Related Experiment Video
Updated: Jan 24, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Unlocking the Clock: Optimal Physical Activity Timing for Cardiovascular Disease Prevention
Yujia Liu1, Sheng Zhong2, Guowei Liu3
1Institute of Physical Education, Jiangsu Normal University, Xuzhou, JS, China.
Background:
This study aims to elucidate the causal effect of physical activity (PA) at different times of day on the risk of cardiovascular diseases, including subtypes of stroke, heart failure, atherosclerosis (AS), myocardial infarction, hypertension, and peripheral artery disease.
Methods:
Two-sample univariable and multivariable Mendelian randomization were conducted. Genetic instruments for total PA and PA across twelve 2-hour intervals were derived from UK Biobank. Summary-level data for outcomes were obtained from large consortia. We estimated causal effects using inverse variance weighted, MR-Egger, and weighted median methods. Sensitivity analyses were also conducted.
Results:
Multivariable Mendelian randomization revealed independent protective effects of PA during 6 AM to 8 AM, 10 AM to 12 PM, and 4 PM to 6 PM on total and ischemic stroke. In contrast, the effect in protecting total, ischemic and large artery stroke were detected for PA during 6 PM to 8 PM in univariable MR. PA during 2 AM to 4 AM and 10 AM to 12 PM had directly protective effect of total AS, and PA during 2 PM to 4 PM for coronary AS, while univariable MR results indicated PA during 8 PM to 10 PM and 6 PM to 8 PM decreased the risk of cerebral and coronary AS, respectively. PA during 2 PM to 4 PM exhibited a total but not a direct effect of reducing risk of total and essential hypertension. No robust causal associations were observed for heart failure, myocardial infarction, or peripheral artery disease.
Conclusion:
This study provides evidence that PA during specific periods is causally associated with the risk of stroke, AS, and hypertension. These findings suggest that the timing of PA should be considered for the prevention of cardiovascular diseases.
Related Concept Videos
Psychoneuroimmunology: Cardiovascular Disease
A key area of focus in PNI is the relationship between stress and coronary...
Coronary Artery Disease IV: Preventive Measures
Physical and Chemical Properties of Matter
Biological Clocks and Seasonal Responses
Cancer Prevention
Some...
Overview of the Cardiovascular System
Heart
The heart is the central pump of the cardiovascular system that circulates blood throughout the body. It comprises two atria receiving the blood and two ventricles pumping blood out of the heart. Their rhythmic contractions, called heartbeats, ensure that blood flow remains continuous.
Blood Vessels
Blood...

