TY - JOUR
T1 - Use of an electronic medical record to optimize a neonatal sepsis score for mortality prediction
AU - Husain, Ameena N.
AU - Eiden, Elise
AU - Vesoulis, Zachary A.
N1 - Publisher Copyright:
© 2022, The Author(s), under exclusive licence to Springer Nature America, Inc.
PY - 2023/6
Y1 - 2023/6
N2 - Objective: Late-onset sepsis (LOS) is a significant cause of mortality in preterm infants. The neonatal sequential organ failure assessment (nSOFA) provides an objective assessment of sepsis risk but requires manual calculation. We developed an EMR pipeline to automate nSOFA calculation for more granular analysis of score performance and to identify optimal alerting thresholds. Methods: Infants born <33 weeks of gestation with LOS were included. A SQL-based pipeline calculated hourly nSOFA scores 48 h before/after sepsis evaluation. Sensitivity analysis identified the optimal timing and threshold of nSOFA for LOS mortality. Results: Eighty episodes of LOS were identified (67 survivors, 13 non-survivor). Non-survivors had persistently elevated nSOFA scores, markedly increasing 12 h prior to culture. At sepsis evaluation, the AUC for nSOFA >2 was 0.744 (p = 0.0047); thresholds of >3 and >4 produced lower AUCs. Conclusions: nSOFA is persistently elevated for infants with LOS mortality compared to survivors with an optimal alert threshold >2.
AB - Objective: Late-onset sepsis (LOS) is a significant cause of mortality in preterm infants. The neonatal sequential organ failure assessment (nSOFA) provides an objective assessment of sepsis risk but requires manual calculation. We developed an EMR pipeline to automate nSOFA calculation for more granular analysis of score performance and to identify optimal alerting thresholds. Methods: Infants born <33 weeks of gestation with LOS were included. A SQL-based pipeline calculated hourly nSOFA scores 48 h before/after sepsis evaluation. Sensitivity analysis identified the optimal timing and threshold of nSOFA for LOS mortality. Results: Eighty episodes of LOS were identified (67 survivors, 13 non-survivor). Non-survivors had persistently elevated nSOFA scores, markedly increasing 12 h prior to culture. At sepsis evaluation, the AUC for nSOFA >2 was 0.744 (p = 0.0047); thresholds of >3 and >4 produced lower AUCs. Conclusions: nSOFA is persistently elevated for infants with LOS mortality compared to survivors with an optimal alert threshold >2.
UR - http://www.scopus.com/inward/record.url?scp=85143170990&partnerID=8YFLogxK
U2 - 10.1038/s41372-022-01573-5
DO - 10.1038/s41372-022-01573-5
M3 - Article
C2 - 36450852
AN - SCOPUS:85143170990
SN - 0743-8346
VL - 43
SP - 746
EP - 751
JO - Journal of Perinatology
JF - Journal of Perinatology
IS - 6
ER -