Binder, D.; Institute of Molecular Enzyme Technology, Heinrich-Heine-University Düsseldorf, Forschungszentrum Jülich, Jülich, Germany
Drepper, T.; Institute of Molecular Enzyme Technology, Heinrich-Heine-University Düsseldorf, Forschungszentrum Jülich, Jülich, Germany
Jaeger, K.-E.; Institute of Molecular Enzyme Technology, Heinrich-Heine-University Düsseldorf, Forschungszentrum Jülich, Jülich, Germany, Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, Jülich, Germany
Delvigne, Frank ; Université de Liège - ULiège > Agronomie, Bio-ingénierie et Chimie (AgroBioChem) > Microbial, food and biobased technologies
Wiechert, W.; Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, Jülich, Germany, RWTH Aachen University – Computational Systems Biotechnology (AVT.CSB) –, Aachen, Germany
Kohlheyer, D.; Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, Jülich, Germany, RWTH Aachen University – Microscale Bioengineering (AVT.MSB) –, Aachen, Germany
Grünberger, A.; Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum Jülich, Jülich, Germany, Multiscale Bioengineering, Bielefeld University, Universitätsstr. 25, Bielefeld, Germany
Language :
English
Title :
Homogenizing bacterial cell factories: Analysis and engineering of phenotypic heterogeneity
Publication date :
2017
Journal title :
Metabolic Engineering
ISSN :
1096-7176
eISSN :
1096-7184
Publisher :
Academic Press Inc.
Volume :
42
Pages :
145-156
Peer reviewed :
Peer Reviewed verified by ORBi
Funders :
BMBF - Bundesministerium für Bildung und Forschung HGF - Helmholtz Association of German Research Centres
Acar, M., Mettetal, J.T., van Oudenaarden, A., Stochastic switching as a survival strategy in fluctuating environments. Nat. Genet. 40 (2008), 471–475, 10.1038/ng.110.
Amato, S.M., Brynildsen, M.P., Persister heterogeneity arising from a single metabolic stress. Curr. Biol. 25 (2015), 2090–2098, 10.1016/j.cub.2015.06.034.
Baert, J., Kinet, R., Brognaux, A., Delepierre, A., Telek, S., Sorensen, S.J., Riber, L., Fickers, P., Delvigne, F., Phenotypic variability in bioprocessing conditions can be tracked on the basis of on-line flow cytometry and fits to a scaling law. Biotechnol. J. 10 (2015), 1316–1325, 10.1002/biot.201400537.
Bakke, I., Berg, L., Aune, T.E.V., Brautaset, T., Sletta, H., Tøndervik, A., Valla, S., Random mutagenesis of the PM promoter as a powerful strategy for improvement of recombinant-gene expression. Appl. Environ. Microbiol. 75 (2009), 2002–2011, 10.1128/AEM.02315-08.
Balaban, N.Q., Merrin, J., Chait, R., Kowalik, L., Leibler, S., Bacterial persistence as a phenotypic switch. Science 305 (2004), 1622–1625, 10.1126/science.1099390.
Balzer, S., Kucharova, V., Megerle, J., Lale, R., Brautaset, T., Valla, S., A comparative analysis of the properties of regulated promoter systems commonly used for recombinant gene expression in Escherichia coli. Microb. Cell Fact., 12, 2013, 26, 10.1186/1475-2859-12-26.
Biedendieck, R., Yang, Y., Deckwer, W.-D., Malten, M., Jahn, D., Plasmid system for the intracellular production and purification of affinity-tagged proteins in Bacillus megaterium. Biotechnol. Bioeng. 96 (2007), 525–537, 10.1002/bit.21145.
Bier, C., Binder, D., Drobietz, D., Loeschcke, A., Drepper, T., Jaeger, K.-E., Pietruszka, J., Photocaged carbohydrates: versatile tools for controlling gene expression by light. Synthesis (Stuttg) 49 (2017), 42–52, 10.1055/s-0035-1562617.
Binder, D., Bier, C., Grünberger, A., Drobietz, D., Hage-Hülsmann, J., Wandrey, G., Büchs, J., Kohlheyer, D., Loeschcke, A., Wiechert, W., Jaeger, K.-E., Pietruszka, J., Drepper, T., Photocaged arabinose – a novel optogenetic switch for rapid and gradual control of microbial gene expression. Chembiochem 17 (2016), 296–299, 10.1002/cbic.201500609.
Binder, D., Frohwitter, J., Mahr, R., Bier, C., Grünberger, A., Loeschcke, A., Peters-Wendisch, P., Kohlheyer, D., Pietruszka, J., Frunzke, J., Jaeger, K.-E., Wendisch, V.F., Drepper, T., Light-controlled cell factories - Employing photocaged IPTG for light-mediated optimization of lac-based gene expression and (+)-valencene biosynthesis in Corynebacterium glutamicum. Appl. Environ. Microbiol. 82 (2016), 6141–6149, 10.1128/AEM.01457-16.
Binder, D., Grünberger, A., Loeschcke, A., Probst, C., Bier, C., Pietruszka, J., Wiechert, W., Kohlheyer, D., Jaeger, K.-E., Drepper, T., Light-responsive control of bacterial gene expression: precise triggering of the lac promoter activity using photocaged IPTG. Integr. Biol. (Camb.) 6 (2014), 755–765, 10.1039/c4ib00027g.
Binder, D., Probst, C., Grünberger, A., Hilgers, F., Loeschcke, A., Jaeger, K.-E., Kohlheyer, D., Drepper, T., Comparative single-cell analysis of different E. coli expression systems during microfluidic cultivation. PLoS One, 11, 2016, e0160711, 10.1371/journal.pone.0160711.
Boezi, J.A., Cowie, D.B., Kinetic studies of β-galactosidase induction. Biophys. J. 1 (1961), 639–647, 10.1016/S0006-3495(61)86913-0.
Choi, P.J., Cai, L., Frieda, K., Xie, X.S., A stochastic single-molecule event triggers phenotype switching of a bacterial cell. Science 322 (2008), 442–446, 10.1126/science.1161427.
Cohn, M., Contributions of studies on the beta-galactosidase of Escherichia coli to our understanding of enzyme synthesis. Bacteriol. Rev. 21 (1957), 140–168.
De Jong, I.G., Veening, J.-W., Kuipers, O.P., Heterochronic phosphorelay gene expression as a source of heterogeneity in Bacillus subtilis spore formation. J. Bacteriol. 192 (2010), 2053–2067, 10.1128/JB.01484-09.
Delvigne, F., Baert, J., Sassi, H., Fickers, P., Grünberger, A., Dusny, C., Taking control over microbial populations: current approaches for exploiting biological noise in bioprocesses. Biotechnol. J., 12, 2017, 1600549, 10.1002/biot.201600549.
Delvigne, F., Goffin, P., Microbial heterogeneity affects bioprocess robustness: dynamic single-cell analysis contributes to understanding of microbial populations. Biotechnol. J. 9 (2014), 61–72, 10.1002/biot.201300119.
Delvigne, F., Pêcheux, H., Tarayre, C., Fluorescent reporter libraries as useful tools for optimizing microbial cell factories: a review of the current methods and applications. Front. Bioeng. Biotechnol., 3, 2015, 147, 10.3389/fbioe.2015.00147.
Dong, H., Nilsson, L., Kurland, C.G., Gratuitous overexpression of genes in Escherichia coli leads to growth inhibition and ribosome destruction. J. Bacteriol. 177 (1995), 1497–1504.
Drepper, T., Eggert, T., Circolone, F., Heck, A., Krauss, U., Guterl, J.-K., Wendorff, M., Losi, A., Gärtner, W., Jaeger, K.-E., Reporter proteins for in vivo fluorescence without oxygen. Nat. Biotechnol. 25 (2007), 443–445, 10.1038/nbt1293.
Drepper, T., Gensch, T., Pohl, M., Advanced in vivo applications of blue light photoreceptors as alternative fluorescent proteins. Photochem. Photobiol. Sci. 12 (2013), 1125–1134, 10.1039/c3pp50040c.
Drepper, T., Huber, R., Heck, A., Circolone, F., Hillmer, A.-K., Büchs, J., Jaeger, K.-E., Flavin mononucleotide-based fluorescent reporter proteins outperform green fluorescent protein-like proteins as quantitative in vivo real-time reporters. Appl. Environ. Microbiol. 76 (2010), 5990–5994, 10.1128/AEM.00701-10.
Dusny, C., Grünberger, A., Probst, C., Wiechert, W., Kohlheyer, D., Schmid, A., Technical bias of microcultivation environments on single-cell physiology. Lab Chip 15 (2015), 1822–1834, 10.1039/c4lc01270d.
Dusny, C., Schmid, A., The MOX promoter in Hansenula polymorpha is ultrasensitive to glucose-mediated carbon catabolite repression. FEMS Yeast Res. 16 (2016), 1–15, 10.1093/femsyr/fow067.
Eldar, A., Elowitz, M.B., Functional roles for noise in genetic circuits. Nature 467 (2010), 167–173, 10.1038/nature09326.
Fowler, C.C., Li, Y., Construction and application of riboswitch-based sensors that detect metabolites within bacterial cells. Lafontaine, D., Dubé, A., (eds.) Therapeutic Applications of Ribozymes and Riboswitches, 2014, Humana Press, Totowa, NJ, 177–197, 10.1007/978-1-62703-730-3.
Fritz, G., Megerle, J.A., Westermayer, S.A., Brick, D., Heermann, R., Jung, K., Rädler, J.O., Gerland, U., Single cell kinetics of phenotypic switching in the arabinose utilization system of E. coli. PLoS One, 9, 2014, e89532, 10.1371/journal.pone.0089532.
Frunzke, J., Bramkamp, M., Schweitzer, J.-E., Bott, M., Population Heterogeneity in Corynebacterium glutamicum ATCC 13032 caused by prophage CGP3. J. Bacteriol. 190 (2008), 5111–5119, 10.1128/JB.00310-08.
Glass, J.I., Assad-Garcia, N., Alperovich, N., Yooseph, S., Lewis, M.R., Maruf, M., Hutchison, C.A., Smith, H.O., Venter, J.C., Essential genes of a minimal bacterium. Proc. Natl. Acad. Sci. USA 103 (2006), 425–430, 10.1073/pnas.0510013103.
Gough, A.H., Chen, N., Shun, T.Y., Lezon, T.R., Boltz, R.C., Reese, C.E., Wagner, J., Vernetti, L.A., Grandis, J.R., Lee, A.V., Stern, A.M., Schurdak, M.E., Taylor, D.L., Identifying and quantifying heterogeneity in high content analysis: application of heterogeneity indices to drug discovery. PLoS One, 9, 2014, e102678, 10.1371/journal.pone.0102678.
Grimbergen, A.J., Siebring, J., Solopova, A., Kuipers, O.P., Microbial bet-hedging: the power of being different. Curr. Opin. Microbiol. 25 (2015), 67–72, 10.1016/j.mib.2015.04.008.
Gruenberger, A., Probst, C., Heyer, A., Wiechert, W., Frunzke, J., Kohlheyer, D., Microfluidic picoliter bioreactor for microbial single-cell analysis: fabrication, system setup, and operation. J. Vis. Exp.(82), 2013, e50560, 10.3791/50560.
Grünberger, A., Paczia, N., Probst, C., Schendzielorz, G., Eggeling, L., Noack, S., Wiechert, W., Kohlheyer, D., A disposable picolitre bioreactor for cultivation and investigation of industrially relevant bacteria on the single cell level. Lab Chip 12 (2012), 2060–2068, 10.1039/c2lc40156h.
Grünberger, A., Probst, C., Helfrich, S., Nanda, A., Stute, B., Wiechert, W., von Lieres, E., Nöh, K., Frunzke, J., Kohlheyer, D., Spatiotemporal microbial single-cell analysis using a high-throughput microfluidics cultivation platform. Cytometry A 87 (2015), 1101–1115, 10.1002/cyto.a.22779.
Grünberger, A., van Ooyen, J., Paczia, N., Rohe, P., Schiendzielorz, G., Eggeling, L., Wiechert, W., Kohlheyer, D., Noack, S., Beyond growth rate 0.6: Corynebacterium glutamicum cultivated in highly diluted environments. Biotechnol. Bioeng. 110 (2013), 220–228, 10.1002/bit.24616.
Grünberger, A., Wiechert, W., Kohlheyer, D., Single-cell microfluidics: opportunity for bioprocess development. Curr. Opin. Biotechnol. 29 (2014), 15–23, 10.1016/j.copbio.2014.02.008.
Guiziou, S., Sauveplane, V., Chang, H.-J., Clerté, C., Declerck, N., Jules, M., Bonnet, J., A part toolbox to tune genetic expression in Bacillus subtilis. Nucleic Acids Res. 44 (2016), 7495–7508, 10.1093/nar/gkw624.
Healey, D., Axelrod, K., Gore, J., Negative frequency-dependent interactions can underlie phenotypic heterogeneity in a clonal microbial population. Mol. Syst. Biol., 12, 2016, 877, 10.15252/msb.20167033.
Hebisch, E., Knebel, J., Landsberg, J., Frey, E., Leisner, M., High variation of fluorescence protein maturation times in closely related Escherichia coli strains. PLoS One, 8, 2013, e75991, 10.1371/journal.pone.0075991.
Helfrich, S., Azzouzi, C.E., Probst, C., Seiffarth, J., Grünberger, A., Wiechert, W., Kohlheyer, D., Nöh, K., Vizardous: interactive analysis of microbial populations with single cell resolution. Bioinformatics 31 (2015), 3875–3877, 10.1093/bioinformatics/btv468.
Hewitt, C.J., Nebe-Von Caron, G., Axelsson, B., McFarlane, C.M., Nienow, A.W., Studies related to the scale-up of high-cell-density E. coli fed-batch fermentations using multiparameter flow cytometry: effect of a changing microenvironment with respect to glucose and dissolved oxygen concentration. Biotechnol. Bioeng. 70 (2000), 381–390.
Hewitt, C.J., Onyeaka, H., Lewis, G., Taylor, I.W., Nienow, A.W., A comparison of high cell density fed-batch fermentations involving both induced and non-induced recombinant Escherichia coli under well-mixed small-scale and simulated poorly mixed large-scale conditions. Biotechnol. Bioeng. 96 (2007), 495–505, 10.1002/bit.21127.
Jahn, M., Vorpahl, C., Türkowsky, D., Lindmeyer, M., Bühler, B., Harms, H., Müller, S., Accurate determination of plasmid copy number of flow-sorted cells using droplet digital PCR. Anal. Chem. 86 (2014), 5969–5976, 10.1021/ac501118v.
Jang, Sungho, Lee, B., Jeong, H., Jin, S.H., Jang, Sungyeon, Kim, S.G., Jung, G.Y., Lee, C., On-chip analysis, indexing and screening for chemical producing bacteria in a microfluidic static droplet array. Lab Chip 16 (2016), 1909–1916, 10.1039/C6LC00118A.
Jõers, A., Kaldalu, N., Tenson, T., The frequency of persisters in Escherichia coli reflects the kinetics of awakening from dormancy. J. Bacteriol. 192 (2010), 3379–3384, 10.1128/JB.00056-10.
Kaminski, T.S., Scheler, O., Garstecki, P., Droplet microfluidics for microbiology: techniques, applications and challenges. Lab Chip 16 (2016), 2168–2187, 10.1039/c6lc00367b.
Käß, F., Junne, S., Neubauer, P., Wiechert, W., Oldiges, M., Process inhomogeneity leads to rapid side product turnover in cultivation of Corynebacterium glutamicum. Microb. Cell Fact., 13, 2014, 6, 10.1186/1475-2859-13-6.
Käß, F., Prasad, A., Tillack, J., Moch, M., Giese, H., Büchs, J., Wiechert, W., Oldiges, M., Rapid assessment of oxygen transfer impact for Corynebacterium glutamicum. Bioprocess Biosyst. Eng. 37 (2014), 2567–2577, 10.1007/s00449-014-1234-1.
Khlebnikov, A., Datsenko, K.A., Skaug, T., Wanner, B.L., Keasling, J.D., Homogeneous expression of the P(BAD) promoter in Escherichia coli by constitutive expression of the low-affinity high-capacity AraE transporter. Microbiology 147 (2001), 3241–3247, 10.1099/00221287-147-12-3241.
Khlebnikov, A., Risa, O., Skaug, T., Carrier, T.A., Keasling, J.D., Regulatable arabinose-inducible gene expression system with consistent control in all cells of a culture. J. Bacteriol. 182 (2000), 7029–7034, 10.1128/JB.182.24.7029-7034.2000.Updated.
Kiviet, D.J., Nghe, P., Walker, N., Boulineau, S., Sunderlikova, V., Tans, S.J., Stochasticity of metabolism and growth at the single-cell level. Nature 514 (2014), 376–379, 10.1038/nature13582.
Kortmann, M., Kuhl, V., Klaffl, S., Bott, M., A chromosomally encoded T7 RNA polymerase-dependent gene expression system for Corynebacterium glutamicum: construction and comparative evaluation at the single-cell level. Microb. Biotechnol. 8 (2015), 253–265, 10.1111/1751-7915.12236.
Kussell, E., Leibler, S., Phenotypic diversity, population growth, and information in fluctuating environments. Science 309 (2005), 2075–2078, 10.1126/science.1114383.
Lapin, A., Müller, D., Reuss, M., Dynamic behavior of microbial populations in stirred bioreactors simulated with Euler–Lagrange methods: traveling along the lifelines of single cells. Ind. Eng. Chem. Res. 43 (2004), 4647–4656, 10.1021/ie030786k.
Lapin, A., Schmid, J., Reuss, M., Modeling the dynamics of E. coli populations in the three-dimensional turbulent field of a stirred-tank bioreactor—a structured–segregated approach. Chem. Eng. Sci. 61 (2006), 4783–4797, 10.1016/j.ces.2006.03.003.
Lara, A.R., Galindo, E., Ramírez, O.T., Palomares, L.A., Living with heterogeneities in bioreactors: understanding the effects of environmental gradients on cells. Mol. Biotechnol. 34 (2006), 355–381, 10.1385/MB:34:3:355.
Lasken, R.S., McLean, J.S., Recent advances in genomic DNA sequencing of microbial species from single cells. Nat. Rev. Genet. 15 (2014), 577–584, 10.1038/nrg3785.Recent.
Lemoine, A., Martίnez-Iturralde, N.M., Spann, R., Neubauer, P., Junne, S., Response of Corynebacterium glutamicum exposed to oscillating cultivation conditions in a two- and a novel three-compartment scale-down bioreactor. Biotechnol. Bioeng. 112 (2015), 1220–1231, 10.1002/bit.25543.
Lidstrom, M.E., Konopka, M.C., The role of physiological heterogeneity in microbial population behavior. Nat. Chem. Biol. 6 (2010), 705–712, 10.1038/nchembio.436.
Lino, R., Matsumoto, Y., Nishino, K., Yamaguchi, A., Noji, H., Design of a large-scale femtoliter droplet array for single-cell analysis of drug-tolerant and drug-resistant bacteria. Front. Bioeng. Biotechnol., 4, 2013, 300, 10.3389/fmicb.2013.00300.
Löffler, M., Simen, J.D., Jäger, G., Schäferhoff, K., Freund, A., Takors, R., Engineering E. coli for large-scale production – strategies considering ATP expenses and transcriptional responses. Metab. Eng. 38 (2016), 73–85, 10.1016/j.ymben.2016.06.008.
Luidalepp, H., Jõers, A., Kaldalu, N., Tenson, T., Age of inoculum strongly influences persister frequency and can mask effects of mutations implicated in altered persistence. J. Bacteriol. 193 (2011), 3598–3605, 10.1128/JB.00085-11.
Mahr, R., Frunzke, J., Transcription factor-based biosensors in biotechnology: current state and future prospects. Appl. Microbiol. Biotechnol. 100 (2016), 79–90, 10.1007/s00253-015-7090-3.
Mahr, R., Gätgens, C., Gätgens, J., Polen, T., Kalinowski, J., Frunzke, J., Biosensor-driven adaptive laboratory evolution of L-valine production in Corynebacterium glutamicum. Metab. Eng. 32 (2015), 184–194, 10.1016/j.ymben.2015.09.017.
Maloney, P.C., Rotman, B., Distribution of suboptimally induces -D-galactosidase in Escherichia coli. The enzyme content of individual cells. J. Mol. Biol. 73 (1973), 77–91.
Marbach, A., Bettenbrock, K., lac operon induction in Escherichia coli: systematic comparison of IPTG and TMG induction and influence of the transacetylase LacA. J. Biotechnol. 157 (2012), 82–88, 10.1016/j.jbiotec.2011.10.009.
Martins, B.M.C., Locke, J.C.W., Microbial individuality: how single-cell heterogeneity enables population level strategies. Curr. Opin. Microbiol. 24 (2015), 104–112, 10.1016/j.mib.2015.01.003.
Medema, M.H., Breitling, R., Bovenberg, R., Takano, E., Exploiting plug-and-play synthetic biology for drug discovery and production in microorganisms. Nat. Rev. Microbiol. 9 (2011), 131–137, 10.1038/nrmicro2478.
Michener, J.K., Thodey, K., Liang, J.C., Smolke, C.D., Applications of genetically-encoded biosensors for the construction and control of biosynthetic pathways. Metab. Eng. 14 (2012), 212–222, 10.1016/j.ymben.2011.09.004.
Moffitt, J.R., Lee, J.B., Cluzel, P., The single-cell chemostat: an agarose-based, microfluidic device for high-throughput, single-cell studies of bacteria and bacterial communities. Lab Chip 12 (2012), 1487–1494, 10.1039/c2lc00009a.
Morgan-Kiss, R.M., Wadler, C., Cronan, J.E., Long-term and homogeneous regulation of the Escherichia coli araBAD promoter by use of a lactose transporter of relaxed specificity. Proc. Natl. Acad. Sci. USA 99 (2002), 7373–7377, 10.1073/pnas.122227599.
Moussa, R., Baierl, A., Steffen, V., Kubitzki, T., Wiechert, W., Pohl, M., An evaluation of genetically encoded FRET-based biosensors for quantitative metabolite analyses in vivo. J. Biotechnol. 191 (2014), 250–259, 10.1016/j.jbiotec.2014.07.007.
Müller, S., Nebe-von-Caron, G., Functional single-cell analyses: flow cytometry and cell sorting of microbial populations and communities. FEMS Microbiol. Rev. 34 (2010), 554–587, 10.1111/j.1574-6976.2010.00214.x.
Münch, K.M., Müller, J., Wienecke, S., Bergmann, S., Heyber, S., Biedendieck, R., Münch, R., Jahn, D., Polar fixation of plasmids during recombinant protein production in Bacillus megaterium results in population heterogeneity. Appl. Environ. Microbiol. 81 (2015), 5976–5986, 10.1128/AEM.00807-15.
Mustafi, N., Grünberger, A., Kohlheyer, D., Bott, M., Frunzke, J., The development and application of a single-cell biosensor for the detection of L-methionine and branched-chain amino acids. Metab. Eng. 14 (2012), 449–457, 10.1016/j.ymben.2012.02.002.
Mustafi, N., Grünberger, A., Mahr, R., Helfrich, S., Nöh, K., Blombach, B., Kohlheyer, D., Frunzke, J., Application of a genetically encoded biosensor for live cell imaging of L-valine production in pyruvate dehydrogenase complex-deficient Corynebacterium glutamicum strains. PLoS One, 9, 2014, e85731, 10.1371/journal.pone.0085731.
Nanda, A.M., Thormann, K., Frunzke, J., Impact of spontaneous prophage induction on the fitness of bacterial populations and host-microbe interactions. J. Bacteriol. 197 (2015), 410–419, 10.1128/JB.02230-14.
Neubauer, P., Cruz, N., Glauche, F., Junne, S., Knepper, A., Raven, M., Consistent development of bioprocesses from microliter cultures to the industrial scale. Eng. Life Sci. 13 (2013), 224–238, 10.1002/elsc.201200021.
Neubauer, P., Junne, S., Scale-down simulators for metabolic analysis of large-scale bioprocesses. Curr. Opin. Biotechnol. 21 (2010), 114–121, 10.1016/j.copbio.2010.02.001.
Neumeyer, A., Hübschmann, T., Müller, S., Frunzke, J., Monitoring of population dynamics of Corynebacterium glutamicum by multiparameter flow cytometry. Microb. Biotechnol. 6 (2013), 157–167, 10.1111/1751-7915.12018.
Noorman, H., An industrial perspective on bioreactor scale-down: what we can learn from combined large-scale bioprocess and model fluid studies. Biotechnol. J. 6 (2011), 934–943, 10.1002/biot.201000406.
Ozbudak, E.M., Thattai, M., Kurtser, I., Grossman, A.D., van Oudenaarden, A., Regulation of noise in the expression of a single gene. Nat. Genet. 31 (2002), 69–73, 10.1038/ng869.
Ozbudak, E.M., Thattai, M., Lim, H.N., Shraiman, B.I., Van Oudenaarden, A., Multistability in the lactose utilization network of Escherichia coli. Nature 427 (2004), 737–740, 10.1038/nature02298.
Paige, J.S., Nguyen-duc, T., Song, W., Jaffrey, S.R., Fluorescence imaging of cellular metabolites with RNA. Science, 335, 2012, 1194, 10.1126/science.1218298.
Pátek, M., Nesvera, J., Guyonvarch, A., Reyes, O., Leblon, G., Promoters of Corynebacterium glutamicum. J. Biotechnol. 104 (2003), 311–323, 10.1016/S0168-1656(03)00155-X.
Ploss, T.N., Reilman, E., Monteferrante, C.G., Denham, E.L., Piersma, S., Lingner, A., Vehmaanperä, J., Lorenz, P., van Dijl, J.M., Homogeneity and heterogeneity in amylase production by Bacillus subtilis under different growth conditions. Microb. Cell Fact., 15, 2016, 57, 10.1186/s12934-016-0455-1.
Potzkei, J., Kunze, M., Drepper, T., Gensch, T., Jaeger, K.-E., Buechs, J., Real-time determination of intracellular oxygen in bacteria using a genetically encoded FRET-based biosensor. BMC Biol., 10, 2012, 28, 10.1186/1741-7007-10-28.
Rollin, J.A., Tam, T.K., Zhang, Y.-H.P., New biotechnology paradigm: cell-free biosystems for biomanufacturing. Green Chem. 15 (2013), 1708–1719, 10.1039/c3gc40625c.
Rosano, G.L., Ceccarelli, E.A., Recombinant protein expression in Escherichia coli: advances and challenges. Front. Microbiol., 5, 2014, 172, 10.3389/fmicb.2014.00172.
Saïda, F., Uzan, M., Odaert, B., Bontems, F., Expression of highly toxic genes in E. coli: special strategies and genetic tools. Curr. Protein Pept. Sci. 7 (2006), 47–56.
Santana, M.P., Aburjaile, F.F., Parise, M.T.D., Tiwari, S., Silva, A., Azevedo, V., Pinto, A.C., RNA-seq – revealing biological insights in bacteria. Kulski, J.K., (eds.) Biochemistry, Genetics and Molecular Biology, 2016, Next Generation Sequencing - Advances, Applications and Challenges, 205–228.
Scripture, J.B., Voelker, C., Miller, S., O'Donnell, R.T., Polgar, L., Rade, J., Horazdovsky, B.F., Hogg, R.W., High-affinity L-arabinose transport operon. Nucleotide sequence and analysis of gene products. J. Mol. Biol. 197 (1987), 37–46.
Shaner, N.C., Steinbach, P.A., Tsien, R.Y., A guide to choosing fluorescent proteins. Nat. Methods 2 (2005), 905–909, 10.1038/nmeth819.
Siegele, D.A., Hu, J.C., Gene expression from plasmids containing the araBAD promoter at subsaturating inducer concentrations represents mixed populations. Proc. Natl. Acad. Sci. USA 94 (1997), 8168–8172.
Silander, O.K., Nikolic, N., Zaslaver, A., Bren, A., Kikoin, I., Alon, U., Ackermann, M., A genome-wide analysis of promoter-mediated phenotypic noise in Escherichia coli. PLoS Genet., 8, 2012, e1002443, 10.1371/journal.pgen.1002443.
Smits, W.K., Kuipers, O.P., Veening, J.-W., Phenotypic variation in bacteria: the role of feedback regulation. Nat. Rev. Microbiol. 4 (2006), 259–271, 10.1038/nrmicro1381.
Solopova, A., van Gestel, J., Weissing, F.J., Bachmann, H., Teusink, B., Kok, J., Kuipers, O.P., Bet-hedging during bacterial diauxic shift. Proc. Natl. Acad. Sci. USA 111 (2014), 7427–7432, 10.1073/pnas.1320063111.
Strack, R.L., Jaffrey, S.R., New approaches for sensing metabolites and proteins in live cells using RNA. Curr. Opin. Chem. Biol. 17 (2013), 651–655, 10.1016/j.cbpa.2013.05.014.
Takors, R., Scale-up of microbial processes: impacts, tools and open questions. J. Biotechnol. 160 (2012), 3–9, 10.1016/j.jbiotec.2011.12.010.
Tracy, B.P., Gaida, S.M., Papoutsakis, E.T., Flow cytometry for bacteria: enabling metabolic engineering, synthetic biology and the elucidation of complex phenotypes. Curr. Opin. Biotechnol. 21 (2010), 85–99, 10.1016/j.copbio.2010.02.006.
Uhlendorf, J., Miermont, A., Delaveau, T., Charvin, G., Fages, F., Bottani, S., Batt, G., Hersen, P., Long-term model predictive control of gene expression at the population and single-cell levels. Proc. Natl. Acad. Sci. USA 109 (2012), 14271–14276, 10.1073/pnas.1206810109.
Unthan, S., Grünberger, A., van Ooyen, J., Gätgens, J., Heinrich, J., Paczia, N., Wiechert, W., Kohlheyer, D., Noack, S., Beyond growth rate 0.6: what drives Corynebacterium glutamicum to higher growth rates in defined medium. Biotechnol. Bioeng. 111 (2013), 359–371, 10.1002/bit.25103.
Vasdekis, A.E., Silverman, A.M., Stephanopoulos, G., Origins of cell-to-cell bioprocessing diversity and implications of the extracellular environment revealed at the single-cell level. Sci. Rep., 5, 2015, 17689, 10.1038/srep17689.
Vasdekis, A.E., Stephanopoulos, G., Review of methods to probe single cell metabolism and bioenergetics. Metab. Eng. 27 (2015), 115–135, 10.1016/j.ymben.2014.09.007.
Veening, J.-W., Murray, H., Errington, J., A mechanism for cell cycle regulation of sporulation initiation in Bacillus subtilis. Genes Dev. 23 (2009), 1959–1970, 10.1101/gad.528209.
Veening, J.-W., Smits, W.K., Kuipers, O.P., Bistability, epigenetics, and bet-hedging in bacteria. Annu. Rev. Microbiol. 62 (2008), 193–210, 10.1146/annurev.micro.62.081307.163002.
Veening, J.-W., Stewart, E.J., Berngruber, T.W., Taddei, F., Kuipers, O.P., Hamoen, L.W., Bet-hedging and epigenetic inheritance in bacterial cell development. Proc. Natl. Acad. Sci. USA 105 (2008), 4393–4398, 10.1073/pnas.0700463105.
Wakamoto, Y., Dhar, N., Chait, R., Schneider, K., Signorino-Gelo, F., Leibler, S., McKinney, J.D., Dynamic persistence of antibiotic-stressed mycobacteria. Science 339 (2013), 91–95.
Wandrey, G., Bier, C., Binder, D., Hoffmann, K., Jaeger, K.-E., Pietruszka, J., Drepper, T., Büchs, J., Light-induced gene expression with photocaged IPTG for induction profiling in a high-throughput screening system. Microb. Cell Fact., 15, 2016, 63, 10.1186/s12934-016-0461-3.
Westerwalbesloh, C., Grünberger, A., Stute, B., Weber, S., Wiechert, W., Kohlheyer, D., von Lieres, E., Modeling and CFD simulation of nutrient distribution in picoliter bioreactors for bacterial growth studies on single-cell level. Lab Chip 15 (2015), 4177–4186, 10.1039/c5lc00646e.
Young, D.D., Deiters, A., Photochemical activation of protein expression in bacterial cells. Angew. Chem. Int. Ed. Engl. 46 (2007), 4290–4292, 10.1002/anie.200700057.
Young, J.W., Locke, J.C.W., Altinok, A., Rosenfeld, N., Bacarian, T., Swain, P.S., Mjolsness, E., Elowitz, M.B., Measuring single-cell gene expression dynamics in bacteria using fluorescence time-lapse microscopy. Nat. Protoc. 7 (2012), 80–88, 10.1038/nprot.2011.432.
Zemella, A., Thoring, L., Hoffmeister, C., Kubick, S., Cell-free protein synthesis: pros and cons of prokaryotic and eukaryotic systems. Chembiochem 16 (2015), 2420–2431, 10.1002/cbic.201500340.
Zenobi, R., Single-cell metabolomics: analytical and biological perspectives. Science, 342, 2013, 1243259, 10.1126/science.1243259.
Zhang, Y., Shang, X., Lai, S., Zhang, G., Liang, Y., Wen, T., Development and application of an arabinose-inducible expression system by facilitating inducer uptake in Corynebacterium glutamicum. Appl. Environ. Microbiol. 78 (2012), 5831–5838, 10.1128/AEM.01147-12.