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.

Abstract

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: Introduction01:22

Bacterial Meningitis I: Introduction

Bacterial meningitis is a severe, life-threatening inflammation of the meninges, particularly the pia mater and arachnoid mater, affecting the subarachnoid space, ventricles, and cerebrospinal fluid (CSF). If untreated, it can lead to significant neurological complications or death.Causative AgentsCommon pathogens vary with age and immune status. In adults, major organisms include Streptococcus pneumoniae, Neisseria meningitidis, and Haemophilus influenzae. Streptococcus agalactiae (group B...
Bacterial Meningitis II: Pathophysiology01:26

Bacterial Meningitis II: Pathophysiology

Bacterial meningitis typically begins when pathogens such as Neisseria meningitidis and Streptococcus pneumoniae colonize the nasopharynx and invade the bloodstream. This process is facilitated by bacterial virulence factors, such as polysaccharide capsules, which resist phagocytosis and complement-mediated killing. Less commonly, bacteria reach the central nervous system via contiguous spread from infections like otitis media or sinusitis, through congenital or acquired dural defects, or...
Viral Meningitis01:18

Viral Meningitis

Viral meningitis is the most common form of meningitis and is often referred to as aseptic meningitis to indicate the absence of bacterial involvement. It is generally milder than bacterial meningitis, with symptoms including fever, headache, stiff neck, drowsiness, nausea, photophobia, and vomiting. Rarely, more severe manifestations or death may occur. Common causative agents include enteroviruses, particularly coxsackie A and B viruses and echoviruses, all members of the Enterovirus genus...
Bacterial Meningitis01:24

Bacterial Meningitis

Bacterial meningitis is a severe infectious disease involving inflammation of the meninges, the protective membranes surrounding the brain and spinal cord. It occurs when pathogenic bacteria cross the blood–brain barrier and enter the cerebrospinal fluid. Common causative organisms include Neisseria meningitidis, Streptococcus pneumoniae, Haemophilus influenzae type b, Listeria monocytogenes, and Escherichia coli K1. The exact route of entry varies by pathogen and host condition.Routes of Entry...
Dosage Regimen Designs: Nomograms and Tabulations01:23

Dosage Regimen Designs: Nomograms and Tabulations

Nomograms and tabulations are vital tools used by clinicians to design accurate and individualized dosage regimens. These instruments provide a straightforward method for adjusting dosages based on individual patient characteristics, including age, weight, and physiological condition. The foundation of a drug's nomogram is population pharmacokinetic data collected and analyzed using specific models. This data simplifies complex equations, presenting them diagrammatically or tabularly for easy...