注不良事件影响的构建。
J Heart Lung Transplant. 2017 Oct;36(10):1080-1086. doi: 10.1016/j.healun.2017.07.005. Epub 2017 Jul 15.
3
Heart Disease and Stroke Statistics-2017 Update: A Report From the American Heart Association.《2017年心脏病和中风统计数据更新：美国心脏协会报告》
Circulation. 2017 Mar 7;135(10):e146-e603. doi: 10.1161/CIR.0000000000000485. Epub 2017 Jan 25.

Improving Mortality Predictions for Patients With Mechanical Circulatory Support Using Follow-Up Data and Machine Learning.

作者信息

Jaeger Byron C, Cantor Ryan S, Sthanam Venkata, Rudraraju Ramaraju

机构信息

Kirklin Institute for Research in Surgical Outcomes, University of Alabama at Birmingham.

出版信息

Circ Genom Precis Med. 2020 Apr;13(2):e002877. doi: 10.1161/CIRCGEN.119.002877. Epub 2020 Mar 11.

DOI:10.1161/CIRCGEN.119.002877
PMID:32160478
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11034998/
Abstract
摘要