Sample entropy correlates with intraventricular hemorrhage and mortality in premature infants early in life
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作者:
Scahill, Michael D.
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Stanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USAStanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
Scahill, Michael D.
[1
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Chock, Valerie
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Stanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USAStanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
Chock, Valerie
[1
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Travis, Katherine
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Stanford Univ, Dev Behav Med, Sch Med, Palo Alto, CA USAStanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
Travis, Katherine
[2
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Lazarus, Molly
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Stanford Univ, Dev Behav Med, Sch Med, Palo Alto, CA USAStanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
Lazarus, Molly
[2
]
Helfenbein, Eric
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Hosp Patient Monitoring, Adv Algorithm Res Ctr, Philips Healthcare, Sunnyvale, CA USAStanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
Helfenbein, Eric
[3
]
Scala, Melissa
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Stanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USAStanford Univ, Sch Med, Neonatal & Dev Med, Palo Alto, CA 94304 USA
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
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.
机构:
Univ Washington, Dept Neurol, Seattle, WA 98195 USA
Seattle Childrens Res Inst, Ctr Integrat Brain Res, Seattle, WA USAUniv Washington, Dept Neurol, Seattle, WA 98195 USA
Tully, Hannah M.
Wenger, Tara L.
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Univ Washington, Dept Pediat, Seattle, WA 98195 USAUniv Washington, Dept Neurol, Seattle, WA 98195 USA
Wenger, Tara L.
Kukull, Walter A.
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Univ Washington, Dept Epidemiol, Seattle, WA 98195 USAUniv Washington, Dept Neurol, Seattle, WA 98195 USA
Kukull, Walter A.
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Doherty, Dan
Dobyns, William B.
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机构:
Univ Washington, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Dept Pediat, Seattle, WA 98195 USA
Seattle Childrens Res Inst, Ctr Integrat Brain Res, Seattle, WA USAUniv Washington, Dept Neurol, Seattle, WA 98195 USA
机构:
Boston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USA
Beth Israel Deaconess Med Ctr, Dept Pathol, Boston, MA 02115 USABoston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Hefti, Marco M.
Trachtenberg, Felicia L.
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New England Res Inst, Watertown, MA 02472 USABoston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Trachtenberg, Felicia L.
Haynes, Robin L.
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机构:
Boston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABoston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Haynes, Robin L.
Hassett, Catherine
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机构:
Boston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABoston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Hassett, Catherine
Volpe, Joseph J.
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机构:
Boston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USA
Beth Israel Deaconess Med Ctr, Dept Pathol, Boston, MA 02115 USABoston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Volpe, Joseph J.
Kinney, Hannah C.
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h-index: 0
机构:
Boston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABoston Childrens Hosp, Dept Pathol, Boston, MA 02115 USA
机构:
New York Med Coll, Dept Anat & Cell Biol, Valhalla, NY 10595 USAWestchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
Vinukonda, Govindaiah
Hu, Furong
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机构:Westchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
Hu, Furong
Upreti, Chirag
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New York Med Coll, Dept Anat & Cell Biol, Valhalla, NY 10595 USAWestchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
Upreti, Chirag
Ungvari, Zoltan
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Univ Oklahoma, Hlth Sci Ctr, Reynolds Oklahoma Ctr Aging, Dept Geriatr Med, Norman, OK 73019 USAWestchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
Ungvari, Zoltan
Zia, Muhammad T.
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机构:
New York Med Coll, Dept Anat & Cell Biol, Valhalla, NY 10595 USAWestchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
Zia, Muhammad T.
Stanton, Patric K.
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机构:
New York Med Coll, Dept Anat & Cell Biol, Valhalla, NY 10595 USA
New York Med Coll, Dept Neurol, Valhalla, NY 10595 USAWestchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
Stanton, Patric K.
Ballabh, Praveen
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Westchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
New York Med Coll, Dept Anat & Cell Biol, Valhalla, NY 10595 USAWestchester Med Ctr, Maria Fareri Childrens Hosp, Reg Neonatal Ctr, Dept Pediat,New York Med Coll, Valhalla, NY 10595 USA
机构:
Univ Arkansas Med Sci, Dept Pediat, Little Rock, AR 72205 USA
Univ Arkansas Med Sci, Dept Obstet & Gynecol, Little Rock, AR 72205 USAUniv Arkansas Med Sci, Dept Pediat, Little Rock, AR 72205 USA