Classification Method for Predicting the Development of Myocardial Infarction by Using the Interaction between Genetic and Environmental Factors
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概要
- 論文の詳細を見る
Multifactorial diseases, such as lifestyle-related diseases, for example, cancer, diabetes mellitus, and myocardial infarction, are believed to be caused by the complex interactions between various environmental factors on a polygenic basis. In addition, it is believed that genetic risk factors for the same disease differ on an individual basis according to their susceptible environmental factors. In the present study, to predict the development of myocardial infarction (MI) and classify the subjects into personally optimum development patterns, we have extracted risk factor candidates (RFCs) that comprised a state that is a derivative form of polymorphisms and environmental factors using a statistical test. We then selected the risk factors using a criterion for detecting personal group (CDPG), which is defined in the present study. By using CDPG, we could predict the development of MI in blinded subjects with an accuracy greater than 75%. In addition, the risk percentage for MI was higher with an increase in the number of selected risk factors in the blinded data. Since sensitivity using the CDPG was high, it can be an effective and useful tool in preventive medicine and its use may provide a high quality of life and reduce medical costs.
- 一般社団法人 情報処理学会の論文
著者
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Honda Hiroyuki
Department of Biotechnology, School of Engineering, Nagoya University
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Tomita Yasuyuki
Department of Biotechnology, School of Engineering, Nagoya University
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Tomita Yasuyuki
Department Of Biotechnology School Of Engineering Nagoya University
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Izawa Hideo
Department Of Cardiology
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Yokota Mitsuhiro
Department Clinical Laboratory Nagoya University Hospital
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Honda Hiroyuki
Department Of Anesthesia Niigata City General Hospital
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Kobayashi Takeshi
School Of Bioscience And Biotechnology Chubu University
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Asano Hiroyuki
Department Of Cardiology Chiousha Iwakura Hospital
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Izawa Hideo
Department of Cardiology, Graduate School of Medicine, Nagoya University
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Asano Hiroyuki
Department of Cardiology, Graduate School of Medicine, Nagoya University
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Asano Hiroyuki
Department of Advanced Medicine in Cardiopulmonary Disease, Nagoya University Graduate School of Medicine
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