Cargando…
MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation
INTRODUCTION: Metabolomics analysis based on liquid chromatography-mass spectrometry (LC-MS) has been a prevalent method in the metabolic field. However, accurately quantifying all the metabolites in large metabolomics sample cohorts is challenging. The analysis efficiency is restricted by the abili...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10250499/ https://www.ncbi.nlm.nih.gov/pubmed/37289291 http://dx.doi.org/10.1007/s11306-023-02018-6 |
_version_ | 1785055766293512192 |
---|---|
author | An, Shaowei Wang, Ruimin Lu, Miaoshan Zhang, Chao Liu, Huafen Wang, Jinyin Xie, Cong Yu, Changbin |
author_facet | An, Shaowei Wang, Ruimin Lu, Miaoshan Zhang, Chao Liu, Huafen Wang, Jinyin Xie, Cong Yu, Changbin |
author_sort | An, Shaowei |
collection | PubMed |
description | INTRODUCTION: Metabolomics analysis based on liquid chromatography-mass spectrometry (LC-MS) has been a prevalent method in the metabolic field. However, accurately quantifying all the metabolites in large metabolomics sample cohorts is challenging. The analysis efficiency is restricted by the abilities of software in many labs, and the lack of spectra for some metabolites also hinders metabolite identification. OBJECTIVES: Develop software that performs semi-targeted metabolomics analysis with an optimized workflow to improve quantification accuracy. The software also supports web-based technologies and increases laboratory analysis efficiency. A spectral curation function is provided to promote the prosperity of homemade MS/MS spectral libraries in the metabolomics community. METHODS: MetaPro is developed based on an industrial-grade web framework and a computation-oriented MS data format to improve analysis efficiency. Algorithms from mainstream metabolomics software are integrated and optimized for more accurate quantification results. A semi-targeted analysis workflow is designed based on the concept of combining artificial judgment and algorithm inference. RESULTS: MetaPro supports semi-targeted analysis workflow and functions for fast QC inspection and self-made spectral library curation with easy-to-use interfaces. With curated authentic or high-quality spectra, it can improve identification accuracy using different peak identification strategies. It demonstrates practical value in analyzing large amounts of metabolomics samples. CONCLUSION: We offer MetaPro as a web-based application characterized by fast batch QC inspection and credible spectral curation towards high-throughput metabolomics data. It aims to resolve the analysis difficulty in semi-targeted metabolomics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11306-023-02018-6. |
format | Online Article Text |
id | pubmed-10250499 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-102504992023-06-10 MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation An, Shaowei Wang, Ruimin Lu, Miaoshan Zhang, Chao Liu, Huafen Wang, Jinyin Xie, Cong Yu, Changbin Metabolomics Software INTRODUCTION: Metabolomics analysis based on liquid chromatography-mass spectrometry (LC-MS) has been a prevalent method in the metabolic field. However, accurately quantifying all the metabolites in large metabolomics sample cohorts is challenging. The analysis efficiency is restricted by the abilities of software in many labs, and the lack of spectra for some metabolites also hinders metabolite identification. OBJECTIVES: Develop software that performs semi-targeted metabolomics analysis with an optimized workflow to improve quantification accuracy. The software also supports web-based technologies and increases laboratory analysis efficiency. A spectral curation function is provided to promote the prosperity of homemade MS/MS spectral libraries in the metabolomics community. METHODS: MetaPro is developed based on an industrial-grade web framework and a computation-oriented MS data format to improve analysis efficiency. Algorithms from mainstream metabolomics software are integrated and optimized for more accurate quantification results. A semi-targeted analysis workflow is designed based on the concept of combining artificial judgment and algorithm inference. RESULTS: MetaPro supports semi-targeted analysis workflow and functions for fast QC inspection and self-made spectral library curation with easy-to-use interfaces. With curated authentic or high-quality spectra, it can improve identification accuracy using different peak identification strategies. It demonstrates practical value in analyzing large amounts of metabolomics samples. CONCLUSION: We offer MetaPro as a web-based application characterized by fast batch QC inspection and credible spectral curation towards high-throughput metabolomics data. It aims to resolve the analysis difficulty in semi-targeted metabolomics. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11306-023-02018-6. Springer US 2023-06-08 2023 /pmc/articles/PMC10250499/ /pubmed/37289291 http://dx.doi.org/10.1007/s11306-023-02018-6 Text en © The Author(s) 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Software An, Shaowei Wang, Ruimin Lu, Miaoshan Zhang, Chao Liu, Huafen Wang, Jinyin Xie, Cong Yu, Changbin MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation |
title | MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation |
title_full | MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation |
title_fullStr | MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation |
title_full_unstemmed | MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation |
title_short | MetaPro: a web-based metabolomics application for LC-MS data batch inspection and library curation |
title_sort | metapro: a web-based metabolomics application for lc-ms data batch inspection and library curation |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10250499/ https://www.ncbi.nlm.nih.gov/pubmed/37289291 http://dx.doi.org/10.1007/s11306-023-02018-6 |
work_keys_str_mv | AT anshaowei metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT wangruimin metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT lumiaoshan metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT zhangchao metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT liuhuafen metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT wangjinyin metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT xiecong metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration AT yuchangbin metaproawebbasedmetabolomicsapplicationforlcmsdatabatchinspectionandlibrarycuration |