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Metabonomics based NMR in Crohn's disease applying PLS-DA
AIM: The aim of this study was to search for metabolic biomarkers of Crohn's disease (CD). BACKGROUND: Crohn's disease (CD) is a type of inflammatory bowel disease that causing a wide variety of symptoms. CD can influence any part of the gastrointestinal tract from mouth to anus. CD is not...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Institute for Gastroenterology and Liver Diseases
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4017545/ https://www.ncbi.nlm.nih.gov/pubmed/24834293 |
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author | Fathi, Fariba Oskouie, Afsaneh Arefi Tafazzoli, Mohsen Naderi, Nosratollah Sohrabzedeh, Kaveh Fathi, Soraya Norouzinia, Mohsen Nejad, Mohammad Rostami |
author_facet | Fathi, Fariba Oskouie, Afsaneh Arefi Tafazzoli, Mohsen Naderi, Nosratollah Sohrabzedeh, Kaveh Fathi, Soraya Norouzinia, Mohsen Nejad, Mohammad Rostami |
author_sort | Fathi, Fariba |
collection | PubMed |
description | AIM: The aim of this study was to search for metabolic biomarkers of Crohn's disease (CD). BACKGROUND: Crohn's disease (CD) is a type of inflammatory bowel disease that causing a wide variety of symptoms. CD can influence any part of the gastrointestinal tract from mouth to anus. CD is not easily diagnosed because monitoring tools are currently insufficient. Thus, the discovery of proper methods is needed for early diagnosis of CD. PATIENTS AND METHODS: We utilized metabolic profiling using proton nuclear magnetic resonance spectroscopy ((1)HNMR) to find the metabolites in serum. Classification of CD and healthy subject was done using partial least squares discriminant analysis (PLS-DA). RESULTS: According to PLS-DA model, we concluded that just using one descriptor CD and control groups could be classified separately. The level of lipid in blood serum of CD compared to healthy cohorts was decreased. For the external test set, the classification model showed a 94% correct classification of CD and healthy subject. CONCLUSION: The result of classification model presents that NMR based metabonomics is key tool as well as insight into potential targets for disease therapy and prevention. |
format | Online Article Text |
id | pubmed-4017545 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Research Institute for Gastroenterology and Liver Diseases |
record_format | MEDLINE/PubMed |
spelling | pubmed-40175452014-05-15 Metabonomics based NMR in Crohn's disease applying PLS-DA Fathi, Fariba Oskouie, Afsaneh Arefi Tafazzoli, Mohsen Naderi, Nosratollah Sohrabzedeh, Kaveh Fathi, Soraya Norouzinia, Mohsen Nejad, Mohammad Rostami Gastroenterol Hepatol Bed Bench Original Article AIM: The aim of this study was to search for metabolic biomarkers of Crohn's disease (CD). BACKGROUND: Crohn's disease (CD) is a type of inflammatory bowel disease that causing a wide variety of symptoms. CD can influence any part of the gastrointestinal tract from mouth to anus. CD is not easily diagnosed because monitoring tools are currently insufficient. Thus, the discovery of proper methods is needed for early diagnosis of CD. PATIENTS AND METHODS: We utilized metabolic profiling using proton nuclear magnetic resonance spectroscopy ((1)HNMR) to find the metabolites in serum. Classification of CD and healthy subject was done using partial least squares discriminant analysis (PLS-DA). RESULTS: According to PLS-DA model, we concluded that just using one descriptor CD and control groups could be classified separately. The level of lipid in blood serum of CD compared to healthy cohorts was decreased. For the external test set, the classification model showed a 94% correct classification of CD and healthy subject. CONCLUSION: The result of classification model presents that NMR based metabonomics is key tool as well as insight into potential targets for disease therapy and prevention. Research Institute for Gastroenterology and Liver Diseases 2013 /pmc/articles/PMC4017545/ /pubmed/24834293 Text en Copyright © 2013 Research Institute for Gastroenterology and Liver Diseases http://creativecommons.org/licenses/by-nc/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial 3.0 Unported License which allows users to read, copy, distribute and make derivative works for non-commercial purposes from the material, as long as the author of the original work is cited properly. |
spellingShingle | Original Article Fathi, Fariba Oskouie, Afsaneh Arefi Tafazzoli, Mohsen Naderi, Nosratollah Sohrabzedeh, Kaveh Fathi, Soraya Norouzinia, Mohsen Nejad, Mohammad Rostami Metabonomics based NMR in Crohn's disease applying PLS-DA |
title | Metabonomics based NMR in Crohn's disease applying PLS-DA |
title_full | Metabonomics based NMR in Crohn's disease applying PLS-DA |
title_fullStr | Metabonomics based NMR in Crohn's disease applying PLS-DA |
title_full_unstemmed | Metabonomics based NMR in Crohn's disease applying PLS-DA |
title_short | Metabonomics based NMR in Crohn's disease applying PLS-DA |
title_sort | metabonomics based nmr in crohn's disease applying pls-da |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4017545/ https://www.ncbi.nlm.nih.gov/pubmed/24834293 |
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