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Identification and Quantification of Deranged Metabolites in Critically Ill Patients Using NMR-Based Metabolomics
Published on: November 29, 2024
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Characteristics of Normalization Methods in Quantitative Urinary Metabolomics-Implications for Epidemiological
Tianqi Li1,2,3, Tuulia Tynkkynen1,4, Andrei Ihanus1,2,4
1Systems Epidemiology, Faculty of Medicine, University of Oulu, 90014 Oulu, Finland.
Biomolecules
|July 27, 2022
Summary
Choosing the right normalization method is crucial in urinary metabolomics. While methods impact metabolite associations, they minimally affect clinical interpretations in epidemiological studies.
Area of Science:
- Metabolomics
- Biochemistry
- Epidemiology
Background:
- Quantitative urinary metabolomics relies on accurate data normalization.
- Normalization methods can influence the interpretation of metabolite concentrations.
Purpose of the Study:
- To systematically compare the effects of seven normalization schemes in urinary metabolomics.
- To evaluate how normalization impacts metabolite-metabolite and metabolite-clinical associations.
Main Methods:
- Analysis of morning spot urine samples from 994 individuals using nuclear magnetic resonance (NMR) spectroscopy.
- Quantification of 44 metabolites and assessment of their associations with each other and with body mass index and mean arterial pressure.
Main Results:
- Normalization methods showed distinct effects on intra-urine metabolite associations compared to clinical associations.
- Epidemiological association patterns remained consistent across different normalization methods.
- Multimetabolite normalization schemes aligned with creatinine normalization.
Conclusions:
- Normalization method has minor influence on standard epidemiological regression analyses with clinical measures.
- Interpretation of intra-urine metabolite associations requires careful consideration of normalization methods.
- Understanding normalization's physiological basis is key for nuanced interpretation.
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