A radiographic score for human donor lungs on ex vivo lung perfusion predicts transplant outcomes

医学 射线照相术 肺 灌注 离体 放射科 核医学 体内 内科学 生物 生物技术
作者
B.T. Chao,Micheal McInnis,Andrew T. Sage,Jonathan Yeung,Marcelo Cypel,Mingyao Liu,Bo Wang,Shaf Keshavjee
出处
期刊:Journal of Heart and Lung Transplantation [Elsevier BV]
卷期号:43 (5): 797-805 被引量:10
标识
DOI:10.1016/j.healun.2024.01.004
摘要

Background Ex vivo lung perfusion (EVLP) is an advanced platform for isolated lung assessment and treatment. Radiographs acquired during EVLP provide a unique opportunity to assess lung injury. The purpose of our study was to define and evaluate EVLP radiographic findings and their association with lung transplant outcomes. Methods We retrospectively evaluated 113 EVLP cases from 2020–21. Radiographs were scored by a thoracic radiologist blinded to outcome. Six lung regions were scored for 5 radiographic features (consolidation, infiltrates, atelectasis, nodules, and interstitial lines) on a scale of 0 to 3 to derive a score. Spearman's correlation was used to correlate radiographic scores to biomarkers of lung injury. Machine learning models were developed using radiographic features and EVLP functional data. Predictive performance was assessed using the area under the curve. Results Consolidation and infiltrates were the most frequent findings at 1 hour EVLP (radiographic lung score 2.6 (3.3) and 4.6 (4.3)). Consolidation (r = −0.536 and −0.608, p < 0.0001) and infiltrates (r = −0.492 and −0.616, p < 0.0001) were inversely correlated with oxygenation (∆pO2) at 1 hour and 3 hours of EVLP. First-hour consolidation and infiltrate lung scores predicted transplant suitability with an area under the curve of 87% and 88%, respectively. Prediction of transplant outcomes using a machine learning model yielded an area under the curve of 80% in the validation set. Conclusions EVLP radiographs provide valuable insight into donor lungs being assessed for transplantation. Consolidation and infiltrates were the most common abnormalities observed in EVLP lungs, and radiographic lung scores predicted the suitability of donor lungs for transplant. Ex vivo lung perfusion (EVLP) is an advanced platform for isolated lung assessment and treatment. Radiographs acquired during EVLP provide a unique opportunity to assess lung injury. The purpose of our study was to define and evaluate EVLP radiographic findings and their association with lung transplant outcomes. We retrospectively evaluated 113 EVLP cases from 2020–21. Radiographs were scored by a thoracic radiologist blinded to outcome. Six lung regions were scored for 5 radiographic features (consolidation, infiltrates, atelectasis, nodules, and interstitial lines) on a scale of 0 to 3 to derive a score. Spearman's correlation was used to correlate radiographic scores to biomarkers of lung injury. Machine learning models were developed using radiographic features and EVLP functional data. Predictive performance was assessed using the area under the curve. Consolidation and infiltrates were the most frequent findings at 1 hour EVLP (radiographic lung score 2.6 (3.3) and 4.6 (4.3)). Consolidation (r = −0.536 and −0.608, p < 0.0001) and infiltrates (r = −0.492 and −0.616, p < 0.0001) were inversely correlated with oxygenation (∆pO2) at 1 hour and 3 hours of EVLP. First-hour consolidation and infiltrate lung scores predicted transplant suitability with an area under the curve of 87% and 88%, respectively. Prediction of transplant outcomes using a machine learning model yielded an area under the curve of 80% in the validation set. EVLP radiographs provide valuable insight into donor lungs being assessed for transplantation. Consolidation and infiltrates were the most common abnormalities observed in EVLP lungs, and radiographic lung scores predicted the suitability of donor lungs for transplant.
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
Sano发布了新的文献求助10
1秒前
EvenLIew完成签到,获得积分20
1秒前
2秒前
dangyi完成签到,获得积分10
2秒前
Abruzzi完成签到 ,获得积分10
3秒前
肖龙新发布了新的文献求助10
3秒前
3秒前
3秒前
星辰大海的应助被淡淡咖啡豆采纳,获得10
3秒前
顾矜的应助被二十四采纳,获得10
4秒前
pihriyyy发布了新的文献求助10
4秒前
无花果的应助被12345采纳,获得10
6秒前
7秒前
Gao15264892完成签到,获得积分10
8秒前
VEROMONDO完成签到,获得积分10
8秒前
8秒前
淡然的香菇完成签到 ,获得积分10
10秒前
10秒前
jiang发布了新的文献求助10
10秒前
11秒前
11秒前
11秒前
13秒前
13秒前
14秒前
彩色的天问完成签到,获得积分10
14秒前
123完成签到,获得积分10
14秒前
14秒前
14秒前
15秒前
15秒前
15秒前
15秒前
16秒前
NexusExplorer的应助被ylb采纳,获得10
16秒前
17秒前
纯巧发布了新的文献求助10
17秒前
等月光发布了新的文献求助10
17秒前
纯巧发布了新的文献求助10
17秒前
纯巧发布了新的文献求助10
17秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Aspects of Post-SPE Phonology 2000
CODESSA 2000
Rosenblum, Global Change Biology 800
Berberine regulates the TLR4 signaling pathway to suppress hypoxia-induced proliferation and migration of pulmonary arterial smooth muscle cells 520
Organizational Behavior 510
The Welfare Assembly Line: Public Servants in the Suffering City 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 有机化学 化学工程 内科学 物理 生物化学 复合材料 催化作用 细胞生物学 人工智能 心理学 无机化学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 7851753
求助须知:如何正确求助?哪些是违规求助? 9371356
关于积分的说明 20677298
捐赠科研通 7449271
什么是DOI,文献DOI怎么找? 3344214
关于科研通互助平台的介绍 2486758
邀请新用户注册赠送积分活动 2367087