Korea National Health And Nutrition Examination Survey Research Articles

Assessing the Complex Impact of Smoking Habits on Allergic Rhinitis: A National Cross-Sectional Study.

Allergic rhinitis (AR) significantly affects quality of life and generates socioeconomic costs. The impact of smoking habits, including the use of conventional cigarettes (CC) and electronic cigarettes (EC), on AR prevalence and management remains controversial. To investigate the association between smoking status (CC and EC use) and AR prevalence and management among Koreans, data from the Korea National Health and Nutrition Examination Survey (KNHANES) VII (2018) and VIII (2019-2021) were analyzed. This cross-sectional study included 22,290 participants aged ≥19 years from the KNHANES. Smoking status was self-reported, and urinary cotinine levels were measured to assess nicotine exposure. Statistical analyses, including logistic regression, were employed to examine the relationships between smoking status, cotinine levels, and AR prevalence and management. In univariable logistic regression analysis, compared to non-smokers, electronic cigarette (EC) users showed a 35.8% increased risk of allergic rhinitis (AR), while conventional cigarette (CC) users had a 27.7% lower risk. In multivariable logistic regression analysis, CC users demonstrated a 20.3% lower risk, but no significant association was found among EC users. High cotinine levels (>500 ng/ml) were inversely related to AR prevalence. Among heavy CC users with high cotinine levels, a 35% reduced risk of AR was observed, but after adjusting for confounders, the association was no longer significant, suggesting that other variables may mediate this relationship. Smoking status is associated with the prevalence of allergic rhinitis (AR) in Koreans, and heavy use of conventional cigarettes (CC) shows a negative correlation with AR prevalence.

Estimation of Population Attributable Fraction by Hormone and Reproductive Factors on Female Cancer in the Republic of Korea, 2015 to 2030.

Population attributable fractions (PAFs) for hormone and reproductive factors have been estimated in several countries. IARC designated as Group 1 and Group 2A carcinogen for hormone factors in breast, ovarian, endometrial and uterine cervix cancer. This study aimed to estimate the PAFs of hormone/reproductive factor attributed to cancer incidence and deaths in Korean women and projected trends from 2015 to 2030. The PAF was estimated with using the 2005 standardized prevalence rates and 2020 incidence and deaths with a 15-year latency. Based on the Levin's formula, prevalence rates were calculated using the Korea National Health and Nutrition Examination Survey (KNHANES) and the relative risks (RRs), which were the risk of selected female cancer associated with oral contraceptive, hormone replacement therapy and duration of breastfeeding, were estimated from the meta-analysis of studies performed in Korean women population. Studies based on the Asian and Global populations were calculated as a sensitivity analysis. The estimation PAFs for hormone was 1.02% with 1,192 cases and reproductive was 2.67% with 3,112 cases. Moreover, 0.40% (125 deaths) and 1.09% (342 deaths) in female-related cancer deaths in order. EP combined HRT accounted the most proportion in hormone factors and breastfeeding in reproductive factors. Also, the breast cancer had the highest percent in both hormone and reproductive factors. Through this study, 1.02% and 2.67% of female-related cancer incidence will be reduced by encouraging avoiding the use of oral contraceptives (OCs) and hormone replacement therapy (HRT) and breastfeeding for more than 6 months in reproductive factors. Additionally, among four selected female cancers in this study, breast cancer was observed to be a significant level of prevention.

Obesity Risk Was Associated with Alcohol Intake and Sleep Duration Among Korean Men: The 2016-2020 Korea National Health and Nutrition Examination Survey.

Excessive alcohol drinking and short sleep duration could be problematic in terms of obesity. This research investigated the risk of obesity according to alcohol consumption and sleep duration, using data from the 2016-2020 Korea National Health and Nutrition Examination Survey (KNHANES). The health behavior survey on alcohol intake and sleep duration was conducted via self-reporting by participants. Height and weight were measured to calculate the body mass index (BMI), which was then used to assess obesity, defined as a BMI of ≥25 kg/m2. Among a total of 39,738 participants from the 2016-2020 KNHANES, this study finally included 8271 Korean men aged ≥30 years, with 3467 classified as obese and 4804 as controls. Obesity risk was significantly increased with a short sleep duration of <7 h (vs. 7-<9 h, odds ratio [OR] = 1.28, 95% confidence interval [95% CI] = 1.15-1.43) or frequency of binge drinking of ≥1 time/week (vs. never, OR = 1.39, 95% CI = 1.17-1.65). Moreover, the risk of obesity was further increased to 1.52 (95% CI = 1.17-1.97) for those with both short sleep duration and frequent binge drinking. The risk of obesity was elevated for frequent binge alcohol drinking with short sleep duration in Korean men.

Distinct characteristics of MetALD (metabolic dysfunction-associated steatotic liver disease with greater alcohol consumption) in the general population.

The term MetALD has been introduced to describe individuals who have metabolic dysfunction-associated steatotic liver disease (MASLD) with greater alcohol consumption, according to the new nomenclature for steatotic liver disease (SLD). This study aims to evaluate the prevalence and clinical characteristics of MetALD in the general population. This study is a retrospective, cross-sectional analysis that utilizes the population-based data from the Korea National Health and Nutrition Examination Survey (KNHANES) undertaken between 2019 and 2021. A total of 16521 participants aged over 18years were included in the analysis. The presence of hepatic steatosis was determined based on a hepatic steatosis index of 36 or higher. The prevalence of MetALD was 2.8% (95% confidence interval, 2.5-3.2). Individuals with MetALD were predominantly men (85.4%) and tended to be younger compared to those with MASLD. They showed a higher prevalence of hypertension and had significantly higher levels of fasting glucose, triglycerides, high-density lipoprotein cholesterol, and creatinine compared to individuals with MASLD. The average daily total energy intake was higher in the MetALD group. In addition, the MetALD group had a lower proportion of unemployment with higher income compared to the MASLD group. Patients with MetALD showed distinct clinical characteristics from those with MASLD. The characteristics of MetALD were similar to those with alcohol-related liver disease. Further analysis of MetALD across various regions and ethnic groups would be needed.

Development of a Predictive Model for Chewing Difficulty Using EuroQol-5 Dimension Among Korean Older Adults.

We aimed to develop a predictive model for chewing difficulty using the EuroQol-5 dimension measure (EQ-5D). We included 6643 individuals aged ≥ 65 years (mean age: 72.6 ± 4.96 years; women: 3761 [56.6%]) who had completed the sixth (2013-2015) and seventh (2016-2018) Korea National Health and Nutrition Examination Survey (KNHANES). The participants were further divided into young-old (65-74 years) and old-old (≥ 75 years) adults. Data from the sixth KNHANES were used to establish an internal validation model (overall, young-old and old-old adult populations were 3472, 2271 and 1201, respectively). Data from the seventh KNHANES were used to establish an external validation model (overall, young-old and old-old adult populations were 3171, 1879 and 1292 participants, respectively). We evaluated chewing difficulty using the EQ-5D (Model 1) and comparative models, subjective oral health status indicators (SOHSI) and objective oral health status indicators (OOHSI). Compared with SOHSI and OOHSI, EQ-5D showed similar predictive utility for chewing difficulty in both the internal and external validation models. Effect sizes, quantified using Cohen's d, indicated that EQ-5D parameters had a moderate impact on the prediction accuracy for chewing difficulties.

Association between Ventilation Disorder and Masticatory Dysfunction in the Korean Adult Population: A Cross-Sectional Study Using Data from the 2019 Korea National Health and Nutrition Examination Survey.

Background and Objectives: Respiratory and periodontal diseases are among the most common diseases affecting humans worldwide. Periodontal disease is a risk factor for aspiration pneumonia and other respiratory diseases. However, the evidence supporting the link between respiratory and periodontal disease is inconclusive and insufficient. Therefore, this study aimed to investigate the relationship between oral disease symptoms and respiratory diseases. Materials and Methods: Adults who underwent oral examinations and lung disease tests were recruited from the 2019 Korea National Health and Nutrition Examination Survey (KNHANES). A total of 14,956 individuals participated in the 2019 KNHANES. Among the 6846 participants who underwent oral examinations, 1320 children and adolescents were excluded. Additionally, of the 4119 adults aged ≥40 years who underwent dual lung function tests, those who did not respond to key independent confounding variables were excluded. The final sample consisted of 2988 adults. Results: Complex sample multivariate logistic regression analysis revealed that the risk of restrictive ventilation disorder was lower in individuals without chewing discomfort compared to individuals with chewing discomfort (odds ratio, 0.68; 95% confidence interval, 0.479-0.996), and the difference was statistically significant. Only one significant difference was observed between the two groups. Conclusions: Chewing discomfort is a major periodontal health-related factor associated with chronic obstructive pulmonary disease (COPD). Although the exact mechanism underlying the relationship between masticatory discomfort and COPD remains unclear, masticatory discomfort is an early symptom of oral diseases. The findings from this study provide additional basic data for the prevention of oral diseases and COPD in Korea.

Insulin Resistance and Impaired Insulin Secretion Predict Incident Diabetes: A Statistical Matching Application to the Two Korean Nationwide, Population-Representative Cohorts.

To evaluate whether insulin resistance and impaired insulin secretion are useful predictors of incident diabetes in Koreans using nationwide population-representative data to enhance data privacy. This study analyzed the data of individuals without diabetes aged >40 years from the Korea National Health and Nutrition Examination Survey (KNHANES) 2007-2010 and 2015 and the National Health Insurance Service-National Health Screening Cohort (NHIS-HEALS). Owing to privacy concerns, these databases cannot be linked using direct identifiers. Therefore, we generated 10 synthetic datasets, followed by statistical matching with the NHIS-HEALS. Homeostasis model assessment of insulin resistance (HOMA-IR) and homeostasis model assessment of β-cell function (HOMA-β) were used as indicators of insulin resistance and insulin secretory function, respectively, and diabetes onset was captured in NHIS-HEALS. A median of 4,580 (range, 4,463 to 4,761) adults were included in the analyses after statistical matching of 10 synthetic KNHANES and NHIS-HEALS datasets. During a mean follow-up duration of 5.8 years, a median of 4.7% (range, 4.3% to 5.0%) of the participants developed diabetes. Compared to the reference low-HOMA-IR/high-HOMA-β group, the high-HOMA-IR/low- HOMA-β group had the highest risk of diabetes, followed by high-HOMA-IR/high-HOMA-β group and low-HOMA-IR/low- HOMA-β group (median adjusted hazard ratio [ranges]: 3.36 [1.86 to 6.05], 1.81 [1.01 to 3.22], and 1.68 [0.93 to 3.04], respectively). Insulin resistance and impaired insulin secretion are robust predictors of diabetes in the Korean population. A retrospective cohort constructed by combining cross-sectional synthetic and longitudinal claims-based cohort data through statistical matching may be a reliable resource for studying the natural history of diabetes.

Relationship between perception of body image on obesity and smoking status by age group in women: Findings of a seven-year Korean National Survey.

This descriptive study examined the relationship between body image perception and smoking status among women aged 19-64 years in Korea, using data from the Korea National Health and Nutrition Examination Survey (KNHANES). This study is a secondary analysis of data gathered from the KNHANES between 2014 and 2020, encompassing 12515 women aged 19-64 years. The final study group consisted of 742 current smokers (CS), 132 hidden smokers (HS), and 11641 non-smokers (NS). Hidden smokers were defined as participants who reported being non-smokers but had urine cotinine levels >50 ng/mL. The participants were divided into three age categories: 19-29, 30-49, and 50-64 years. A multiple logistic regression analysis was used to assess the relationship between body image perception and smoking status, by age group. Baseline statistics indicated that smokers (both CS and HS) generally had a lower socioeconomic status across all age groups. The highest rate of obesity perception was observed in the CS group, followed by the HS group, in both groups of women aged 19-29 and 30-49 years. However, only women aged 19-29 years in the CS group were more likely to perceive themselves as obese than those in the NS group (AOR=2.60; 95% CI: 1.49-4.52; p=0.001). Furthermore, factors such as current smoking status (AOR=2.32; 95% CI: 1.28-4.23; p=0.006), higher body mass index (AOR=2.95; 95% CI: 2.59-3.37; p<0.001), and perceived health status as poor (AOR=3.82; 95% CI: 2.11-6.92; p<0.001), significantly influenced the perception of obesity in this age group. This study identified a notable relationship between obesity perception and smoking among women aged 19-29 years only. These findings suggest that interventions aimed at weight reduction or modifying the perception of obesity, could potentially aid smoking cessation efforts in young women.

Age-Related Increase in Type C Tympanogram.

Background: This study evaluated the relationship between aging and tympanometric changes, specifically the incidence of type C tympanograms, using data from the Korea National Health and Nutrition Examination Survey (KNHANES). Methods: We analyzed data from the 2019-2022 KNHANES, including 26,738 ears from individuals aged 40 and older. Tympanometry at 226 Hz identified type C tympanograms based on peak pressure below -100 daPa. Multiple logistic regression evaluated the association between age and type C tympanograms, adjusting for confounders such as sex, smoking status, allergic rhinitis, chronic sinusitis, and lifestyle disease markers. Results: The incidence of type C tympanograms increased significantly with age (R2 = 0.953, p < 0.001). Age was the most significant factor associated with type C tympanograms (p < 0.001, odds ratio 1.052), while other factors were not statistically significant. Ears with type C tympanograms had significantly poorer hearing thresholds compared to those with type A tympanograms (p < 0.001). Conclusions: Aging is significantly associated with an increased incidence of type C tympanograms, indicating possible middle ear dysfunction in older adults. The correlation between type C tympanograms and poorer hearing thresholds suggests that age-related changes in middle ear function may contribute to hearing impairment. Tympanometric screening in older adults may facilitate early detection and management of middle ear dysfunction, potentially improving hearing outcomes and quality of life.

Suicide risk in juvenile open angle glaucoma patients.

To investigate the association between juvenile open angle glaucoma (JOAG) and mental health among Koreans. This study used nationally representative data from the 8th Korea National Health and Nutrition Examination Survey (KNHANES) 2021. Glaucoma diagnosis followed the International Society of Geographical and Epidemiological Ophthalmology criteria based on glaucomatous structural defects, visual field defects, corrected vision, and intraocular pressure. As outcomes, suicidal behaviors, psychiatric counseling, and depression were evaluated through mental health questionnaires. Odds ratios (ORs) with 95% confidence intervals (CIs) were estimated using logistic regression models, adjusting for covariates. Among 7090 participants, 3446 met the inclusion criteria for analysis, and 88 (2.6%) were diagnosed with open angle glaucoma (OAG). After adjusting for age, sex, and best-corrected visual acuity (VA), participants with OAG were revealed to have significantly higher odds of suicidal behaviors (i.e., ideation, planning, or attempts) compared with those without OAG (OR: 2.70; 95%CI: 1.12-6.54; P=0.028). This association remained significant after further adjustments for socioeconomic status, lifestyle factors, and presence of chronic conditions (P=0.031 and 0.035, respectively). However, there was no significant difference for the other two outcomes, psychiatric counseling and depression. An age-stratified analysis revealed a stronger association between OAG and suicidal behaviors in younger JOAG participants (<40y) than in older OAG participants (≥40y; OR: 3.80 vs 2.22; 95%CI: 0.79-18.22 vs 0.56-8.80, respectively). OAG patients show a higher risk of suicidal behaviors than those without glaucoma particularly in JOAG patients.

7551 Association of Remnant Cholesterol with Sarcopenia in Korean Adults: A Nationwide Population-Based Study using Data from the KNHANES

Abstract Disclosure: S. Jang: None. S. Hwang: None. A. Jang: None. K. Kim: None. J. Yu: None. N. Kim: None. H. Yoo: None. J. Seo: None. S. Kim: None. N. Kim: None. S. Baik: None. K. Choi: None. Objectives: Mounting evidences indicate the importance of interplay between skeletal muscle and lipid metabolism. Remnant cholesterol (remnant-C) is considered as one of the principal residual risk factors for atherosclerotic cardiovascular disease (ASCVD) as well as metabolic disorders, but there is limited study about the impact of remnant-C on sarcopenia. Research design and Methods: Data from the Korea National Health and Nutrition Examination Surveys (KNHANES) between 2008 and 2011 was used in this nationwide population-based study. A total of 17,408 participants were enrolled. Subjects were categorized into 4 groups according to the quartile of remnant-C values. We conducted multivariable logistic regression analysis to evaluate the association between remnant-C and muscle mass measured using dual-energy X-ray absorptiometry (DXA). Results: 1,989 participants (11.4%) presented low muscle mass, and there was a sequential increase in the percentage of low muscle mass across remnant-C quartiles (Q1, 5.8%; Q2, 9.9%; Q3, 12.9%; Q4, 17.1%). In the full adjusted model, those in the highest remnant-C quartile group showed the highest odds ratio for low muscle mass after adjusting for various confounding factors (Q2, 1.18 [0.95-1.47]; Q3, 1.12 [0.9-1.39]; Q4, 1.37 [1.1-1.71], P &amp;lt;0.05). A wide range of subgroup and sensitivity analyses showed consistent results, which may support the robustness of the present findings. Conclusions: Increased remnant-C value is related to high risk of low muscle mass in Korean population. Remnant-C may be a novel marker to predict and manage sarcopenia in the aging society. There should be future research to verify its clinical usefulness. Presentation: 6/2/2024

Physical activity and nutrient intake levels according to grip strength among single-household elderly in Korea: data from 2014 and 2019 Korea National Health and Nutrition Examination Survey (KNHANES).

We analyzed the differences in physical activity (PA) levels and nutrient intake based on grip strength among elderly men and women in single-person households (ESH) in Korea. Data were obtained from 1,581 ESH individuals (aged ≥65 years) from the Korean National Health and Nutrition Examination Survey (2014-2019). PA levels (occupational and recreational moderate-intensity activities, travel to and from places, walking, and strength training) and nutrient intake (including, total energy, carbohydrates, protein, and fat) were analyzed. Men exhibited no differences in PA related to grip strength, except for the number of strength training days (p=0.000). Women with higher grip strength engaged more in recreational activities, travel, and strength training (all, p=0.000). Men with higher grip strength consumed more protein, while women consumed greater amounts of total fat (p=0.030), monounsaturated fatty acids (MUFA) (p=0.024), and polyunsaturated fatty acids (PUFA) (p=0.011). Both sexes had increased Vitamin C intake (men: p=0.023, women: p=0.020). Sex-related differences in PA levels and nutrient intake based on grip strength were observed among older individuals in ESH. Women require programs to enhance diverse PA and balance fat intake, while men need interventions focused on strength training and protein intake.

Association between the duration of oral contraceptive use and the prevalence of type 2 diabetes mellitus: Korea National Health and Nutrition Examination Survey (KNHANES) 2007–2021

Association between the duration of oral contraceptive use and the prevalence of type 2 diabetes mellitus: Korea National Health and Nutrition Examination Survey (KNHANES) 2007–2021

Correlation between Hearing Impairment and the Triglyceride Glucose Index in Middle-Aged Female Based on a Korean National Health and Nutrition Examination Survey

Background and Objectives: This study aimed to investigate the association between insulin resistance, as measured by the triglyceride–glucose index (TyG index), and hearing impairment in middle-aged women in Korea. Materials and Methods: This cross-sectional survey utilized data from the Korea National Health and Nutrition Examination Survey (KNHANES) IV (2007–2009), specifically from the period after July 21, 2009, when hearing test results became available, and from the KNHANES V (2010–2012). This study was conducted on 5416 women aged 40 to 69 who had completed both the health examination survey and audiometric tests, excluding those with missing data on menopausal status and the use of hormone replacement therapy. Results: In the study group, the prevalence of high-frequency hearing loss according to the TyG index was significantly higher in the mild hearing loss group (OR = 1.29; 95% CI: 1.12, 1.49, p &lt; 0.001) and the moderate hearing loss group (OR = 1.27; 95% CI: 1.09, 1.48, p = 0.002). Conversely, the prevalence of low-frequency hearing loss did not show a significant difference in either the mild hearing loss group (OR = 1.17; 95% CI: 0.99, 1.37, p = 0.065) and the moderate hearing loss group (OR = 1.13; 95% CI: 0.94, 1.35, p = 0.199) Conclusions: Since diabetes can induce hearing impairment in women, it is recommended that women with a high TyG index undergo early hearing tests

Association and interaction effect of shift work and the risk for obstructive sleep apnea on diabetes mellitus in middle-aged Korean workers.

To investigate the association of shift work and the risk for obstructive sleep apnea (OSA) with diabetes mellitus (DM), and the interaction effect of shift work and the risk for OSA on DM. Data from the Korea National Health and Nutrition Examination Survey (KNHANES) 2019-2021 were used. The participants were 3012 employees aged 40 to 59 years. Shift work was assessed using self-reporting questionnaires. The risk for OSA was assessed by STOP-BANG score. The distribution of demographic factors was calculated using the chi-square test. Adjusted odds ratios (AORs) and 95% confidence intervals (CIs) were calculated using multivariable logistic regression. An interaction effect between shift work and the risk for OSA on DM was evaluated using relative excess risk owing to interaction (RERI) and attributable proportion (AP) with 95% CIs. The synergic index (SI) was also calculated. Shift work and the risk for OSA were each significantly associated with DM. There was also a significant interaction effect between shift work and the risk for OSA on DM. The RERI was 0.543 (95% CI 0.205-1.361) and the AP was 0.230 (95% CI 0.145-0.342). The SI was 1.662 (95% CI 1.481-1.843). There was an association and a significant interaction effect of shift work and the risk for OSA on DM. The management of OSA in shift workers should be implemented to prevent DM.

Impact of COVID-19 pandemic on ocular disease: KNHANES 2015–2021

The aim of this study was to evaluate the impact of COVID-19 on ocular diseases and changes in risk factors before and after the COVID-19 pandemic. This study was conducted using data from the Korea National Health and Nutrition Examination Survey (KNHANES) 2015–2021, a national cross-sectional health examination and survey. Associations between ocular diseases and risk factors were determined using the chi-squared test and logistic regression analysis. Bivariable adjusted logistic regression analysis was performed to examine the odds ratio (OR) and 95% confidence interval (CI) to evaluate of the impact of COVID-19 on ocular diseases. Individuals were divided into two age groups (< 60 and ≥ 60 years). A total of 50,158 people were diagnosed, of whom 7270 were diagnosed with cataract, 921 with glaucoma, and 439 with age-related macular degeneration (AMD). Risk factors for cataract were COVID-19 pandemic (OR 1.161), hypertension (OR 1.608), diabetes (OR 1.573), dyslipidemia (OR 1.167), stroke (OR 1.272), and depression (OR 1.567). Risk factors for AMD were COVID-19 pandemic (OR 1.600), dyslipidemia (OR 1.610), and depression (OR 1.466). Risk factors for glaucoma were hypertension (OR 1.234), dyslipidemia (OR 1.529), diabetes (OR 1.323), and depression (OR 1.830). The COVID-19 pandemic was a risk factor for cataracts and AMD, but not for glaucoma. Cataracts and AMD may be more influenced by the acquired health conditions or the environment.

Accelerometer-Based Physical Activity and Health-Related Quality of Life in Korean Adults: Observational Study Using the Korea National Health and Nutrition Examination Survey.

Health-related quality of life (HRQoL) reflects an individual's perception of their physical and mental health over time. Despite numerous studies linking physical activity to improved HRQoL, most rely on self-reported data, limiting the accuracy and generalizability of findings. This study leverages objective accelerometer data to explore the association between physical activity and HRQoL in Korean adults. The objective of this study is to analyze the relationship between objectively measured physical activity using accelerometers and HRQoL among Korean adults, aiming to inform targeted interventions for enhancing HRQoL through physical activity. This observational study included 1298 participants aged 19-64 years from the Korea National Health and Nutrition Examination Survey (KNHANES) VI, who wore an accelerometer for 7 consecutive days. HRQoL was assessed using the EQ-5D questionnaire, and physical activity was quantified as moderate-to-vigorous physical activity accelerometer-total (MVPA-AT) and accelerometer-bout (MVPA-AB). Data were analyzed using logistic regression to determine the odds ratio (ORs) for low HRQoL, adjusting for socioeconomic variables and mental health factors. Participants with higher HRQoL were younger, more likely to be male, single, highly educated, employed in white-collar jobs, and had higher household incomes. They also reported less stress and better subjective health status. The high HRQoL group had significantly more participants meeting MVPA-AB ≥600 metabolic equivalents (P<.01). Logistic regression showed that participants meeting MVPA-AB ≥600 metabolic equivalents had higher odds of high HRQoL (OR 1.55, 95% CI 1.11-2.17). Adjusted models showed consistent results, although the association weakened when adjusting for mental health factors (OR 1.45, 95% CI 1.01-2.09). The study demonstrates a significant association between HRQoL and moderate to vigorous physical activity sustained for at least 10 minutes, as measured by accelerometer. These findings support promoting physical activity, particularly sustained moderate to vigorous activity, to enhance HRQoL. Further interventional studies focusing on specific physical activity domains such as occupational, leisure-time, and commuting activities are warranted.

머신러닝을 통한 관절염 환자의 삶의 질 영향 분석

This study aimed to analyze the health-related quality of life(HRQoL) of osteoarthritis patients and develop a predictive model using machine learning. Data from the 2019 Korea National Health and Nutrition Examination Survey(KNHANES) were used. Hierarchical regression analysis examined the impact of osteoarthritis on quality of life. Multiple linear regression, lasso regression, random forest and XGBoost were used. Of 8,110 participants, 5,837 were selected, excluding those under 19 with missing EQ-5D data; of these, 602 had osteoarthritis. Their average EQ-5D score was lower than the normal group's. Analysis showed osteoarthritis significantly affects quality of life. Compared to the XGBoost(default), the predictive performance of multiple linear regression, lasso regression, random forest and XGBoost(tuned) models was significantly better, with no significant differences among these. Random forest and XGBoost confirmed osteoarthritis as a key factor. Regression equations to predict quality of life were derived. This study is the first to use machine learning for this purpose and aims to support new clinical assessments and interventions.

Temporal trends in adherence to lifestyle recommendations of patients with hypertension in Korea, 2007-2021.

Adherence to lifestyle recommendations is crucial in managing hypertension, independent of medical treatment. This study aimed to evaluate the implementation of adherence to lifestyle recommendations and analyze the trends in adherence to lifestyle recommendations among patients with hypertension in Korea from 2007 to 2021 using the Korea National Health and Nutrition Examination Survey (KNHANES). The study included adults aged ≥20 years. Factors such as regular physical activity, smoking and alcohol abstinence, weight and stress management, and adherence to a healthy diet were analyzed. In 2021, A doublefold increase was observed in the proportion of patients with hypertension who adhered to sodium restriction compared to 2007. However, 70% of patients with hypertension consume more sodium than recommended. Moreover, potassium intake has steadily decreased since 2014, with only 23.8% of patients with hypertension meeting the recommended intake. The body mass index (BMI) and waist circumference of patients with hypertension have gradually increased, with fewer patients maintaining an appropriate weight. The neglect of diet and weight control among young patients with hypertension who experience high stress levels poses challenges in modifying their lifestyles. Patients with hypertension in Korea still consume high amounts of sodium, whereas potassium intake is gradually decreasing. Additionally, obesity rates have been increasing, especially among young patients with hypertension. A multidisciplinary approach is necessary for improving the lifestyle habits of hypertensive patients.

Synergistic effects of COVID-19 pandemic and sedentary lifestyles on obesity rates among South Korean adults

Since March 2020, South Korea has implemented social distancing measures to reduce the spread of the coronavirus disease (COVID-19). These policies resulted in significant changes in the lifestyle of Korean adults, including spending more time indoors and experiencing increased sedentary time during the pandemic. This study aimed to investigate the combined influence of sedentary lifestyle and the COVID-19 pandemic on obesity rates among adults residing in South Korea. Data were obtained from the 2018–2020 Korea National Health and Nutrition Examination Survey (KNHANES). Multiple logistic regression was used to analyze the synergistic effects of a sedentary lifestyle and COVID-19 on obesity. The prevalence of sedentary lifestyles among the participants increased from 30.4% pre-COVID-19 to 36.6% during the pandemic. Furthermore, the obesity rates were raised independently by COVID-19 (OR: 1.16, 95% CI 1.04–1.30) and by a sedentary lifestyle (OR = 1.17, 95% CI 1.04–1.31). A synergistic effect of a sedentary lifestyle and COVID-19 on obesity was identified (OR: 1.57, 95% CI 1.30–1.85). COVID-19 and a sedentary lifestyle significantly increased the risk of obesity in South Korean adults. Moreover, the combined synergistic effects of these risk factors were too substantial to be disregarded by merely summing their individual effects on obesity.