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Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study

For large-scale metabolomics, such as in cohort studies, normalization protocols using quality control (QC) samples have been established when using data from gas chromatography and liquid chromatography coupled to mass spectrometry. However, normalization protocols have not been established for cap...

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Autores principales: Yamamoto, Hiroyuki, Suzuki, Makoto, Matsuta, Rira, Sasaki, Kazunori, Kang, Moon-Il, Kami, Kenjiro, Tatara, Yota, Itoh, Ken, Nakaji, Shigeyuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8153282/
https://www.ncbi.nlm.nih.gov/pubmed/34068294
http://dx.doi.org/10.3390/metabo11050314
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author Yamamoto, Hiroyuki
Suzuki, Makoto
Matsuta, Rira
Sasaki, Kazunori
Kang, Moon-Il
Kami, Kenjiro
Tatara, Yota
Itoh, Ken
Nakaji, Shigeyuki
author_facet Yamamoto, Hiroyuki
Suzuki, Makoto
Matsuta, Rira
Sasaki, Kazunori
Kang, Moon-Il
Kami, Kenjiro
Tatara, Yota
Itoh, Ken
Nakaji, Shigeyuki
author_sort Yamamoto, Hiroyuki
collection PubMed
description For large-scale metabolomics, such as in cohort studies, normalization protocols using quality control (QC) samples have been established when using data from gas chromatography and liquid chromatography coupled to mass spectrometry. However, normalization protocols have not been established for capillary electrophoresis–mass spectrometry metabolomics. In this study, we performed metabolome analysis of 314 human plasma samples using capillary electrophoresis–mass spectrometry. QC samples were analyzed every 10 samples. The results of principal component analysis for the metabolome data from only the QC samples showed variations caused by capillary replacement in the first principal component score and linear variation with continuous measurement in the second principal component score. Correlation analysis between diagnostic blood tests and plasma metabolites normalized by the QC samples was performed for samples from 188 healthy subjects who participated in a Japanese population study. Five highly correlated pairs were identified, including two previously unidentified pairs in normal healthy subjects of blood urea nitrogen and guanidinosuccinic acid, and gamma-glutamyl transferase and cysteine glutathione disulfide. These results confirmed the validity of normalization protocols in capillary electrophoresis–mass spectrometry using large-scale metabolomics and comprehensive analysis.
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spelling pubmed-81532822021-05-27 Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study Yamamoto, Hiroyuki Suzuki, Makoto Matsuta, Rira Sasaki, Kazunori Kang, Moon-Il Kami, Kenjiro Tatara, Yota Itoh, Ken Nakaji, Shigeyuki Metabolites Article For large-scale metabolomics, such as in cohort studies, normalization protocols using quality control (QC) samples have been established when using data from gas chromatography and liquid chromatography coupled to mass spectrometry. However, normalization protocols have not been established for capillary electrophoresis–mass spectrometry metabolomics. In this study, we performed metabolome analysis of 314 human plasma samples using capillary electrophoresis–mass spectrometry. QC samples were analyzed every 10 samples. The results of principal component analysis for the metabolome data from only the QC samples showed variations caused by capillary replacement in the first principal component score and linear variation with continuous measurement in the second principal component score. Correlation analysis between diagnostic blood tests and plasma metabolites normalized by the QC samples was performed for samples from 188 healthy subjects who participated in a Japanese population study. Five highly correlated pairs were identified, including two previously unidentified pairs in normal healthy subjects of blood urea nitrogen and guanidinosuccinic acid, and gamma-glutamyl transferase and cysteine glutathione disulfide. These results confirmed the validity of normalization protocols in capillary electrophoresis–mass spectrometry using large-scale metabolomics and comprehensive analysis. MDPI 2021-05-13 /pmc/articles/PMC8153282/ /pubmed/34068294 http://dx.doi.org/10.3390/metabo11050314 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yamamoto, Hiroyuki
Suzuki, Makoto
Matsuta, Rira
Sasaki, Kazunori
Kang, Moon-Il
Kami, Kenjiro
Tatara, Yota
Itoh, Ken
Nakaji, Shigeyuki
Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study
title Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study
title_full Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study
title_fullStr Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study
title_full_unstemmed Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study
title_short Capillary Electrophoresis Mass Spectrometry-Based Metabolomics of Plasma Samples from Healthy Subjects in a Cross-Sectional Japanese Population Study
title_sort capillary electrophoresis mass spectrometry-based metabolomics of plasma samples from healthy subjects in a cross-sectional japanese population study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8153282/
https://www.ncbi.nlm.nih.gov/pubmed/34068294
http://dx.doi.org/10.3390/metabo11050314
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