A robotic multidimensional directed evolution approach applied to fluorescent voltage reporters

AbstractWe developed a new way to engineer complex proteins toward multidimensional specifications using a simple, yet scalable, directed evolution strategy. By robotically picking mammalian cells that were identified, under a microscope, as expressing proteins that simultaneously exhibit several specific properties, we can screen hundreds of thousands of proteins in a library in just a few hours, evaluating each along multiple performance axes. To demonstrate the power of this approach, we created a genetically encoded fluorescent voltage indicator, simultaneously optimizing its brightness and membrane localization using our microscopy-guided cell-picking strategy. We produced the high-performance opsin-based fluorescent voltage reporter Archon1 and demonstrated its utility by imaging spiking and millivolt-scale subthreshold and synaptic activity in acute mouse brain slices and in larval zebrafish in vivo. We also measured postsynaptic responses downstream of optogenetically controlled neurons in C. elegans.Directed evolution of opsins via robotic high-content screening finds a fluorescent reporter of voltage that is simultaneously optimized for brightness, localization and voltage sensitivity and is applicable in three model systems.

[1]  E. Boyden,et al.  Simultaneous whole-animal 3D-imaging of neuronal activity using light-field microscopy , 2014, Nature Methods.

[2]  Vladislav V Verkhusha,et al.  Directed molecular evolution to design advanced red fluorescent proteins , 2011, Nature Methods.

[3]  Melissa Hardy,et al.  The Tol2kit: A multisite gateway‐based construction kit for Tol2 transposon transgenesis constructs , 2007, Developmental dynamics : an official publication of the American Association of Anatomists.

[4]  Benjamin F. Grewe,et al.  High-speed recording of neural spikes in awake mice and flies with a fluorescent voltage sensor , 2015, Science.

[5]  Gevorg Grigoryan,et al.  Design of protein-interaction specificity affords selective bZIP-binding peptides , 2009, Nature.

[6]  Bruce T. Lahn,et al.  Systematic Comparison of Constitutive Promoters and the Doxycycline-Inducible Promoter , 2010, PloS one.

[7]  S. Fisher,et al.  Evaluating the biological relevance of putative enhancers using Tol2 transposon-mediated transgenesis in zebrafish , 2006, Nature Protocols.

[8]  Paul W. Sternberg,et al.  Archaerhodopsin Variants with Enhanced Voltage Sensitive Fluorescence in Mammalian and Caenorhabditis elegans Neurons , 2014, Nature Communications.

[9]  Olivier Renaud,et al.  Studying cell behavior in whole zebrafish embryos by confocal live imaging: application to hematopoietic stem cells , 2011, Nature Protocols.

[10]  Damijan Miklavčič,et al.  Induced Transmembrane Voltage and Its Correlation with Electroporation-Mediated Molecular Transport , 2010, The Journal of Membrane Biology.

[11]  E. Boyden Optogenetics and the future of neuroscience , 2015, Nature Neuroscience.

[12]  Xue Han,et al.  High-performance genetically targetable optical neural silencing by proton pumps , 2010 .

[13]  B. Szabo,et al.  Cell sorting in a Petri dish controlled by computer vision , 2013, Scientific Reports.

[14]  Ralph B Dell,et al.  Sample size determination. , 2002, ILAR journal.

[15]  Frances H. Arnold,et al.  Directed evolution of a far-red fluorescent rhodopsin , 2014, Proceedings of the National Academy of Sciences.

[16]  N. Munakata [Genetics of Caenorhabditis elegans]. , 1989, Tanpakushitsu kakusan koso. Protein, nucleic acid, enzyme.

[17]  Drew N. Robson,et al.  Brain-wide neuronal dynamics during motor adaptation in zebrafish , 2012, Nature.

[18]  Naomi S. Altman,et al.  Points of Significance: Visualizing samples with box plots , 2014, Nature Methods.

[19]  Kami Kim,et al.  Bright and stable near infra-red fluorescent protein for in vivo imaging , 2011, Nature Biotechnology.

[20]  Michael J. Parsons,et al.  Adoption of the Q transcriptional regulatory system for zebrafish transgenesis. , 2014, Methods.

[21]  Rainer W. Friedrich,et al.  Circuit Neuroscience in Zebrafish , 2010, Current Biology.

[22]  M. Drobizhev,et al.  Two-photon absorption properties of fluorescent proteins , 2011, Nature Methods.

[23]  Philipp J. Keller,et al.  Whole-brain functional imaging at cellular resolution using light-sheet microscopy , 2013, Nature Methods.

[24]  Michael Z. Lin,et al.  High-fidelity optical reporting of neuronal electrical activity with an ultrafast fluorescent voltage sensor , 2014, Nature Neuroscience.

[25]  R. Dubridge,et al.  Transfected DNA is mutated in monkey, mouse, and human cells , 1984, Molecular and cellular biology.

[26]  Chris Bailey-Kellogg,et al.  A divide‐and‐conquer approach to determine the Pareto frontier for optimization of protein engineering experiments , 2012, Proteins.

[27]  Ethan K. Scott,et al.  Optogenetic dissection of a behavioral module in the vertebrate spinal cord , 2009, Nature.

[28]  Robert E Campbell,et al.  Microfluidic cell sorter-aided directed evolution of a protein-based calcium ion indicator with an inverted fluorescent response. , 2014, Integrative biology : quantitative biosciences from nano to macro.

[29]  M. J. Mahon,et al.  Vectors bicistronically linking a gene of interest to the SV40 large T antigen in combination with the SV40 origin of replication enhance transient protein expression and luciferase reporter activity. , 2011, BioTechniques.

[30]  Ralph Jimenez,et al.  Microfluidics-based selection of red-fluorescent proteins with decreased rates of photobleaching. , 2015, Integrative biology : quantitative biosciences from nano to macro.

[31]  Robert Horvath,et al.  Automated single cell sorting and deposition in submicroliter drops , 2014 .

[32]  Robert E Campbell,et al.  Engineering and characterizing monomeric fluorescent proteins for live-cell imaging applications , 2014, Nature Protocols.

[33]  Stefan R. Pulver,et al.  Independent Optical Excitation of Distinct Neural Populations , 2014, Nature Methods.

[34]  R. Mann,et al.  Swept confocally-aligned planar excitation (SCAPE) microscopy for high speed volumetric imaging of behaving organisms , 2014, Nature Photonics.

[35]  David W. Corne,et al.  Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy , 2000, Evolutionary Computation.

[36]  Jessica A. Cardin,et al.  Noninvasive optical inhibition with a red-shifted microbial rhodopsin , 2014, Nature Neuroscience.

[37]  Min Jiang,et al.  High Ca2+-phosphate transfection efficiency in low-density neuronal cultures , 2006, Nature Protocols.

[38]  Andrew Currin,et al.  Synthetic biology for the directed evolution of protein biocatalysts: navigating sequence space intelligently , 2014, Chemical Society reviews.

[39]  Ralph Jimenez,et al.  Droplet Microfluidic Flow Cytometer For Sorting On Transient Cellular Responses Of Genetically-Encoded Sensors. , 2017, Analytical chemistry.

[40]  M. Okazaki,et al.  Affinity binding phenomena of DNA onto apatite crystals. , 2001, Biomaterials.

[41]  D. Maclaurin,et al.  Optical recording of action potentials in mammalian neurons using a microbial rhodopsin , 2011, Nature Methods.

[42]  V. Verkhusha,et al.  Far-red light photoactivatable near-infrared fluorescent proteins engineered from a bacterial phytochrome , 2013, Nature Communications.

[43]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[44]  Edward S Boyden,et al.  Synthetic physiology strategies for adapting tools from nature for genetically targeted control of fast biological processes. , 2011, Methods in enzymology.

[45]  Eric Giraud,et al.  Bacteriophytochrome controls photosystem synthesis in anoxygenic bacteria , 2002, Nature.

[46]  Yukiko Kimura,et al.  V2a and V2b neurons are generated by the final divisions of pair-producing progenitors in the zebrafish spinal cord , 2008, Development.

[47]  J. Woodward,et al.  Inhibition of gap junction currents by the abused solvent toluene. , 2005, Drug and alcohol dependence.

[48]  Stefan R. Pulver,et al.  Ultra-sensitive fluorescent proteins for imaging neuronal activity , 2013, Nature.

[49]  E. Boyden,et al.  Temporally precise single-cell resolution optogenetics , 2017, Nature Neuroscience.

[50]  W Hampton Henley,et al.  Laser-based directed release of array elements for efficient collection into targeted microwells. , 2013, The Analyst.

[51]  Mark J. Schnitzer,et al.  Imaging neural spiking in brain tissue using FRET-opsin protein voltage sensors , 2014, Nature Communications.

[52]  H. Okayama,et al.  High-efficiency transformation of mammalian cells by plasmid DNA. , 1987, Molecular and cellular biology.

[53]  Steven W. Flavell,et al.  Feedback from Network States Generates Variability in a Probabilistic Olfactory Circuit , 2015, Cell.

[54]  Michael Z. Lin,et al.  Genetically encoded indicators of neuronal activity , 2016, Nature Neuroscience.

[55]  M. Drobizhev,et al.  Two-photon absorption standards in the 550-1600 nm excitation wavelength range. , 2008, Optics express.

[56]  Samouil L. Farhi,et al.  All-optical electrophysiology in mammalian neurons using engineered microbial rhodopsins , 2014, Nature Methods.

[57]  Robert Gerlai,et al.  Zebrafish models for translational neuroscience research: from tank to bedside , 2014, Trends in Neurosciences.

[58]  Damijan Miklavčič,et al.  Measuring the Induced Membrane Voltage with Di-8-ANEPPS , 2009, Journal of visualized experiments : JoVE.

[59]  David R. Liu,et al.  Methods for the directed evolution of proteins , 2015, Nature Reviews Genetics.

[60]  K. Deisseroth,et al.  Molecular and Cellular Approaches for Diversifying and Extending Optogenetics , 2010, Cell.