Related Experiment Video
Updated: Feb 8, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
Nonlinear associations between working hours and overwork-related cerebrovascular and cardiovascular diseases (CCVD)
Ro-Ting Lin1, Lung-Chang Chien2, Ichiro Kawachi3
1Department of Occupational Safety and Health, College of Public Health, China Medical University, Room 1610, No. 91 Hsueh-Shih Road, Taichung, 40402, Taiwan. roting@mail.cmu.edu.tw.
Abstract:
Long working hours are recognized as a risk factor for cerebrovascular and cardiovascular diseases (CCVD). We investigated the relationship between working hours and different CCVD severity outcomes-death, disability, and illness-across industries in Taiwan from 2006 to 2016. We applied a generalized additive mixed model to estimate the association between working hours and the rate of each severity outcome, adjusted for salary, unemployment rate, time, and a random intercept. Industry-average working hours were significantly associated with each outcome level of overwork-related CCVD, especially when monthly working hours increased from 169 (relative risk [RR] = 1.46, 95% confidence interval [CI] 1.002-2.12) to 187 (RR = 5.73, 95% CI 3.61-9.08). Although RR trends declined after monthly working hours exceeded 187, excess risks remained statistically significant. Each 1-hour increase in working hours had a stronger effect on the RR increase in death and disability than on illness. Variations in CCVD risks existed across industries, with the highest risk in transportation and information. Reducing working hours is essential to preventing overwork-related CCVD, especially the more severe outcomes. We recommend further research to address possible underreporting of less severe cases, and to explore actions to narrow the gaps in risk across industries.
Related Concept Videos
Psychoneuroimmunology: Cardiovascular Disease
A key area of focus in PNI is the relationship between stress and coronary...
Nonlinear Pharmacokinetics: Causes of Nonlinearity
Nonlinear drug absorption can occur when the process is rate-limited by solubility, carrier-mediated transport systems, or saturation of the presystemic gut wall or hepatic metabolism. For instance, high doses of riboflavin...
Holter Monitor: 24-Hour Monitoring
Application of Nonlinear Inequalities
Introduction to Nonlinear Inequalities
Nonlinear Pharmacokinetics: Overview
Nonlinearity can arise due to the saturation of plasma protein-binding or...

