Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability.
Study Objectives:<br/> To empirically derive and evaluate potential clusters of Insomnia Disorder through cluster analysis from polysomnography (PSG). We hypothesized that clusters would differ on neurocognitive performance, sleep-onset measures of quantitative (q)-EEG and heart rate variabil...
Main Authors: | , , , , , , , , , , , , , |
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Format: | Journal article |
Language: | English |
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Oxford University Press
2016
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author | Miller, C Bartlett, D Mullins, A Dodds, K Gordon, C Kyle, S Kim, J D'Rozario, A Lee, R Comas, M Marshall, N Yee, B Espie, C Grunstein, R |
author_facet | Miller, C Bartlett, D Mullins, A Dodds, K Gordon, C Kyle, S Kim, J D'Rozario, A Lee, R Comas, M Marshall, N Yee, B Espie, C Grunstein, R |
author_sort | Miller, C |
collection | OXFORD |
description | Study Objectives:<br/> To empirically derive and evaluate potential clusters of Insomnia Disorder through cluster analysis from polysomnography (PSG). We hypothesized that clusters would differ on neurocognitive performance, sleep-onset measures of quantitative (q)-EEG and heart rate variability (HRV).<br/><br/> Methods:<br/> Research volunteers with Insomnia Disorder (DSM-5) completed a neurocognitive assessment and overnight PSG measures of total sleep time (TST), wake time after sleep onset (WASO), and sleep onset latency (SOL) were used to determine clusters.<br/><br/> Results:<br/> From 96 volunteers with Insomnia Disorder, cluster analysis derived at least two clusters from objective sleep parameters: Insomnia with normal objective sleep duration (I-NSD: n = 53) and Insomnia with short sleep duration (I-SSD: n = 43). At sleep onset, differences in HRV between I-NSD and I-SSD clusters suggest attenuated parasympathetic activity in I-SSD (P < 0.05). Preliminary work suggested three clusters by retaining the I-NSD and splitting the I-SSD cluster into two: I-SSD A (n = 29): defined by high WASO and I-SSD B (n = 14): a second I-SSD cluster with high SOL and medium WASO. The I-SSD B cluster performed worse than I-SSD A and I-NSD for sustained attention (P ≤ 0.05). In an exploratory analysis, q-EEG revealed reduced spectral power also in I-SSD B before (Delta, Alpha, Beta-1) and after sleep-onset (Beta-2) compared to I-SSD A and I-NSD (P ≤ 0.05).<br/><br/> Conclusions:<br/> Two insomnia clusters derived from cluster analysis differ in sleep onset HRV. Preliminary data suggest evidence for three clusters in insomnia with differences for sustained attention and sleep-onset q-EEG. |
first_indexed | 2024-03-07T02:09:33Z |
format | Journal article |
id | oxford-uuid:a0258378-489e-4747-bdbb-6f51039c21f6 |
institution | University of Oxford |
language | English |
last_indexed | 2024-03-07T02:09:33Z |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | dspace |
spelling | oxford-uuid:a0258378-489e-4747-bdbb-6f51039c21f62022-03-27T02:03:23ZClusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability.Journal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:a0258378-489e-4747-bdbb-6f51039c21f6EnglishSymplectic Elements at OxfordOxford University Press2016Miller, CBartlett, DMullins, ADodds, KGordon, CKyle, SKim, JD'Rozario, ALee, RComas, MMarshall, NYee, BEspie, CGrunstein, R Study Objectives:<br/> To empirically derive and evaluate potential clusters of Insomnia Disorder through cluster analysis from polysomnography (PSG). We hypothesized that clusters would differ on neurocognitive performance, sleep-onset measures of quantitative (q)-EEG and heart rate variability (HRV).<br/><br/> Methods:<br/> Research volunteers with Insomnia Disorder (DSM-5) completed a neurocognitive assessment and overnight PSG measures of total sleep time (TST), wake time after sleep onset (WASO), and sleep onset latency (SOL) were used to determine clusters.<br/><br/> Results:<br/> From 96 volunteers with Insomnia Disorder, cluster analysis derived at least two clusters from objective sleep parameters: Insomnia with normal objective sleep duration (I-NSD: n = 53) and Insomnia with short sleep duration (I-SSD: n = 43). At sleep onset, differences in HRV between I-NSD and I-SSD clusters suggest attenuated parasympathetic activity in I-SSD (P < 0.05). Preliminary work suggested three clusters by retaining the I-NSD and splitting the I-SSD cluster into two: I-SSD A (n = 29): defined by high WASO and I-SSD B (n = 14): a second I-SSD cluster with high SOL and medium WASO. The I-SSD B cluster performed worse than I-SSD A and I-NSD for sustained attention (P ≤ 0.05). In an exploratory analysis, q-EEG revealed reduced spectral power also in I-SSD B before (Delta, Alpha, Beta-1) and after sleep-onset (Beta-2) compared to I-SSD A and I-NSD (P ≤ 0.05).<br/><br/> Conclusions:<br/> Two insomnia clusters derived from cluster analysis differ in sleep onset HRV. Preliminary data suggest evidence for three clusters in insomnia with differences for sustained attention and sleep-onset q-EEG. |
spellingShingle | Miller, C Bartlett, D Mullins, A Dodds, K Gordon, C Kyle, S Kim, J D'Rozario, A Lee, R Comas, M Marshall, N Yee, B Espie, C Grunstein, R Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability. |
title | Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability. |
title_full | Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability. |
title_fullStr | Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability. |
title_full_unstemmed | Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability. |
title_short | Clusters of Insomnia Disorder: An Exploratory Cluster Analysis of Objective Sleep Parameters Reveals Differences in Neurocognitive Functioning, Quantitative EEG, and Heart Rate Variability. |
title_sort | clusters of insomnia disorder an exploratory cluster analysis of objective sleep parameters reveals differences in neurocognitive functioning quantitative eeg and heart rate variability |
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