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Comparative analysis of body mass index and obesity-related anthropometric indices for mortality prediction: a study of the Namwon and Dong-gu cohorts
Ye-Rim Kim, Min-Ho Shin, Young-Hoon Lee, Seong-Woo Choi, Hae-Sung Nam, Jeong-Ho Yang, Sun-Seog Kweon
Epidemiol Health. 2024;e2024066.   Published online July 17, 2024
DOI: https://doi.org/10.4178/epih.e2024066    [Accepted]
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Abstract
OBJECTIVES
This study investigated the associations between several obesity-related anthropometric indices and mortality in middle-aged and elderly populations to compare the indices’ predictive ability with that of the body mass index (BMI).
METHODS
We analyzed data on 12 indices calculated from 19,805 community-based cohort participants (average age, 63.27 years; median follow-up, 13.49 years). Each index was calculated using directly measured values of height, weight, waist circumference (WC), and hip circumference (HC). We calculated hazard ratios (HRs) and 95% confidence intervals (CIs) for each index using Cox regression and evaluated mortality prediction with the Harrell c-index.
RESULTS
Adding anthropometric indices to the basic mortality model (c-index 0.7723; 95% CI, 0.7647-0.7799) significantly increased the predictive power of BMI (c-index 0.7735; 95% CI, 0.7659-0.7811), a body shape index (ABSI, c-index 0.7735; 95% CI, 0.7659-0.7810), weight-adjusted waist index (WWI, c-index 0.7731; 95% CI, 0.7656-0.7807), and waist to hip index (WHI, c-index 0.7733; 95% CI, 0.7657-0.7809). The differences between the BMI model and the other 3 models were not statistically significant.
CONCLUSIONS
In predicting all-cause mortality, the ABSI, WWI, and WHI models based on WC or HC had stronger predictive power than conventional risk factors but were not significantly different from the BMI model.
Summary
COVID-19 infection and severe clinical outcomes in patients with kidney disease by vaccination status
Jieun Woo, Ahhyung Choi, Jaehun Jung, JU YOUNG SHIN
Epidemiol Health. 2024;e2024065.   Published online July 17, 2024
DOI: https://doi.org/10.4178/epih.e2024065    [Accepted]
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AbstractAbstract PDF
Abstract
OBJECTIVES
Patients with kidney disease have been prioritized for coronavirus disease 2019 (COVID-19) vaccination due to their susceptibility to COVID-19 infection. However, little evidence exists regarding these patients’ vulnerability to COVID-19 post-vaccination. Thus, we evaluated the risk of COVID-19 in patients with kidney disease compared to individuals without kidney disease according to vaccination status.
METHODS
A retrospective cohort study was conducted using the Korean nationwide COVID-19 registry linked with NHIS claims data (2018-2021). Among individuals aged 12 years or older, 2 separate cohorts were constructed: a COVID-19-vaccinated cohort and an unvaccinated cohort. Within each cohort, the risk of COVID-19 infection and all-cause mortality, hospitalization, and emergency room visits within 30 days of COVID-19 infection were compared between patients with and without kidney disease. To adjust for potential confounding, we used propensity score matching. Hazard ratios (HRs) for each outcome were estimated using a Cox proportional hazard model.
RESULTS
We identified 785,390 and 836,490 individuals in the vaccinated and unvaccinated cohorts, respectively. Compared to patients without kidney disease, patients with kidney disease were at a higher risk of COVID-19 infection in both the vaccinated cohort (HR, 1.08; 95% CI, 1.02-1.16) and the unvaccinated cohort (HR, 1.09; 95% CI, 0.99-1.20). Likewise, patients with kidney disease generally were at higher risk for severe clinical outcomes within 30 days of COVID-19 infection. Subgroup and sensitivity analyses showed generally consistent results.
CONCLUSIONS
Our study observed excess risk of COVID-19 in patients with kidney disease, highlighting the importance of ongoing attention to these patients even post-vaccination.  
Summary
Association between smoking status and subclinical coronary atherosclerosis in asymptomatic individuals
Hyeji Lee, Jinhee Ha, Kyung Sun Park, Young-Jee Jeon, Sangwoo Park, Soe Hee Ann, Yong-Giun Kim, Yongjik Lee, Woon Jung Kwon, Seong Hoon Choi, Seungbong Han, Gyung-Min Park
Epidemiol Health. 2024;e2024064.   Published online July 16, 2024
DOI: https://doi.org/10.4178/epih.e2024064    [Accepted]
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Abstract
OBJECTIVES
In this study, we sought to evaluate the association between smoking status and subclinical coronary atherosclerosis, as detected by coronary computed tomography angiography (CCTA), in asymptomatic individuals.
METHODS
We retrospectively analyzed 9,285 asymptomatic participants (mean age, 53.7±8.0 years; 6,017 [64.8%] male) with no history of coronary artery disease (CAD) who had undergone self-referred CCTA. Of these participants, 4,333 (46.7%) were considered never smokers, 2,885 (31.1%) former smokers, and 2,067 (22.3%) current smokers. We assessed the degree and characteristics of subclinical coronary atherosclerosis using CCTA, with obstructive CAD defined as a diameter stenosis of at least 50%.
RESULTS
Compared with never-smokers, former smokers exhibited no significant differences in the probabilities of obstructive CAD, any coronary plaque, calcified plaque, or mixed plaque, as determined using adjusted odds ratios (aORs; p>0.05 for all). However, the risk of non-calcified plaque was significantly higher in former smokers (aOR, 1.34; 95% confidence interval [CI], 1.00 to 1.78; p=0.048). Current smokers had significantly higher rates of obstructive CAD (aOR, 1.46; 95% CI, 1.10 to 1.96; p=0.010), any coronary plaque (aOR, 1.41; 95% CI, 1.20 to 1.65; p<0.001), calcified plaque (aOR, 1.32; 95% CI, 1.13 to 1.55; p=0.001), non-calcified plaque (aOR, 1.72; 95% CI, 1.28 to 2.32; p<0.001), and mixed plaque (aOR, 2.00; 95% CI, 1.39 to 2.86; p<0.001) compared to never smokers.
CONCLUSIONS
This cross-sectional study revealed a significant association between current smoking and subclinical coronary atherosclerosis, as detected on CCTA. Additionally, former smoking demonstrated an association with non-calcified plaque, indicating elevated cardiovascular risk.
Summary
Combined effect of anemia and chronic rhinitis on hearing loss in Korean adults: a nationwide observational study
Yeong Jun Ju, Woorim Kim, Jina Han, Soon Young Lee
Epidemiol Health. 2024;e2024063.   Published online July 15, 2024
DOI: https://doi.org/10.4178/epih.e2024063    [Accepted]
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AbstractAbstract PDF
Abstract
OBJECTIVES
Studies have suggested an association between hearing loss and anemia. Hearing loss has also been linked to rhinitis, which is characterized by inflammation of the nasal mucous membranes and sinus mucosa. Few studies have concurrently explored the relationships between hearing loss, anemia, and rhinitis. This study was conducted to investigate the association between hearing loss and anemia and to further analyze the potential role of rhinitis in this relationship.
METHODS
Data were collected from the 2020 Korea National Health and Nutrition Examination Survey. Hearing loss was measured with an audiometer in a soundproof booth and was defined as at least moderate impairment (as indicated by a pure-tone average of ≥41 dB in the better-hearing ear). The association between hearing loss and anemia was analyzed using multivariable logistic regression. The combined effect of anemia and rhinitis on hearing loss was assessed with an interaction term.
RESULTS
Among the 2,772 participants, 477 (17.2%) exhibited hearing loss. Participants with anemia were more likely to experience hearing loss than those without anemia (odds ratio [OR], 1.58; 95% confidence interval [CI], 1.07 to 2.33). Furthermore, the odds of hearing loss were greater in participants with both anemia and rhinitis (OR, 3.79; 95% CI, 1.93 to 7.43) relative to those without either condition.
CONCLUSIONS
Anemia was associated with hearing loss in individuals aged 40 years and older. Based on the analysis of combined effects, participants with anemia and chronic rhinitis were more likely to experience hearing loss than individuals without these conditions.
Summary
Development and validation of the Health Literacy Index for the Community (HLIC) for the Korean National Health and Nutrition and Examination Survey
Junghee Yoon, Soo Jin Kang, Mangyeong Lee, Juhee Cho
Epidemiol Health. 2024;e2024061.   Published online July 10, 2024
DOI: https://doi.org/10.4178/epih.e2024061    [Accepted]
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Abstract
OBJECTIVES
We developed and validated the Health Literacy Index for the Community (HLIC) to assess the health literacy of the Korean population within the framework of the Korean National Health and Nutrition and Examination Survey.
METHODS
The HLIC was developed through 1) defining the conceptual framework and generating the item pool and 2) finalizing the items and identifying the cutoff value. Interviews were conducted to examine items' face validity, and a cross-sectional survey was performed to analyze the item-response theory and Rasch models to investigate the instrument's psychometric properties.
RESULTS
In this study of 1,041 participants, most had no difficulty understanding health information; however, 67.9% struggled to assess the reliability of health information from the internet or media. A 4-factor structure was identified through factor analysis, leading to the exclusion of some items. This resulted in 10 items across 4 domains: 1) disease prevention, 2) health promotion, 3) health care, and 4) technology and resources. The HLIC demonstrated good internal consistency, with a Cronbach's ɑ of 0.87. It also showed high test-retest reliability and correlations with other health literacy instruments. A sociodemographic analysis of the HLIC revealed disparities in health literacy across various age groups, education levels, and income brackets.
CONCLUSIONS
The HLIC was developed to systematically measure health literacy in Korea's general population. Its simplicity and conciseness ensure reliability and validity and improve its accessibility, making it particularly suitable for the broader Korean population, including those with lower literacy levels.
Summary
Comparison of HIV characteristics across 3 datasets: the Korea HIV/AIDS Cohort Study Prospective, Retrospective, and National Reporting System
Yunsu Choi, Jun Yong Choi, Bo Youl Choi, Bo Young Park, Shin-Woo Kim, Joon Young Song, Jung Ho Kim, Sang Il Kim
Epidemiol Health. 2024;e2024055.   Published online June 18, 2024
DOI: https://doi.org/10.4178/epih.e2024055    [Accepted]
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Abstract
OBJECTIVES
The Korea HIV/AIDS Cohort Study has been conducted prospectively for 18 years. However, it faces limitations in representing the entire population of patients with HIV in Korea. To address these limitations and validate the study design, we analyzed characteristics across several HIV datasets.
METHODS
We compared epidemiological and clinical characteristics from 3 datasets: the Korea HIV/AIDS Cohort Study (dataset 1, n=1,562), retrospective cohort data (dataset 2, n=2,665), and the national HIV reporting system of the Korea Disease Control and Prevention Agency (KDCA) (dataset 3, n=17,403).
RESULTS
The demographic characteristics of age, sex, and age at HIV diagnosis did not differ significantly across datasets. However, dataset 3 contained a higher percentage of patients diagnosed after 2008 (69.5%) than the other datasets. Regarding transmission routes, same-sex contact accounted for a greater proportion of dataset 1 (59.8%) compared to datasets 2 (20.9%) and 3 (32.6%). The percentage of patients with CD4 T-cell counts below 200/mm3 at HIV diagnosis was higher in datasets 1 (39.4%) and 2 (33.3%) compared to dataset 3 (16.3%). Initial HIV viral load measurements were not obtained for dataset 3.
CONCLUSIONS
The Korea HIV/AIDS Cohort Study demonstrated representativeness regarding the demographic characteristics of Korean patients. Of the sources, dataset 1 contained the most data on transmission routes. While the KDCA data encompassed all HIV patients, it lacked detailed clinical information. To improve the representativeness of the Korea HIV/AIDS Cohort Study, we propose expanding and revising the cohort design and enrolling more patients who have been recently diagnosed.
Summary
Seasonal impact of diurnal temperature range on intracerebral hemorrhage in middle-aged and elderly people in central China
Shiwen Wang, Jinyu Yin, Hao Zhou, Jingmin Lai, Guizheng Xiao, Zhuoya Tong, Jing Deng, Fang Yang, Qianshan Shi, jingcheng shi
Epidemiol Health. 2024;e2024053.   Published online June 11, 2024
DOI: https://doi.org/10.4178/epih.e2024053    [Accepted]
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AbstractAbstract
Abstract
OBJECTIVES
This study investigated the seasonal impact of diurnal temperature range (DTR) on hospitalization rates for intracerebral hemorrhage (ICH) in middle-aged and elderly adults.
METHODS
We collected data on the DTR and hospitalization records of ≥45-year-old patients with ICH in 2019 in Hunan Province, central China. Time-series analyses were performed using a distributed lag nonlinear model.
RESULTS
Overall, 54,690 hospitalizations for ICH were recorded. DTR showed a nonlinear relationship with ICH hospitalization in both middle-aged and elderly populations (45-59 and ≥60 years, respectively). During spring, a low DTR coupled with persistently low temperatures increased ICH risk in both age groups, while a high DTR was associated with an increased risk in the middle-aged group only (relative risk [RR], 1.24; 95% confidence interval [CI], 1.21 to 1.27). In the summer, a low DTR combined with persistently high temperatures was linked to a higher risk exclusively in the middle-aged group. A high DTR in the autumn was correlated with increased risk in both age groups. In winter, either a low DTR with a continuously low temperature or a high DTR elevated the risk solely in the elderly population (RR, 1.37; 95% CI, 1.00 to 1.69). In the elderly group, the impact of DTR on hospitalization risk manifested within a 5-day period.
CONCLUSIONS
The impact of DTR on ICH hospitalization risk differed significantly across seasons and between age groups. Elderly individuals demonstrated greater sensitivity to the impact of DTR. Weather forecasting services should emphasize DTR values, and interventions targeting sensitive populations are needed.
Summary
Inequality in dental flossing behavior among Korean adults based on household income levels
Zi-Lan Wang, Eun-Jae Choi, Seung-Hee Ryu, Seon-Jip Kim, Hyun-Jae Cho
Epidemiol Health. 2024;e2024052.   Published online May 24, 2024
DOI: https://doi.org/10.4178/epih.e2024052    [Accepted]
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AbstractAbstract PDF
Abstract
OBJECTIVES
The aim of this study was to estimate the association between household income and dental flossing.
METHODS
This cross-sectional study investigated the impact of household income on flossing among 9,391 adults aged 30+ with ≥20 natural teeth, utilizing data from the seventh Korea National Health and Nutrition Examination Survey (2016-2018). Outcome measures included flossing (yes/no), with income categorized into 4 levels: lowest, medium to low, medium to high, and highest. Logistic regression, adjusted for age, gender, brushing frequency, recent dental exams, periodontitis, smoking, and alcohol use, was employed to evaluate the influence of socioeconomic status on oral hygiene practices.
RESULTS
In the highest income group, flossing was 62.6% more prevalent than in the lowest income group (adjusted odds ratio [aOR], 1.63; 95% CI, 1.27-2.08). The strongest association between income levels and flossing was observed in individuals aged ≥70 years (aOR, 3.64; 95% CI, 1.86-7.11), with a decreasing strength of association in the 60s (aOR, 1.72; 95% CI, 1.05-2.84) and 50s age groups (aOR, 1.69; 95% CI, 1.07-2.68). Higher-income women demonstrated a higher frequency of flossing than their lower-income counterparts (aOR, 1.67; 95% CI, 1.24-2.23). Higher-income individuals without periodontitis were more likely to floss (aOR, 1.64; 95% CI, 1.23-2.18), and among those with periodontitis, flossing was significantly associated only with the highest income category (aOR, 1.64; 95% CI, 1.10-2.44).
CONCLUSIONS
The findings of this study indicate a significant correlation between higher household income levels and an increased prevalence of flossing.
Summary
Dietary mercury intake, the IL23R rs10889677 polymorphism, and the risk of gastric cancer: a hospital-based case-control study
Ji Hyun Kim, Madhawa Gunathilake, Jeonghee Lee, Il Ju Choi, Young-Il Kim, Jeongseon Kim
Epidemiol Health. 2024;e2024051.   Published online May 21, 2024
DOI: https://doi.org/10.4178/epih.e2024051    [Accepted]
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AbstractAbstract PDF
Abstract
OBJECTIVES
Mercury can stimulate immune responses through T helper 17 (Th17). The gene IL23R is a key factor in Th17 function, which may also contribute to digestive tract diseases. The aim of this study was to observe the associations between dietary mercury and gastric cancer (GC) and to investigate whether the IL23R rs10889677 polymorphism modifies those associations.
METHODS
This case-control study included 377 patients with GC and 756 healthy controls. Dietary mercury intake (total mercury and methylmercury) was assessed using a dietary heavy metal database incorporated into the food frequency questionnaire. IL23R genetic polymorphism rs10889677 (A>C) was genotyped. Odds ratios (OR) and 95% confidence intervals (CI) were calculated using unconditional logistic regression models with adjustments for potential confounders.
RESULTS
A higher dietary methylmercury intake was associated with an elevated risk of GC (OR for the highest versus lowest tertile [T3 vs. T1]=2.02; 95% CI, 1.41–2.91; p for trend <0.001). The IL23R rs10889677 reduced the risk of GC in individuals who carried at least 1 minor allele (OR=0.62; 95% CI, 0.46–0.83; p=0.001; AC/CC vs. AA). Individuals with a C allele exhibited a lower susceptibility to GC through methylmercury intake than those with the AA genotype (OR for the T3 of methylmercury and AA carriers=2.93; 95% CI, 1.77–4.87; and OR for the T3 of methylmercury and AC/CC genotype=1.30; 95% CI, 0.76–2.21; p-interaction=0.013).
CONCLUSIONS
Our findings suggest that a genetic polymorphism, rs10889677 in IL23R, plays a role in modifying the association between dietary methylmercury intake and the risk of GC.
Summary
Original Articles
Association of healthy lifestyle factors with the risk of hypertension, dyslipidemia, and their comorbidity in Korea: results from the Korea National Health and Nutrition Examination Survey 2019-2021
Ji-Sook Kong, Mi Kyung Kim
Epidemiol Health. 2024;46:e2024049.   Published online May 1, 2024
DOI: https://doi.org/10.4178/epih.e2024049
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AbstractAbstract AbstractSummary PDF
Abstract
OBJECTIVES
We investigated the association of individual healthy lifestyle factors (HLFs) and their combined healthy lifestyle score (HLS) with hypertension and/or dyslipidemia.
METHODS
We analyzed data from 10,693 adults aged ≥19 from the 2019 to 2021 Korea National Health and Nutrition Examination Survey. HLS was evaluated based on smoking status, alcohol consumption, body mass index (BMI), diet, and physical activity. Using logistic regression models, we estimated odds ratios (ORs) with 95% confidence intervals (CIs) to evaluate the associations of HLFs and HLS with hypertension, dyslipidemia, and their comorbidity.
RESULTS
The prevalence of hypertension alone, dyslipidemia alone, and their comorbidity was 8.7%, 24.6%, and 15.0%, respectively. Multivariable models showed an inverse association of hypertension (OR, 0.37; 95% CI, 0.30 to 0.46) and dyslipidemia (OR, 0.36; 95% CI, 0.32 to 0.41) with healthy BMI. Hypertension was inversely associated with healthy alcohol consumption (OR, 0.46; 95% CI, 0.35 to 0.61) and diet (OR, 0.79; 95% CI, 0.63 to 0.99), whereas dyslipidemia was inversely associated with non-smoking (OR, 0.51; 95% CI, 0.43 to 0.60). Physical activity was inversely associated with their comorbidity (OR, 0.69; 95% CI, 0.56 to 0.85). Adherence to HLS was associated with significantly lower odds of hypertension (81%), dyslipidemia (66%), and their conditions (89%) (all ptrend<0.001). Stratified analyses consistently showed inverse associations between HLS and hypertension and/or dyslipidemia independently of demographic factors (pinteractions>0.05).
CONCLUSIONS
HLFs were associated with lower risk for hypertension and/or dyslipidemia. Obesity may contribute significantly to the risk of these conditions, while relevant HLFs for individual chronic diseases may vary significantly.
Summary
Korean summary
건강한 생활 습관 요인(HLFs)의 개별 구성 요인들은 고혈압 및 이상지질혈증의 동반 위험과 각각의 상태와 음의 연관성을 보였다. 다양한 HLFs 중에서 BMI 상태가 중요한 요인으로 확인되었지만, 개별 만성 질환에 대한 관련 HLFs는 상당히 다를 수 있다. 또한, 명확한 용량-반응 관계가 관찰되어, 더 HLFs를 준수할수록 고혈압, 이상지질혈증 및 그들의 동반 가능성이 유의미하게 감소하는 것으로 나타났다.
Key Message
Individual components of healthy lifestyle factors (HLFs) were inversely associated with the risk of comorbid hypertension and dyslipidemia, as well as with each condition. Among the various HLFs, BMI status was identified as a significant factor, while relevant HLFs for individual chronic diseases may vary significantly. Additionally, clear dose-response associations were observed, indicating that adherence to more HLFs was significantly associated with decreasing odds of hypertension, dyslipidemia, and their comorbidity.
Causal effect of serum matrix metalloproteinase levels on venous thromboembolism: a Mendelian randomization study
Deheng Han, Fangcong Yu, Liangrong Zheng
Epidemiol Health. 2024;46:e2024046.   Published online April 24, 2024
DOI: https://doi.org/10.4178/epih.e2024046
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AbstractAbstract PDF
Abstract
OBJECTIVES
Serum matrix metalloproteinase (MMP) levels are associated with cardiovascular diseases. However, the causal associations between serum levels of specific MMPs and venous thromboembolism (VTE) remain unclear. The present study sought to explore the causal relationship between serum MMP levels and VTE by using the Mendelian randomization (MR) method.
METHODS
In this study 2-sample MR study, the exposure data on serum MMP levels were derived from genome-wide association studies involving 21,758 individuals from 13 cohorts of European descent. The outcome data on VTE, including deep vein thrombosis and pulmonary embolism, were derived from the FinnGen research project. The primary method used was the inverse-variance weighting method. The MR-Egger intercept test and the Cochran Q test were used to evaluate pleiotropy and heterogeneity.
RESULTS
Using the inverse-variance weighting method, higher serum MMP-12 levels were found to be associated with an increased risk of VTE (odds ratio, 1.04; 95% confidence interval, 1.01 to 1.07; p=0.001). Moreover, there was a weak association between the levels of certain MMPs and VTE. Sensitivity analyses revealed no significant heterogeneity and pleiotropy in our study, and the Steiger directionality test did not reveal a significant reverse causation association.
CONCLUSIONS
There is a causal association between MMP-12 levels and VTE, which may have substantial implications for the diagnostic and therapeutic strategies used for VTE.
Summary
Changes in food sufficiency among Korean adults in urban and rural areas during the COVID-19 pandemic: an analysis of the 7th and 8th Korea National Health and Nutrition Examination Survey
Sarang Jeong, Jin-Young Jeong, Sohyun Park
Epidemiol Health. 2024;46:e2024045.   Published online April 16, 2024
DOI: https://doi.org/10.4178/epih.e2024045
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AbstractAbstract AbstractSummary PDF
Abstract
OBJECTIVES
Understanding changes in food sufficiency within various demographic groups during emergency situations, such as the global coronavirus disease 2019 (COVID-19) pandemic, is crucial in formulating public health policies for future preparedness. This study investigated potential differences between urban and rural residents in food sufficiency trends during the COVID-19 pandemic and examined how these changes varied according to socio-demographic factors.
METHODS
This cross-sectional study analyzed data from 19,724 adults aged 20 years and older, utilizing information from the 7th-8th Korea National Health and Nutrition Examination Survey (2018-2021).
RESULTS
In urban areas, across all subpopulations, food sufficiency improved significantly during the COVID-19 period relative to pre-pandemic levels (p<0.001). However, in rural regions, a significant increase in food sufficiency during the COVID-19 era was observed only among female, with an odds ratio of 1.42 (95% confidence interval, 1.06 to 1.89). Nevertheless, no significant interaction terms were found between region and various socio-demographic factors regarding changes in food sufficiency during the COVID-19 period.
CONCLUSIONS
During the COVID-19 pandemic, food sufficiency among urban residents improved compared to the pre-pandemic era, whereas their rural counterparts saw no such improvement. Additionally, no significant interaction was detected between urban versus rural areas and changes in food sufficiency during the COVID-19 period. These findings indicate the need for targeted food policies to prepare for potential future pandemics, particularly in rural areas, where food sufficiency did not improve.
Summary
Korean summary
- 본 연구는 COVID-19 팬데믹 동안 도시와 농촌 지역의 성인들 사이에서 식품 충분성의 변화를 조사하고, 이 변화를 사회인구학적 요인에 따라 분석하였다. - 연구 결과, 코로나19 기간 동안 도시 지역의 다양한 인구통계학적 하위 그룹에서 식품 충분성이 크게 증가했으며, 농촌 지역에서는 여성들을 제외하고는 유의미한 변화가 나타나지 않았다. - 본 연구는 향후 팬데믹 대비를 위한 식품 충분성 정책을 개발할 때 인구통계학적 요인과 지역적 차이를 고려하는 것이 중요하며, 특히 농촌 지역에서의 필요성을 강조한다.
Key Message
- This study examined changes in food sufficiency among adults in urban and rural areas during the COVID-19 pandemic, focusing on socio-demographic factors. - Findings revealed that food sufficiency significantly increased in urban areas across various demographic subgroups during the COVID-19 period, while rural areas showed no significant overall change, except for an increase among women. - The study highlights the importance of considering socio-demographic factors and regional differences, particularly the need for targeted food assistance programs in rural areas, for future pandemic preparedness.
Original articles
Predicting over-the-counter antibiotic use in rural Pune, India, using machine learning methods
Pravin Arun Sawant, Sakshi Shantanu Hiralkar, Yogita Purushottam Hulsurkar, Mugdha Sharad Phutane, Uma Satish Mahajan, Abhay Machindra Kudale
Epidemiol Health. 2024;e2024044.   Published online April 13, 2024
DOI: https://doi.org/10.4178/epih.e2024044    [Accepted]
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AbstractAbstract PDF
Abstract
OBJECTIVES
Over-the-counter (OTC) antibiotic use can cause antibiotic resistance, threatening global public health gains. To counter OTC use, this study used machine learning (ML) methods to identify predictors of OTC antibiotic use in rural Pune, India.
METHODS
The features of OTC antibiotic use were selected using stepwise logistic, lasso, random forest, XGBoost, and Boruta algorithms. Regression and tree-based models with all confirmed and tentatively important features were built to predict the use of OTC antibiotics. Five-fold cross-validation was used to tune the models’ hyperparameters. The final model was selected based on the highest area under the curve (AUROC) with a 95% confidence interval and the lowest log-loss.
RESULTS
In rural Pune, the prevalence of OTC antibiotic use was 35.9% (95% CI, 31.56%-40.46%). The perception that buying medicines directly from a medicine shop/pharmacy is useful, using antibiotics for eye-related complaints, more household members consuming antibiotics, and longer duration and higher doses of antibiotic consumption in rural blocks and other social groups were confirmed as important features by the Boruta algorithm. The final model was the XGBoost+Boruta model with 7 predictors (AUROC=0.934; 95% CI, 0.8906-0.9782; log-loss=0.2793) log-loss.
CONCLUSIONS
XGBoost+Boruta, with 7 predictors, was the most accurate model for predicting OTC antibiotic use in rural Pune. Using OTC antibiotics for eye-related complaints, higher consumption of antibiotics and the perception that buying antibiotics directly from a medicine shop/pharmacy is useful were identified as key factors for planning interventions to improve awareness about proper antibiotic use.
Summary
Profiling the socioeconomic characteristics, dietary intake, and health status of Korean older adults for nutrition plan customization: a comparison of principal component, factor, and cluster analyses
Kyungsook Woo, Kirang Kim
Epidemiol Health. 2024;e2024043.   Published online April 12, 2024
DOI: https://doi.org/10.4178/epih.e2024043    [Accepted]
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AbstractAbstract AbstractSummary PDF
Abstract
OBJECTIVES
This study was conducted to establish profiles of socioeconomic characteristics, dietary intake, and health status among Korean older adults by employing 3 multivariate analysis techniques.
METHODs
Data were obtained from 1,352 adults aged 65 years and older who participated in the 2019 Korea National Health and Nutrition Examination Survey. Principal component analysis (PCA), factor analysis (FA), and cluster analysis (CA) were utilized for profiling, with data preprocessing undertaken to facilitate these approaches.
RESULTS
PCA, FA, and CA yielded similar results, reflecting the high common variance among the variables. PCA identified 4 components, accounting for 71.6% of the accumulated variance. FA revealed 5 factors, displaying a Kaiser-Meyer-Olkin value of 0.51 and explaining 74.3% of the total variance. Finally, CA grouped the participants into 4 clusters (R2=0.465). Both PCA and FA identified dietary intake (energy, protein, carbohydrate, etc.), social support from family (incorporating family structure, number of family numbers, and engagement in social eating), and health status (encompassing oral, physical, and subjective health) as key factors. CA classified Korean older adults into 4 distinct typologies, with significant differences observed in dietary intake, health status, and household income (p<0.01).
CONCLUSIONS
The study utilized PCA, FA, and CA to analyze profiling domains and derive characteristics of older adults in Korea, followed by a comparison of the results. The variables defining the clusters in CA were consistent with those identified by PCA and FA.
Summary
Korean summary
동일한 데이터셋을 사용하여 PCA, FA, CA를 이용한 프로파일링 분석이 한국의 노인들을 특성화하고 분류하기 위해 수행되었습니다. 분석 결과, 세 가지 기법은 한국 노인들의 특성에서 유사한 패턴을 보였습니다.
Key Message
Profiling analysis using PCA, FA, and CA was performed to characterize and classify older adults in Korea on the same dataset. As a result of the analysis, the three techniques showed similar patterns in the characteristics of Korean older adults.
Original Article
Association of decreased estimated glomerular filtration rate with lung cancer risk in the Korean population
Soonsu Shin, Min-Ho Kim, Chang-Mo Oh, Hyejin Chun, Eunhee Ha, Hyo Choon Lee, Seong Ho Moon, Dong-Young Lee, Dosang Cho, Sangho Lee, Min Hyung Jung, Jae-Hong Ryoo
Epidemiol Health. 2024;46:e2024041.   Published online March 20, 2024
DOI: https://doi.org/10.4178/epih.e2024041
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AbstractAbstract AbstractSummary PDF
Abstract
OBJECTIVES
Inconsistent results are available regarding the association between low estimated glomerular filtration rate (eGFR) and lung cancer risk. We aimed to explore the risk of lung cancer according to eGFR category in the Korean population.
METHODS
We included 358,293 adults who underwent health checkups between 2009 and 2010, utilizing data from the National Health Insurance Service-National Sample Cohort. Participants were categorized into 3 groups based on their baseline eGFR, as determined using the Chronic Kidney Disease Epidemiology Collaboration equation: group 1 (eGFR ≥90 mL/min/1.73 m<sup>2</sup>), group 2 (eGFR ≥60 to <90 mL/min/1.73 m<sup>2</sup>), and group 3 (eGFR <60 mL/min/1.73 m<sup>2</sup>). Incidences of lung cancer were identified using the corresponding codes from the International Classification of Diseases, 10th revision. Multivariate Cox proportional hazard models were employed to calculate the adjusted hazard ratios (HRs) and 95% confidence intervals (CIs) for lung cancer incidence up to 2019.
RESULTS
In multivariate analysis, group 2 exhibited a 26% higher risk of developing lung cancer than group 1 (HR, 1.26; 95% CI, 1.19 to 1.35). Furthermore, group 3 demonstrated a 72% elevated risk of lung cancer relative to group 1 (HR, 1.72; 95% CI, 1.58 to 1.89). Among participants with dipstick proteinuria of 2+ or greater, group 3 faced a significantly higher risk of lung cancer than group 1 (HR, 2.93; 95% CI, 1.37 to 6.24).
CONCLUSIONS
Low eGFR was significantly associated with increased lung cancer risk within the Korean population. A particularly robust association was observed in individuals with severe proteinuria, emphasizing the need for further investigation.
Summary
Korean summary
이번 연구에서는 한국인 인구집단에서 단백뇨와 동반된 낮은 사구체 여과율이 페암의 발생 위험을 증가시켰다. 이는 신장기능의 저하가 폐암의 위험을 증가시킬 수 있음을 시사한다. 신장기능이 저하된 환자들의 면밀한 추적관찰이 필요할 수 있다.
Key Message
Our research found that lower estimated glomerular filtration rate with proteinuria increased the risk of lung cancer in a Korean population. These findings suggest that decreased kidney function may increase the risk of lung cancer, indicating the need for careful observation of patients with impaired kidney function.

Epidemiol Health : Epidemiology and Health