Sample entropy correlates with intraventricular hemorrhage and mortality in premature infants early in life

被引:2
|
作者
Scahill, Michael D. [1 ]
Chock, Valerie [1 ]
Travis, Katherine [2 ]
Lazarus, Molly [2 ]
Helfenbein, Eric [3 ]
Scala, Melissa [1 ]
机构
[1] Stanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
[2] Stanford Univ, Dev Behav Med, Sch Med, Palo Alto, CA USA
[3] Hosp Patient Monitoring, Adv Algorithm Res Ctr, Philips Healthcare, Sunnyvale, CA USA
关键词
HEART-RATE CHARACTERISTICS; CEREBRAL-BLOOD-FLOW; INTRA-VENTRICULAR HEMORRHAGE; BIRTH-WEIGHT INFANTS; NEONATAL SEPSIS; RATE-VARIABILITY; EARLY-DIAGNOSIS; OUTCOMES; TRENDS; TERM;
D O I
10.1038/s41390-024-03075-w
中图分类号
R72 [儿科学];
学科分类号
100202 ;
摘要
BackgroundMortality and intraventricular hemorrhage (IVH) are common adverse outcomes in preterm infants and are challenging to predict clinically. Sample entropy (SE), a measure of heart rate variability (HRV), has shown predictive power for sepsis and other morbidities in neonates. We evaluated associations between SE and mortality and IVH in the first week of life.MethodsParticipants were 389 infants born before 32 weeks of gestation for whom bedside monitor data were available. A total of 29 infants had IVH grade 3 or 4 and 31 infants died within 2 weeks of life. SE was calculated with the PhysioNet open-source benchmark. Logistic regressions assessed associations between SE and IVH and/or mortality with and without common clinical covariates over various hour of life (HOL) censor points.ResultsLower SE was associated with mortality by 4 HOL, but higher SE was very strongly associated with IVH and mortality at 24-96 HOL. Bootstrap testing confirmed SE significantly improved prediction using clinical variables at 96 HOL.ConclusionSE is a significant predictor of IVH and mortality in premature infants. Given IVH typically occurs in the first 24-72 HOL, affected infants may initially have low SE followed by a sustained period of high SE.ImpactSE correlates with IVH and mortality in preterm infants early in life.SE combined with clinical factors yielded ROC AUCs well above 0.8 and significantly outperformed the clinical model at 96 h of life. Previous studies had not shown predictive power over clinical models.First study using the PhysioNet Cardiovascular Toolbox benchmark in young infants.Relative to the generally accepted timing of IVH in premature infants, we saw lower SE before or around the time of hemorrhage and a sustained period of higher SE after. Higher SE after acute events has not been reported previously.
引用
收藏
页码:1275 / 1282
页数:8
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