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Comparison of the Accuracy and Mechanism of Data Mining Identification of the Intestinal Microbiota with 7 Restriction Enzymes
The intestinal microbiota compositions of 92 Japanese men were identified following consumption of identical meals for 3 days, and collected feces were analyzed through terminal restriction fragment length polymorphism. The obtained operational taxonomic units (OTUs) and subjects’ smoking and drinki...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Bioscience of Microbiota, Food and Health
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4034332/ https://www.ncbi.nlm.nih.gov/pubmed/24936373 http://dx.doi.org/10.12938/bmfh.32.139 |
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author | KOBAYASHI, Toshio FUJIWARA, Kenji |
author_facet | KOBAYASHI, Toshio FUJIWARA, Kenji |
author_sort | KOBAYASHI, Toshio |
collection | PubMed |
description | The intestinal microbiota compositions of 92 Japanese men were identified following consumption of identical meals for 3 days, and collected feces were analyzed through terminal restriction fragment length polymorphism. The obtained operational taxonomic units (OTUs) and subjects’ smoking and drinking habits, which had 2 nominal partitions, yes or no, were analyzed by Data mining software. Identification of subjects for each habit was successfully performed and reported previously, but the identification accuracy was closely dependent on the species of the applied restriction enzymes for PCR. For the sake of better selection of enzymes and understanding the mechanisms of Data mining analysis, 516f-BslI and 516f-HaeIII, 27f-MspI and 27f-AluI and 35f-HhaI, 35f-MspI and 35f-AluI, altogether 7 enzymes, were examined comparatively. Data mining analysis provides a Decision tree for identification of subjects and their dividing pathways that is produced using a limited number of OTUs, which affects the accuracy of the results. The present report discusses not only a global comparison of accuracies for characteristics, but also the detailed mechanisms that result in better or worse results and the practical roles and functions of OTUs. The OTU at the 1st step of the constructed Decision tree was the most important for any identification, and for all cases, the combination of subsequent OTUs, which formed later in the Decision tree, was also unignorable. Detailed dividing pathways were traced and compared for the 7 enzymes and the future supporting ideas were provided for better Data mining analysis of the human intestinal microbiota. |
format | Online Article Text |
id | pubmed-4034332 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Bioscience of Microbiota, Food and Health |
record_format | MEDLINE/PubMed |
spelling | pubmed-40343322014-06-16 Comparison of the Accuracy and Mechanism of Data Mining Identification of the Intestinal Microbiota with 7 Restriction Enzymes KOBAYASHI, Toshio FUJIWARA, Kenji Biosci Microbiota Food Health Full Paper The intestinal microbiota compositions of 92 Japanese men were identified following consumption of identical meals for 3 days, and collected feces were analyzed through terminal restriction fragment length polymorphism. The obtained operational taxonomic units (OTUs) and subjects’ smoking and drinking habits, which had 2 nominal partitions, yes or no, were analyzed by Data mining software. Identification of subjects for each habit was successfully performed and reported previously, but the identification accuracy was closely dependent on the species of the applied restriction enzymes for PCR. For the sake of better selection of enzymes and understanding the mechanisms of Data mining analysis, 516f-BslI and 516f-HaeIII, 27f-MspI and 27f-AluI and 35f-HhaI, 35f-MspI and 35f-AluI, altogether 7 enzymes, were examined comparatively. Data mining analysis provides a Decision tree for identification of subjects and their dividing pathways that is produced using a limited number of OTUs, which affects the accuracy of the results. The present report discusses not only a global comparison of accuracies for characteristics, but also the detailed mechanisms that result in better or worse results and the practical roles and functions of OTUs. The OTU at the 1st step of the constructed Decision tree was the most important for any identification, and for all cases, the combination of subsequent OTUs, which formed later in the Decision tree, was also unignorable. Detailed dividing pathways were traced and compared for the 7 enzymes and the future supporting ideas were provided for better Data mining analysis of the human intestinal microbiota. Bioscience of Microbiota, Food and Health 2013-10-30 2013 /pmc/articles/PMC4034332/ /pubmed/24936373 http://dx.doi.org/10.12938/bmfh.32.139 Text en Bioscience of Microbiota, Food and Health http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives (by-nc-nd) License. |
spellingShingle | Full Paper KOBAYASHI, Toshio FUJIWARA, Kenji Comparison of the Accuracy and Mechanism of Data Mining Identification of the Intestinal Microbiota with 7 Restriction Enzymes |
title | Comparison of the Accuracy and Mechanism of Data Mining Identification of the
Intestinal Microbiota with 7 Restriction Enzymes |
title_full | Comparison of the Accuracy and Mechanism of Data Mining Identification of the
Intestinal Microbiota with 7 Restriction Enzymes |
title_fullStr | Comparison of the Accuracy and Mechanism of Data Mining Identification of the
Intestinal Microbiota with 7 Restriction Enzymes |
title_full_unstemmed | Comparison of the Accuracy and Mechanism of Data Mining Identification of the
Intestinal Microbiota with 7 Restriction Enzymes |
title_short | Comparison of the Accuracy and Mechanism of Data Mining Identification of the
Intestinal Microbiota with 7 Restriction Enzymes |
title_sort | comparison of the accuracy and mechanism of data mining identification of the
intestinal microbiota with 7 restriction enzymes |
topic | Full Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4034332/ https://www.ncbi.nlm.nih.gov/pubmed/24936373 http://dx.doi.org/10.12938/bmfh.32.139 |
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