1.The mediating effect of the Korean Healthy Eating Index on the relationship between lifestyle patterns and metabolic syndrome in middle-aged Koreans: data from the 2019–2021Korea National Health and Nutrition Examination Survey
Sori ON ; Woori NA ; Cheongmin SOHN
Nutrition Research and Practice 2025;19(1):96-106
BACKGROUND/OBJECTIVES:
Metabolic syndrome (MetS) is closely connected to dietary and lifestyle factors, with diet being one of the primary risk factors for MetS, acting as a key factor in both prevention and management. In this study, we analyzed the mediating effect of the Korean Healthy Eating Index (KHEI) on the relationship between lifestyle patterns and MetS in middle-aged Koreans using data from the 2019–2021 Korea National Health and Nutrition Examination Survey (KNHANES).
SUBJECTS/METHODS:
This study examined data from 5,196 adults aged 40–64 yrs who participated in the eighth KNHANES. Data on 5 lifestyle factors—smoking, alcohol consumption, physical activity, sleep duration, and stress perception—were analyzed. The latent class analysis (LCA) was performed using Mplus 8.11, and SPSS PROCESS Macro v4.2 was used for statistical analysis to analyze the mediating effect of the KHEI.
RESULTS:
The model categorized lifestyle factors into three into 3 clusters: ‘Low Activity Class,’ ‘Low Activity and Smoking Class,’ and ‘Multiple Risk Class.’ The KHEI mediation analysis showed significant effects: 0.0205 (95% confidence interval [CI], 0.0062–0.0363) in the ‘Low Activity and Smoke Class,’ and 0.0420 (95% CI, 0.0133–0.0726) in the ‘Multiple Risk Class.’ The mediating effect of the KHEI domain “adequacy” was significant in these groups, with effects of 0.0357 (95% CI, 0.0184–00563) and 0.0662 (95% CI, 0.0364–0.6491), for the respective groups. Balance of energy intake was significant in the group with ‘Multiple Risk Class’ (0.0189; 95% CI, 0.0044–0.0378).
CONCLUSION
The results suggest that a healthy diet improves health management and reduces risk factors for MetS. Nonetheless, better strategies for dietary improvement through a detailed analysis of KHEI components are warranted.
2.The mediating effect of the Korean Healthy Eating Index on the relationship between lifestyle patterns and metabolic syndrome in middle-aged Koreans: data from the 2019–2021Korea National Health and Nutrition Examination Survey
Sori ON ; Woori NA ; Cheongmin SOHN
Nutrition Research and Practice 2025;19(1):96-106
BACKGROUND/OBJECTIVES:
Metabolic syndrome (MetS) is closely connected to dietary and lifestyle factors, with diet being one of the primary risk factors for MetS, acting as a key factor in both prevention and management. In this study, we analyzed the mediating effect of the Korean Healthy Eating Index (KHEI) on the relationship between lifestyle patterns and MetS in middle-aged Koreans using data from the 2019–2021 Korea National Health and Nutrition Examination Survey (KNHANES).
SUBJECTS/METHODS:
This study examined data from 5,196 adults aged 40–64 yrs who participated in the eighth KNHANES. Data on 5 lifestyle factors—smoking, alcohol consumption, physical activity, sleep duration, and stress perception—were analyzed. The latent class analysis (LCA) was performed using Mplus 8.11, and SPSS PROCESS Macro v4.2 was used for statistical analysis to analyze the mediating effect of the KHEI.
RESULTS:
The model categorized lifestyle factors into three into 3 clusters: ‘Low Activity Class,’ ‘Low Activity and Smoking Class,’ and ‘Multiple Risk Class.’ The KHEI mediation analysis showed significant effects: 0.0205 (95% confidence interval [CI], 0.0062–0.0363) in the ‘Low Activity and Smoke Class,’ and 0.0420 (95% CI, 0.0133–0.0726) in the ‘Multiple Risk Class.’ The mediating effect of the KHEI domain “adequacy” was significant in these groups, with effects of 0.0357 (95% CI, 0.0184–00563) and 0.0662 (95% CI, 0.0364–0.6491), for the respective groups. Balance of energy intake was significant in the group with ‘Multiple Risk Class’ (0.0189; 95% CI, 0.0044–0.0378).
CONCLUSION
The results suggest that a healthy diet improves health management and reduces risk factors for MetS. Nonetheless, better strategies for dietary improvement through a detailed analysis of KHEI components are warranted.
3.The mediating effect of the Korean Healthy Eating Index on the relationship between lifestyle patterns and metabolic syndrome in middle-aged Koreans: data from the 2019–2021Korea National Health and Nutrition Examination Survey
Sori ON ; Woori NA ; Cheongmin SOHN
Nutrition Research and Practice 2025;19(1):96-106
BACKGROUND/OBJECTIVES:
Metabolic syndrome (MetS) is closely connected to dietary and lifestyle factors, with diet being one of the primary risk factors for MetS, acting as a key factor in both prevention and management. In this study, we analyzed the mediating effect of the Korean Healthy Eating Index (KHEI) on the relationship between lifestyle patterns and MetS in middle-aged Koreans using data from the 2019–2021 Korea National Health and Nutrition Examination Survey (KNHANES).
SUBJECTS/METHODS:
This study examined data from 5,196 adults aged 40–64 yrs who participated in the eighth KNHANES. Data on 5 lifestyle factors—smoking, alcohol consumption, physical activity, sleep duration, and stress perception—were analyzed. The latent class analysis (LCA) was performed using Mplus 8.11, and SPSS PROCESS Macro v4.2 was used for statistical analysis to analyze the mediating effect of the KHEI.
RESULTS:
The model categorized lifestyle factors into three into 3 clusters: ‘Low Activity Class,’ ‘Low Activity and Smoking Class,’ and ‘Multiple Risk Class.’ The KHEI mediation analysis showed significant effects: 0.0205 (95% confidence interval [CI], 0.0062–0.0363) in the ‘Low Activity and Smoke Class,’ and 0.0420 (95% CI, 0.0133–0.0726) in the ‘Multiple Risk Class.’ The mediating effect of the KHEI domain “adequacy” was significant in these groups, with effects of 0.0357 (95% CI, 0.0184–00563) and 0.0662 (95% CI, 0.0364–0.6491), for the respective groups. Balance of energy intake was significant in the group with ‘Multiple Risk Class’ (0.0189; 95% CI, 0.0044–0.0378).
CONCLUSION
The results suggest that a healthy diet improves health management and reduces risk factors for MetS. Nonetheless, better strategies for dietary improvement through a detailed analysis of KHEI components are warranted.
4.The Relationship between the Dietary Inflammatory Index (DII) and Cataract Prevalence in the Korean Elderly: Using Data from the 2019∼2021 Korea National Health and Nutrition Examination Survey
Woori NA ; Eunji LEE ; Cheongmin SOHN
Journal of the Korean Dietetic Association 2025;31(1):1-12
Cataract is a common eye disease in the elderly. It is affected by various factors including oxidative stress which cause inflammation and damage to the lens. In this study, we aimed to analyze the relationship between the dietary inflammatory index (DII), which indicates the contribution of various dietary components to inflammation, and cataract. The study was a cross-sectional study using data from the 2019∼2021 Korea National Health and Nutrition Examination Survey (KNHANES) and included 3,427 people aged 65 years and older. The DII was derived using a 24-hour recall method. To analyze the association between dietary inflammation and cataracts, we divided the DII into tertiles and performed logistic regression analysis. All analyses were performed using SPSS version 29.0. The results showed that 1,457 (42.5%) patients had cataracts.The DII was 1.56±0.1 in the cataract group and 1.18±0.1 in the non-cataract group (P<0.001). Logistic regression analysis with adjusted variables to analyze the association of DII with cataracts showed that the odds ratio (OR) of cataract incidence was lower from T1 to T3 (OR, 0.82; 95% CI, 0.68∼0.99, P for trend=0.040). This study shows that a lower DII score is associated with a lower OR of cataract development in the Korean elderly. This suggest that dietary strategies focusing on anti-inflammatory foods are needed to delay and effectively manage cataract development.
5.The Relationship between the Dietary Inflammatory Index (DII) and Cataract Prevalence in the Korean Elderly: Using Data from the 2019∼2021 Korea National Health and Nutrition Examination Survey
Woori NA ; Eunji LEE ; Cheongmin SOHN
Journal of the Korean Dietetic Association 2025;31(1):1-12
Cataract is a common eye disease in the elderly. It is affected by various factors including oxidative stress which cause inflammation and damage to the lens. In this study, we aimed to analyze the relationship between the dietary inflammatory index (DII), which indicates the contribution of various dietary components to inflammation, and cataract. The study was a cross-sectional study using data from the 2019∼2021 Korea National Health and Nutrition Examination Survey (KNHANES) and included 3,427 people aged 65 years and older. The DII was derived using a 24-hour recall method. To analyze the association between dietary inflammation and cataracts, we divided the DII into tertiles and performed logistic regression analysis. All analyses were performed using SPSS version 29.0. The results showed that 1,457 (42.5%) patients had cataracts.The DII was 1.56±0.1 in the cataract group and 1.18±0.1 in the non-cataract group (P<0.001). Logistic regression analysis with adjusted variables to analyze the association of DII with cataracts showed that the odds ratio (OR) of cataract incidence was lower from T1 to T3 (OR, 0.82; 95% CI, 0.68∼0.99, P for trend=0.040). This study shows that a lower DII score is associated with a lower OR of cataract development in the Korean elderly. This suggest that dietary strategies focusing on anti-inflammatory foods are needed to delay and effectively manage cataract development.
6.The mediating effect of the Korean Healthy Eating Index on the relationship between lifestyle patterns and metabolic syndrome in middle-aged Koreans: data from the 2019–2021Korea National Health and Nutrition Examination Survey
Sori ON ; Woori NA ; Cheongmin SOHN
Nutrition Research and Practice 2025;19(1):96-106
BACKGROUND/OBJECTIVES:
Metabolic syndrome (MetS) is closely connected to dietary and lifestyle factors, with diet being one of the primary risk factors for MetS, acting as a key factor in both prevention and management. In this study, we analyzed the mediating effect of the Korean Healthy Eating Index (KHEI) on the relationship between lifestyle patterns and MetS in middle-aged Koreans using data from the 2019–2021 Korea National Health and Nutrition Examination Survey (KNHANES).
SUBJECTS/METHODS:
This study examined data from 5,196 adults aged 40–64 yrs who participated in the eighth KNHANES. Data on 5 lifestyle factors—smoking, alcohol consumption, physical activity, sleep duration, and stress perception—were analyzed. The latent class analysis (LCA) was performed using Mplus 8.11, and SPSS PROCESS Macro v4.2 was used for statistical analysis to analyze the mediating effect of the KHEI.
RESULTS:
The model categorized lifestyle factors into three into 3 clusters: ‘Low Activity Class,’ ‘Low Activity and Smoking Class,’ and ‘Multiple Risk Class.’ The KHEI mediation analysis showed significant effects: 0.0205 (95% confidence interval [CI], 0.0062–0.0363) in the ‘Low Activity and Smoke Class,’ and 0.0420 (95% CI, 0.0133–0.0726) in the ‘Multiple Risk Class.’ The mediating effect of the KHEI domain “adequacy” was significant in these groups, with effects of 0.0357 (95% CI, 0.0184–00563) and 0.0662 (95% CI, 0.0364–0.6491), for the respective groups. Balance of energy intake was significant in the group with ‘Multiple Risk Class’ (0.0189; 95% CI, 0.0044–0.0378).
CONCLUSION
The results suggest that a healthy diet improves health management and reduces risk factors for MetS. Nonetheless, better strategies for dietary improvement through a detailed analysis of KHEI components are warranted.
7.The Relationship between the Dietary Inflammatory Index (DII) and Cataract Prevalence in the Korean Elderly: Using Data from the 2019∼2021 Korea National Health and Nutrition Examination Survey
Woori NA ; Eunji LEE ; Cheongmin SOHN
Journal of the Korean Dietetic Association 2025;31(1):1-12
Cataract is a common eye disease in the elderly. It is affected by various factors including oxidative stress which cause inflammation and damage to the lens. In this study, we aimed to analyze the relationship between the dietary inflammatory index (DII), which indicates the contribution of various dietary components to inflammation, and cataract. The study was a cross-sectional study using data from the 2019∼2021 Korea National Health and Nutrition Examination Survey (KNHANES) and included 3,427 people aged 65 years and older. The DII was derived using a 24-hour recall method. To analyze the association between dietary inflammation and cataracts, we divided the DII into tertiles and performed logistic regression analysis. All analyses were performed using SPSS version 29.0. The results showed that 1,457 (42.5%) patients had cataracts.The DII was 1.56±0.1 in the cataract group and 1.18±0.1 in the non-cataract group (P<0.001). Logistic regression analysis with adjusted variables to analyze the association of DII with cataracts showed that the odds ratio (OR) of cataract incidence was lower from T1 to T3 (OR, 0.82; 95% CI, 0.68∼0.99, P for trend=0.040). This study shows that a lower DII score is associated with a lower OR of cataract development in the Korean elderly. This suggest that dietary strategies focusing on anti-inflammatory foods are needed to delay and effectively manage cataract development.
8.The mediating effect of the Korean Healthy Eating Index on the relationship between lifestyle patterns and metabolic syndrome in middle-aged Koreans: data from the 2019–2021Korea National Health and Nutrition Examination Survey
Sori ON ; Woori NA ; Cheongmin SOHN
Nutrition Research and Practice 2025;19(1):96-106
BACKGROUND/OBJECTIVES:
Metabolic syndrome (MetS) is closely connected to dietary and lifestyle factors, with diet being one of the primary risk factors for MetS, acting as a key factor in both prevention and management. In this study, we analyzed the mediating effect of the Korean Healthy Eating Index (KHEI) on the relationship between lifestyle patterns and MetS in middle-aged Koreans using data from the 2019–2021 Korea National Health and Nutrition Examination Survey (KNHANES).
SUBJECTS/METHODS:
This study examined data from 5,196 adults aged 40–64 yrs who participated in the eighth KNHANES. Data on 5 lifestyle factors—smoking, alcohol consumption, physical activity, sleep duration, and stress perception—were analyzed. The latent class analysis (LCA) was performed using Mplus 8.11, and SPSS PROCESS Macro v4.2 was used for statistical analysis to analyze the mediating effect of the KHEI.
RESULTS:
The model categorized lifestyle factors into three into 3 clusters: ‘Low Activity Class,’ ‘Low Activity and Smoking Class,’ and ‘Multiple Risk Class.’ The KHEI mediation analysis showed significant effects: 0.0205 (95% confidence interval [CI], 0.0062–0.0363) in the ‘Low Activity and Smoke Class,’ and 0.0420 (95% CI, 0.0133–0.0726) in the ‘Multiple Risk Class.’ The mediating effect of the KHEI domain “adequacy” was significant in these groups, with effects of 0.0357 (95% CI, 0.0184–00563) and 0.0662 (95% CI, 0.0364–0.6491), for the respective groups. Balance of energy intake was significant in the group with ‘Multiple Risk Class’ (0.0189; 95% CI, 0.0044–0.0378).
CONCLUSION
The results suggest that a healthy diet improves health management and reduces risk factors for MetS. Nonetheless, better strategies for dietary improvement through a detailed analysis of KHEI components are warranted.
9.Effect of web-based personalized nutrition management on gut microbiota in Korean patients with irritable bowel syndrome aged between 20 and 30 years
Woori NA ; Dayoung OH ; Seohyeon HWANG ; Cheongmin SOHN
Journal of Nutrition and Health 2024;57(1):75-87
Purpose:
Dietary habits are strongly related to the symptoms of people with irritable bowel syndrome (IBS). Therefore, personalized nutrition management can help reduce symptoms and improve the quality of life of people with IBS. This study assessed the effectiveness of a personalized web-based nutrition management based on the types of food that trigger IBS symptoms.
Methods:
Sixty Korean adults with IBS according to Rome IV criteria in their 20s and 30s were enrolled in this study. The data from the final 49 patients who completed a three-month personalized nutrition intervention were analyzed. The general information, anthropometry, dietary intake survey, and gut microbiota were examined pre and post-intervention. The gut microbiota analysis included the relative abundance and the Shannon index. The food intake was recorded for two days for personalized nutrition education, followed by three months of personalized nutrition intervention. Statistical analysis was performed using the Wilcoxon signed-rank test in SPSS 26.0, with the significance set to p < 0.05.
Results:
The relative abundance of the gut microbiota changed after personalized nutrition management, with a significant decrease in the presence of Veillonella (p = 0.048). Furthermore, when the gut microbiota was analyzed according to the type of food that triggers symptoms, the diversity was increased significantly in the high fermentable oligosaccharides, disaccharides, monosaccharides, and polyols (FODMAPs) type (p = 0.031) and FODMAPs-containing gluten-type personalized nutrition intervention types (p < 0.001).
Conclusions
Gut microbial diversity and gut microbiota distribution changed after using web-based personalized nutrition management. Hence, personalized nutrition management that considers trigger foods may improve IBS symptoms.
10.Process evaluation of a mobile healthcare program among employees with overweight and obesity: a 12-week intervention study investigating the role of engagement
Imhuei SON ; Jiyoun HONG ; Young Hee HAN ; Bo Jeong GONG ; Meng Yuan ZHANG ; Woori NA ; Cheongmin SOHN ; Taisun HYUN
Korean Journal of Community Nutrition 2023;28(6):466-479
Objectives:
A mobile health intervention program was provided for employees with overweight and obesity for 12 weeks, and a process evaluation was completed at the end of the program. We investigated participant engagement based on app usage data, and whether engagement was associated with the degree of satisfaction with the program.
Methods:
The program involved the use of a dietary coaching app and a wearable device for monitoring physical activity and body composition. A total of 235 employees participated in the program. App usage data were collected from a mobile platform, and a questionnaire survey on process evaluation and needs assessment was conducted during the post-test.
Results:
The engagement level of the participants decreased over time. Participants in their 40s, high school graduates or lower education, and manufacturing workers showed higher engagement than other age groups, college graduates, and office workers, respectively. The overall satisfaction score was 3.6 out of 5. When participants were categorized into three groups according to their engagement level, the upper group was more satisfied than the lower group. A total of 71.5% of participants answered that they wanted to rejoin or recommend the program, and 71.9% answered that the program was helpful in improving their dietary habits. The most helpful components in the program were diet records and a 1:1 chat with the dietary coach from the dietary coaching app. The barriers to improving dietary habits included company dinners, special occasions, lack of time, and eating out. The workplace dietary management programs were recognized as necessary with a need score of 3.9 out of 5.
Conclusions
Participants were generally satisfied with the mobile health intervention program, particularly highly engaged participants. Feedback from a dietary coach was an important factor in increasing satisfaction.

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