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Morning surge in blood pressure using a random-effects multiple-component cosinor model.
J M Madden1,2, L D Browne2, X Li3
1RCSI Population and Health Sciences, Royal College of Surgeons in Ireland, Dublin, Ireland.
Statistics in Medicine
|January 31, 2018
Summary
Quantifying the morning blood pressure surge is crucial for cardiovascular risk assessment. This study introduces a novel multiple-component cosinor model to accurately measure this surge and its individual variations.
Area of Science:
- Cardiovascular Physiology
- Biostatistics
- Chronobiology
Background:
- Blood pressure (BP) exhibits daily fluctuations, a key circadian rhythm.
- The morning BP surge is linked to cardiovascular events, but accurate quantification is challenging.
Purpose of the Study:
- To develop and validate a novel method for quantifying the morning BP surge.
- To extend the single cosinor approach to a multiple-component cosinor random-effects model for BP analysis.
Main Methods:
- Utilized a 2-component cosinor random-effects model to analyze 24-hour ambulatory BP data.
- Calculated morning BP surge by deriving the model fit.
- Compared the model's performance against functional principal component analysis (FPCA) using b-splines.
Main Results:
- The 2-component model significantly improved fit over a single model and showed comparable fit to a b-spline FPCA model.
- The average maximum slope (a measure of surge) was estimated at 2.857 mmHg/30 min.
- Quantified the between-individual standard deviation in maximum slopes as 1.02 mmHg/30 min.
Conclusions:
- A novel cosinor-based approach effectively quantifies morning BP surge and inter-individual variability.
- This method provides a valuable tool for assessing cardiovascular risk associated with BP patterns.
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