Prolonged hospital length of stay after pediatric heart transplantation: A machine learning and logistic regression predictive model from the Pediatric Heart Transplant Society

医学 心脏移植 逻辑回归 移植 机械通风 心肌病 内科学 左心发育不良综合征 儿科 心力衰竭 心脏病 心脏病学 外科
作者
Dipankar Gupta,Neha Bansal,Byron C. Jaeger,Ryan Cantor,Devin Koehl,Allison K Kimbro,Chesney Castleberry,Stephen Pophal,Alfred Asante‐Korang,Kenneth O. Schowengerdt,James K. Kirklin,David Sutcliffe
出处
期刊:Journal of Heart and Lung Transplantation [Elsevier BV]
卷期号:41 (9): 1248-1257 被引量:19
标识
DOI:10.1016/j.healun.2022.05.016
摘要

Heart transplantation (HT) is the gold standard for managing end-stage heart failure. Multiple quality metrics, including length of stay (LOS), have been used in solid organ transplantation. However, limited data are available regarding trends and factors influencing LOS after pediatric HT. We hypothesized that various donor, peri-transplant and recipient factors affect LOS after pediatric HT.We analyzed patients <18years at time of HT from January 2005 to December 2018 in the Pediatric Heart Transplant Society database, and examined LOS trends, defined prolonged LOS (PLOS = LOS>30days after HT), identified factors associated with PLOS and assessed outcomes.Of 4827 patients undergoing HT, 4414 patients were discharged and included for analysis. Overall median LOS was 19days[13,34]. Median LOS was longer in patients with congenital heart disease(CHD = 25days[15,43] than with cardiomyopathy(CM = 17days[12,27] across all ages. Median LOS in age <1year was 26-days[16,45.5] and in age >10year was 16days[11,26]. PLOS was seen in 1313 patients(30%). Patients with PLOS were younger, smaller and had longer CPB times. There was no difference in utilization of VAD at HT between groups, however, ECMO use at listing(8.45% vs 2.93%,p < 0.05) and HT was higher in the PLOS group(9.22% vs 1.58%,p < 0.05). PLOS was more common in patients with previous surgery, CHD, single ventricle physiology, recipient history of cardiac arrest or CPR, end organ dysfunction, lower GFR, use of mechanical ventilation at HT and Status 1A at HT.We present novel findings of LOS distribution and define PLOS after pediatric HT, providing a quality metric for individual programs to utilize and study in their practice.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
2秒前
华仔应助Jker采纳,获得10
3秒前
任性的寄瑶完成签到,获得积分10
5秒前
xinglin发布了新的文献求助10
5秒前
Lyn完成签到 ,获得积分10
5秒前
6秒前
sheishei完成签到,获得积分10
7秒前
小白发布了新的文献求助10
8秒前
xiw完成签到,获得积分10
9秒前
10秒前
10秒前
10秒前
霸王爱吃面完成签到,获得积分10
12秒前
伶俐乐菱完成签到,获得积分10
12秒前
12秒前
jinling完成签到 ,获得积分10
13秒前
duduguai完成签到,获得积分10
13秒前
周子淦发布了新的文献求助30
14秒前
14秒前
Chloe完成签到,获得积分10
15秒前
eason完成签到,获得积分10
15秒前
奋斗灵珊发布了新的文献求助30
16秒前
李健应助壮壮不爱吃肉采纳,获得10
17秒前
风中的彩虹完成签到,获得积分10
18秒前
18秒前
搜集达人应助科研通管家采纳,获得10
19秒前
爆米花应助科研通管家采纳,获得10
19秒前
充电宝应助科研通管家采纳,获得10
19秒前
平淡初雪应助科研通管家采纳,获得10
19秒前
无忧应助科研通管家采纳,获得10
19秒前
19秒前
所所应助科研通管家采纳,获得10
19秒前
大模型应助科研通管家采纳,获得10
19秒前
Owen应助科研通管家采纳,获得10
19秒前
19秒前
19秒前
19秒前
19秒前
20秒前
完美世界应助科研通管家采纳,获得10
20秒前
高分求助中
Psychopathic Traits and Quality of Prison Life 1000
Chemistry and Physics of Carbon Volume 18 800
The formation of Australian attitudes towards China, 1918-1941 660
Signals, Systems, and Signal Processing 610
天津市智库成果选编 600
Forced degradation and stability indicating LC method for Letrozole: A stress testing guide 500
全相对论原子结构与含时波包动力学的理论研究--清华大学 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6451667
求助须知:如何正确求助?哪些是违规求助? 8263408
关于积分的说明 17608174
捐赠科研通 5516304
什么是DOI,文献DOI怎么找? 2903709
邀请新用户注册赠送积分活动 1880647
关于科研通互助平台的介绍 1722664