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Published on: October 10, 2025
[PREDICTIVE MODEL OF EARLY BACTERIAL INFECTIONS DEVELOPMENT IN PREMATURE INFANTS]
E Kovaleva1, V Pokhylko1, Yu Chernyavskaya1
1Higher State Educational Establishment of Ukraine "Ukrainian Medical Stomatological Academy", Ukraine.
Insights
This study identifies key risk factors for early infant infections, developing a predictive model for better diagnosis in premature newborns. The model aids in timely antibiotic decisions, improving infant health outcomes.
Area of Science:
- Neonatal Medicine
- Infectious Disease Epidemiology
- Clinical Diagnostics
Context:
- Early infection and sepsis diagnosis in premature infants lacks clear criteria, leading to diagnostic challenges.
- Premature infants present varied symptoms, complicating the identification of early-stage infections.
- Accurate and timely diagnosis is crucial for effective treatment and improved outcomes in this vulnerable population.
Purpose:
- To analyze and identify risk factors associated with early infections in premature infants.
- To develop a clinical prognostic model with high diagnostic performance for early infection detection.
- To enhance diagnostic accuracy and guide clinical decision-making for antibiotic prescription.
Summary:
- A retrospective cohort study of 152 premature infants identified gestational age, placental abnormalities, Apgar score, monocyte levels (>6.5%), maternal history of abortions, and premature rupture of membranes as significant predictors.
- A predictive model incorporating these factors demonstrated high diagnostic accuracy: sensitivity 82.2%, specificity 93.55%, positive predictive value 97.98%, and negative predictive value 58%.
- The model integrates maternal risk factors and neonatal clinical symptoms for informed antibiotic prescription decisions.
Impact:
- Provides a validated clinical prognostic model to improve the early diagnosis of infections in premature infants.
- Enhances the ability of clinicians to differentiate between true infection and non-infectious symptoms, optimizing antibiotic use.
- Contributes to reducing morbidity and mortality associated with neonatal sepsis through earlier and more accurate detection.
Abstract:
Symptoms and signs of early infection and sepsis in premature infants are varied; there are no clear criteria for the diagnosis of such conditions in this cohort. The aim of our study was to analyze and identify the risk factors for early infections in premature infants and to develop on their basis the clinical prognostic model with high diagnostic performance. A retrospective cohort study, which included 152 premature infants, was conducted; 121 of them had the signs of early infections, 31 - had no signs of infection. 52 candidates of prognostic variables were considered. According to the results of multiple stepwise logistic regression analysis, the predictive model has been developed. It includes gestational age, visual changes of the placenta, Apgar score at the 1st minute, the level of monocytes more than 6.5%, the history of abortions and premature rupture of membranes. The diagnostic characteristics of the developed model are high: sensitivity - 82.2%, specificity - 93.55%, positive predictive value - 97.98%, negative predictive value - 58%. Therefore, when interpreting the figures of biomarkers, the decision as to the prescription of antibiotics should be based on the presence of maternal risk factors and clinical symptoms of the infection in the newborn.
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