1.Trends in cross-border shopping for dietary supplements in South Korea with a focus on major types of health functional foods
Youngmin NAM ; Linxi HUANG ; Jong-Youn RHA ; Bongwon SUH ; Jihyun YOON
Nutrition Research and Practice 2025;19(2):241-256
BACKGROUND/OBJECTIVES:
Dietary supplements are popular among Korean consumers in the cross-border market. This study examined the cross-border shopping trends of dietary supplements in Korea, focusing on the major health functional foods.MATERIALS/METHODS: This study analyzed the customs clearance data provided by the Korea Customs Service, spanning 2019–2021. The term ‘health functional foods,’ which are manufactured with functional ingredients specified by law, was distinguished from the broader concept of ‘dietary supplements.’ The trends in dietary supplements and the major types of health functional foods in cross-border shopping were analyzed. The top 10 most purchased health functional foods were identified and analyzed by consumer gender and age group.
RESULTS:
Dietary supplements constituted 19.1% of all cross-border items, with the primary consumers being women aged 30 and 40 yrs. The most popular type of health functional foods was the ‘multi-nutrient product,’ comprising 14.5% of all health functional food items.‘Protein’ was popular among men and younger age groups, while ‘probiotics’ was favored by women. In particular, 32.3% of health functional food items were related to blood health.
CONCLUSION
The cross-border market for dietary supplements in Korea is experiencing growth, with consumer preferences varying by gender and age. These findings can assist in the development of regulatory policies that align with market trends and consumer needs in cross-border shopping for dietary supplements.
2.Food insecurity and its associated characteristics of the elderly in Seoul:analysis of the data from the Seoul Food Survey 2023
Hyunjeong PARK ; Youngmin NAM ; Linxi HUANG ; Youngmi LEE ; Jihyun YOON
Nutrition Research and Practice 2025;19(1):117-130
BACKGROUND/OBJECTIVES:
This study examined the socio-demographic and dietary characteristics of the elderly in Seoul according to their food insecurity status and analyzed the characteristics associated with food insecurity.
SUBJECTS/METHODS:
The data from 513 elderly individuals aged 65 or older were analyzed using the raw data from the Seoul Food Survey 2023. The subjects were classified into food-secure or food-insecure groups. The socio-demographic and dietary characteristics of each group were analyzed. Logistic regression analysis was conducted to identify the characteristics associated with food insecurity among the elderly in Seoul.
RESULTS:
The proportion of the food-insecure group was 56.9% among the total elderly in Seoul. The main reasons for experiencing food insecurity were environmental (38.0%), followed by physical (37.5%) and financial (24.5%). The food-insecure group had a higher frequency of skipping breakfast and eating alone than the food-secure group while having lower dietary literacy and food environment satisfaction. Logistic regression analysis showed that the elderly living alone were approximately four times (odds ratio [OR], 3.59; 95% confidence interval [CI], 1.52–8.51) more likely to suffer food insecurity than those living with others. Higher digital food literacy (OR, 0.63; 95% CI, 0.41–0.97) and food environment satisfaction (OR, 0.38; 95% CI, 0.20–0.74) were associated with a lower likelihood of food insecurity.
CONCLUSION
These results suggest that policies aimed at improving food security for the elderly in Seoul should prioritize those living alone. Educational programs designed to enhance the ability to purchase online food, use self-service kiosks in restaurants, and use food delivery apps would effectively decrease food insecurity among the elderly in Seoul.Furthermore, policies aimed at improving the food environment may also help reduce food insecurity among this population.
3.Trends in cross-border shopping for dietary supplements in South Korea with a focus on major types of health functional foods
Youngmin NAM ; Linxi HUANG ; Jong-Youn RHA ; Bongwon SUH ; Jihyun YOON
Nutrition Research and Practice 2025;19(2):241-256
BACKGROUND/OBJECTIVES:
Dietary supplements are popular among Korean consumers in the cross-border market. This study examined the cross-border shopping trends of dietary supplements in Korea, focusing on the major health functional foods.MATERIALS/METHODS: This study analyzed the customs clearance data provided by the Korea Customs Service, spanning 2019–2021. The term ‘health functional foods,’ which are manufactured with functional ingredients specified by law, was distinguished from the broader concept of ‘dietary supplements.’ The trends in dietary supplements and the major types of health functional foods in cross-border shopping were analyzed. The top 10 most purchased health functional foods were identified and analyzed by consumer gender and age group.
RESULTS:
Dietary supplements constituted 19.1% of all cross-border items, with the primary consumers being women aged 30 and 40 yrs. The most popular type of health functional foods was the ‘multi-nutrient product,’ comprising 14.5% of all health functional food items.‘Protein’ was popular among men and younger age groups, while ‘probiotics’ was favored by women. In particular, 32.3% of health functional food items were related to blood health.
CONCLUSION
The cross-border market for dietary supplements in Korea is experiencing growth, with consumer preferences varying by gender and age. These findings can assist in the development of regulatory policies that align with market trends and consumer needs in cross-border shopping for dietary supplements.
4.Food insecurity and its associated characteristics of the elderly in Seoul:analysis of the data from the Seoul Food Survey 2023
Hyunjeong PARK ; Youngmin NAM ; Linxi HUANG ; Youngmi LEE ; Jihyun YOON
Nutrition Research and Practice 2025;19(1):117-130
BACKGROUND/OBJECTIVES:
This study examined the socio-demographic and dietary characteristics of the elderly in Seoul according to their food insecurity status and analyzed the characteristics associated with food insecurity.
SUBJECTS/METHODS:
The data from 513 elderly individuals aged 65 or older were analyzed using the raw data from the Seoul Food Survey 2023. The subjects were classified into food-secure or food-insecure groups. The socio-demographic and dietary characteristics of each group were analyzed. Logistic regression analysis was conducted to identify the characteristics associated with food insecurity among the elderly in Seoul.
RESULTS:
The proportion of the food-insecure group was 56.9% among the total elderly in Seoul. The main reasons for experiencing food insecurity were environmental (38.0%), followed by physical (37.5%) and financial (24.5%). The food-insecure group had a higher frequency of skipping breakfast and eating alone than the food-secure group while having lower dietary literacy and food environment satisfaction. Logistic regression analysis showed that the elderly living alone were approximately four times (odds ratio [OR], 3.59; 95% confidence interval [CI], 1.52–8.51) more likely to suffer food insecurity than those living with others. Higher digital food literacy (OR, 0.63; 95% CI, 0.41–0.97) and food environment satisfaction (OR, 0.38; 95% CI, 0.20–0.74) were associated with a lower likelihood of food insecurity.
CONCLUSION
These results suggest that policies aimed at improving food security for the elderly in Seoul should prioritize those living alone. Educational programs designed to enhance the ability to purchase online food, use self-service kiosks in restaurants, and use food delivery apps would effectively decrease food insecurity among the elderly in Seoul.Furthermore, policies aimed at improving the food environment may also help reduce food insecurity among this population.
5.Trends in cross-border shopping for dietary supplements in South Korea with a focus on major types of health functional foods
Youngmin NAM ; Linxi HUANG ; Jong-Youn RHA ; Bongwon SUH ; Jihyun YOON
Nutrition Research and Practice 2025;19(2):241-256
BACKGROUND/OBJECTIVES:
Dietary supplements are popular among Korean consumers in the cross-border market. This study examined the cross-border shopping trends of dietary supplements in Korea, focusing on the major health functional foods.MATERIALS/METHODS: This study analyzed the customs clearance data provided by the Korea Customs Service, spanning 2019–2021. The term ‘health functional foods,’ which are manufactured with functional ingredients specified by law, was distinguished from the broader concept of ‘dietary supplements.’ The trends in dietary supplements and the major types of health functional foods in cross-border shopping were analyzed. The top 10 most purchased health functional foods were identified and analyzed by consumer gender and age group.
RESULTS:
Dietary supplements constituted 19.1% of all cross-border items, with the primary consumers being women aged 30 and 40 yrs. The most popular type of health functional foods was the ‘multi-nutrient product,’ comprising 14.5% of all health functional food items.‘Protein’ was popular among men and younger age groups, while ‘probiotics’ was favored by women. In particular, 32.3% of health functional food items were related to blood health.
CONCLUSION
The cross-border market for dietary supplements in Korea is experiencing growth, with consumer preferences varying by gender and age. These findings can assist in the development of regulatory policies that align with market trends and consumer needs in cross-border shopping for dietary supplements.
6.Food insecurity and its associated characteristics of the elderly in Seoul:analysis of the data from the Seoul Food Survey 2023
Hyunjeong PARK ; Youngmin NAM ; Linxi HUANG ; Youngmi LEE ; Jihyun YOON
Nutrition Research and Practice 2025;19(1):117-130
BACKGROUND/OBJECTIVES:
This study examined the socio-demographic and dietary characteristics of the elderly in Seoul according to their food insecurity status and analyzed the characteristics associated with food insecurity.
SUBJECTS/METHODS:
The data from 513 elderly individuals aged 65 or older were analyzed using the raw data from the Seoul Food Survey 2023. The subjects were classified into food-secure or food-insecure groups. The socio-demographic and dietary characteristics of each group were analyzed. Logistic regression analysis was conducted to identify the characteristics associated with food insecurity among the elderly in Seoul.
RESULTS:
The proportion of the food-insecure group was 56.9% among the total elderly in Seoul. The main reasons for experiencing food insecurity were environmental (38.0%), followed by physical (37.5%) and financial (24.5%). The food-insecure group had a higher frequency of skipping breakfast and eating alone than the food-secure group while having lower dietary literacy and food environment satisfaction. Logistic regression analysis showed that the elderly living alone were approximately four times (odds ratio [OR], 3.59; 95% confidence interval [CI], 1.52–8.51) more likely to suffer food insecurity than those living with others. Higher digital food literacy (OR, 0.63; 95% CI, 0.41–0.97) and food environment satisfaction (OR, 0.38; 95% CI, 0.20–0.74) were associated with a lower likelihood of food insecurity.
CONCLUSION
These results suggest that policies aimed at improving food security for the elderly in Seoul should prioritize those living alone. Educational programs designed to enhance the ability to purchase online food, use self-service kiosks in restaurants, and use food delivery apps would effectively decrease food insecurity among the elderly in Seoul.Furthermore, policies aimed at improving the food environment may also help reduce food insecurity among this population.
7.Bioinformatics analysis of acute kidney injury based on pathway-associated deep neural network
Shuifen LIANG ; Wei GANG ; Wei CHEN ; Caiming ZHONG ; Linxi HUANG ; Yuanjun WANG ; Zhiyong GUO
Academic Journal of Naval Medical University 2025;46(9):1148-1158
Objective To screen for key genes and important pathways common for different etiologies of acute kidney injury(AKI)by pathway-associated deep neural network and multiple machine learning algorithms.Methods AKI microarray datasets GSE30718,GSE37838,GSE53769,GSE108113,GSE125779,GSE99325,and GSE174020 downloaded from the Gene Expression Omnibus(GEO)database were merged,including 60 kidney samples from AKI patients and 79 kidney samples from healthy controls.They were divided(8∶2)into training sets and test sets,and were used to train and evaluate pathway-associated deep neural network and 4 machine learning algorithms,including least absolute shrinkage and selection operator(LASSO),random forest(RF),support vector machine-recursive feature elimination(SVM-RFE),and extreme gradient boosting(XgBoost),to screen for common key genes and pathways of different etiologies of AKI.The downloaded datasets GSE99340 and GSE1563 were merged,including 43 kidney samples from AKI patients and 36 kidney samples from healthy controls,which were used as external validation sets for LASSO model and nomogram performance test based on the final screened genes.The pathway-associated deep neural network and machine learning algorithms were evaluated using receiver operating characteristic curves,precision,recall,accuracy,and F1-score.The immune cell infiltration characteristics were explored in AKI via cell-type identification by estimating relative subsets of RNA transcripts(CIBERSORT),and Pearson correlation coefficients were used to evaluate the correlation between the final screened common key genes and immune cell infiltration levels.Results The pathway-associated deep neural network trained by 5-fold cross validation produced an area under curve(AUC)of 0.914 5±0.007 0,a precision of 0.750 0±0.044 0,a recall of 0.923 1±0.048 0,an accuracy of 0.838 7±0.016 0,and an F1-score of 0.827 6±0.020 0 in the test set,yielding a robust and highly accurate classification performance for AKI,and identified key pathways and a subset of candidate genes.The 4 machine learning algorithms all achieved high discriminative performance for AKI in the test set with AUC≥0.860,precision≥0.750,recall≥0.800,and F1-score≥0.774,and screened 7 common key genes for AKI with different etiologies,including CD86,C-X-C motif chemokine ligand 10(CXCL10),dynamin 2(DNM2),proto-oncogene FOS,transcription factor 12(TCF12),VGF nerve growth factor inducible(VGF),and A kinase anchoring protein 5(AKAP5).Based on the final screened common key genes,the LASSO model had an AUC of 0.940 4 for the test set and an AUC of 0.944 4 for the external validation,and the model showed a very high discriminatory ability for the AKI,which demonstrated the overall regulatory performance of the genes.The nomogram constructed based on the screened 7 genes demonstrated the highest classification performance with an AUC of 0.928 9,validating the outstanding contribution and overall action performance of the screened individual genes.Immune cell infiltration analysis showed that there were significant differences in B cells na?ve,mast cells activated,monocytes,macrophages M1,B cells memory,and dendritic cells activated between AKI samples and healthy control samples(all P<0.05).Macrophages M1 and monocytes were positively correlated with CD86 and CXCL10,mast cells activated were positively correlated with FOS,and B cells na?ve were negatively correlated with CD86 and CXCL10(all P<0.01).Mast cells activated were positively correlated with VGF and negatively correlated with CD86 and TCF12,while memory B cells were positively correlated with CD86(all P<0.05).Conclusion Strategy combining pathway-associated deep neural network and multiple machine learning classifiers can mine high-value key genes from high-dimensional,complex and heterogeneous transcriptomic data as potential targets for therapeutic interventions in AKI.
8.Trends in cross-border shopping for dietary supplements in South Korea with a focus on major types of health functional foods
Youngmin NAM ; Linxi HUANG ; Jong-Youn RHA ; Bongwon SUH ; Jihyun YOON
Nutrition Research and Practice 2025;19(2):241-256
BACKGROUND/OBJECTIVES:
Dietary supplements are popular among Korean consumers in the cross-border market. This study examined the cross-border shopping trends of dietary supplements in Korea, focusing on the major health functional foods.MATERIALS/METHODS: This study analyzed the customs clearance data provided by the Korea Customs Service, spanning 2019–2021. The term ‘health functional foods,’ which are manufactured with functional ingredients specified by law, was distinguished from the broader concept of ‘dietary supplements.’ The trends in dietary supplements and the major types of health functional foods in cross-border shopping were analyzed. The top 10 most purchased health functional foods were identified and analyzed by consumer gender and age group.
RESULTS:
Dietary supplements constituted 19.1% of all cross-border items, with the primary consumers being women aged 30 and 40 yrs. The most popular type of health functional foods was the ‘multi-nutrient product,’ comprising 14.5% of all health functional food items.‘Protein’ was popular among men and younger age groups, while ‘probiotics’ was favored by women. In particular, 32.3% of health functional food items were related to blood health.
CONCLUSION
The cross-border market for dietary supplements in Korea is experiencing growth, with consumer preferences varying by gender and age. These findings can assist in the development of regulatory policies that align with market trends and consumer needs in cross-border shopping for dietary supplements.
9.Food insecurity and its associated characteristics of the elderly in Seoul:analysis of the data from the Seoul Food Survey 2023
Hyunjeong PARK ; Youngmin NAM ; Linxi HUANG ; Youngmi LEE ; Jihyun YOON
Nutrition Research and Practice 2025;19(1):117-130
BACKGROUND/OBJECTIVES:
This study examined the socio-demographic and dietary characteristics of the elderly in Seoul according to their food insecurity status and analyzed the characteristics associated with food insecurity.
SUBJECTS/METHODS:
The data from 513 elderly individuals aged 65 or older were analyzed using the raw data from the Seoul Food Survey 2023. The subjects were classified into food-secure or food-insecure groups. The socio-demographic and dietary characteristics of each group were analyzed. Logistic regression analysis was conducted to identify the characteristics associated with food insecurity among the elderly in Seoul.
RESULTS:
The proportion of the food-insecure group was 56.9% among the total elderly in Seoul. The main reasons for experiencing food insecurity were environmental (38.0%), followed by physical (37.5%) and financial (24.5%). The food-insecure group had a higher frequency of skipping breakfast and eating alone than the food-secure group while having lower dietary literacy and food environment satisfaction. Logistic regression analysis showed that the elderly living alone were approximately four times (odds ratio [OR], 3.59; 95% confidence interval [CI], 1.52–8.51) more likely to suffer food insecurity than those living with others. Higher digital food literacy (OR, 0.63; 95% CI, 0.41–0.97) and food environment satisfaction (OR, 0.38; 95% CI, 0.20–0.74) were associated with a lower likelihood of food insecurity.
CONCLUSION
These results suggest that policies aimed at improving food security for the elderly in Seoul should prioritize those living alone. Educational programs designed to enhance the ability to purchase online food, use self-service kiosks in restaurants, and use food delivery apps would effectively decrease food insecurity among the elderly in Seoul.Furthermore, policies aimed at improving the food environment may also help reduce food insecurity among this population.
10.Trends in cross-border shopping for dietary supplements in South Korea with a focus on major types of health functional foods
Youngmin NAM ; Linxi HUANG ; Jong-Youn RHA ; Bongwon SUH ; Jihyun YOON
Nutrition Research and Practice 2025;19(2):241-256
BACKGROUND/OBJECTIVES:
Dietary supplements are popular among Korean consumers in the cross-border market. This study examined the cross-border shopping trends of dietary supplements in Korea, focusing on the major health functional foods.MATERIALS/METHODS: This study analyzed the customs clearance data provided by the Korea Customs Service, spanning 2019–2021. The term ‘health functional foods,’ which are manufactured with functional ingredients specified by law, was distinguished from the broader concept of ‘dietary supplements.’ The trends in dietary supplements and the major types of health functional foods in cross-border shopping were analyzed. The top 10 most purchased health functional foods were identified and analyzed by consumer gender and age group.
RESULTS:
Dietary supplements constituted 19.1% of all cross-border items, with the primary consumers being women aged 30 and 40 yrs. The most popular type of health functional foods was the ‘multi-nutrient product,’ comprising 14.5% of all health functional food items.‘Protein’ was popular among men and younger age groups, while ‘probiotics’ was favored by women. In particular, 32.3% of health functional food items were related to blood health.
CONCLUSION
The cross-border market for dietary supplements in Korea is experiencing growth, with consumer preferences varying by gender and age. These findings can assist in the development of regulatory policies that align with market trends and consumer needs in cross-border shopping for dietary supplements.

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