Tung-Sheng Shih’s research while affiliated with Institute of Occupational Safety and Health, Taiwan and other places

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Publications (232)


The association of job fatigue with mental disorders among bus drivers
  • Article
  • Full-text available

October 2022

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73 Reads

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5 Citations

Scandinavian Journal of Work, Environment & Health

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Tung-Sheng Shih

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Yue-Liang Leon Guo

Objective: Mental disorders are a global problem with growing importance. However, the contribution of work factors to the development of mental disorders is inconclusive. This study aimed to assess the impact of fatigue and job stress on mental disorders in a prospective cohort of bus drivers. Methods: The Taiwan Bus Driver Cohort Study (TBDCS) recruited 1652 bus drivers from a bus company in 2005. Participants self-completed a structured questionnaire in 2007, which included the Demand-Control-Support (DCS) model questions and the Swedish Occupational Fatigue Inventory-Chinese (SOFI-C). Psychiatric care visits and admissions were obtained from the National Health Insurance Research Dataset (NHIRD) from 2003 to 2016 for as a proxy for psychiatric diagnoses. Drivers with a history of psychiatric disorders before the questionnaire survey time were excluded (N=69). During the follow-up period, a new diagnosis with a psychiatric disorder was defined as an event. Cox proportional hazards model was used to estimate the hazard ratio (HR) for new one-set psychiatric disorders, adjusting for age, body mass index, marital status, education, alcohol consumption, smoking, exercise, bus driving experience, shift work, and chronic diseases. Results: Among the 896 bus drivers retained for analysis, 85 were newly diagnosed with a psychiatric disorders. DCS score was not associated with the risk of developing a psychiatric disorders, but bus drivers with high SOFI-C scores (≥5) had an elevated risk for anxiety or mood disorders (HR 3.35, 95% confidence interval 1.23-9.09). Conclusions: Among bus drivers, occupational fatigue, as indicated by high a SOFI-C score, might result in an elevated risk of anxiety or mood disorders. Health service organizations should provide recommendations and guidance for drivers with high fatigue levels to avoid anxiety or mood disorders.

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Some physicochemical properties and work conditions of nanomaterials handled in these 13 factories
Demographic distribution in study population
Generalized estimating equation analysis of ≥ 2 repeated measurements of inflammatory, oxidative damage and lipid peroxidation markers over 4 years
Generalized estimating equation analysis of ≥ 2 repeated measurements of antioxidant enzymes, DNA damage and reaction time over 4 years
Generalized estimating equation analysis of ≥ 2 repeated measurements of cardiovascular disease markers over 4 years

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Longitudinal follow-up of health effects among workers handling engineered nanomaterials: a panel study

December 2019

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132 Reads

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29 Citations

Environmental Health

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Background: Although no human illness to date is confirmed to be attributed to engineered nanoparticles, occupational epidemiological studies are needed to verify the health effects of nanoparticles. This study used a repeated measures design to explore the potential adverse health effects of workers handling nanomaterials. Methods: Study population was 206 nanomaterial-handling workers and 108 unexposed controls, who were recruited from 14 nanotechnology plants. They were followed up no less than two times in four years. A questionnaire was used to collect potential confounders and detailed work conditions. Control banding was adopted to categorize risk level for each participant as a surrogate marker of exposure. Health hazard markers include cardiopulmonary dysfunction markers, inflammation and oxidative damage markers, antioxidant enzymes activity, and genotoxicity markers. The Generalized Estimating Equation model was applied to analyze repeated measurements. Results: In comparison to the controls, a significant dose-dependent increase on risk levels for the change of superoxide dismutase (p<0.01) and a significant increase of glutathione peroxidase change in risk level 1 was found for nanomaterial-handling workers. However, the change of cardiovascular dysfunction, lung damages, inflammation, oxidative damages, neurobehavioral and genotoxic markers were not found to be significantly associated with nanomaterials handling in this panel study. Conclusions: This repeated measurement study suggests that there was no evidence of potential adverse health effects under the existing workplace exposure levels among nanomaterials handling workers, except for the increase of antioxidant enzymes.


Professional Driver's Job Stress and 8-year Risk of Cardiovascular Disease: The Taiwan Bus Driver Cohort Study

July 2019

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80 Reads

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36 Citations

Epidemiology

Background: Two main job stress models-the Demand-Control-Support (DC) model and the Effort-Reward Imbalance (ERI) model have been used to assess the impact of psychosocial work-related factors for cardiovascular disease (CVD). Limited evidence elaborates the independent and combined effects on CVD events, especially for professional drivers. This study assesses the independent and combined effects of DC and ERI models on an 8-year risk of CVD among professional drivers. Methods: The Taiwan Bus Driver Cohort Study recruited 1650 professional drivers from a large bus company in 2005. The subjects were interviewed in person and completed the two job stress questionnaires. Researchers found 94 new cases of CVD (International Classification of Diseases, Ninth Revision, Clinical Modification [ICD-9-CM]: 390-459) from 2006 to 2012. A Cox proportional hazards model was performed to estimate the hazard ratio (HR) for CVD events. Results: Occupational drivers with high overcommitment scores (thresholds of 15) had an elevated risk for CVD (HR = 1.71; 95% CI = 1.04, 2.82). Regarding target disease, overcommitment had an increased risk for CVD (not including hypertensive disease) (HR = 1.27; 95% CI = 1.05, 1.54) and ischemic heart disease (HR = 1.32; 95% CI = 1.05-1.65). Conclusion: Overcommitment, which is associated with job stress, appears to be associated with CVD risk in professional drivers.


Utility of overnight pulse oximeter as a screening tool for sleep apnea to assess the 8-year risk of cardiovascular disease: Data from a large-scale bus driver cohort study

December 2016

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32 Reads

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10 Citations

International Journal of Cardiology

Background: Professional drivers' work under conditions predisposes them for development of sleep-disordered breathing (SDB) and cardiovascular disease (CVD). However, the effect of SDB on CVD risk among professional drivers has never been investigated. A cohort study was used to evaluate the effectiveness of overnight pulse oximeter as a sleep apnea screening tool to assess the 8-year risk of CVD events. Methods: The Taiwan Bus Driver Cohort Study (TBDCS) recruited 1014 professional drivers in Taiwan since 2005. The subjects completed questionnaire interview and overnight pulse oximeter survey. This cohort was linked to the National Health Insurance Research Dataset (NHIRD). Researchers found 192 CVD cases from 2005 to 2012. Cox proportional hazards model was performed to estimate the hazard ratio for CVD. The statistical analysis was performed using SAS software in 2015. Results: ODI4 and ODI3 levels increased the 8-year CVD risk, even adjusting for CVD risk factors (HR: 1.36, 95% CI: 1.05 to 1.78; p=0.022, and HR: 1.40, 95% CI: 1.03 to 1.90; p=0.033). ODI4 and ODI3 thresholds of 6.5 and 10events/h revealed differences of CVD risks (HR: 1.72, 95% CI: 1.00 to 2.95; p=0.048, and HR: 1.76, 95% CI: 1.03 to 3.03; p=0.041). Moreover, the ODI levels had an increased risk for hypertensive disease (not including essential hypertension). Conclusions: This study concludes that ODI for a sign of SDB is an independent predictor of elevated risk of CVD. Further research should be conducted regarding measures to prevent against SDB in order to reduce CVD risk in professional drivers.


P063 Sleep apnea as an independent risk factor for cardiovascular disease among professional drivers: evidence from the taiwan bus driver cohort study (TBDCS)

September 2016

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12 Reads

Occupational and Environmental Medicine

Background The effect of obstructive sleep apnea (OSA) on prevalent cardiovascular disease (CVD) among professional drivers has not been systematically investigated. Thus, this study used a large professional driver cohort to assess the effectiveness of nocturnal oxygen saturation for prediction the subsequent 8-year CVD risk. Methods The Taiwan Bus Driver Cohort Study (TBDCS) recruited 1,650 professional drivers from a large bus company in Taiwan in 2005. The subjects were interviewed in person and completed the overnight pulse oximeter survey. This cohort was linked to the National Health Insurance Research Dataset and 192 CVD cases were found from 2005 to 2012. Primary outcomes were CVD events, nocturnal oxygen desaturation index (ODI), and working patterns. ODI3 or ODI4 are the hourly average number of desaturation episodes, which are defined as at least 3% or 4% decrease in saturation from the average saturation in the preceding 120 seconds, and lasting > 10 seconds. Results ODI4 and ODI3 levels increased the 8-year CVD risk, even adjusting for CVD risk factors (HR: 1.36, 95% CI: 1.05 to 1.78; p = 0.022, and HR: 1.40, 95% CI: 1.03 to 1.90; p = 0.033). ODI4 and ODI3 thresholds of 6.5 and 10 events/hour revealed differences of CVD risks (HR: 1.72, 95% CI: 1.00 to 2.95; p = 0.048, and HR: 1.76, 95% CI: 1.03 to 3.03; p = 0.041). Moreover, the ODI levels had an increased risk for cardiovascular disease (not including hypertensive disease) and hypertensive disease (not including essential hypertension). Conclusion This study concludes that ODI level for a sign of OSA is an independent predictor of future 8-year risk of CVD. This finding has an important implication to encourage health or labour service organisations that early recognition and active treatment of OSA could reduce future CVD risk.


Usefulness of overnight pulse oximeter as the sleep assessment tool to assess the 6-year risk of road traffic collision: Evidence from the Taiwan Bus Driver Cohort Study

July 2016

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36 Reads

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12 Citations

International Journal of Epidemiology

Background: In order to support health service organizations in arranging a system for prevention of road traffic collisions (RTC), it is important to study the usefulness of sleep assessment tools. A cohort study was used to evaluate the effectiveness of subjective and objective sleep assessment tools to assess for the 6-year risk of both first RTC event only and recurrent RTC events. Methods: The Taiwan Bus Driver Cohort Study (TBDCS) recruited 1650 professional drivers from a large bus company in Taiwan in 2005. The subjects were interviewed in person, completed the sleep assessment questionnaires and had an overnight pulse oximeter survey. Moreover, this cohort of drivers was linked to the National Traffic Accident Database (NTAD) and researchers found 139 new RTC events from 2005 to 2010. Primary outcomes were traffic collisions from NTAD, nocturnal oxygen desaturation index (ODI) from pulse oximeter, Pittsburg sleeping quality score, Epworth daytime sleepiness score, Snore Outcomes Survey score and working patterns from questionnaires. A Cox proportional hazards model and an extended Cox regression model for repeated events were performed to estimate the hazard ratio for RTC. Results: The RTC drivers had increased ODI4 levels (5.77 ± 4.72 vs 4.99 ± 6.68 events/h; P = 0.008) and ODI3 levels (8.68 ± 6.79 vs 7.42 ± 7.94 events/h; P = 0.007) in comparison with non-RTC drivers. These results were consistent regardless of whether ODI was evaluated as a continuous or a categorical variable. ODI4 and ODI3 levels increased the 6-year RTC risks among professional drivers even after adjusting for age, education, history of cardiovascular disease, caffeine intake, sleeping pills used, bus driving experience and shift modes. Moreover, there was an increased trend for ODI between the stratification of the number of RTCs in comparison with the non-RTC group. In the extended Cox regression models for repeated RTC events with the Anderson and Gill intensity model and Prentice-Williams-Petersen model, measurement of ODI increased hazards of the subsequent RTC events. Conclusion: This study showed that an increase in the 6-year risk of RTC was associated with objective measurement of ODI for a sign of sleep-disordered breathing (SDB), but was not associated with self-reported sleeping quality or daytime sleepiness. Therefore, the overnight pulse oximeter is an effective sleep assessment tool for assessing the risk of RTC. Further research should be conducted regarding measures to prevent against SDB among professional drivers.



Table 1.  Characteristics of study participants assessed by polysomnography.a
Fig 1. Flow diagram summarized the enrollment of subjects who had undergone polysomnography (PSG). 
Table 2.  Comparison with blood lipid test, polysomnography, oxygen desaturation index between OSA patients.
Table 3.  The association between apnea-hypopnea index (AHI) and each components of metabolic syndrome by BMI.
Table 4.  Multiple logistic regression models for odd ratios of components of metabolic syndrome with OSA.a
The Association between Obstructive Sleep Apnea and Metabolic Markers and Lipid Profiles

June 2015

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165 Reads

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44 Citations

Purpose: The purpose of this study was to investigate the association between apnea-hypopnea index (AHI) and metabolic markers and whether the elevated risk of Metabolic Syndrome (MetS) is related to Obstructive Sleep Apnea (OSA). METHODS: This cross-sectional study recruited 246 male bus drivers from one transportation company in Taiwan. Each participant was evaluated by a polysomnography (PSG) test and by blood lipids examination. Severity of OSA was categorized according to the apnea-hypopnea index (AHI). RESULTS: The results showed that a 73.3% prevalence of MetS in OSA (AHI > 15) and a 80.0% prevalence of MetS in severe OSA (AHI > 30) were found. After adjusting for confounding variables, an increased level of Body-Mass Index (BMI) and two non-MetS cardiovascular risk factors, total cholesterol/HDL-C ratio and TG/HDL-C ratio was significantly associated with AHI in subjects with severe OSA. MetS was about three times to be present in subjects with severe OSA, even adjusted for BMI. CONCLUSIONS: The findings showed a high prevalence of MetS in OSA among professional drivers, especially in the severe group category. BMI was the major contributing factor to OSA. However, the present study did not find a sensitive clinical marker of a detrimental metabolic profile in OSA patients.


Table 1 Characteristics of study participants assessed by polysomnography
Table 2 Comparison with blood lipid test, polysomnography, oxygen desaturation index, homocysteine, and hs-CRP between OSA patients 
The impact of obstructive sleep apnea on high-sensitivity C-reactive protein in subjects with or without metabolic syndrome

April 2015

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120 Reads

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14 Citations

Sleep and Breathing

It is unclear whether obstructive sleep apnea (OSA) is independently associated with increased levels of the acute-phase reactant C-reactive protein (CRP). The purpose of this study was to evaluate the relationship between OSA and high-sensitivity CRP (hs-CRP) levels according to the presence or absence of metabolic syndrome (MetS). This study recruited 245 male bus drivers from one transportation company in Taiwan. Each participant was evaluated by a polysomnography (PSG) test, blood lipids examination, and hs-CRP. Severity of OSA was categorized according to the apnea-hypopnea index (AHI). Subjects were categorized into severe OSA group (n = 44; 17.9 %), moderate and mild OSA group (n = 117; 47.8 %), and non-OSA group (n = 84; 34.3 %). AHI had a significant association with hs-CRP (β = 0.125, p = 0.009) adjusting for age, smoking, drinking, and MetS status. Hs-CRP was elevated with severe OSA (β = 0.533, p = 0.005) even adjusting for BMI and MetS. Moreover, there was an independent effect for adjusted odds ratios (AORs) between the stratification of the severity for OSA and MetS. Elevated hs-CRP level is associated with severe OSA, independent of known confounders. The effect of OSA in CRP is independent of MetS was identified.


Obstructive sleep apnea rather than diabetes or obesity associated with proteinuria in late mid-aged male workers: a decision tree analysis

February 2015

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26 Reads

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7 Citations

Sleep and Breathing

Both proteinuria and obstructive sleep apnea (OSA) are associated with cardiovascular events and consequent mortality. To examine whether age, OSA, diabetes, and obesity are potential predictors of proteinuria, a data-driven analysis was performed to delineate a potential categorical classification algorithm. In this cross-sectional community-based cohort study, demographic data, blood pressure, serum biochemical analyses, proteinuria via single dipstick urinalysis, and overnight polysomnographies were measured in 300 males with sedentary work styles. Sixty-one (20.3 %) of all these participants had proteinuria. Logistic regression analysis showed that glycated hemoglobin (HbA1c), duration of arterial oxygen saturation <90 %, age, and log high-sensitivity C-reactive protein, but not apnea-hypopnea index (AHI), were responsible for 16.7 % of the variance of proteinuria's presence. A decision tree analysis showed that subjects over 49 years old had a higher risk for proteinuria than those subjects of 49 years old, or less. In the over 49-year-old group, subjects with an AHI >21 events/h had a higher risk for proteinuria; whereas in the 49-year-old and less group, subjects with HbA1c >7 %, or with HbA1c ≤7, and body mass index (BMI) >27.4 kg/m(2) had a higher risk for proteinuria than their counterparts. AHI was the major determinant responsible for the presence of proteinuria in late mid-aged male workers, while HbA1c and BMI were found in the junior subgroup. By algorithmic analysis, this study provides a comprehensive hierarchical model for better understanding of the correlates of proteinuria and sleep apnea.


Citations (83)


... Drivers are compensated based on the distance driven rather than the number of passengers, so they have a fixed income and legal benefits (Lámbarry et al., 2016). Occupational fatigue increases the risk of anxiety which affects the mental health of bus drivers (Lin et al., 2023). Job fatigue is a form of physical and mental exhaustion exacerbated by workplace conditions, work stress, high workloads, extended working hours, and chronic illness, with the nature of fatigue differing by the workplace (Lin et al., 2023). ...

Reference:

Factors that influence the mental health of bus drivers: A systematic review
The association of job fatigue with mental disorders among bus drivers

Scandinavian Journal of Work, Environment & Health

... [24][25][26] Hayvan inhalasyon çalışmalarında nanopartiküllerin neden olduğu sağlık etkileri arasında pulmoner fibrozis, granülom, inflamasyon, kardiyovasküler etkiler, plevral plak oluşumu, akciğer kanseri ve mezotelyoma benzeri etkiler yer almaktadır. 27 Bazı çalışmalar ise nanopartiküllerin mukus tarafından emildikten sonra dolaşım sistemine geçtiği hatta oradan başka doku ve organlara ulaşıp birikebildiğini ortaya koymuştur. 28 Hayvan deneyleri, nanopartiküllerin damarlarda ve dokularda artan oksidan strese neden olduğunu göstermektedir. ...

Longitudinal follow-up of health effects among workers handling engineered nanomaterials: a panel study

Environmental Health

... Thus, the lack of job resources to cope effectively with job demands may make commercial drivers vulnerable to occupational diseases [16]. For instance, studies have reported that low job control [7, 13-15, 17, 19, 51, 56, 57], work-family conflict [7,30,31,51,57,58], poor remuneration [22,24,25,27,56], effort-reward imbalance [1,12,50,59], lack of social support from co-workers [3,7,20,39,58] and supervisors [7,51,58,60] and organisation support [51,54] are markers for poor health, safety and well-being outcomes among commercial drivers. Studies that highlighted job strain, where the demands of the job outweigh the resources available to commercial drivers, also reported a negative impact on the drivers' health and well-being [1-3, 8, 19, 59, 61, 62]. ...

Professional Driver's Job Stress and 8-year Risk of Cardiovascular Disease: The Taiwan Bus Driver Cohort Study
  • Citing Article
  • July 2019

Epidemiology

... The subjects were further categorized into three desaturation subgroups based on ODI3: mild desaturation (< 5.0 events/h), moderate desaturation (≥ 5.0 events/h and < 10.0 events/h), and severe desaturation (≥ 10.0 events/h). 41 The subjects were further categorized into three subgroups of sleep hypoxemia according to the mean SpO 2 : no sleep hypoxemia (> 95.0%), mild sleep hypoxemia (> 90.0% and ≤ 95.0%), and severe sleep hypoxemia (≤ 90.0%). 42 The overall cohort was also divided into three subgroups of IH according to least SpO 2 : no IH (> 94.0%), mild IH (> 88% and ≤ 94%), and severe IH (≤ 88%). ...

Utility of overnight pulse oximeter as a screening tool for sleep apnea to assess the 8-year risk of cardiovascular disease: Data from a large-scale bus driver cohort study
  • Citing Article
  • December 2016

International Journal of Cardiology

... Nevertheless, the usefulness of using only overnight pulse oximetry for predicting an increased risk of MVAs attributed to falling asleep at the wheel is debatable, due to noise in oxygen saturation (SpO 2 ) measurements. In contrast, two previous studies reported a signi cant association between overnight pulse oximetry parameters and MVAs 13,14 . These studies indicated that the usefulness of assessing the risk of MVAs attributed to falling asleep at the wheel using overnight pulse oximetry is still unclear. ...

Usefulness of overnight pulse oximeter as the sleep assessment tool to assess the 6-year risk of road traffic collision: Evidence from the Taiwan Bus Driver Cohort Study
  • Citing Article
  • July 2016

International Journal of Epidemiology

... Second, in recent years, Taiwan's IOHS and scholars had applied CBI to Taiwan's occupational stress research and explored its psychometric properties in Taiwan. The results showed that CBI is a reliable and valid measure in the context of Taiwan (Chang et al., 2007;Chen, Cheng, & Hu, 2005;Chen & Wu, 2006;Yeh, Chang, Chen, & Chiu, 2008a,b). Since our research targeted employees in Taiwan, it is reasonable to use CBI in our study. ...

Distribution and correlates of burnout among paid employees in Taiwan
  • Citing Article
  • February 2007

Taiwan Journal of Public Health

... Taiwan is located on the collusion boundary of two tectonic plates, and 33 active faults on the island, as shown in Fig. 1a, are posing direct threats to the nearby inhabitants (Lin et al. 2008(Lin et al. , 2009. Traditionally, seismologic studies in Taiwan were mainly focused on reverse and strike-slip faults, as the island absorbs most of the convergent tectonic movements, i.e., with an annual rate of 82 mm, between the Philippine Sea Plate and the Eurasian Plate (Yu et al. 1999). ...

Active faults of Central Taiwan

... This may be due to our setting of higher baseline NC values at 41 to 43 cm for both women and men, with scores above these thresholds receiving a score of 3 and those below a score of 0. 20 BMI has a definite relationship with OSAS and is the most studied external morphological parameter. 21,22 Recent research indicates that approximately half of OSA-positive individuals are obese, and sleep apnea is prevalent in ~40% of the moderately overweight population, both men and women. Additionally, the prevalence of sleep apnea is Pairwise comparisons P a GTS + AHI (rho = .491)-Berlin ...

The Association between Obstructive Sleep Apnea and Metabolic Markers and Lipid Profiles

... Even a minimal increase in the expression of these markers increases the risk of inflammation, which is abnormal without an externally harmful stimulus. An unhealthy lifestyle can be a cause of abnormal inflammation [19][20][21]. ...

The impact of obstructive sleep apnea on high-sensitivity C-reactive protein in subjects with or without metabolic syndrome

Sleep and Breathing