ArticleJournal of perinatology : official journal of the California Perinatal Association2014
Discrimination of GutCheck(NEC): a clinical risk index for necrotizing enterocolitis.
Article in Journal of perinatology : official journal of the California Perinatal Association, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
40 citing papers in PubMed, 1 synthesis or guideline pooled it, 91 citations in OpenAlex.
- Risk factors for necrotizing enterocolitis in neonates: a systematic review of prognostic studies.BMC pediatrics · 2017Pooled it
- Beyond early diagnosis: toward AI-enabled multi-omics prediction of necrotizing enterocolitis.World journal of pediatrics : WJP · 2026Article
- Cardiorespiratory signatures of necrotizing enterocolitis: a 4-NICU study of very low birth weight infants.Pediatric research · 2026Article
- Evaluation of a Clinical Risk Score for Preterm Necrotising Enterocolitis: The 'Check-NEC Score'.Journal of paediatrics and child health · 2026Article
- Necrotizing enterocolitis: risk factors and predictive modeling in a cohort of preterm infants. A case-control study.Frontiers in pediatrics · 2026Article
- Increased incidence of necrotizing enterocolitis in very/extremely preterm infants with early hypotension: a retrospective cohort study.Translational pediatrics · 2025Article
- The Relationship Between Hispanic Ethnicity and Outcomes for Infants Born Extremely Preterm.The Journal of pediatrics · 2025Article
- Using Vital Signs for the Early Prediction of Necrotizing Enterocolitis in Preterm Neonates with Machine Learning.Children (Basel, Switzerland) · 2024Article
- Prevention Strategies and Management of Necrotizing Enterocolitis.Current treatment options in pediatrics · 2024Article
- Umbilical arterial catheter duration as risk factor for Bell's Stage III necrotizing enterocolitis in preterm neonates.JPGN reports · 2024Article
- Predicting the effectiveness of drugs used for treating cardiovascular conditions in newborn infants.Pediatric research · 2024Article
- Clinical characteristics of postoperative necrotizing enterocolitis in patients with congenital jejunoileal atresia and its risk factors.World journal of pediatric surgery · 2024Article
- Factors associated with the increased incidence of necrotising enterocolitis in extremely preterm infants in Sweden between two population-based national cohorts (2004-2007 vs 2014-2016).Archives of disease in childhood. Fetal and neonatal edition · 2023Article
- Evaluation of Short-Term Outcomes of Preterm Infants in 2 Periods: Vermont Oxford Network Results of a Developing Country's Single- Center Level IIIC Neonatal Intensive Care Unit Experience.Turkish archives of pediatrics · 2023Article
- Necrotizing Enterocolitis: The Role of Hypoxia, Gut Microbiome, and Microbial Metabolites.International journal of molecular sciences · 2023Review
- Artificial and human intelligence for early identification of neonatal sepsis.Pediatric research · 2023Review
- Prediction of High Bell Stages of Necrotizing Enterocolitis Using a Mathematic Formula for Risk Determination.Children (Basel, Switzerland) · 2022Article
- Health Equity and Disparities in ROP Care: A Need for Systematic Evaluation.Frontiers in pediatrics · 2022Review
- Low technology, mild controlled hypothermia for necrotizing enterocolitis treatment: an initiative to improve healthcare to preterm neonates.European journal of pediatrics · 2021Article
- Racial and ethnic disparities in outcomes through 1 year of life in infants born prematurely: a population based study in California.Journal of perinatology : official journal of the California Perinatal Association · 2021Article
Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
objectiveBetter measures are needed to identify infants at risk for developing necrotizing enterocolitis (NEC) and facilitate communication about risk across transitions. Although NEC is multi-factorial, quantification of composite risk for NEC in an individual infant is not clearly defined. The objective of this study was to describe the derivation, validation and calibration testing of a novel clinical NEC risk index, GutCheck(NEC). Individual risk factors were weighted to assess composite odds of developing NEC. GutCheck(NEC) is designed to improve communication about NEC risk and coordination of care among clinicians across an infant's clinical course. STUDY
designOn the basis of a synthesis of research evidence about NEC risk and an e-Delphi study including 35 neonatal experts, we identified NEC risk factors believed by the experts to be most relevant for a NEC risk index, then applied a logistic model building process to derive and validate GutCheck(NEC). De-identified data from the Pediatrix BabySteps Clinical Data Warehouse (discharge date 2007 to 2011) were split into three samples for derivation, validation and calibration. By comparing infants with medical NEC, surgical NEC and those who died to infants without NEC, we derived the logistic model using the un-matched derivation set. Discrimination was then tested in a case-control matched validation set and an un-matched calibration set using receiver operating characteristic curves.
resultSampled from a cohort of 58 820 infants, the randomly selected derivation set (n=35 013) revealed nine independent risk factors (gestational age, history of packed red blood cell transfusion, unit NEC rate, late-onset sepsis, multiple infections, hypotension treated with inotropic medications, Black or Hispanic race, outborn status and metabolic acidosis) and two risk reducers (human milk feeding on both days 7 and 14 of life, and probiotics). Unit NEC rate carried the most weight in the summed score. Validation using a 2:1 matched case-control sample (n=360) demonstrated fair to good discrimination. In the calibration set (n=23 447), GutCheck(NEC) scores (range 0 to 58) discriminated those infants who developed surgical NEC (area under the curve (AUC)=0.84, 95% confidence interval (CI) 0.82 to 0.84) and NEC leading to death (AUC=0.83, 95% CI 0.81 to 0.85), more accurately than medical NEC (AUC= 0.72, 95% CI 0.70 to 0.74).
conclusionGutCheck(NEC) represents weighted composite risk for NEC and discriminated infants who developed NEC from those who did not with very good accuracy. We speculate that targeting modifiable NEC risk factors could reduce national NEC prevalence.
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