• Title/Summary/Keyword: 심혈관질환 예방

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Optimized Feature Selection using Feature Subset IG-MLP Evaluation based Machine Learning Model for Disease Prediction (특징집합 IG-MLP 평가 기반의 최적화된 특징선택 방법을 이용한 질환 예측 머신러닝 모델)

  • Kim, Kyeongryun;Kim, Jaekwon;Lee, Jongsik
    • Journal of the Korea Society for Simulation
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    • v.29 no.1
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    • pp.11-21
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    • 2020
  • Cardio-cerebrovascular diseases (CCD) account for 24% of the causes of death to Koreans and its proportion is the highest except cancer. Currently, the risk of the cardiovascular disease for domestic patients is based on the Framingham risk score (FRS), but accuracy tends to decrease because it is a foreign guideline. Also, it can't score the risk of cerebrovascular disease. CCD is hard to predict, because it is difficult to analyze the features of early symptoms for prevention. Therefore, proper prediction method for Koreans is needed. The purpose of this paper is validating IG-MLP (Information Gain - Multilayer Perceptron) evaluation based feature selection method using CCD data with simulation. The proposed method uses the raw data of the 4th ~ 7th of The Korea National Health and Nutrition Examination Survey (KNHANES). To select the important feature of CCD, analysis on the attributes using IG-MLP are processed, finally CCD prediction ANN model using optimize feature set is provided. Proposed method can find important features of CCD prediction of Koreans, and ANN model could predict more accurate CCD for Koreans.

Biological Activity and Manufacturing of Yanggeng with Yangha Flower Buds (양하 꽃대의 생리활성 및 양갱 제조)

  • Kim, Min-Ju;Kim, Ae-Jung
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.44 no.8
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    • pp.1180-1185
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    • 2015
  • This study was performed to investigate the biological activity of yangha flower buds as well as to manufacture of yanggeng prepared with various levels (0 g, 3 g, 6 g, 9 g, and 12 g) of yangha flower buds. DPPH and ABTS scavenging activities of yangha flower buds were 96% and 57% compared to levels of vitamin C, respectively. In the oxygen radical antioxidant capacity assay, antioxidant activity increased dose dependently up to $500{\mu}g/mL$ of yangha flower buds. There was no toxicity up to $1,000{\mu}g/mL$ in vascular smooth muscle cells, and yanggeng significantly reduced migration and proliferation by platelet-derived growth factor-BB-stimulated rat aortic smooth muscle cell migration and proliferation. In the sensory evaluation, the optimal sample was YY9, which was prepared with 9 g of yangha flower buds. It can be concluded that yangha flower buds show antioxidant and vascular protective activities. The optimal sample (YY9) is expected to contribute as a new functional food.

Effects of Body Weight Based Combined Exercise Training for 12 Weeks on Body Composition and Cardiovascular Factors in Elderly Women (12주간 체중기반 복합운동이 여성노인들의 신체구성과 심혈관 요인들에 미치는 영향)

  • Park, Hyeok;Kim, Daeyeol;Kim, Dohyeong;Kuk, Doohong;Cho, Sungchae;Kim, Seokhwan;Kim, DongHyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.11
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    • pp.56-65
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    • 2019
  • This study examined effects of 12 weeks of body weight based combined exercise training (resistance training for 30 min, aerobic training for 30min) on body composition (% body fat, lean body mass, fat mass and BMI (body mass index)) and cardiovascular factors (ankle-brachial index (ABI) and brachial-ankle pulse wave velocity (baPWV)) in elderly women. A total of 32 subjects participated in this study, and were randomly divided into either exercise group (n = 16, EG) or control group (n = 16, CG). All variables at pre-test were analyzed by independent t-test for baseline test, and all data post the study period were analyzed by two-way repeated measures ANOVA with contrast testing (α = 0.05). Our results indicate that body composition (% body fat, lean body mass, fat mass and BMI) in both EG and CG do not differ significantly. However, the right and left sides of baPWV in EG was significantly reduced, as compared to CG. Taken together, these results indicate that combined exercise training for 12 weeks positively influences the cardiovascular factors, and may prevent cardiovascular diseases in elderly females (over 65 years), thereby resulting in increased quality of life for the elderly.

The Effect of 12weeks Pilates Mat Exercise on Body Composition and Lipid Metabolism in Obese Middle-aged Women (12주간 필라테스 매트 운동이 비만중년여성의 신체구성 및 지질대사에 미치는 영향)

  • Baek, Soon-Gi
    • Journal of Industrial Convergence
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    • v.18 no.5
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    • pp.108-117
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    • 2020
  • This study aims to provide basic data for maintaining and promoting health of obese middle-aged women who are interested in various chronic diseases such as cardiovascular disease and coronary artery disease by comparing and analyzing the effect on body composition and lipid metabolism through a 12-week Pilates mat exercise program for obese middle-aged women. This study targeted middle-aged women residing in Gyeonggi-do A, who are obese middle-aged women in their 40s and 50s with a body fat ratio of 30% or more, and had no regular exercise in the past three months. Obese middle-aged women(n=19) were divided into two groups, the Pilates mat exercise program group(n=9) and the control group(n=10), conducting exercise for 60 minutes three times a week for 12 weeks. As a result of analysis, the exercise group had a positive effect on body weight, skeletal muscle mass, body fat mass, body fat percentage, and BMI in body composition, but not in the control group. In the lipid metabolism, the exercise group had a positive effect on TC, TG, HDL-C, LDL-C, and FFA, but not in the control group. These results suggest that the 12-week Pilates mat exercise program conducted in this study is an exercise program that can prevent cardiovascular and chronic diseases in obese middle-aged women.

Associations of Serum Lipid Profiles with Incidence of Ischemic Heart Diseases in Korean Adults: Retrospective Cohort Study (우리나라 성인에서 혈청 지질성분비가 허혈성 심장질환 발생에 미치는 위험도 평가: 코호트 연구)

  • Shin, Sook-Hee;Lee, Tae-Yong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.5
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    • pp.2219-2231
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    • 2012
  • This study conducted to investigate incidence rate and association of serum lipid profiles with incidence of ischemic heart disease. Study subjects consisted of 417,642 adults aged 30 years and over, who underwent physical examination and responded to questionnaire from health examination center of 19 university general hospitals. Hazard ratio of risk factor for ischemic heart disease (IHD) were calculated by Cox's proportional hazard regression model adjusted for ages, BMI and lifestyle (drinking, smoking and exercising). For TC/HDL ratio, hazard ratio of IHD in male increased from 1.21 times to 1.84 times increase with TC/HDL ratio, and that in female also increased from 1.26 times to 1.86 times. For TG/HDL ratio, hazard ratio of IHD in male increased from 1.17 times to 1.49 times increase with TG/HDL ratio, and that in female also increased from 1.42 times to 1.97 times. For LDL/HDL ratio, hazard ratio of IHD in male increased from 1.26 times to 1.82 times increase with LDL/HDL ratio, and that in female also increased from 1.26 times to 1.68 times. In conclusion serum lipid indexes are the significant risk factors for cardiovascular diseases. The higher the concentration of TC, LDL and TG is, the lower the concentration of HDL is, hazard ratio for IHD increased. Ratio of TC/HDL, TG/HDL and LDL/HDL were also verified to be significant risk factors for IHD.

Incidence Risk of Cardiocerebrovascular Disease, Preventive Knowledge, Stage of Change and Health Behavior among Male Bus Drivers (일 지역 남성 운전직 근로자들의 심뇌혈관질환 발병위험도, 예방 관련 지식, 변화단계 및 건강행위)

  • Kim, Eun-Young;Hwang, Seon-Young
    • Korean Journal of Adult Nursing
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    • v.23 no.4
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    • pp.321-331
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    • 2011
  • Purpose: This study was designed to identify the incidence risk of cardicerebrovascular disease (CVD) among male bus drivers, and to examine and compare the predictors of their health behavior according to the level of CVD incidence risk. Methods: The convenience sample of 222 male bus drivers were recruited from a bus company located in Jeonnam province. Data were collected from self-reported questionnaires and annual medical examination records from 2010. The CVD incidence risk was calculated based on the risk criteria for industrial workers. Results: The 26.6% and 26.1% of the participants were in the moderate and high risk group, respectively. The 72% of the participants were in the precontemplation stage and reported no intention to change their unhealthy lifestyles. Stepwise multiple regression analyses showed that current smoking, excessive alcohol drinking, physical inactivity and lack of knowledge were negative predictors of good health behavior in the normal/low risk group (Adj $R^2$=.443). Heavy alcohol drinking, current smoking, physical inactivity and dyslipidemia were reported by the moderate/high risk group (Adj $R^2$=.427). Conclusion: This study suggested that targeted education and counseling are needed to modify unhealthy lifestyles such as alcohol consumption, smoking and exercise among middle aged male drivers. Especially, dyslipidemia should be managed among those who are at risk for CVD.

Effects of Using Convergence Digital Contents for High-Intensity Interval Exercise on Growth Hormone and Fatigue Elements in Middle Aged Women (융복합 디지털 콘텐츠를 활용한 고강도 인터벌 운동이 중년여성의 성장호르몬과 피로물질에 미치는 영향)

  • Baek, Soon-Gi;Min, Young-Sil
    • Journal of Digital Convergence
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    • v.13 no.9
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    • pp.523-530
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    • 2015
  • This study was tested growth hormone and fatigue materials after eight-week high-intensity interval exercise to middle aged women (40's~50's women) who have been obesity without other disease. Two group of 20 candidates were randomly divided 10 persons as exercise group and control group. Exercise was conducted 8 weeks 4 days 35 minutes, before the study each group was checked vital sign for fatigue materials. It showed the following results. First, it has been increased growth hormone level after exercise program compared each group, significantly. Secondly, it has been decreased fatigue materials due to the high-strength interval workout for 8 weeks compared control as significantly. As a result, eight-week high-intensity interval exercise could be increased growth hormone levels by reducing fatigue and it might be preventing fatigue materials levels. We would suggest that high-strength interval workout for 8 weeks could have a positive effect for preventing and reducing fatigue and related disease, obesity.

Factors associated with early recognition of myocardial infarction in adult smokers: Using data from 2021 Community Health Survey (성인 흡연자에서 심근경색증 조기 증상 인지와 관련된 요인:2021 지역사회 건강조사 자료 활용)

  • Se-Jin Kim;Kang-Sook Lee
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.4
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    • pp.660-673
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    • 2023
  • The purpose of this study was to understand the degree of early recognition of myocardial infarction in adult smokers and to analyze factors related to cognition. In a descriptive survey using raw data from the 2021 Community Health Survey, 210,899 out of 229,942 people who completed the survey, excluding 18,343 subjects with insufficient responses, were selected as study subjects. Age, marital status, education level, smoking cessation plan, health examination_cancer examination, diabetes diagnosis, subjective health level, and social physical environment were significantly related to early symptoms of myocardial infarction. Based on the results of the study, active promotion and education for high-risk groups with a high risk of developing myocardial infarction are needed.

A Systematic Review of Interventions for Workers with Cardiovascular Disease Risk Factors: Using an Ecological Model (근로자의 뇌심혈관계 질환 예방을 위한 중재 연구의 분석적 고찰: 생태학적 모델을 기반으로)

  • Hwang, Won Ju;Park, Yunhee;Kim, Jin Ah
    • Korean Journal of Occupational Health Nursing
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    • v.25 no.1
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    • pp.41-54
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    • 2016
  • Purpose: The purposes of this study were to review the research trends and to identify developmental direction of studies on community interventions according to the ecological model for workers with cardiovascular diseases (CVD) risk factors. Methods: Electronic databases including PsycINFO, PubMed, EMBASE, CINAHL, and Cochrane Library and the reference lists of articles were searched. All articles were assessed in relation to inclusion and exclusion criteria, resulting in 29 researches being reviewed. Each review was critically appraised by two authors using a guideline of PRISMA (Preferred Reporting Items for Systematic Review and Meta-Analyses). Results: Nowadays, interventions in organizational level, integrated and web-based interventions are increasing to prevent CVD risk factors for workers. Even though the importance of psychosocial aspects to prevent CVD, the only 2 studies included psychosocial factors in the outcome variables. Also, 14% among 29 researches were based on theories. Conclusion: Psychosocial factors such as job stress, depression, and emotional labor could be CVD risk factors. Therefore, interventions including psychosocial aspects are needed to prevent workers' CVD risks more effectively. Theory-based interventions are needed to support interventions' effects and to develop the nursing science.

Lifelog Big Data Based Metabolic Syndrome Management System (라이프로그 빅데이터 기반 대사증후군 관리 시스템)

  • Kim, Ji-Eon;Kim, Seung-Jin;No, Si-Hyeong;Jeong, Chang-Won;Kim, Tae-Hoon;Jun, Hong-Yong;Yu, Tae-Yang;Yoon, Kwon-Ha
    • Proceedings of the Korea Information Processing Society Conference
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    • 2018.05a
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    • pp.236-237
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    • 2018
  • 최근 생활습관정보는 대사증후군을 진단하기 위한 임상적 진단지표로 중요하게 활용되고 있다. 대사증후군은 심혈관 및 간질환 그리고 당뇨와 같은 여러 합병증을 유발할 수 있는 질환으로 질환 정도에 따른 체계적 관리가 필요하다. 그러나 대사증후군 환자의 생활습관을 수집하기 위한 대부분의 시스템은 자가진단 및 예방 중심의 시스템으로 구성되어 있어 정확한 생활습관을 수집하여 생활습관을 관리하기에는 어려움이 있다. 본 논문에서 제안하는 시스템은 임상적 진단지표에 도움이 될 수 있도록 신뢰성 있는 생활습관 정보를 수집하기 위한 방법을 제시하고 수집된 생활습관정보를 모니터링 하여 환자의 생활습관 개선 여부에 따라 지속적인 피드백을 제공하여 체계적으로 생활습관을 관리할 수 있는 시스템을 제안하고자 한다.