Related Experiment Video
Updated: Jun 3, 2026

A Neonatal Imaging Model of Gram-Negative Bacterial Sepsis
Published on: August 12, 2020
A nomogram to predict probable meningitis in very preterm and/or very low birth weight infants with early-onset
Xiaowei Sun1, Rui Jing2, Zihan Zhuang1
1Department of Pediatrics, Qilu Hospital, Shandong University, No. 107, West Culture Road, Lixia District, Jinan City, Shandong Province, 250000, China.
Background:
Probable meningitis, operationally defined by meningitis-consistent cerebrospinal fluid (CSF) abnormalities in the absence of CSF culture confirmation, is a clinically important complication of early-onset sepsis (EOS) in very preterm and/or very low birth weight (VLBW) infants.
Methods:
In this retrospective multicenter cohort study, we included infants with gestational age < 32 weeks and/or birth weight < 1500 g diagnosed with EOS and admitted to three tertiary hospitals in northern China between January 2023 and December 2024. All infants underwent lumbar puncture. The primary outcome was probable meningitis, operationally defined as meningitis-consistent CSF abnormalities without CSF culture confirmation, specifically culture-negative CSF with pleocytosis, neutrophil predominance, hypoglycorrhachia, and elevated protein. Candidate predictors available at birth or within the first 24 h were prespecified. Least absolute shrinkage and selection operator (LASSO) regression with cross-validation was used for predictor selection, followed by multivariable logistic regression to develop a nomogram. Model discrimination, calibration, and clinical utility were evaluated using the C-index/AUC, Brier score, calibration plots, and decision-curve analysis with bootstrap internal validation.
Results:
Among 359 eligible infants, 88 met the study definition of probable meningitis. LASSO identified 17 candidate predictors, and the final model retained four variables: mode of delivery (cesarean delivery vs vaginal delivery), blood lactate, C-reactive protein, and procalcitonin. The nomogram demonstrated good discrimination (apparent C-index/AUC 0.861; 95% CI 0.819-0.904 [DeLong]; optimism-corrected AUC 0.855), acceptable overall performance (Brier score 0.124), and good calibration (optimism-corrected intercept - 0.035; slope 0.954).
Conclusions:
This nomogram showed good discrimination and calibration for predicting probable meningitis in very preterm and/or VLBW infants with clinical EOS. It may support early risk stratification and prioritization of lumbar puncture when clinically feasible, but external validation is required before wider clinical use.
Insights
A new nomogram can predict probable meningitis in preterm infants with early-onset sepsis (EOS). This tool aids in risk stratification and prioritizing lumbar punctures for better infant outcomes.
Area of Science:
- Neonatalogy
- Infectious Diseases
- Clinical Prediction Models
Background:
- Probable meningitis is a significant complication in very preterm and/or very low birth weight (VLBW) infants with early-onset sepsis (EOS).
- Diagnosis is challenging due to reliance on cerebrospinal fluid (CSF) abnormalities without culture confirmation.
Purpose of the Study:
- To develop and validate a predictive model for probable meningitis in VLBW infants with EOS.
- To identify key predictors for early risk stratification.
Main Methods:
- Retrospective multicenter cohort study of infants with gestational age < 32 weeks and/or birth weight < 1500g.
- Used Least Absolute Shrinkage and Selection Operator (LASSO) regression for predictor selection.
- Developed a nomogram using multivariable logistic regression and validated its performance.
Main Results:
- The final model included mode of delivery, blood lactate, C-reactive protein, and procalcitonin.
- The nomogram demonstrated good discrimination (AUC 0.855) and calibration.
- 88 out of 359 eligible infants were diagnosed with probable meningitis.
Conclusions:
- The developed nomogram effectively predicts probable meningitis in preterm infants with EOS.
- It can aid in early risk stratification and guide lumbar puncture decisions.
- External validation is recommended prior to widespread clinical implementation.
Related Concept Videos
Bacterial Meningitis I: Introduction
Bacterial Meningitis II: Pathophysiology
Viral Meningitis
Bacterial Meningitis
Dosage Regimen Designs: Nomograms and Tabulations

