Comprehensive Morphometric Analysis to Identify Key Neuroimaging Biomarkers for the Diagnosis of Adult Hydrocephalus Using Artificial Intelligence

This study highlights the importance of a multifaceted diagnostic approach incorporating 5 easily measurable 1-D neuroimaging biomarkers for neurosurgeons to differentiate non-normal pressure hydrocephalus from healthy subjects. Incorporating our artificial intelligence model, interpreted through SHAP analysis, into routine clinical workflows may transform the diagnostic landscape for hydrocephalus by standardizing diagnosis and overcoming the limitations of visual evaluations, particularly in early stages and challenging cases.

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Publication Details

Journal
Neurosurgery
Published
2024-11-07
DOI
https://doi.org/10.1227/neu.0000000000003248
Citations
2
Primary Topic
Cerebrospinal fluid and hydrocephalus
Type
article
Field-Weighted Citation Impact
0.54
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article

Comprehensive Morphometric Analysis to Identify Key Neuroimaging Biomarkers for the Diagnosis of Adult Hydrocephalus Using Artificial Intelligence

Michelangelo Pagan, Sonja Chen, Jacob Rosen, Seifollah Gholampour et al.
2 citations
Neurosurgery
Cerebrospinal fluid and hydrocephalus
0.54
article

Comprehensive Morphometric Analysis to Identify Key Neuroimaging Biomarkers for the Diagnosis of Adult Hydrocephalus Using Artificial Intelligence

Michelangelo Pagan, Sonja Chen, Jacob Rosen, Seifollah Gholampour, Ibrahim Gomaa, Mark Graham Waterstraat, Arshia Dehghan
article en
2 citations

Abstract

This study highlights the importance of a multifaceted diagnostic approach incorporating 5 easily measurable 1-D neuroimaging biomarkers for neurosurgeons to differentiate non-normal pressure hydrocephalus from healthy subjects. Incorporating our artificial intelligence model, interpreted through SHAP analysis, into routine clinical workflows may transform the diagnostic landscape for hydrocephalus by standardizing diagnosis and overcoming the limitations of visual evaluations, particularly in early stages and challenging cases.

NeurosurgeryVol. 96(6)
University of Illinois Chicago (US), University of Chicago (US), Neurological Surgery (US)
Good health and well-being
Openalex Percentile: Top 34%
Cerebrospinal fluid and hydrocephalus
0.54
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