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支气管肺发育不良早产儿肺动脉高压的预测模型

A prediction model of pulmonary hypertension in preterm infants with bronchopulmonary dysplasia.

作者信息

Wang Chenhong, Ma Xiaolu, Xu Yanping, Chen Zheng, Shi Liping, Du Lizhong

机构信息

Neonatal Intensive Care Unit, Children's Hospital, Zhejiang University School of Medicine, Hangzhou, China.

National Clinical Research Center for Child Health, National Children's Regional Medical Center, Hangzhou, China.

出版信息

Front Pediatr. 2022 Jul 22;10:925312. doi: 10.3389/fped.2022.925312. eCollection 2022.

Abstract

OBJECTIVE

Pulmonary hypertension (PH) is a severe cardiovascular complication of bronchopulmonary dysplasia (BPD) that contributes to the high mortality rates for preterm infants. The objective of this study is to establish a prediction model of BPD-associated PH (BPD-PH) by integrating multiple predictive factors for infants with BPD.

METHOD

A retrospective investigation of the perinatal clinical records and data of echocardiography in all the preterm infants with BPD was performed from January 2012 to December 2019. A prediction model of BPD-PH was established based on the univariate and multivariate logistic regression analysis of the clinical data and evaluated by using the area under the receiver operating characteristic (ROC) curve (AUC), combined with the Hosmer-Lemeshow (HL) test. Internal validation was performed with bootstrap resampling.

RESULT

A total of 268 infants with BPD were divided into the BPD-PH group and the no-PH group. Multivariate logistic regression analysis showed that the independent predictive factors of BPD-PH were moderate to severe BPD, small for gestational age, duration of hemodynamically significant patent ductus arteriosus ≥ 28 days, and early PH. A prediction model was established based on the β coefficients of the four predictors. The area under the ROC curve of the prediction model was 0.930. The Hosmer-Lemeshow test ( = 0.976) and the calibration curve showed good calibration.

CONCLUSION

The prediction model based on the four risk factors predicts the development of BPD-PH with high sensitivity and specificity and might help clinicians to make individualized interventions to minimize the disease risk.

摘要

目的

肺动脉高压(PH)是支气管肺发育不良(BPD)的一种严重心血管并发症,这导致早产儿死亡率居高不下。本研究的目的是通过整合BPD患儿的多个预测因素,建立BPD相关肺动脉高压(BPD-PH)的预测模型。

方法

对2012年1月至2019年12月所有BPD早产儿的围产期临床记录和超声心动图数据进行回顾性调查。基于临床数据的单因素和多因素逻辑回归分析建立BPD-PH预测模型,并使用受试者操作特征(ROC)曲线下面积(AUC)结合Hosmer-Lemeshow(HL)检验进行评估。采用自助重采样进行内部验证。

结果

共268例BPD患儿被分为BPD-PH组和非PH组。多因素逻辑回归分析显示,BPD-PH的独立预测因素为中度至重度BPD、小于胎龄、血流动力学显著的动脉导管未闭持续时间≥28天以及早期PH。基于四个预测因素的β系数建立了预测模型。该预测模型的ROC曲线下面积为0.930。Hosmer-Lemeshow检验( = 0.976)和校准曲线显示校准良好。

结论

基于四个危险因素的预测模型对BPD-PH的发生具有较高的敏感性和特异性,可能有助于临床医生进行个体化干预,以降低疾病风险。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/813c/9354604/fbd050fac6e4/fped-10-925312-g001.jpg

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