Literature DB >> 28766174

Discriminant Analysis of Intracranial Volumetric Variables in Patients with Normal Pressure Hydrocephalus and Brain Atrophy.

Leszek Czerwosz1, Ewa Szczepek2, Krzysztof Nowiński3, Beata Sokołowska1, Jerzy Jurkiewicz4, Zbigniew Czernicki4, Waldemar Koszewski4.   

Abstract

A method was developed for the computerized volumetric assessment of the intracranial cerebrospinal fluid (CSF) distribution. The study involved 62 patients differentiated into two groups: with CSF resorption disorders (normal pressure hydrocephalus - 30 patients) and without CSF resorption disorders (various types of brain atrophy - 32 patients). The goal of the study was to ascertain whether the assessment, depending on the linear discriminant analysis of volumetric brain features, could be an effective tool differentiating the two groups. Volumetric measurements were performed using VisNow software. For each patient, five features were determined and subjected to discriminant analysis: CSF volume in the subarachnoid space and basal cisterns (SV), CSF volume in the intracranial ventricular system (VV), brain volume (BV), total intracranial CSF volume (FV), and total intracranial volume (TV). Discriminant analysis enables the achievement of a high percentage of correct classification of patients to the appropriate group determined on the result of a lumbar infusion test. The discriminator, based on three features: BV, SV, and VV, showed a complete separation of the groups; irrespective of age. The squared Mahalanobis distance was 70.8. The results confirmed the applicability of the volumetric method. Discriminant analysis seems a useful tool leading to the acquisition of a computer-aided method for the differential diagnosis of CSF resorption disorders.

Entities:  

Keywords:  CSF resorption disorders; Computer-aided diagnosis; Linear discriminant analysis; Normal pressure hydrocephalus; Normotensive hydrocephalus; Volumetric assessment

Mesh:

Year:  2018        PMID: 28766174     DOI: 10.1007/5584_2017_75

Source DB:  PubMed          Journal:  Adv Exp Med Biol        ISSN: 0065-2598            Impact factor:   2.622


  3 in total

1.  Systematic volumetric analysis predicts response to CSF drainage and outcome to shunt surgery in idiopathic normal pressure hydrocephalus.

Authors:  Dan Wu; Abhay Moghekar; Wen Shi; Ari M Blitz; Susumu Mori
Journal:  Eur Radiol       Date:  2021-01-03       Impact factor: 5.315

2.  The year in review: progress in brain barriers and brain fluid research in 2018.

Authors:  Richard F Keep; Hazel C Jones; Lester R Drewes
Journal:  Fluids Barriers CNS       Date:  2019-02-05

Review 3.  Current Updates on Idiopathic Normal Pressure Hydrocephalus.

Authors:  Boon Seng Liew; Kiyoshi Takagi; Yoko Kato; Shyam Duvuru; Sengottuvel Thanapal; Balamurugan Mangaleswaran
Journal:  Asian J Neurosurg       Date:  2019 Jul-Sep
  3 in total

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