Abstract
Introduction
The value of metabolomics in multi-systemic mitochondrial disease research has been increasingly recognized, with the ability to investigate a variety of biofluids and tissues considered a particular advantage. Although minimally invasive biofluids are the generally favored sample type, it remains unknown whether systemic metabolomes provide a clear reflection of tissue-specific metabolic alterations.
Objectives
Here we cross-compare urine and tissue-specific metabolomes in the Ndufs4 knockout mouse model of Leigh syndrome—a complex neurometabolic MD defined by progressive focal lesions in specific brain regions—to identify and evaluate the extent of common and unique metabolic alterations on a systemic and brain regional level.
Methods
Untargeted and semi-targeted multi-platform metabolomics were performed on urine, four brain regions, and two muscle types of Ndufs4 KO (n≥19) vs wildtype (n≥20) mice.
Results
Widespread alterations were evident in alanine, aspartate, glutamate, and arginine metabolism in Ndufs4 KO mice; while brain-region specific metabolic signatures include the accumulation of branched-chain amino acids, proline, and glycolytic intermediates. Furthermore, we describe a systemic dysregulation in one-carbon metabolism and the tricarboxylic acid cycle, which was not clearly reflected in the Ndufs4 KO brain.
Conclusion
Our results confirm the value of urinary metabolomics when evaluating MD-associated metabolites, while cautioning against mechanistic studies relying solely on systemic biofluids.
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Data availability
The metabolomics data obtained in this study can be accessed at the Common Fund’s National Metabolomics Data Repository (NMDR) website, the Metabolomics Workbench (https://www.metabolomicsworkbench.org) where it has been assigned project IDs: PR000721 (Terburgh et al., 2019a), PR001003 (Terburgh et al., 2021b), and PR001187 (Terburgh et al., 2021c).
Abbreviations
- 1C:
-
One-carbon
- 3-MH:
-
3-methylhistidine
- BCAA:
-
Branched-chain amino acids
- BBD:
-
γ-butyrobetaine dioxygenase
- BHMT:
-
Betaine-homocysteine methyltransferase
- CI:
-
Complex I
- CII:
-
Complex II
- CoA:
-
Coenzyme A
- DHAP:
-
Dihydroxyacetone phosphate
- ES:
-
Effect size
- ETFDH:
-
Electron-transferring-flavoprotein dehydrogenase
- FDR:
-
False discovery rate
- G3P:
-
Gycerol-3-phosphate
- GC-TOF-MS:
-
Gas chromatography time-of-flight mass spectrometry
- GLUT1:
-
Glucose transporter 1
- HP:
-
Hydroxyphenyl
- KO:
-
Knockout
- LC-MS/MS:
-
Liquid chromatography-tandem mass spectrometry
- LS:
-
Leigh syndrome
- MD:
-
Mitochondrial disease
- NAD(P)H:
-
Nicotinamide adenine dinucleotide (phosphate)
- NAG:
-
N-acetyl glutamate
- OXPHOS:
-
Oxidative phosphorylation
- P:
-
Postnatal day
- Q:
-
Ubiquinone
- SAM:
-
S-adenosyl methionine
- SCF:
-
Short chain fatty acids
- TCA:
-
Tricarboxylic acid
- WT:
-
Wild type
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Acknowledgements
We thank W. Horak and J. Coetzer for their assistance with the metabolomics analyses as well as K. Venter and A. Fick, from the Pre-Clinical Drug Development Platform (PCDDP, NWU, RSA), for their assistance regarding animal handling.
Funding
This work was supported by the National Research Foundation of South Africa (NRF, Grant No. 92736, 108146,111479 and 121368), the Technology Innovation Agency of the Department of Science and Technology of South Africa (TIA, Grant No. Metabol. 01), and the North-West University (NWU). Opinions expressed and conclusions arrived at, are those of the authors and are not necessarily to be attributed to the NRF, TIA or NWU.
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KT and RL designed the research plan with input from JZL and FvdW. FvdW acquired the animal model and ethical approval with assistance from RL. RL and FvdW obtained funding for the study. KT performed the data processing with assistance from RL and JZL. KT analyzed the data and wrote the manuscript with input from RL, JZL and FvdW.
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The AnimCare animal research ethics committee of North-West University approved (NWU-0001-15-A5 and NWU-00378-16-A5) the animal protocols used in this study. All animals were maintained, and all procedures performed, in accordance with the code of ethics in research, training, and testing of drugs in South Africa and complied with national legislation.
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Terburgh, K., Lindeque, J.Z., van der Westhuizen, F.H. et al. Cross-comparison of systemic and tissue-specific metabolomes in a mouse model of Leigh syndrome. Metabolomics 17, 101 (2021). https://doi.org/10.1007/s11306-021-01854-8
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DOI: https://doi.org/10.1007/s11306-021-01854-8