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Securing the Future of NMR Metabolomics Reproducibility: A Call for Standardized Reporting
Erik R Andersson1, Amanda L Bayless2, Robert B Brua3
1Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois 60607, United States.
Analytical Chemistry
|September 15, 2025
Summary
New guidelines improve nuclear magnetic resonance (NMR) metabolomics research. These recommendations enhance data reproducibility and comparability for this growing scientific field.
Area of Science:
- Metabolomics
- Nuclear Magnetic Resonance (NMR) Spectroscopy
- Biochemistry
- Analytical Chemistry
Background:
- Metabolomics is a rapidly expanding field with increasing demand, attracting many new researchers.
- Varied expertise and interests among researchers lead to inconsistencies in methodology and reporting within metabolomics studies.
- A literature review highlighted significant shortcomings in reporting NMR metabolomics experiments, impacting scientific rigor and reproducibility.
Purpose of the Study:
- To address inconsistencies in NMR metabolomics research by establishing clear reporting recommendations.
- To enhance the reproducibility, reusability, and comparability of NMR metabolomics data.
- To support high-quality, impactful research through well-executed and thoroughly reported studies.
Main Methods:
- A comparative literature review of NMR metabolomics studies from 2010 and 2020 was conducted.
- Reporting recommendations were developed based on identified shortcomings in experimental details.
- Seminal papers were compiled to guide study design and implementation.
Main Results:
- Significant shortcomings were found in the reporting of experimental details for NMR metabolomics.
- Methodological choices at each research stage can introduce bias and alter results.
- The need for standardized reporting is crucial for scientific rigor and data integrity.
Conclusions:
- The NMR Special Interest Group of the Metabolomics Association of North America proposes reporting recommendations.
- Recommendations cover study design, sample preparation, data acquisition, processing, analysis, accessibility, and comparability.
- Adherence to these guidelines will improve the quality and impact of NMR metabolomics research.

