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Research ArticlePEDIATRICS

The Construction of a Predictive Composite Index for Decision-Making of CSF Diversion Surgery in Pediatric Patients following Prenatal Myelomeningocele Repair

F.T. Mangano, M. Altaye, C.B. Stevenson and W. Yuan
American Journal of Neuroradiology July 2022, DOI: https://doi.org/10.3174/ajnr.A7585
F.T. Mangano
aFrom the Division of Pediatric Neurosurgery (F.T.M., C.B.S.)
dUniversity of Cincinnati College of Medicine (F.T.M., M.A., C.B.S., W.Y.), Cincinnati, Ohio
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M. Altaye
bDivision of Biostatistics and Epidemiology (M.A.)
dUniversity of Cincinnati College of Medicine (F.T.M., M.A., C.B.S., W.Y.), Cincinnati, Ohio
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C.B. Stevenson
aFrom the Division of Pediatric Neurosurgery (F.T.M., C.B.S.)
dUniversity of Cincinnati College of Medicine (F.T.M., M.A., C.B.S., W.Y.), Cincinnati, Ohio
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W. Yuan
cPediatric Neuroimaging Research Consortium (W.Y.), Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio
dUniversity of Cincinnati College of Medicine (F.T.M., M.A., C.B.S., W.Y.), Cincinnati, Ohio
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Abstract

BACKGROUND AND PURPOSE: There is a wide range of clinical and radiographic factors affecting individual surgeons’ ultimate decision for CSF diversion for pediatric patients following prenatal myelomeningocele repair. Our aim was to construct a composite index (CSF diversion surgery index) that integrates conventional clinical measures and neuroimaging biomarkers to predict CSF diversion surgery in these pediatric patients.

MATERIALS AND METHODS: This was a secondary retrospective analysis of data from 33 patients with prenatal myelomeningocele repair (including 14 who ultimately required CSF diversion surgery). Potential independent variables, including the Management of Myelomeningocele Study Index (a dichotomized variable based on the shunt-placement criteria from the Management of Myelomeningocele Study), postnatal DTI measures (fractional anisotropy and mean diffusivity in the genu of the corpus callosum and the posterior limb of internal capsule), fronto-occipital horn ratio at the time of DTI, gestational ages, and sex, were evaluated using stepwise logistic regression analysis to identify the most important predictors.

RESULTS: The CSF diversion surgery index model showed that the Management of Myelomeningocele Study Index and fractional anisotropy in the genu of the corpus callosum were significant predictors (P < .05) of CSF diversion surgery. The predictive value of the CSF diversion surgery index was also affected by fractional anisotropy in the posterior limb of the internal capsule and sex with marginal effect (.05<P < .10), but not by the fronto-occipital horn ratio (P > .10). The overall CSF diversion surgery index model fit the data well with statistical significance (eg, likelihood ratio: P < .001), with the performance (sensitivity = 78.6%; specificity = 86.5%, overall accuracy = 84.8%) superior to all individual indices in sensitivity and overall accuracy, and most of the individual indices in specificity.

CONCLUSIONS: The CSF diversion surgery index model outperformed all single predictor models and, with additional validation, may potentially be developed and incorporated into a sensitive and robust clinical tool to assist clinicians in hydrocephalus management.

ABBREVIATIONS:

CDSI
CSF diversion surgery index
FA
fractional anisotropy
FOHR
fronto-occipital horn ratio
gCC
genu of the corpus callosum
MD
mean diffusivity
MMC
myelomeningocele
MOMS
Management of Myelomeningocele Study
PLIC
posterior limb of the internal capsule

Footnotes

  • This study was supported, in part. by the Robert L. McLaurin, MD, Scholar Endowment in Neurosurgery at Cincinnati Children’s Hospital Medical Center.

  • Disclosure forms provided by the authors are available with the full text and PDF of this article at www.ajnr.org.

  • © 2022 by American Journal of Neuroradiology
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The Construction of a Predictive Composite Index for Decision-Making of CSF Diversion Surgery in Pediatric Patients following Prenatal Myelomeningocele Repair
F.T. Mangano, M. Altaye, C.B. Stevenson, W. Yuan
American Journal of Neuroradiology Jul 2022, DOI: 10.3174/ajnr.A7585

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The Construction of a Predictive Composite Index for Decision-Making of CSF Diversion Surgery in Pediatric Patients following Prenatal Myelomeningocele Repair
F.T. Mangano, M. Altaye, C.B. Stevenson, W. Yuan
American Journal of Neuroradiology Jul 2022, DOI: 10.3174/ajnr.A7585
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