The Journal of Korean Society for School & Community Health Education (한국학교ㆍ지역보건교육학회지)

The Korean Society for School & Community Health Education (한국학교ㆍ지역보건교육학회)
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Assoication Rule Analysis between lifestyle risk behaviors and multimorbidity: Findings from KHANES

국민건강영양조사 자료를 활용한 라이프스타일 위험요인과 다중이환간의 연관관계분석

  • Hyun-Ju Lee (Dept. of Health Administration, Jungwon University) ;
  • Sungmin Myoung (Dept. of Health Administration, Jungwon University)
  • Received : 2023.12.15
  • Accepted : 2023.12.19
  • Published : 2024.02.29
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Abstract

Objectives: This study used an efficient data mining algorithm to explore association rules between the lifestyle risk behaviors and multimorbidity (having more than one chronic disease) in Korean adults. Methods: We used data from the 8th Korean National Health and Nutrition Examination Survey(2019-2020) for 7,609 adults aged ≥19 years. This study was undertaken where 6 lifestyle risk behaviors and 11 morbidities were analyzed using R and Rstudio for the ARM. Results: Among 117 association rules, combinations of hypertension, dyslipidemia and diabetes, hypertension were important role in inadequate sleep, physical inactivity and inadequate weight. Conclusion: The findings of this study are significant because they demonstrate the importance of lifestyle risk factors and the role of multiple chronic diseases using big data analytics such as association rule mining. We recommend developing selective and focused health education programs, such as exercise programs to address physical inactivity, dietary interventions to address inadequate weight, and mental health education programs to address inadequate sleep.

목적: 본 논문에서는 대한민국 성인의 라이프스타일 위험요인과 복합만성질환간의 연관성 규칙을 탐색하여 보건교육프로그램에 필요한 방향성과 기초정보를 제공하는데 목적을 둔다. 방법: 제8기 국민건강영양조사 중 2019년부터 2020년까지 만 19세 이상 성인 7,609명을 대상으로 하였으며, 6개의 라이프스타일 위험요인과 11가지 이환질환에 대하여 R과 R 스튜디오를 이용하여 연관규칙마이닝을 수행하였다. 결과: 본 연구 결과를 통하여 연관규칙마이닝과 같은 데이터마이닝 기법을 통해 생활 습관 위험 요인의 중요성과 여러 만성 질환의 역할을 보여줬다는 점에서 의미가 있다. 결론: 상기 결과를 통하여 신체 활동 부족을 해결하기 위한 운동 프로그램, 부적절한 체중을 해결하기 위한 식이 중재, 부적절한 수면을 해결하기 위한 정신건강 교육프로그램과 같은 선택적이고 집중적인 건강교육 프로그램에 대한 개발의 필요성이 요구된다.

Keywords

Acknowledgement

본 과제(결과물)는 2023년도 교육부의 재원으로 한국연구재단의 지원을 받아 수행된 지자체-대학 협력기반 지역혁신 사업의 결과입니다(2021RIS-001(1345370811)).

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