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Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis

Kampo, an empirically validated system of traditional Sino-Japanese medicine, aims to treat patients holistically. This is in contrast to modern medicine, which focuses in principle on treating the affected parts of the body of the patient. Kampo medicines formulated as combinations of crude drugs a...

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Autores principales: Okada, Taketo, Afendi, Farit Mochamad, Yamazaki, Mami, Chida, Kaori Nakahashi, Suzuki, Makoto, Kawai, Rika, Kim, Miyuki, Namiki, Takao, Kanaya, Shigehiko, Saito, Kazuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Japan 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4662717/
https://www.ncbi.nlm.nih.gov/pubmed/26499965
http://dx.doi.org/10.1007/s11418-015-0946-0
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author Okada, Taketo
Afendi, Farit Mochamad
Yamazaki, Mami
Chida, Kaori Nakahashi
Suzuki, Makoto
Kawai, Rika
Kim, Miyuki
Namiki, Takao
Kanaya, Shigehiko
Saito, Kazuki
author_facet Okada, Taketo
Afendi, Farit Mochamad
Yamazaki, Mami
Chida, Kaori Nakahashi
Suzuki, Makoto
Kawai, Rika
Kim, Miyuki
Namiki, Takao
Kanaya, Shigehiko
Saito, Kazuki
author_sort Okada, Taketo
collection PubMed
description Kampo, an empirically validated system of traditional Sino-Japanese medicine, aims to treat patients holistically. This is in contrast to modern medicine, which focuses in principle on treating the affected parts of the body of the patient. Kampo medicines formulated as combinations of crude drugs are prescribed based on a Kampo-specific diagnosis called Sho (in Japanese), defined as the holistic condition of each patient. Therefore, the medication system is very complex and is not well understood from a modern scientific perspective. Here, we show the informatics framework of Kampo medication by multivariate factor analysis of the elements constituting Kampo medication. First, the variation of Kampo formulas projected by principal component analysis (PCA) indicated that the combination patterns of crude drugs were highly correlated with Sho diagnoses of Deficiency and Excess. In an opposite way, partial least squares projection to latent structures (PLS) regression analysis could also predict Deficiency/Excess only from the composed crude drugs. Secondly, to chemically verify the correlation between Deficiency/Excess and crude drugs, we performed mass spectrometry (MS)-based metabolome analysis of Kampo prescriptions. PCA and PLS regression analysis of the metabolome data also suggested that Deficiency/Excess could be theoretically explained based on the variation in chemical fingerprints of Kampo medicines. Our results show that factor analysis of Kampo concepts and of the metabolomes of Kampo medicines enables interpretation of the complex system of Kampo. This study will theoretically form the basis for establishing traditionally and empirically based medications worldwide, leading to systematically personalized medicine. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s11418-015-0946-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-46627172015-12-04 Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis Okada, Taketo Afendi, Farit Mochamad Yamazaki, Mami Chida, Kaori Nakahashi Suzuki, Makoto Kawai, Rika Kim, Miyuki Namiki, Takao Kanaya, Shigehiko Saito, Kazuki J Nat Med Original Paper Kampo, an empirically validated system of traditional Sino-Japanese medicine, aims to treat patients holistically. This is in contrast to modern medicine, which focuses in principle on treating the affected parts of the body of the patient. Kampo medicines formulated as combinations of crude drugs are prescribed based on a Kampo-specific diagnosis called Sho (in Japanese), defined as the holistic condition of each patient. Therefore, the medication system is very complex and is not well understood from a modern scientific perspective. Here, we show the informatics framework of Kampo medication by multivariate factor analysis of the elements constituting Kampo medication. First, the variation of Kampo formulas projected by principal component analysis (PCA) indicated that the combination patterns of crude drugs were highly correlated with Sho diagnoses of Deficiency and Excess. In an opposite way, partial least squares projection to latent structures (PLS) regression analysis could also predict Deficiency/Excess only from the composed crude drugs. Secondly, to chemically verify the correlation between Deficiency/Excess and crude drugs, we performed mass spectrometry (MS)-based metabolome analysis of Kampo prescriptions. PCA and PLS regression analysis of the metabolome data also suggested that Deficiency/Excess could be theoretically explained based on the variation in chemical fingerprints of Kampo medicines. Our results show that factor analysis of Kampo concepts and of the metabolomes of Kampo medicines enables interpretation of the complex system of Kampo. This study will theoretically form the basis for establishing traditionally and empirically based medications worldwide, leading to systematically personalized medicine. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s11418-015-0946-0) contains supplementary material, which is available to authorized users. Springer Japan 2015-10-26 2016 /pmc/articles/PMC4662717/ /pubmed/26499965 http://dx.doi.org/10.1007/s11418-015-0946-0 Text en © The Author(s) 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Paper
Okada, Taketo
Afendi, Farit Mochamad
Yamazaki, Mami
Chida, Kaori Nakahashi
Suzuki, Makoto
Kawai, Rika
Kim, Miyuki
Namiki, Takao
Kanaya, Shigehiko
Saito, Kazuki
Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis
title Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis
title_full Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis
title_fullStr Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis
title_full_unstemmed Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis
title_short Informatics framework of traditional Sino-Japanese medicine (Kampo) unveiled by factor analysis
title_sort informatics framework of traditional sino-japanese medicine (kampo) unveiled by factor analysis
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4662717/
https://www.ncbi.nlm.nih.gov/pubmed/26499965
http://dx.doi.org/10.1007/s11418-015-0946-0
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