Despite decades of research of normal pressure hydrocephalus (NPH), a clear pathophysiological mechanism of the disease is sill unknown. This results in the absence of a unambiguous diagnostic biomarker. Moreover, NPH in contrast to similar neurodegenerative diseases is curable by insertion of a ventrikulo-peritoneal shunt. Now the diagnostics is based on invasive functional testing, on the contrary, imaging methods play only a supporting role. This work is processed with an effort to find a sufficiently sensitive and specific biomarker of MRI imaging using advanced analytical methods. For this reason, the structural volumetry and the phase contrast method were tested. The individual partial results of both of these modalities have already been described in the literature, but the conclusions were controversial. The main contribution of this work is the range of tested parameters and their to date untested advanced analysis - accurate automatic segmentation in volumetric study and machine learning algorithms in phase contrast study. In a volumetric study, we segmented a total of 26 structures in 74 patients (29 with diagnosed NPH, 45 without NPH). In the case of preoperative examination, we demonstrated statistically significant differences in the size of the left hippocampus, corpus callosum, left...
| Identifer | oai:union.ndltd.org:nusl.cz/oai:invenio.nusl.cz:455117 |
| Date | January 2021 |
| Creators | Vlasák, Aleš |
| Contributors | Bradáč, Ondřej, Hejčl, Aleš, Krahulík, David |
| Source Sets | Czech ETDs |
| Language | Czech |
| Detected Language | English |
| Type | info:eu-repo/semantics/doctoralThesis |
| Rights | info:eu-repo/semantics/restrictedAccess |
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