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Published on: August 8, 2019
Indirect Effect Model with Surge Function for Describing Melatonin Circadian Rhythm: Quantitative Comparison and
Zhanhui Lv1,2, Zimo Zhang3, Lu Wang2
1Department of Clinical Pharmacology, Pharmacy College, Nanjing Medical University, Nanjing, China.
Delayed sleep-wake phase disorder (DSWPD) patients show altered melatonin production and delayed dim light melatonin onset (DLMO) compared to normal sleepers. Quantitative pharmacology models reveal key differences in circadian melatonin profiles.
Area of Science:
- Pharmacology
- Chronobiology
- Sleep Medicine
Background:
- Investigating circadian rhythm of melatonin in normal sleepers and DSWPD patients.
- Utilizing quantitative pharmacology to understand sleep disorders and their mechanisms.
Purpose of the Study:
- To quantitatively compare melatonin circadian rhythm characteristics between normal sleepers and DSWPD patients.
- To predict melatonin concentration and DLMO using Bayesian estimation.
Main Methods:
- Developed an indirect effect model with a surge function.
- Employed diagnostic plots, VPC, and bootstrapping for model evaluation.
- Used Monte Carlo simulations and Bayesian estimation for quantitative comparisons and predictions.
Main Results:
- DSWPD patients exhibit a ~7-hour delay in DLMO and reduced melatonin production rate constants.
- Melatonin elimination rate constants were similar between DSWPD patients and normal sleepers.
- Bayesian estimation accurately predicted melatonin levels and DLMO in DSWPD patients within ±10% error.
Conclusions:
- DSWPD patients have altered circadian melatonin profiles, including reduced production and delayed DLMO.
- The developed model effectively estimates melatonin rhythm characteristics and DLMO using sparse data.
- Quantitative pharmacology provides insights into DSWPD pathophysiology.
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