# Development and validation of a nomogram for suspected post-neurosurgical bacterial ventriculitis/meningitis

**Authors:** Min Ni, Yu-ying Yan, Song-yu Chen, Lei Li, Fang Huang, Qi-bing Huang, Min Zhou, Chen-rui Shen, Qi Liu, Liang Gao

PMC · DOI: 10.3389/fmed.2026.1790954 · Frontiers in Medicine · 2026-03-18

## TL;DR

This study developed a risk prediction tool to help identify high-risk and low-risk cases of post-neurosurgical bacterial ventriculitis/meningitis.

## Contribution

A new nomogram using six clinical parameters was developed and validated for risk stratification of post-neurosurgical BV/M.

## Key findings

- The nomogram showed high discriminative power in two independent validation cohorts.
- Six easily available clinical parameters were identified as independent predictors of BV/M.
- The tool can guide immediate antibiotic treatment for high-risk patients and monitoring for low-risk patients.

## Abstract

The diagnosis of post-neurosurgical bacterial ventriculitis/meningitis (BV/M) remains challenging, particularly in the patients with leukocytic pleocytosis and hypoglycorrhachia. This study aimed to establish a nomogram identifying the high-risk and low-risk post-neurosurgical BV/M and evaluate the utility of this risk scoring system.

Adult patients with CSF leukocytes ≥ 100/mm3 and glucose ≤ 2.2 mmol/L experienced neurosurgical or invasive procedures in three hospitals were divided into training and validation cohort, patients from Medical Information Mart for Intensive Care (MIMIC)-III and MIMIC-IV were also used as validation cohort. Multivariate logistic regression was performed to identify independent predictors and establish a nomogram to predict the occurrence of BV/M.

Totally, 271 patients (150 confirmed BV/M and 121 confirmed non-BV/M) selected from 711 suspected post-neurosurgical BV/M patients with leukocytic pleocytosis and hypoglycorrhachia were used as training cohort. CSF glucose, CSF leukocytes, CSF erythrocytes, CSF neutrophil proportions, blood lymphocyte proportions, and external ventricular drainage filtered out from 20 easily available parameters were used as independent predictors to develop the nomogram for BV/M. The high discriminative power of this nomogram was assessed by two independent validation cohorts (84 and 58 patients respectively).

The nomogram uses six easily available indexes to predict BV/M risk. High-risk patients should receive immediate antibiotics, increasing CSF examination frequency is recommended before antibiotic treatment in low-risk patients.

## Full-text entities

- **Diseases:** leukocytic pleocytosis (MESH:D007964), meningitis (MESH:D008580), ventriculitis (MESH:D058565), bacterial (MESH:D001424), M (MESH:C566367)
- **Chemicals:** glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13039033/full.md

## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC13039033/full.md

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Source: https://tomesphere.com/paper/PMC13039033