On-line targeted metabolomics for real-time monitoring of relevant compounds in fermentation processes.
Joan Cortada-GarciaJennifer HaggartyStefan WeidtRónán DalyS Alison ArnoldKarl E V BurgessPublished in: Biotechnology and bioengineering (2023)
Fermentation monitoring is a powerful tool for bioprocess development and optimization. On-line metabolomics is a technology that is starting to gain attention as a bioprocess monitoring tool, allowing the direct measurement of many compounds in the fermentation broth at a very high time resolution. In this work, targeted on-line metabolomics was used to monitor 40 metabolites of interest during three Escherichia coli succinate production fermentation experiments every 5 min with a triple quadrupole mass spectrometer. This allowed capturing high-time resolution biological data that can provide critical information for process optimization. For nine of these metabolites, simple univariate regression models were used to model compound concentration from their on-line mass spectrometry peak area. These on-line metabolomics univariate models performed comparably to vibrational spectroscopy multivariate partial least squares regressions models reported in the literature, which typically are much more complex and time consuming to build. In conclusion, this work shows how on-line metabolomics can be used to directly monitor many bioprocess compounds of interest and obtain rich biological and bioprocess data.
Keyphrases
- mass spectrometry
- liquid chromatography
- high resolution
- escherichia coli
- gas chromatography
- saccharomyces cerevisiae
- high performance liquid chromatography
- systematic review
- capillary electrophoresis
- ms ms
- cancer therapy
- electronic health record
- big data
- drug delivery
- tandem mass spectrometry
- density functional theory
- artificial intelligence
- cystic fibrosis
- deep learning
- solid state