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Updated: Dec 28, 2025

Human Circadian Phenotyping and Diurnal Performance Testing in the Real World
Published on: April 7, 2020
Characterization of circadian blood pressure patterns using non-linear mixed effects modeling
Dongwoo Chae1,2, Yukyung Kim3, Kyungsoo Park1
1Department of Pharmacology, Yonsei University College of Medicine, Seoul 03722, Korea.
This study reveals distinct blood pressure patterns in healthy men, identifying
Area of Science:
- Pharmacokinetics and Pharmacodynamics
- Chronobiology
- Cardiovascular Physiology
Background:
- Accurate assessment of antihypertensive drug effects requires understanding baseline blood pressure variability.
- Circadian rhythms significantly influence blood pressure, impacting drug efficacy and safety evaluations.
Purpose of the Study:
- To characterize the 24-hour circadian rhythm of blood pressure in healthy males.
- To identify subgroups with different blood pressure circadian profiles.
- To evaluate the influence of covariates on blood pressure rhythms.
Main Methods:
- Hourly measurement of systolic (SBP) and diastolic blood pressure (DBP) over 24 hours in 23 healthy males.
- Non-linear mixed-effects modeling with two cosine functions (24- and 12-hour periods) to describe circadian rhythm.
- Mixture modeling to identify distinct subject subgroups based on blood pressure patterns.
- Covariate analysis and visual predictive checks for model validation.
Main Results:
- Two distinct circadian blood pressure profiles were identified: 'dippers' (78%) with a typical nocturnal dip, and 'non-dippers' (22%) with elevated nighttime blood pressure.
- Subject weight was positively correlated with the mean blood pressure (mesor) of SBP.
- The model accurately predicted blood pressure patterns in 'dippers' but showed slight deviations in 'non-dippers'.
Conclusions:
- Healthy males exhibit distinct blood pressure circadian rhythms, with a significant 'non-dipper' subgroup.
- Understanding these individual variations is crucial for unbiased antihypertensive drug effect estimation and safety assessment.
- This research provides a reference for analyzing intra-day blood pressure fluctuations and drug-induced changes.
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