• KIPS Transactions on Software and Data Engineering
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• v.8 no.11
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• pp.433-440
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• 2019

Recently, machine learning and data mining have been used for many disease prediction and diagnosis. Chronic diseases account for about 80% of the total mortality rate and are increasing gradually. In previous studies, the predictive model for chronic diseases use data such as blood glucose, blood pressure, and insulin levels. In this paper, world's first research, verifies the relationship between dyslipidemia and facial characteristics, and develops the predictive model using machine learning based facial characteristics. Clinical data were obtained from 5390 adult Korean men, and using hypertriglyceridemia and facial characteristics data. Hypertriglyceridemia is a measure of dyslipidemia. The result of this study, find the facial characteristics that highly correlated with hypertriglyceridemia. FD_43_143_aD (p<0.0001, Area Under the receiver operating characteristics Curve(AUC)=0.652) is the best indicator of this study. FD_43_143_aD means distance between mandibular. The model based on this result obtained AUC value of 0.662. These results will provide a basis for predicting various diseases with only facial characteristics in the screening stage of disease epidemiology and public health in the future.

• Journal of Nutrition and Health
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• v.50 no.2
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• pp.158-170
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• 2017

Purpose: The purpose of this study was to explore the relationship between milk intake and prevalence rates of chronic diseases using KNHANES data, and the significance of the relationship was tested based on meditators, socioeconomic status (income, education), dietary behaviors (smoking, alcohol drinking, breakfast, and eating out), and physical activity (walking, medium, and high). Methods: Using the 5th and 6th survey data of KNHANES, milk intake rates and presence of seven chronic diseases were summarized and analyzed by ANOVA for two groups of adult men and women as follows: hypertension, hypertriglyceridemia, low HDL-cholesterol, diabetes, abdominal obesity, obesity, and metabolic syndrome. The dependent variables for the presence of seven chronic diseases regressed with socioeconomic, dietary behavior, and physical activity variables according to Logistic models. The dependent variables for milk intake using predictor variables of socioeconomic, dietary behaviors and physical activity were analyzed according to Logistic models. Finally, the significant socioeconomic, dietary behavior, and physical activity variables in the above model along with milk intake as a control variable or mediator variable regressed with significant chronic diseases according to Logistic models. Results: Milk intake, socioeconomic status, dietary behaviors, and physical activity were significantly different among the two groups of adult men and women, which were also critical factors to the prevalence of chronic diseases. The dependent variable for prevalence of chronic diseases regressed with significant factors of socioeconomic status, dietary behavior, and physical activity variables according to chronic diseases using the control or mediator variable of milk intake and summarized as follows: For adult men, milk intake controlled the education effect on diabetes partly, alcohol on hypertension and hypertriglyceridemia, low HDL-cholesterol, metabolic syndrome, breakfast on metabolic syndrome, eating out on obesity, and medium physical activity on hypertriglyceridemia. For adult women, household income on hypertriglyceridemia, diabetes, abdominal obesity, education level on hypertension, alcohol drinking, eating out, and walking activity on abdominal obesity, alcohol, breakfast, eating out, walking activity on low HDL-cholesterol, and medium physical activity on hypertriglyceridemia and low HDL-cholesterol were partly controlled by milk intake. Other significant socioeconomic status, dietary behavior, and physical activity variables related to prevalence of chronic diseases were fully controlled or mediated by milk intake. Conclusion: This study shows that milk intake (daily more than 200 g) prevents chronic diseases such as hypertension, hypertriglyceridemia, low HDL-cholesterol, diabetes, obesity, abdominal obesity, and metabolic syndrome.

• Journal of the Korean Data and Information Science Society
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• v.22 no.3
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• pp.413-421
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• 2011

The present study was carried out to summarize the effect of garlic in the hyperlipidemia rats by meta-analysis related studies. The association measure to test effect of garlic was the mean difference (MD). In this particular fixed-effect model of mean difference, body weight, liver weight, kidney weight and heart weight were significantly decreased (p < 0.05). Also, blood glucose, plasma total cholesterol, plasma triglycerides, LDL-cholesterol, liver cholesterol, liver triglycerides were significantly decreased. HDL-cholesterol was significantly increased. In this case of heterogeneous variable, random effect model was applied. In this model, liver weight, blood glucose, plasma total cholesterol, plasma triglycerides, LDL-cholesterol, liver cholesterol, liver triglycerides were significantly decreased. HDL-cholesterol was significantly increased. According to the meta-regression analysis, duration of injection was significantly for kidney weight, testis weight, plasma total cholesterol, plasma triglycerides, HDL-cholesterol, LDLcholesterol, liver cholesterol, liver triglycerides.

• Korean Journal of Clinical Pharmacy
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• v.22 no.3
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• pp.195-201
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• 2012

목적: 이상지방혈증 환자의 치료는 우선적으로 저밀도지단백을 감소시키고, 저밀도지단백이 목표수치에 도달한 이후에도 혈중 중성지방이 높을 경우 nicotinic acid 또는 fibrate를 사용하도록 권장되고 있다. 본 연구는 이상지방혈증이 있는 환자에서 acipimox의 효과를 fenofibrate와 비교하여 분석하고자 시행되었다. 방법: 본 연구는 서울에 있는 한 3차 대학병원의 환자를 대상으로 후향적으로 의무기록을 분석하여 시행되었다. 혈중 중성지방 농도가 200 mg/dL 이상으로써 acipimox 또는 fenofibrate를 신규처방 받은 환자를 대상으로 각각의 약물이 지단백에 미치는 영향을 36주간 추적하여 비교분석 하였다. 결과: Acipimox를 투여 받은 환자 41명, fenofibrate를 투여 받은 환자 62명이 모집되었으며, 각각의 약물을 복용한 환자군의 기본적인 인구학적인 특성은 유의하게 상이하지 않았다. 3개월 간의 약물투여 후 두 약물군 환자 모두에서 총콜레스테롤(p < 0.05) 및 저밀도지단백(p < 0.001)이 약물투여 전과 비교하였을 때 유의하게 감소하였고, 고밀도지단백은 모든 환자에서 유의하게 증가하였다(p < 0.05). 한편 중성지방 감소율은 acipimox군이 fenofibrate군에서보다 더 크게 나타났다(p < 0.05). 약물유해반응의 빈도는 두 약물군 간에 유의한 차이가 없었다. 결론: 총콜레스테롤, 저밀도지단백 콜레스테롤 등을 감소시키거나 고밀도지단백 콜레스테롤을 증가시키는 효과는 acipimox와 fenofibrate가 유의하게 다르지 않았으며, 중성지방을 감소시키는 효과는 acipimox가 fenofibrate보다 우월하였다.

• The Korean Journal of Medicine
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• v.93 no.6
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• pp.518-524
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• 2018

Hypertriglyceridemia a major cause of acute pancreatitis, accounting for up to 10% of all cases. The pathophysiological mechanism of hypertriglyceridemia-induced acute pancreatitis (HTGP) is presumed to involve the hydrolysis of triglycerides by pancreatic lipase resulting in an excess of free fatty acids and elevated chylomicrons, which are thought to increase plasma viscosity and induce ischemia and inflammation in pancreatic tissue. Although the clinical course of HTGP is similar to other forms of acute pancreatitis, the clinical severity and associated complications are significantly higher in patients with HTGP. Therefore, an accurate diagnosis is essential for treatment and prevention of disease recurrence. At present, there are no approved guidelines for the management of HTGP. Different treatment modalities such as apheresis/plasmapheresis, insulin, heparin, fibric acids, and omega-3 fatty acids have been successfully implemented to reduce serum triglycerides. Following acute phase management, lifestyle modifications including dietary adjustments and drug therapy are important for the long-term management of HTGP and the prevention of relapse. Additional studies are required to produce generalized and efficient treatment guidelines for HTGP.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.16 no.5
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• pp.3284-3292
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• 2015

The purpose of this study was to investigate influencing factors and characteristics in Korean adults with diabetes by glycemic control groups. A secondary data analysis was conducted using the data of "The Fifth Korea National Health and Nutrition Examination Survey, 2012" in this study. Finally, 608 participants who adults with diabetes were used for analysis. Selected data were processed using the SPSS 21.0 program. Diabetes duration(OR: 1.70, 95% CI 1.03-2.92) and age(OR: 2.06, 95% CI 1.16-3.65), hypertriglyceridemia(OR: 2.45, 95% CI 1.21-4.98) were positively associated glycemic poor control group. Therefore considering these factors and individualized diabetes intervention by glycemic control group are helpful for adult patients with diabetes.

• Journal of Korea Association of Health Promotion
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• v.3 no.2
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• pp.199-218
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• 2005

이 연구는 우리나라 20세 이상 성인에서의 대사증후군 유병률을 파악하고 보건의식행태와 대사증후군간의 상관관계를 분석함으로써 대사증후군의 예방 및 치료를 위한 보건교육·건강증진 프로그램의 기초자료로 활용코자 시행되었다. 연구재료로 1998년 국민건강영양조사에 참여한 20세 이상 성인 24,469명 중 건강검진조사를 받았고 건강면접조사, 보건의식행태조사, 식생활조사에 응답한 7,854명의 조사결과를 활용하였으며, 2001년 미국에서 발포된 제 3차 콜레스테롤 관리지침(NCEP-ATP3)에서 제시된 대사증후군 진단기준 및 WH0 아시아/태평양지역 허리둘레를 기준으로 대사증후군 유병률을 분석하였다. 결과는 다음과 같다. 우리나라 20세이상 성인의 대사증후군 유병률은, NCEP-ATP3 기준에서 13.3%(남자 10.1%, 여자 16.0%), 아시아/태평양지역기준에서 19.8%(남자 16.7%, 여자 22.4%)로 아시아/태평양지역 기준에서, 남자보다는 여자에서 더 높았다. 대사증후군 진단항목 중복부비만, 저 HDL-콜레스테롤의 유병를은 여자에서, 고중성지방혈증, 공복시고혈당 유병률은 남자에서 더 높았고, 연령이 증가할수록 대사증후군의 유병률이 증가하였다. 또 대사증후근 진단할목의 보유경향은 ATP3진단기준에서 남자는 복부비만을 제외한 4개항목을 70%이상에서, 특히 고중성지방혈증은 95.0%에서 보유하였다 여자는 저HDL-콜레스테롤과 고중성지방혈증을 70%이상에서 보유하였다. 아시아/태평양 진단기준에서는 남자의 경우 고중성지방혈증을 88.0%에서, 여자의 경우 복부비만 및 저 HDL-콜레스테롤을 80%이상에서 보유하고 있었다. 대사증후군과 보건의식행태 간의 상관관계를 분석한 결과, 교육수준이 낮을수록, 결혼하지 않은 사람에 비해 결혼한 사람에서대사증후군 위험이 증가하였으며, BMI가 증가할수록 대사증후군 위험이 급격히 증가하였고, 고혈압·뇌졸중, 당뇨병 가족력이 있는 남자에서 대사증후군 위험이 증가하였다. 또 스스로 건강하지 않다고 생각하는 사람일수록 현재 흡연자의 PACK- YEAR가높을수록, 자주 술을 마실수록, )회 음주량이 많을수록, 과음빈도가 많을수록 대사증후근 위험이 증가하였으며, 알코올 의존 경향이 있는 경우에서도 유의한 결과를 보였다. 최근 1년간 체중이 감소 혹은 증가된 경우에서 유의한 결과를 보였으며, 체증감소정도가 클수록 대사증후군 위험이 증가하였다. 이상의 결과를 종합해 볼 때, 우리나라 성인의 대사증후군 유병률은 비교적 높으며 대사증후근의 발생에는 보건의식행태, 특히 음주 흡연비만 연령 교육수준 등이 밀접하게 관여한다고 할 수 있다. 그러나 앞으로 대사증후군의 예방을 위한 건강증진 프로그램의 기획 및 치료방침 수립을 위해서는 우리 나라대사증후군의 유병에 영향을 미치는 진단기준항목 및 관련요인의 상호 연관성, 우리나라에 적합한 진단기준 설정 등에 대한 지속적이고 깊이 있는 연구가 이루어져야 할 것이다.

• Journal of the Korean Society of Radiology
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• v.13 no.4
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• pp.531-537
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• 2019

The purpose of this study was to analyze the relationship between hematologic hyperlipemia index and severity of fatty liver abdominal ultrasonography. A total of 412 adults from January 1, 2017 to December 31, 2017 who underwent abdominal ultrasonography and hematologic data within 3 months of the ultrasound examination, were the target of the investigation. As a result of the study, the hematological values according to the degree of fatty liver were statistically significant in triglyceride, AST and ALT (p<.05), fatty liver was associated with gender, triglyceride, AST and ALT (p<.05). In conclusion, the degree of fatty liver was not directly related to the hematologic value of hyperlipidemia, but we confirmed the necessity of co-management with fatty liver and hyperlipidemia by confirming its relevance.

• Proceedings of the KSCN Conference
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• 2003.05a
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• pp.147-147
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• 2003

우리나라의 경우 경제발전과 더불어 국민소득이 향상되면서 노인들의 수명은 늘어났으나 저소득층 노인들은 균형 잡힌 식사에 대한 무지, 경제적 빈곤, 소외감 등으로 인해 건강ㆍ영양상태가 불량한 것으로 조사되었다. 1994년에 시행된 조사에서 저소득층 남자 노인의 16-18%, 여자 노인의 20-25%가 빈혈로 판정되었으며 고중성지방혈증을 보인 노인이 12%였던 반면 저 콜레스테롤 혈증인 노인도 남자 10.2%, 여자 9.1%로 나타났다. (중략)

• Journal of the Korea Academia-Industrial cooperation Society
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• v.17 no.2
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• pp.104-111
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• 2016

This study examined the effects of the biological markers and lifestyle factors on the presence of diabetes in middle-aged adults. A total of 5,363 adults aged 40-64 years were recruited from the 2010-2012 Fifth Korean National Health and Nutrition Examination Survey. The data were analyzed by descriptive statistics, Chi-square test, ANCOVA and logistic regression. The results were as follows. The body mass index was significantly higher in the prediabetes and diabetes group than in the normal group. Hypertension, abdominal obesity, hypercholesterolemia, hypertriglyceridemia, smoking, drinking, and carbohydrate intake were significantly different among three groups. Hypertension, hypercholesterolemia, hypertriglyceridemia, abdominal obesity, body mass index and drinking were the influencing biological markers and lifestyle factors in prediabetes. The significant factors influencing diabetes were hypertension, hypercholesterolemia, hypertriglyceridemia, abdominal obesity, body mass index, and smoking. Overall, the development of intervention programs for effective diabetes prevention in middle-aged adults by lifestyle modification of hypertension, obesity, dyslipidemia, drinking, and smoking is recommended.