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Advantage of Applying OSC to 1H NMR-Based Metabonomic Data of Celiac Disease
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نویسنده
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Rezaei-Tavirani Mostafa ,Fathi Fariba ,Darvizeh Fatemeh ,Zali Mohamad Reza ,Rostami Nejad Mohamad ,Rostami Kamran ,Tafazzoli Mohsen ,Arefi oskouie Afsaneh ,Mortazavi-Tabatabaei Abdol Reza
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منبع
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international journal of endocrinology and metabolism - 2012 - دوره : 10 - شماره : 3 - صفحه:548 -552
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چکیده
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Background: celiac disease (cd) is a disorder associated with body reaction to gluten. after the gluten intake, an immune reaction against the protein occurs and damages villi of smallintestine in celiac patients gradually. objectives: the osc, a filtering method for minimization of inter- and intra-spectrometer variationsthat influence on data acquisition, was applied to biofluid nmr data of cd patients. patients and methods: in this study, metabolites of total 56 serum samples from 12 cd patients,15 cd patients taking gluten-free diet (gfd), and 29 healthy cases were analyzed using nuclear magnetic resonance (nmr) and associated theoretical analysis. employing prometab(version prometab_v3_3) software, data obtained from nmr spectra were reduced and orthogonal signal correction (osc) effect on celiac disease metabonomics before and after the separation by principle component analysis (pca) was investigated. results: the three groups were separated by osc and findings were analyzed by partial least squares discriminant analysis (pls-da) method. root mean square error of calibration (rmsec) and correlation coefficient of calibration (rc) for pls-da referred to an efficient group separation filtered by osc. conclusions: the applied leave-one-out cross-validation to pls-da method performed along with osc confirmed validation of data analysis. finally four metabolites are introduced as cd biomarkers.
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کلیدواژه
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Magnetic Resonance Spectroscopy ,Principle Component Analysis ,Discriminant Analysis ,Celiac Disease
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آدرس
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shahid beheshti university of medical sciences, Faculty of Paramedical Sciences, Proteomics Research Center, ایران, sharif university of technology, Department of Chemistry, ایران, Debrecen Medical School, Department of Medicine, Hungary, shahid beheshti university of medical sciences, Research Center for Gastroenterology and Liver Disease, ایران, Dudley Group of Hospital, UK, shahid beheshti university of medical sciences, Faculty of Paramedical Sciences, Department of Basic Science, ایران, sharif university of technology, Department of Chemistry, ایران, shahid beheshti university of medical sciences, Faculty of Paramedical Sciences, Department of Basic Science, ایران, shahid beheshti university of medical sciences, Faculty of Paramedical Sciences, Department of Basic Science, ایران
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Authors
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