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Modeling 24-Hour Blood Pressure Rhythms Using Mixed-Effects Cosinor Models.
Md Tareq Ferdous Khan1, David F Smith2,3,4,5,6, Christine L Schuler7,8
1Department of Public Health Sciences, Clemson University, SC, USA.
Multi-component models better reveal circadian rhythm disruptions in children with obstructive sleep apnea (OSA). These advanced models identified altered blood pressure patterns linked to OSA severity, unlike traditional methods.
Area of Science:
- Chronobiology
- Pediatric Sleep Medicine
- Cardiovascular Physiology
Background:
- Circadian rhythm analysis of 24-hour ambulatory blood pressure (BP) typically uses single-component cosinor models.
- These traditional models are limited in capturing complex or asymmetric circadian patterns in blood pressure.
- Obstructive sleep apnea (OSA) is a condition that may affect circadian regulation of cardiovascular parameters.
Purpose of the Study:
- To evaluate and compare four mixed-effects cosinor models for analyzing circadian patterns in pediatric blood pressure.
- To assess differences in circadian BP parameters between children with and without obstructive sleep apnea (OSA).
- To determine if multi-component models offer superior insight into OSA-related circadian BP alterations.
Main Methods:
- Applied 1- to 4-component mixed-effects cosinor models to 24-h ambulatory BP data from 219 children (controls and OSA groups).
- Analyzed systolic (SBP) and diastolic (DBP) blood pressure data, estimating parameters like MESOR, amplitude, and acrophase.
- Compared circadian parameter estimations between non-OSA, mild OSA, and moderate-to-severe OSA (MS-OSA) groups.
Main Results:
- The 3-component mixed-effects cosinor model demonstrated the best fit for both SBP and DBP data.
- Children with MS-OSA exhibited a higher DBP MESOR compared to controls.
- OSA was associated with a dampened early afternoon BP peak and an increased late-evening BP peak, with timing shifts observed in SBP and DBP.
Conclusions:
- Multi-component mixed-effects cosinor models provide a more accurate fit for pediatric 24-h BP rhythms than single-component models.
- These advanced models successfully identified significant circadian BP pattern differences in children with OSA.
- The findings highlight the utility of sophisticated cosinor models in understanding cardiovascular dysregulation associated with pediatric OSA.
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