Construction of mini‐chemostats for high‐throughput strain characterization

To achieve large‐scale, high‐throughput experiments for systems biology research of microorganisms, reliable data from robust cultivation systems are needed. Chemostats are such systems, ensuring reproducibility and quality by providing a stable, well‐controlled environment for the cells. However, many of the available chemostat systems require large amounts of media and are complex to set up and expensive to purchase and maintain. To address these concerns, we developed a mini‐chemostat (MC) system with 16 reactors, each at a working volume of 40 ml. Sensors measure dissolved oxygen in the reactor, while OD600 is measured in the outflow. We further developed a CO2 and pH sensor array that can be plugged into the outflow of the reactors. The system was used to characterize yeast physiology at four metabolically different conditions: limitations of glucose, both aerobic and anaerobic, nitrogen, and ethanol. The physiology of yeast cells grown at the four different conditions in the MC system was compared with the yeast cells grown in a DASGIP 1 L system using RNAseq analysis. The results show that the MC system provides the same environmental conditions as the DASGIP system and that the MC system is reproducible between different runs. The system is built to be easily scalable with more reactors and to include more sensors, if available. Our study shows that a robust, reproducible chemostat system for high‐throughput and large‐scale experiments can be built at low costs.

[1]  J. Keasling,et al.  Exploring small-scale chemostats to scale up microbial processes: 3-hydroxypropionic acid production in S. cerevisiae , 2019, Microbial Cell Factories.

[2]  Cole Trapnell,et al.  Ultrafast and memory-efficient alignment of short DNA sequences to the human genome , 2009, Genome Biology.

[3]  B Allen,et al.  Design of a prototype miniature bioreactor for high throughput automated bioprocessing , 2003 .

[4]  A. Novick,et al.  Description of the chemostat. , 1950, Science.

[5]  Xudong Ge,et al.  Validation of an optical sensor-based high-throughput bioreactor system for mammalian cell culture. , 2006, Journal of biotechnology.

[6]  B. Séraphin,et al.  The tandem affinity purification (TAP) method: a general procedure of protein complex purification. , 2001, Methods.

[7]  Michael Unser,et al.  A chemostat array enables the spatio-temporal analysis of the yeast proteome , 2013, Proceedings of the National Academy of Sciences.

[8]  R. R. Platon Oxygen Mass Transfer Coefficient (K L a) as Scale-Up Criterion in Brine Shrimp Culture * , 1987 .

[9]  Kevin D Dorfman,et al.  Microfluidic chemostat for measuring single cell dynamics in bacteria. , 2013, Lab on a chip.

[10]  D. Gresham,et al.  The functional basis of adaptive evolution in chemostats. , 2014, FEMS microbiology reviews.

[11]  I. Nookaew,et al.  Enriching the gene set analysis of genome-wide data by incorporating directionality of gene expression and combining statistical hypotheses and methods , 2013, Nucleic acids research.

[12]  P. Oeller,et al.  Physiological characterization of adaptive clones in evolving populations of the yeast, Saccharomyces cerevisiae. , 1985, Genetics.

[13]  Ashraf Amanullah,et al.  Twenty‐four well plate miniature bioreactor system as a scale‐down model for cell culture process development , 2009, Biotechnology and bioengineering.

[14]  Gerardo Perozziello,et al.  Microchemostat-microbial continuous culture in a polymer-based, instrumented microbioreactor. , 2006, Lab on a chip.

[15]  Ole Winther,et al.  Growth-rate regulated genes have profound impact on interpretation of transcriptome profiling in Saccharomyces cerevisiae , 2006, Genome Biology.

[16]  Brandon G Wong,et al.  Precise, automated control of conditions for high-throughput growth of yeast and bacteria with eVOLVER , 2018, Nature Biotechnology.

[17]  Elmar Heinzle,et al.  A system of miniaturized stirred bioreactors for parallel continuous cultivation of yeast with online measurement of dissolved oxygen and off‐gas , 2013, Biotechnology and bioengineering.

[18]  Maitreya J. Dunham,et al.  Design and Use of Multiplexed Chemostat Arrays , 2013, Journal of visualized experiments : JoVE.

[19]  Timothy B. Stockwell,et al.  Nanoliter Reactors Improve Multiple Displacement Amplification of Genomes from Single Cells , 2007, PLoS genetics.

[20]  Annik Nanchen,et al.  Nonlinear Dependency of Intracellular Fluxes on Growth Rate in Miniaturized Continuous Cultures of Escherichia coli , 2006, Applied and Environmental Microbiology.

[21]  C. T. Evans,et al.  Effect of Nitrogen Source on Lipid Accumulation in Oleaginous Yeasts , 1984 .

[22]  J. Nielsen,et al.  Reconstruction of a Global Transcriptional Regulatory Network for Control of Lipid Metabolism in Yeast by Using Chromatin Immunoprecipitation with Lambda Exonuclease Digestion , 2018, mSystems.

[23]  Nicolas Szita,et al.  Development of a multiplexed microbioreactor system for high-throughput bioprocessing. , 2005, Lab on a chip.

[24]  A. Shrivastava,et al.  Recent Developments in Bioprocessing of Recombinant Proteins: Expression Hosts and Process Development , 2019, Front. Bioeng. Biotechnol..

[25]  L. Zhang,et al.  Molecular mechanism of heme signaling in yeast: the transcriptional activator Hap1 serves as the key mediator , 1999, Cellular and Molecular Life Sciences CMLS.

[26]  Alex Groisman,et al.  A microfluidic chemostat for experiments with bacterial and yeast cells , 2005, Nature Methods.

[27]  W. Huber,et al.  Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 , 2014, Genome Biology.

[28]  J. Heijnen,et al.  Changes in the metabolome of Saccharomyces cerevisiae associated with evolution in aerobic glucose-limited chemostats. , 2005, FEMS yeast research.

[29]  Oliver Spadiut,et al.  The Rocky Road From Fed-Batch to Continuous Processing With E. coli , 2019, Front. Bioeng. Biotechnol..

[30]  Jay D Keasling,et al.  Microbioreactor arrays with parametric control for high‐throughput experimentation , 2004, Biotechnology and bioengineering.

[31]  Konstantin B Konstantinov,et al.  The future of industrial bioprocessing: batch or continuous? , 2015, Biotechnology and bioengineering.

[32]  Intawat Nookaew,et al.  Mapping Condition-Dependent Regulation of Lipid Metabolism in Saccharomyces cerevisiae , 2013, G3: Genes, Genomes, Genetics.

[33]  G. Rao,et al.  Low-cost microbioreactor for high-throughput bioprocessing. , 2001, Biotechnology and bioengineering.

[34]  Aaron R. Quinlan,et al.  BIOINFORMATICS APPLICATIONS NOTE , 2022 .

[35]  Harry L. T. Lee,et al.  Microbioreactor arrays with integrated mixers and fluid injectors for high-throughput experimentation with pH and dissolved oxygen control. , 2006, Lab on a chip.

[36]  Gonçalo R. Abecasis,et al.  The Sequence Alignment/Map format and SAMtools , 2009, Bioinform..

[37]  Mohamed Al-Rubeai,et al.  Monitoring pH and dissolved oxygen in mammalian cell culture using optical sensors , 2008, Cytotechnology.

[38]  J. Nielsen,et al.  Predictive models of eukaryotic transcriptional regulation reveals changes in transcription factor roles and promoter usage between metabolic conditions , 2019, Nucleic acids research.

[39]  Xudong Ge,et al.  Comparisons of optical pH and dissolved oxygen sensors with traditional electrochemical probes during mammalian cell culture , 2007, Biotechnology and bioengineering.

[40]  Ashraf Amanullah,et al.  Novel micro‐bioreactor high throughput technology for cell culture process development: Reproducibility and scalability assessment of fed‐batch CHO cultures , 2010, Biotechnology and bioengineering.

[41]  T. Seamans,et al.  A practical approach in bioreactor scale‐up and process transfer using a combination of constant P/V and vvm as the criterion , 2017, Biotechnology progress.

[42]  Duboc,et al.  An interlaboratory comparison of physiological and genetic properties of four Saccharomyces cerevisiae strains. , 2000, Enzyme and microbial technology.

[43]  W. A. Scheffers,et al.  Effect of benzoic acid on metabolic fluxes in yeasts: A continuous‐culture study on the regulation of respiration and alcoholic fermentation , 1992, Yeast.

[44]  David Gresham,et al.  The use of chemostats in microbial systems biology. , 2013, Journal of visualized experiments : JoVE.

[45]  Volker C. Hass,et al.  Advanced Process and Control Strategies for Bioreactors , 2017 .