Complex signals bioinformatics: evaluation of heart rate characteristics monitoring as a novel risk marker for neonatal sepsis.

Purposes: Heart rate characteristics monitoring for early detection of late-onset neonatal sepsis was first described in 2003. This technique, which uses mathematical methods to report the fold-increase in the risk of imminent neonatal sepsis, adds independent information to laboratory tests and cli...

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Publicado en:Journal of Clinical Monitoring & Computing Vol. 28; no. 4; pp. 329 - 340
Autores principales: Lake, Douglas E, Fairchild, Karen D, Moorman, J Randall
Formato: research randomized controlled trial Journal Article
Publicado: Springer Nature Aug2014
Acceso en línea:Ver este registro en EBSCOhost
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      dt: Aug2014
      vid: 28
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      pub: Springer Nature
      place: New York, New York
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        10.1007/s10877-013-9530-x
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        atl: Complex signals bioinformatics: evaluation of heart rate characteristics monitoring as a novel risk marker for neonatal sepsis.
      aug:
        au:
          Lake, Douglas E
          Fairchild, Karen D
          Moorman, J Randall
        affil: Department of Medicine, University of Virginia, Box 800158, Charlottesville, VA, 22901, USA, dlake@virginia.edu.
      sug:
        subj:
          Electrocardiography Statistics and Numerical Data
          Infant Mortality
          Infant, Premature, Diseases Diagnosis
          Infant, Premature, Diseases Mortality
          Sepsis Diagnosis
          Sepsis Mortality
          Survival Analysis
          Diagnosis, Computer Assisted Methods
          Human
          Incidence
          Infant, Newborn
          Infant, Premature
          Infant, Premature, Diseases Prevention and Control
          Cox Proportional Hazards Model
          Reproducibility of Results
          Risk Assessment Methods
          Sensitivity and Specificity
          Survival
          Virginia
          Infant, Newborn: birth-1 month
      ab: Purposes: Heart rate characteristics monitoring for early detection of late-onset neonatal sepsis was first described in 2003. This technique, which uses mathematical methods to report the fold-increase in the risk of imminent neonatal sepsis, adds independent information to laboratory tests and clinical findings, and, in a large randomized trial, reduced NICU mortality of very low birth weight infants. Through re-analysis and new secondary analyses of published studies, we have systematically evaluated the utility of this new risk marker for screening the growing population of premature infants.Methods: We followed the guidelines proposed by Hlatky et al. (Circulation, 119:2408-2416, 2009), reviewed past works, and re-analyzed data from 1,489 patients receiving conventional monitoring alone, 348 of whom had 488 episodes of proven sepsis, in the large randomized trial.Results: Heart rate characteristics monitoring passed all phases of risk marker development from proof of concept to improvement of clinical outcomes. The predictiveness curve affirmed good calibration, and addition of the heart rate characteristics index to predictive models using standard risk factors favorably impacted the receiver operating characteristic curve area (increase of 0.030), continuous net reclassification index (0.389) and the integrated discrimination index (0.008), and compares well to other modern risk factors.Conclusion: Heart rate characteristics monitoring is a validated risk marker for sepsis in the NICU.
      pubtype: Academic Journal
      doctype:
        research
        randomized controlled trial
        Journal Article
      ougenre: Article
    language: English
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