Study population and data
This study used data obtained from the 2014 and 2018 Korean National Health and Nutrition Examination Survey (KNHANES). The KNHANES is a nationwide population-based survey designed to acquire information regarding the health and nutrition of people in South Korea. The survey is performed by the Korean Centers for Disease Control and Prevention (KCDC) and combines a health interview with a physical examination and nutrition survey. The KNHANES protocols were approved by the Institutional Review Board of the KCDC (IRB No. 2018-01-03-P-A), and the research complied with the tenets of the Declaration of Helsinki for medical research involving human subjects. Informed consent was obtained from all participants.
A total of 39,199 participants were involved in the 2014-2018 KNHANES. In this study, participants aged <19 years, diagnosed with diabetes based on fasting plasma glucose levels over 126 mg/dl, HbA1c levels over 6.5%, or the use of medication for diabetes were excluded. Furthermore, we excluded participants without data for the variables analyzed in this study. Finally, a total of 22,385 participants (9,490 men and 12,895 women) were selected for this study.
Presence of prediabetes
The presence of prediabetes was the primary outcome of this study. According to the definition of prediabetes as per the American Diabetes Association17, participants with an HbA1c cut-off of 5.7–6.4% were defined as having prediabetes. Fasting blood samples were collected from participants, and HbA1c levels were assessed via high-performance liquid chromatography (HLC-723G7; Tosoh, Tokyo, Japan)18. Finally, patients with HbA1c <5.7% were classified into the normal group, while those with HbA1c of 5.7–6.4% were classified into the prediabetes group.
Smoking behavior and exposure to SHS
The main independent variables were tobacco smoking behaviors and exposure to SHS. Smoking behavior was divided into four categories based on responses to questions regarding use of e-cigarettes or c-cigarettes over one’s lifetime and those regarding exposure to SHS. mixed user of e- and c-cigarettes, c-cigarette user only, never-smoker with exposure to SHS, and never-smoker without exposure to SHS. Exposure to SHS was evaluated based on three questions, “In the last 7 days, have you ever breathed smoke from someone other than you who was smoking indoors at work?”, “In the last 7 days, have you ever breathed smoke from someone other than you who was smoking indoors at home?”, and “In the last 7 days, have you ever breathed smoke from someone other than you who was smoking indoors in a public place (except in designated smoking areas)?” The answers to these questions consisted only of “yes” or “no”. Those who answered “yes” to even one of the three questions were defined as those exposed to SHS.
Covariates
The covariates for this study included sex, age, region (rural and metropolitan), educational level (under high school and university degree or above), occupation (white, pink, or blue collar and none), monthly household income quartiles, marital status, alcohol consumption, body mass index, muscle strengthening activity, aerobic activity, and history of chronic disease (hypertension, dyslipidemia, stroke, angina, myocardial infarction). Age was categorized into 10-year periods of 19–29, 30–39, 40–49, 50–59, 60–69, and ≥70 years.
Statistical analysis
Chi-square tests were used to evaluate differences in the frequencies and proportions of categorical variables between participants with prediabetes and those without prediabetes. Multiple logistic regression analysis was performed to examine the association of smoking behavior and exposure to SHS with HbA1c levels, after adjusting for covariates. The results are presented as odds ratios (ORs) and 95% confidence intervals (CIs). Subgroup analyses were performed using sex and other covariates. All analyses were performed using Statistical Analysis Software (SAS, version 9.4, SAS, Inc., Cary, NC, USA), and p < 0.05 was considered statistically significant.