Quantitative Bioreactor Monitoring of Intracellular Bacterial Metabolites in Clostridium autoethanogenum Using Liquid Chromatography-Isotope Dilution Mass Spectrometry.
Laudina SafoSalah AbdelrazigAlexander Grosse-HonebrinkThomas MillatAnne M HenstraRupert NormanNeil R ThomasKlaus WinzerNigel Peter MintonDong-Hyun KimDavid A BarrettPublished in: ACS omega (2021)
We report a liquid chromatography-isotope dilution mass spectrometry method for the simultaneous quantification of 131 intracellular bacterial metabolites of Clostridium autoethanogenum. A comprehensive mixture of uniformly 13C-labeled internal standards (U-13C IS) was biosynthesized from the closely related bacterium Clostridium pasteurianum using 4% 13C-glucose as a carbon source. The U-13C IS mixture combined with 12C authentic standards was used to validate the linearity, precision, accuracy, repeatability, limits of detection, and quantification for each metabolite. A robust-fitting algorithm was employed to reduce the weight of the outliers on the quantification data. The metabolite calibration curves were linear with R 2 ≥ 0.99, limits of detection were ≤1.0 μM, limits of quantification were ≤10 μM, and precision/accuracy was within RSDs of 15% for all metabolites. The method was subsequently applied for the daily monitoring of the intracellular metabolites of C. autoethanogenum during a CO gas fermentation over 40 days as part of a study to optimize biofuel production. The concentrations of the metabolites were estimated at steady states of different pH levels using the robust-fitting mathematical approach, and we demonstrate improved accuracy of results compared to conventional regression. Metabolic pathway analysis showed that reactions of the incomplete (branched) tricarboxylic acid "cycle" were the most affected pathways associated with the pH shift in the bioreactor fermentation of C. autoethanogenum and the concomitant changes in ethanol production.
Keyphrases
- liquid chromatography
- mass spectrometry
- gas chromatography
- ms ms
- high resolution mass spectrometry
- tandem mass spectrometry
- simultaneous determination
- high resolution
- high performance liquid chromatography
- liquid chromatography tandem mass spectrometry
- solid phase extraction
- wastewater treatment
- machine learning
- capillary electrophoresis
- reactive oxygen species
- physical activity
- loop mediated isothermal amplification
- electronic health record
- real time pcr
- label free
- saccharomyces cerevisiae
- type diabetes
- weight gain
- deep learning
- lactic acid
- big data
- body weight
- room temperature
- metabolic syndrome
- ionic liquid
- skeletal muscle
- low cost