Cargando…

A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research

Clinical metabolomics emerged as a novel approach for biomarker discovery with the translational potential to guide next-generation therapeutics and precision health interventions. However, reproducibility in clinical research employing metabolomics data is challenging. Checklists are a helpful tool...

Descripción completa

Detalles Bibliográficos
Autores principales: Du, Xinsong, Aristizabal-Henao, Juan J., Garrett, Timothy J., Brochhausen, Mathias, Hogan, William R., Lemas, Dominick J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8779534/
https://www.ncbi.nlm.nih.gov/pubmed/35050209
http://dx.doi.org/10.3390/metabo12010087
_version_ 1784637600781303808
author Du, Xinsong
Aristizabal-Henao, Juan J.
Garrett, Timothy J.
Brochhausen, Mathias
Hogan, William R.
Lemas, Dominick J.
author_facet Du, Xinsong
Aristizabal-Henao, Juan J.
Garrett, Timothy J.
Brochhausen, Mathias
Hogan, William R.
Lemas, Dominick J.
author_sort Du, Xinsong
collection PubMed
description Clinical metabolomics emerged as a novel approach for biomarker discovery with the translational potential to guide next-generation therapeutics and precision health interventions. However, reproducibility in clinical research employing metabolomics data is challenging. Checklists are a helpful tool for promoting reproducible research. Existing checklists that promote reproducible metabolomics research primarily focused on metadata and may not be sufficient to ensure reproducible metabolomics data processing. This paper provides a checklist including actions that need to be taken by researchers to make computational steps reproducible for clinical metabolomics studies. We developed an eight-item checklist that includes criteria related to reusable data sharing and reproducible computational workflow development. We also provided recommended tools and resources to complete each item, as well as a GitHub project template to guide the process. The checklist is concise and easy to follow. Studies that follow this checklist and use recommended resources may facilitate other researchers to reproduce metabolomics results easily and efficiently.
format Online
Article
Text
id pubmed-8779534
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-87795342022-01-22 A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research Du, Xinsong Aristizabal-Henao, Juan J. Garrett, Timothy J. Brochhausen, Mathias Hogan, William R. Lemas, Dominick J. Metabolites Review Clinical metabolomics emerged as a novel approach for biomarker discovery with the translational potential to guide next-generation therapeutics and precision health interventions. However, reproducibility in clinical research employing metabolomics data is challenging. Checklists are a helpful tool for promoting reproducible research. Existing checklists that promote reproducible metabolomics research primarily focused on metadata and may not be sufficient to ensure reproducible metabolomics data processing. This paper provides a checklist including actions that need to be taken by researchers to make computational steps reproducible for clinical metabolomics studies. We developed an eight-item checklist that includes criteria related to reusable data sharing and reproducible computational workflow development. We also provided recommended tools and resources to complete each item, as well as a GitHub project template to guide the process. The checklist is concise and easy to follow. Studies that follow this checklist and use recommended resources may facilitate other researchers to reproduce metabolomics results easily and efficiently. MDPI 2022-01-17 /pmc/articles/PMC8779534/ /pubmed/35050209 http://dx.doi.org/10.3390/metabo12010087 Text en © 2022 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 Review
Du, Xinsong
Aristizabal-Henao, Juan J.
Garrett, Timothy J.
Brochhausen, Mathias
Hogan, William R.
Lemas, Dominick J.
A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research
title A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research
title_full A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research
title_fullStr A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research
title_full_unstemmed A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research
title_short A Checklist for Reproducible Computational Analysis in Clinical Metabolomics Research
title_sort checklist for reproducible computational analysis in clinical metabolomics research
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8779534/
https://www.ncbi.nlm.nih.gov/pubmed/35050209
http://dx.doi.org/10.3390/metabo12010087
work_keys_str_mv AT duxinsong achecklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT aristizabalhenaojuanj achecklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT garretttimothyj achecklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT brochhausenmathias achecklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT hoganwilliamr achecklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT lemasdominickj achecklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT duxinsong checklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT aristizabalhenaojuanj checklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT garretttimothyj checklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT brochhausenmathias checklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT hoganwilliamr checklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch
AT lemasdominickj checklistforreproduciblecomputationalanalysisinclinicalmetabolomicsresearch