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Research ArticleNeurodegenerative Disorder Imaging

Automated Detection of Normal Pressure Hydrocephalus Using CT Imaging for Calculating the Ventricle-to-Subarachnoid Volume Ratio

Jacob J. Knittel, Justin L. Hoskin, Dylan J. Hoyt, Jonathan A. Abdo, Emily L. Foldes, Molly M. McElvogue, Clay M. Oliver, Daniel A. Keesler, Terry D. Fife, F. David Barranco, Kris A. Smith, J. Gordon McComb, Matthew T. Borzage and Kevin S. King
American Journal of Neuroradiology January 2025, 46 (1) 141-146; DOI: https://doi.org/10.3174/ajnr.A8451
Jacob J. Knittel
aFrom the Creighton University School of Medicine (J.J.K., J.A.A., C.M.O.), Phoenix, Arizona
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Justin L. Hoskin
bDepartment of Neurology (J.L.H., T.D.F.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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Dylan J. Hoyt
cDepartment of Radiology (D.J.H., D.A.K.), St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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Jonathan A. Abdo
aFrom the Creighton University School of Medicine (J.J.K., J.A.A., C.M.O.), Phoenix, Arizona
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Emily L. Foldes
dDepartment of Neuroradiology (E.L.F., M.M.M., K.S.K.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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  • ORCID record for Emily L. Foldes
Molly M. McElvogue
dDepartment of Neuroradiology (E.L.F., M.M.M., K.S.K.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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  • ORCID record for Molly M. McElvogue
Clay M. Oliver
aFrom the Creighton University School of Medicine (J.J.K., J.A.A., C.M.O.), Phoenix, Arizona
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Daniel A. Keesler
bDepartment of Neurology (J.L.H., T.D.F.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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Terry D. Fife
bDepartment of Neurology (J.L.H., T.D.F.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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F. David Barranco
eDepartment of Neurosurgery (F.D.B., K.A.S.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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Kris A. Smith
eDepartment of Neurosurgery (F.D.B., K.A.S.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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J. Gordon McComb
fDepartment of Neurosurgery (J.G.M.), Children’s Hospital of Los Angeles, Los Angeles, California
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Matthew T. Borzage
gDivision of Neonatology (M.T.B.), Children’s Hospital of Los Angeles, Los Angeles, California.
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Kevin S. King
dDepartment of Neuroradiology (E.L.F., M.M.M., K.S.K.), Barrow Neurological Institute, St. Joseph’s Hospital and Medical Center, Phoenix, Arizona
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Abstract

BACKGROUND AND PURPOSE: Normal pressure hydrocephalus (NPH) is a diagnostic challenge because its clinical symptoms and imaging appearance resemble normal aging and other forms of dementia. Identifying NPH is essential so that patients can receive timely treatment to improve gait distortion and quality of life. An automated marker of NPH was developed and evaluated on clinical CT images, and its utility was assessed in a large patient cohort.

MATERIALS AND METHODS: A retrospective review was conducted of CT images from 306 tap test–responsive patients with NPH between January 2015 and January 2022. Control CT images were obtained from patients in the emergency department who were evaluated for headache and had unremarkable CT findings between June 2021 and August 2022. The ventricle-to-subarachnoid volume ratio (VSR) was automatically calculated by the imaging software and used as a predictor of NPH in linear regression modeling with adjustment for age and sex. The correlations of VSR with age, sex, and the receiver operating characteristic were computed.

RESULTS: VSR was significantly greater in patients with NPH than controls (P < .001). Importantly, VSR was not significantly correlated with age (P = .56, R2 = 0.001). VSR identifies NPH with a sensitivity and specificity of 94.1% and 92.5%, respectively, with an area under the receiver operating characteristic curve of 0.99 (95% CI 0.975–0.995).

CONCLUSIONS: Automated assessment of the VSR on head CT images identified probable NPH with 93% accuracy. The assessment of a large cohort of patients with NPH supports the generalizability of clinical screening of CT images. Moreover, the results support the utility of ventricle-to-sulcal concordance often used by radiologists but not currently a part of the accepted guidelines for imaging markers of NPH.

ABBREVIATIONS:

AD
Alzheimer’s disease
AUC
area under the curve
AUROC
area under the receiver operating characteristic
ICV
intracranial volume
NIfTI
Neuroimaging Informatics Technology Initiative
NPH
normal pressure hydrocephalus
ROC
receiver operating characteristic
VP
ventriculoperitoneal
VSR
ventricle-to-subarachnoid volume ratio
  • © 2025 by American Journal of Neuroradiology
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American Journal of Neuroradiology: 46 (1)
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Cite this article
Jacob J. Knittel, Justin L. Hoskin, Dylan J. Hoyt, Jonathan A. Abdo, Emily L. Foldes, Molly M. McElvogue, Clay M. Oliver, Daniel A. Keesler, Terry D. Fife, F. David Barranco, Kris A. Smith, J. Gordon McComb, Matthew T. Borzage, Kevin S. King
Automated Detection of Normal Pressure Hydrocephalus Using CT Imaging for Calculating the Ventricle-to-Subarachnoid Volume Ratio
American Journal of Neuroradiology Jan 2025, 46 (1) 141-146; DOI: 10.3174/ajnr.A8451

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Automated Hydrocephalus Detection via CT Imaging
Jacob J. Knittel, Justin L. Hoskin, Dylan J. Hoyt, Jonathan A. Abdo, Emily L. Foldes, Molly M. McElvogue, Clay M. Oliver, Daniel A. Keesler, Terry D. Fife, F. David Barranco, Kris A. Smith, J. Gordon McComb, Matthew T. Borzage, Kevin S. King
American Journal of Neuroradiology Jan 2025, 46 (1) 141-146; DOI: 10.3174/ajnr.A8451
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