1.Evaluation and Interpretation of 9 Body Constitution Scores of CCMQ-J by Seven Independent Questionnaires
Guang SHI ; Hoko KYO ; Toshihiro KAWASAKI ; Shigehiko KANAYA ; Mariko SATO ; Saki TOKUDA-KAKUTANI ; Hiroshi WATANABE ; Norihito MURAYAMA ; Minako OHASHI ; Md ALTAF-UL-AMIN ; Naoaki ONO ; Hiroki TANAKA ; Satoshi NAKAMURA ; Kazuo UEBABA ; Nobutaka SUZUKI ; Ming HUANG
Japanese Journal of Complementary and Alternative Medicine 2019;16(2):79-93
In this study, we proposed an approach to interpret the classification of body constitution based on the Japanese Version of Constitution in Chinese Medicine Questionnaire (CCMQ-J) in terms of an augmented questionnaire combining seven independent questionnaires. The augmented questionnaire consists of 254 questions in terms of seven categories of attributes, which are the (i) basic information (BI), (ii) disease (DI), (iii) social factors (SO), (iv) mental factors (ME), (v) dietary habits (DH), (vi) sleeping state (SL), and (vii) sub-health (SH). The partial least square (PLS) regression has been adopted to model the correlations between the scores of body constitutions and the questions, and their results show that the body constitution can be represented by the linear combination of the questions substantially (correlation coefficients between the true and predicted constitutions are all above 0.7). Moreover, by using the crowdsourcing technique in data collection, a total of 851 samples (350 males and 501 females between 20 and 85 years old) samples with diverse geographical backgrounds in Japan have been collected, from which new medical implications have been extracted through the discussion in a Traditional Chinese Medicine standpoint. This study serves as a crucial step for validating the philosophy of ancient Chinese medicine by the state-of-the-art information science techniques and facilitating the use of the CCMQ-J in public healthcare.
2.Data Intensive Study of Accessibility of Edible Species and Healthcare Across the Globe
Satoshi WATANABE ; Hoko KYO ; KANG LIU ; Ryohei EGUCHI ; Md. ALTAF-UL-AMIN ; Aki MORITA(HIRAI) ; Minako OHASHI ; Naoaki ONO ; Alex Ming HUANG ; Yanbo ZHU ; Qi WANG ; Zhaoyu DAI ; Yukiko NAKAMURA ; Klaus W. LANGE ; Kazuo UEBABA ; Shintaro HASHIMOTO ; Shigehiko KANAYA ; Nobutaka SUZUKI
Japanese Journal of Complementary and Alternative Medicine 2018;15(1):37-60
Variety of accessibility to edible species in different regions has climatic and historical roots. In the present study, we try to systematically analyze 28,064 records of relationships between 11,752 edible species and 228 geographic zones by hierarchical clustering. The 228 geographic regions were classified into 11 super groups named as A to K, which were further divided into 39 clusters (CLs). Of them, at least one member of each of 28 CLs is associated to 20 or more edible species according to present information of KNApSAcK DB (http://kanaya.naist.jp/KNApSAcK_World/top.jsp). We examined those 28 CLs and found that majority of the members of each of the 27 CLs (96%) have specific type of climate. Diversity of accessibility to edible species makes it possible to separate 8 geographic regions on continental landmasses namely Mediterraneum, Baltic Sea, Western Europe, Yucatan Peninsula, South America, Africa and Arabian Peninsula, Southeast Asia, and Arctic Ocean; and three archipelagos namely, Caribbean Islands, Southeast Asian Islands and Pacific Islands. In addition, we also examined clusters based on cultural exchanges by colonization and migration and mass movement of people and material by modern transportation and trades as well as biogeographic factors. The era of big data science or data intensive science make it possible to systematically understand the content in huge data and how to acquire suitable data for specific purposes. Human healthcare should be considered on the basis of culture, climate, accessibility of edible foods and preferences, and based on molecular level information of genome and digestive systems.