PloS one · 2017
Data Mining Techniques Applied to Hydrogen Lactose Breath Test.
СтатьяНазвание и аннотация: Перевод пока не подготовлен
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Rubio-Escudero Cristina, Valverde-Fernández Justo, Nepomuceno-Chamorro Isabel, Pontes-Balanza Beatriz, Hernández-Mendoza Yoedusvany, Rodríguez-Herrera Alfonso
Аннотация
OBJECTIVES: Analyze a set of data of hydrogen breath tests by use of data mining tools. Identify new patterns of H2 production.
METHODS: Hydrogen breath tests data sets as well as k-means clustering as the data mining technique to a dataset of 2571 patients.
RESULTS: Six different patterns have been extracted upon analysis of the hydrogen breath test data. We have also shown the relevance of each of the samples taken throughout the test.
CONCLUSIONS: Analysis of the hydrogen breath test data sets using data mining techniques has identified new patterns of hydrogen generation upon lactose absorption. We can see the potential of application of data mining techniques to clinical data sets. These results offer promising data for future research on the relations between gut microbiota produced hydrogen and its link to clinical symptoms.
METHODS: Hydrogen breath tests data sets as well as k-means clustering as the data mining technique to a dataset of 2571 patients.
RESULTS: Six different patterns have been extracted upon analysis of the hydrogen breath test data. We have also shown the relevance of each of the samples taken throughout the test.
CONCLUSIONS: Analysis of the hydrogen breath test data sets using data mining techniques has identified new patterns of hydrogen generation upon lactose absorption. We can see the potential of application of data mining techniques to clinical data sets. These results offer promising data for future research on the relations between gut microbiota produced hydrogen and its link to clinical symptoms.