Risk Factors for Non-Communicable Diseases at Baseline and Their Short-Term Changes in a Workplace Cohort in Singapore.
Thirunavukkarasu SathishGerard DunleavyMichael SoljakNanthini VisvalingamNuraini NazehaUshashree DivakarRam Chandra BajpaiThuan-Quoc ThachKei L CheungHein de VriesChee-Kiong SohGeorgios ChristopoulosJosip CarPublished in: International journal of environmental research and public health (2019)
We aimed to examine the behavioural and clinical risk factors for non-communicable diseases (NCDs) at baseline and their changes over 12 months in a workplace cohort in Singapore. A total of 464 full-time employees (age ≥ 21 years) were recruited from a variety of occupational settings, including offices, control rooms, and workshops. Of these, 424 (91.4%) were followed-up at three months and 334 (72.0%) were followed up at 12 months. Standardized questionnaires were used to collect data on health behaviours and clinical measurements were performed by trained staff using standard instruments and protocols. Age-adjusted changes in risk factors over time were examined using generalized estimating equations or linear mixed-effects models where appropriate. The mean age of the participants at baseline was 39.0 (SD: 11.4) years and 79.5% were men. Nearly a quarter (24.4%) were current smokers, slightly more than half (53.5%) were alcohol drinkers, two-thirds (66%) were consuming <5 servings of fruit and vegetables per day, and 23.1% were physically inactive. More than two-thirds (67%) were overweight or obese and 34.5% had central obesity. The mean follow-up was 8.6 months. After adjusting for age, over 12 months, there was a significant increase in the proportion consuming <5 servings of fruit and vegetables per day by 33% (p = 0.030), who were physically inactive by 64% (p < 0.001), and of overweight or obese people by 15% (p = 0.018). The burden of several key NCD risk factors at baseline was high and some worsened within a short period of time in this working population. There is a need for more targeted strategies for behaviour change towards a healthy lifestyle as part of the ongoing health and wellness programs at workplaces in Singapore.
Keyphrases
- weight loss
- risk factors
- metabolic syndrome
- public health
- bariatric surgery
- type diabetes
- healthcare
- physical activity
- health promotion
- weight gain
- adipose tissue
- mental health
- insulin resistance
- cardiovascular disease
- health information
- human health
- electronic health record
- health risk
- alcohol consumption
- obese patients
- big data
- body composition
- machine learning
- deep learning
- climate change
- health risk assessment
- resistance training
- high intensity