• Title/Summary/Keyword: 7th Korea National Health and Nutrition Examination Survey

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Classification and prediction of the effects of nutritional intake on diabetes mellitus using artificial neural network sensitivity analysis: 7th Korea National Health and Nutrition Examination Survey

  • Kyungjin Chang;Songmin Yoo;Simyeol Lee
    • Nutrition Research and Practice
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    • v.17 no.6
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    • pp.1255-1266
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    • 2023
  • BACKGROUND/OBJECTIVES: This study aimed to predict the association between nutritional intake and diabetes mellitus (DM) by developing an artificial neural network (ANN) model for older adults. SUBJECTS/METHODS: Participants aged over 65 years from the 7th (2016-2018) Korea National Health and Nutrition Examination Survey were included. The diagnostic criteria of DM were set as output variables, while various nutritional intakes were set as input variables. An ANN model comprising one input layer with 16 nodes, one hidden layer with 12 nodes, and one output layer with one node was implemented in the MATLAB® programming language. A sensitivity analysis was conducted to determine the relative importance of the input variables in predicting the output. RESULTS: Our DM-predicting neural network model exhibited relatively high accuracy (81.3%) with 11 nutrient inputs, namely, thiamin, carbohydrates, potassium, energy, cholesterol, sugar, vitamin A, riboflavin, protein, vitamin C, and fat. CONCLUSIONS: In this study, the neural network sensitivity analysis method based on nutrient intake demonstrated a relatively accurate classification and prediction of DM in the older population.

The association between oral health and suicide attempts in Korean elderly : The 7th Korea National Health and Nutrition Examination Survey (7th KNHANES, 2016-2018) (노인의 구강건강과 자살시도와의 관련성 분석 : 제 7기(2016-2018년) 국민건강영양조사를 바탕으로)

  • Jung, Eun-Seo;Lee, Kyeong-Hee
    • Journal of Korean society of Dental Hygiene
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    • v.20 no.3
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    • pp.335-346
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    • 2020
  • Objectives: This study investigated the association between oral health and suicide attempts in adults aged 65 years or older using the 7th Korea National Health and Examination Survey (KHANES, 2016-2018). Methods: Of the total 24,269 participants of the 7th KHANES (2016-2018), 1,488 adults aged 65 years or older who had an oral health examination were selected. Variations in suicide attempts with demographic characteristics and perceived oral health status were analyzed using the χ2 test, and the association between oral health and suicide attempts was analyzed using the logistic regression model. Results: The suicide attempt rate was higher among older adults with chewing (p<0.01) and speaking (p<0.05) difficulties. The odds ratio for a suicide attempt was 1.05 times higher among those with tooth loss (p<0.05). Conclusions: Our results showed that older adults with tooth loss had an increased risk of suicide. Thus, it is important to prevent tooth loss, in the first place, through proper oral health management. If tooth loss occurs, appropriate treatment should be prioritized to facilitate functional recovery. Finally, national support is required for older adults with limited access to dental care.

Changes in Health Status and Quality of Life in Middle-aged Women in Menopause: Using Data from the 4th (2007~2009) and 7th (2016~2018) Korea National Health and Nutrition Examination Survey over the Past 10 Years (폐경 중년여성의 건강상태 및 삶의 질의 변화 양상: 최근 10년 국민건강영양조사 제4기(2007~2009)와 제7기(2016~2018) 자료 이용)

  • Kim, Myo Gyeong;Oh, Doo Nam
    • Journal of muscle and joint health
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    • v.30 no.2
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    • pp.83-92
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    • 2023
  • Purpose: This study aims to compare and analyze the changes in the physical and mental health status of middle-aged women before and after menopause and their quality of life over the past 10 years. Methods: A descriptive study was conducted by using secondary data from the 4th and 7th Korea National Health and Nutrition Examination Survey (KNHANES) involving middle-aged women in menopause (N=8,363). Data were analyzed using the complex sample x2 test. Results: Compared to 10 years ago, notable changes were observed in general characteristics. These included increase in age, education level, economic activity, and urban residency. In addition, there was an increase in alcohol consumption, a decrease in smoking, and a decline in regular exercise. The study also observed changes in obesity rates and an increase in dyslipidemia and stress levels, along with positive changes across all aspects of quality of life. Conclusion: The results indicate temporal changes in general characteristics, major physical and mental health factors, and the quality of life of middle-aged women in menopause. Thus, it is essential to consider these changes when designing health interventions such as health promotions and education initiatives for middle-aged women experiencing menopause. Further research is necessary for identifying factors influencing the quality of life of middle-aged women in menopause.

Oral health status of the young-old and the old-old elderly in the vulnerable groups : data from the 7th (2016-2018) Korea National Health and Nutrition Examination Survey (취약계층 전기노인과 후기노인의 구강건강실태 : 국민건강영양조사 제7기(2016-2018) 자료를 중심으로)

  • Jung, Eun-Ju
    • Journal of Korean society of Dental Hygiene
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    • v.20 no.6
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    • pp.831-841
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    • 2020
  • Objectives: The purpose of this study was to investigate the oral health status and oral health behavior and identify the factors related to the oral health status by age-specific groups in vulnerable elderly individuals. Methods: We used data from the 7th Korea National Health and Nutrition Examination Survey. The differences in the oral health status and oral health behavior by age-specific groups were analyzed using complex sample chi-square tests and a generalized linear model. The relationship between the oral health status and oral health behavior by age-specific groups was analyzed using a complex samples general linear model. Results: The DMFT index of the young-old elderly was 10.65±0.60, and that of the old-old elderly was 12.78±0.72, which was higher. The condition of the mandibular prosthesis was more common in the old-old elderly, and there was a statistically significant difference (p<0.05). The DMFT index in the old-old elderly was found to be higher as the average number of brushings per day decreased, and no oral examination was performed. Conclusions: The vulnerable elderly themselves are interested in maintaining their own health, and the government needs to undertake efforts to reduce the medical blind spots by supporting institutional and environmental conditions so that health care services can be provided to the vulnerable elderly.

Factors related to chewing discomfort in the elderly in Korea: using the 8th (2020) National Health and Nutrition Examination survey (우리나라 노인의 저작 불편감 관련 요인: 제8기(2020년) 국민건강영양조사 활용)

  • Jeong-Hee Choi
    • Journal of Korean Academy of Dental Administration
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    • v.11 no.1
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    • pp.1-7
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    • 2023
  • The purpose of this study was to identify chronic diseases and oral health care behaviors in 65-year-old individuals and to determine the factors that influence masticatory mobility. The raw data from the 8th National Health and Nutrition Examination Survey in 2020 were utilized to analyze factors associated with chewing discomfort in 1,278 elderly Koreans. Using IBM SPSS Statistics 27.0, we conducted complex sample cross-analysis to examine the difference in chewing discomfort based on general characteristics, chronic diseases, and oral health care behaviors. Additionally, we performed complex sample multiple logistic regression analysis to identify the factors associated with chewing discomfort. As a factor influencing chewing discomfort, unmet dental care was 3.33 times higher (p<0.001), and subjective oral health was 0.18 times more likely to be moderate (p<0.001) and 0.48 times more likely to be good (p<0.001) lower. In the case of arthritis, the level of chewing discomfort was high (OR=1.08, p=0.694), but there was no significant difference. As a result of the aforementioned factors, it is believed that there is a need for policies and systems to provide dental care to the elderly before their oral health deteriorates. Additionally, tailored oral health promotion programs should be implemented.

A convergence study on the exposure levels of lead and cardiovascular diseases in adults women using the 7th Korea National Health and Nutrition Examination Survey (2017) (성인 여성에서 납의 체내 노출 수준과 심혈관질환과의 융복합 연구 : 제7기 국민건강영양조사 자료 이용 (2017))

  • Choi, Yean Jung;Hwang, Hyo-Jeong
    • Journal of the Korea Convergence Society
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    • v.13 no.3
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    • pp.113-124
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    • 2022
  • This study was conducted to analyze the relationship between the levels of lead (Pb) exposure and cardiovascular disease (CVD) in Korean adult women. We used cross-sectional data on blood lead and self-reported diagnoses of ischemic heart disease (IHD), stroke and hypertension in a subsample of 1.821 adults 19 years and older who participated in the 2017 Korea National Health and Nutrition Examination Survey (KNHANES). CVD and blood Pb concentrations were analyzed through logistic regression analysis, and correlations between factors were confirmed using the pearson correlation coefficient. An increase of blood Pb was associated with an increased risk of IHD (OR 5.68, 95% CI 1.01-17.51) and hypertension (OR 3.37, 95% CI 2.24-5.07) only in women. Additionally, there was a correlation between blood Pb and nutrient intake. This suggest that blood Pb levels may be used as a key predictor of CVD development, and that women are more susceptable to IHD and hypertension associated with Pb exposure.

Determining factors related to unmet dental needs among adolescents using Anderson Model (앤더슨 모형을 이용한 청소년 미충족 치과진료관련 요인)

  • Bo-Myeong Jang;Ho-Jin Jeong;Hye-Jin Kim;Jung-Hwa Lee
    • Journal of Korean society of Dental Hygiene
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    • v.23 no.6
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    • pp.485-492
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    • 2023
  • Objectives: The purpose of this study is to identify factors related to unmet dental care needs among Korean youth, enhance the utilization of dental services by adolescents, furnish basic data for youth-oriented dental projects, and improve access to medical care. Methods: The analysis utilized combined data from the basic and oral databases from the 6th (2013-2015), 7th (2016-2018), and 1st year of the 8th (2019) National Health and Nutrition Examination Survey. Results: The factors influencing unmet dental care needs were gender, age, household income level, and health insurance. Statistically significant results were observed in relation to the type of dental clinic, recent visits to a dental hospital, experiences of toothache within the past year, subjective oral health status, occurrences of permanent dental caries, and engagement in orthodontic treatment. Conclusions: When formulating future national policies and projects, it is imperative to consider the factors and underlying reasons for the unmet dental care needs of adolescents. It is also necessary to establish oral health policies and institutional measures tailored to the dental care of adolescents.

A study on smoking status and related factors in Korean adolescents determined using data from the 5~7th(2010-2016) Korea National Health and Nutritional Examination Survey (제 5~7기(2010-2016) 국민건강영양조사 자료를 활용한 한국 청소년의 흡연 실태와 관련요인 연구)

  • Jung, Eun-Ju;Song, Ae-Hee;Youn, Hye-Jeong
    • Journal of Korean society of Dental Hygiene
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    • v.18 no.5
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    • pp.621-630
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    • 2018
  • Objectives: The purpose of this study was to investigate the smoking status and related factors among adolescents in Korea. Methods: We used data from the 5-7th Korea National Health and Nutrition Examination Survey. The distribution of smokers and smoking status according to general characteristics was analyzed using complex chi-square tests. Multiple logistic regression was used to analyze the relationship between smoking experience and general characteristics by calculating the 95% confidence intervals. Results: There were 618 subjects who had experience smoking one or two puffs, the starting age of one or two puffs on smoking was 14.37 years old, the number of smoking days per month was 12.42 days, and the amount of smoking per day in a month was 7.59. Gender, residential area, income level, drinking experience, subjective health status, perceived stress level, continuous depression for more than 2 weeks, suicidal thoughts within a year, and age were significantly related to smoking experience. Conclusions: It is necessary to understand the smoking behavior of adolescents. It is important to lower the smoking rate among adolescents through the development and operation of systematic smoking prevention and smoking cessation policies at the national level, as well as the efforts of youth themselves to quit smoking.

A comparison of serum lipid concentration by drinking habits based on the 7th Korea National Health and Nutrition Examination Survey (KNHANES VII) : a cross-sectional study (음주 습관에 따른 혈중 지질 농도의 차이 비교에 대한 단면연구 : 제7기 국민건강영양조사 자료 활용)

  • Chang–Yun Park;Hyung-Sook Kim
    • Korean Journal of Community Nutrition
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    • v.28 no.5
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    • pp.404-413
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    • 2023
  • Objectives: This study compared serum lipid concentration according to drinking habits. Methods: We analyzed data from the 7th Korea National Health and Nutrition Examination Survey (KNHANES VII). The study included 8,525 adults (3,651 males and 4,874 females), aged 30 - 59 years. Results: There were differences in age, gender, education level, smoking status, physical activity, and waist circumference between drinkers and abstainers. The serum low-density lipoprotein-cholesterol (LDL-C) level of the drinkers was lower than those of the abstainers (P < 0.05). The serum triglyceride (TG) and high-density lipoprotein-cholesterol (HDL-C) concentrations were highest in the group that consumed alcohol 'more than twice a week' relative to the other groups (P < 0.001). The LDL-C and atherogenic index (AI) levels were lowest in the 'more than twice a week' drinking group compared to the other groups (P < 0.001). The serum TG and HDL-C concentrations were the highest in the '7 glasses/time' group (P < 0.001). The serum LDL-C concentration was the lowest in the '7 glasses/time' group (P < 0.001). Notably, the higher the frequency of binge drinking (7 glasses or more), the higher the concentration of TG (P < 0.001). The serum HDL-C concentration was significantly higher in the 'no binge' and 'more than once a week' groups compared to the other groups (P < 0.001). The serum LDL-C concentration and AI score were the lowest in the 'more than once a week' group (P < 0.001). Conclusions: As the quantity and frequency of drinking increased, the serum TC concentration increased. Moreover, an increase in the serum HDL-C concentration led to a decrease in AI. The factors exacerbating cardiovascular disease increased simultaneously due to drinking. Our results suggest that for individuals with hypertriglyceridemia and patients with low HDL-cholesterolemia, separate guidelines based on the quantity and frequency of alcohol consumption are warranted.

Effects of denture use on the quality of life of cancer patients over 40 years of age: The 6th-7th Korea National Health and Nutrition Examination Survey (2013-2018) (40세 이상 암 환자의 의치 사용이 삶의 질에 미치는 영향 :국민건강영양조사 제6-7기(2013-2018년) 자료 이용)

  • A-Jung Lee;Mi-Ra Lee;Min-Kyung Kang
    • Journal of Korean society of Dental Hygiene
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    • v.24 no.2
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    • pp.141-148
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    • 2024
  • Objectives: The purpose of this study was to investigate the effect of denture use on the quality of life of cancer patients aged ≥40 years. Methods: Data from the National Health and Nutrition Examination Survey (2013-2018) were used in this study. A total of 302 individuals were selected as the final study participants. Data were analyzed using the chi-square test and logistic regression analysis using SPSS software. Results: The quality of life in the group with dentures was lower than that in the group without dentures. Conclusions: The use of dentures had a significant effect on the quality of life of cancer patients aged ≥40 years. Therefore, national dental care guidelines and policies should be developed to prevent an increase in tooth loss in patients with cancer.