Recursive Partitioning Analysis of Fractional Low-Frequency Fluctuations in Narcolepsy With Cataplexy

To identify narcolepsy related regional brain activity alterations compared with matched healthy controls. To determine whether these changes can be used to distinguish narcolepsy from healthy controls by recursive partitioning analysis (RPA) and receiver operating characteristic (ROC) curve analysi...

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Published inFrontiers in neurology Vol. 9; p. 936
Main Authors Fulong, Xiao, Chao, Lu, Dianjiang, Zhao, Qihong, Zou, Wei, Zhang, Jun, Zhang, Fang, Han
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 02.11.2018
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ISSN1664-2295
1664-2295
DOI10.3389/fneur.2018.00936

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Summary:To identify narcolepsy related regional brain activity alterations compared with matched healthy controls. To determine whether these changes can be used to distinguish narcolepsy from healthy controls by recursive partitioning analysis (RPA) and receiver operating characteristic (ROC) curve analysis. Fifty-one narcolepsy with cataplexy patients (26 adults and 25 juveniles) and sixty matched heathy controls (30 adults and 30 juveniles) were recruited. All subjects underwent a resting-state functional magnetic resonance imaging scan. Fractional low-frequency fluctuations (fALFF) was used to investigate narcolepsy induced regional brain activity alterations among adult and juveniles, respectively. Recursive partitioning analysis and Receiver operating curve analysis was used to seek the ability of fALFF values within brain regions in distinguishing narcolepsy from healthy controls. Compared with healthy controls, both adult and juvenile narcolepsy had lower fALFF values in bilateral medial superior frontal gyrus, bilateral inferior parietal lobule and supra-marginal gyrus. Compared with healthy controls, both adult and juvenile narcolepsy had higher fALFF values in bilateral sensorimotor cortex and middle temporal gyrus. Also juvenile narcolepsy had higher fALFF in right putamen and right thalamus compared with healthy controls. Based on RPA and ROC curve analysis, in adult participants, fALFF differences in right medial superior frontal gyrus can discriminate narcolepsy from healthy controls with high degree of sensitivity (100%) and specificity (88.9%). In juvenile participants, fALFF differences in left superior frontal gyrus can discriminate narcolepsy from healthy controls with moderate degree of sensitivity (57.1%) and specificity (88.9%). Compared with healthy controls, both the adult and juvenile narcolepsy showed overlap brain regions in fALFF differences after case-control comparison. Furthermore, we propose that fALFF value can be a helpful imaging biomarker in distinguishing narcolepsy from healthy controls among both adults and juveniles.
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Reviewed by: Hiroshi Kadotani, Shiga University of Medical Science, Japan; Axel Steiger, Max-Planck-Institut für Psychiatrie, Germany; Benito de Celis Alonso, Benemérita Universidad Autónoma de Puebla, Mexico
Edited by: Hengyi Rao, University of Pennsylvania, United States
This article was submitted to Sleep and Chronobiology, a section of the journal Frontiers in Neurology
ISSN:1664-2295
1664-2295
DOI:10.3389/fneur.2018.00936