Metabolites are the small biological molecules involved in energy conversion and biosynthesis. Studying metabolism is inherently challenging due to metabolites' reactivity, structural diversity, and broad concentration range. Herein, we review the common pitfalls encountered in metabolomics and provide concrete guidelines for obtaining accurate metabolite measurements, focusing on water-soluble primary metabolites. We show how seemingly straightforward sample preparation methods can introduce systematic errors (e.g., owing to interconversion among metabolites) and how proper selection of quenching solvent (e.g., acidic acetonitrile:methanol:water) can mitigate such problems. We discuss the specific strengths, pitfalls, and best practices for each common analytical platform: liquid chromatography-mass spectrometry (LC-MS), gas chromatography-mass spectrometry (GC-MS), nuclear magnetic resonance (NMR), and enzyme assays. Together this information provides a pragmatic knowledge base for carrying out biologically informative metabolite measurements.

Background

Protein O-linked-β-N-acetyl glucosamine (O-GlcNAc) is a post-translational modification to Ser/Thr residues that integrates energy supply with demand. Abnormal O-GlcNAc patterning is evident in several neurological disease states including epilepsy, Alzheimer's disease and autism spectrum disorder (ASD). A potential treatment option for these disorders includes the high-fat, low-carbohydrate, ketogenic diet (KD). The goal of this study was to determine whether the KD induces changes in O-GlcNAc in the BTBR^T+tf/j (BTBR) mouse model of ASD.

Methods

Juvenile male (5weeks), age-matched C57 or BTBR mice consumed a chow diet (13% kcal fat) or KD (75% kcal fat) for 10-14days. Following these diets, brain (prefrontal cortex) and liver were examined for gene expression levels of key O-GlcNAc mediators, global and protein specific O-GlcNAc as well as indicators of energy status.

Results

The KD reduced global O-GlcNAc in the livers of all animals (p<0.05). Reductions were likely mediated by lower protein levels of O-GlcNAc transferase (OGT) and increased O-GlcNAcase (OGA) (p<0.05). In contrast, no differences in global O-GlcNAc were noted in the brain (p>0.05), yet OGT and OGA expression (mRNA) were elevated in both C57 and BTBR animals (p<0.05).

Conclusions

The KD has tissue specific impacts on O-GlcNAc. Although levels of O-GlcNAc play an important role in neurodevelopment, levels of this modification in the juvenile mouse brain were stable with the KD despite large fluctuations in energy status. This suggests that it is unlikely that the KD exerts it therapeutic benefit in the BTBR model of ASD by O-GlcNAc related pathways.