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Non-invasive meningitis screening in neonates and infants: multicentre international study

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BACKGROUND AND OBJECTIVES: Meningitis diagnosis requires a lumbar puncture (LP) to obtain cerebrospinal fluid (CSF) for a
laboratory-based analysis. In high-income settings, LPs are part of the systematic approach to screen for meningitis, and most yield
negative results. In low- and middle-income settings, LPs are seldom performed, and suspected cases are often treated empirically.
The aim of this study was to validate a non-invasive transfontanellar white blood cell (WBC) counter in CSF to screen for meningitis.
METHODS:: We conducted a prospective study across three Spanish hospitals, one Mozambican and one Moroccan hospital
(2020–2023). We included patients under 24 months with suspected meningitis, an open fontanelle, and a LP performed within
24 h from recruitment. High-resolution-ultrasound (HRUS) images of the CSF were obtained using a customized probe. A deeplearning
model was trained to classify CSF patterns based on LPs WBC counts, using a 30cells/mm3 threshold.
RESULTS:: The algorithm was applied to 3782 images from 76 patients. It correctly classified 17/18 CSFs with  30 WBC, and 55/58
controls (sensitivity 94.4%, specificity 94.8%). The only false negative was paired to a traumatic LP with 40 corrected WBC/mm3.
CONCLUSIONS:: This non-invasive device could be an accurate tool for screening meningitis in neonates and young infants,
modulating LP indications.
Pediatric Research (2026) 99:1040–1050; https://doi.org/10.1038/s41390-025-04179-7
IMPACT:
● Our non-invasive, high-resolution ultrasound device achieved 94% accuracy in detecting elevated leukocyte counts in neonates
and infants with suspected meningitis, compared to the gold standard (lumbar punctures and laboratory analysis).
● This first-in-class screening device introduces the first non-invasive method for neonatal and infant meningitis screening,
potentially modulating lumbar puncture indications.
● This technology could substantially reduce lumbar punctures in low-suspicion cases and provides a viable alternative critically
ill patients worldwide or in settings where lumbar punctures are unfeasible, especially in low-income countries).

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Articles publicats en revistes (Medicina)

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Non-invasive meningitis screening in neonates and infants: multicentre international study