Selection of green fluorescent proteins by in vitro compartmentalization using microbead-display libraries
In vitro compartmentalization (IVC) is a method to link genotype and phenotype by confining DNA and an in vitro gene expression system in cell-like compartments such as water-in-oil microdroplets. IVC provides a flexible platform for the selection and directed evolution of peptides, proteins, and RN...
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Published in | Biochemical engineering journal Vol. 187; p. 108627 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.11.2022
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Abstract | In vitro compartmentalization (IVC) is a method to link genotype and phenotype by confining DNA and an in vitro gene expression system in cell-like compartments such as water-in-oil microdroplets. IVC provides a flexible platform for the selection and directed evolution of peptides, proteins, and RNAs with the desired catalytic, binding, and regulatory activities. However, in general, IVC requires confinement of a gene library in each compartment at the single-molecule level, resulting in the low expression level and activity of the protein and difficulty in recovering the DNA. To overcome the problems, we devised an alternative approach using microbeads displaying multiple copies of single genes prepared by on-bead emulsion PCR. We showed that this approach could increase the levels of protein synthesized compared with conventional IVC. Moreover, by employing this approach, we screened a library of green fluorescent protein (GFP) genes containing random sequences in the chromophore region and obtained genes encoding GFPs with different spectral characteristics in only a single round of screening. The result shows that our approach has great potential for practical applications in improving the properties or identifying new properties of enzymes, ribozymes, and their regulators.
•An approach for a productive in vitro compartmentalization process is presented.•The approach uses microbeads displaying multiple copies of single genes.•The approach increased the levels of protein synthesized in microcompartments.•The approach enabled the acquisition of proteins with a desired property. |
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AbstractList | In vitro compartmentalization (IVC) is a method to link genotype and phenotype by confining DNA and an in vitro gene expression system in cell-like compartments such as water-in-oil microdroplets. IVC provides a flexible platform for the selection and directed evolution of peptides, proteins, and RNAs with the desired catalytic, binding, and regulatory activities. However, in general, IVC requires confinement of a gene library in each compartment at the single-molecule level, resulting in the low expression level and activity of the protein and difficulty in recovering the DNA. To overcome the problems, we devised an alternative approach using microbeads displaying multiple copies of single genes prepared by on-bead emulsion PCR. We showed that this approach could increase the levels of protein synthesized compared with conventional IVC. Moreover, by employing this approach, we screened a library of green fluorescent protein (GFP) genes containing random sequences in the chromophore region and obtained genes encoding GFPs with different spectral characteristics in only a single round of screening. The result shows that our approach has great potential for practical applications in improving the properties or identifying new properties of enzymes, ribozymes, and their regulators. In vitro compartmentalization (IVC) is a method to link genotype and phenotype by confining DNA and an in vitro gene expression system in cell-like compartments such as water-in-oil microdroplets. IVC provides a flexible platform for the selection and directed evolution of peptides, proteins, and RNAs with the desired catalytic, binding, and regulatory activities. However, in general, IVC requires confinement of a gene library in each compartment at the single-molecule level, resulting in the low expression level and activity of the protein and difficulty in recovering the DNA. To overcome the problems, we devised an alternative approach using microbeads displaying multiple copies of single genes prepared by on-bead emulsion PCR. We showed that this approach could increase the levels of protein synthesized compared with conventional IVC. Moreover, by employing this approach, we screened a library of green fluorescent protein (GFP) genes containing random sequences in the chromophore region and obtained genes encoding GFPs with different spectral characteristics in only a single round of screening. The result shows that our approach has great potential for practical applications in improving the properties or identifying new properties of enzymes, ribozymes, and their regulators. •An approach for a productive in vitro compartmentalization process is presented.•The approach uses microbeads displaying multiple copies of single genes.•The approach increased the levels of protein synthesized in microcompartments.•The approach enabled the acquisition of proteins with a desired property. |
ArticleNumber | 108627 |
Author | Tahara, Kentaro Sekiguchi, Tetsushi Matsueda, Anna Yoon, Dong Hyun Tsuda, Soichiro Iizuka, Ryo Shoji, Shuichi Funatsu, Takashi |
Author_xml | – sequence: 1 givenname: Ryo surname: Iizuka fullname: Iizuka, Ryo email: ryo.iizuka@bs.s.u-tokyo.ac.jp organization: Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan – sequence: 2 givenname: Kentaro surname: Tahara fullname: Tahara, Kentaro organization: Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan – sequence: 3 givenname: Anna surname: Matsueda fullname: Matsueda, Anna organization: Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan – sequence: 4 givenname: Soichiro surname: Tsuda fullname: Tsuda, Soichiro organization: On-chip Biotechnologies Co., Ltd., 2-16-17, Naka-cho, Koganei-shi, Tokyo 184-0012, Japan – sequence: 5 givenname: Dong Hyun surname: Yoon fullname: Yoon, Dong Hyun organization: Research Organization for Nano & Life Innovation, Waseda University, 513 Waseda Tsurumakicho, Shinjuku-ku, Tokyo 162-0041, Japan – sequence: 6 givenname: Tetsushi surname: Sekiguchi fullname: Sekiguchi, Tetsushi organization: Research Organization for Nano & Life Innovation, Waseda University, 513 Waseda Tsurumakicho, Shinjuku-ku, Tokyo 162-0041, Japan – sequence: 7 givenname: Shuichi surname: Shoji fullname: Shoji, Shuichi organization: Research Organization for Nano & Life Innovation, Waseda University, 513 Waseda Tsurumakicho, Shinjuku-ku, Tokyo 162-0041, Japan – sequence: 8 givenname: Takashi surname: Funatsu fullname: Funatsu, Takashi email: funatsu@mol.f.u-tokyo.ac.jp organization: Graduate School of Pharmaceutical Sciences, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan |
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Cites_doi | 10.1038/90802 10.1093/nar/gkaa270 10.1371/journal.pone.0260420 10.1261/rna.048033.114 10.1038/nmeth896 10.1093/emboj/cdg014 10.1016/j.cbpa.2017.02.018 10.1038/nprot.2007.132 10.1126/sciadv.aav8185 10.1016/j.ymeth.2012.03.008 10.1016/j.jim.2004.04.008 10.1073/pnas.1133470100 10.1038/nbt0798-652 10.1126/science.1117389 10.1038/nmeth898 10.1093/synbio/ysy012 10.1002/btpr.43 10.1038/srep22259 10.1073/pnas.0507904102 10.1038/nmeth.1450 10.1016/j.cbpa.2005.02.002 10.1016/S0014-5793(02)03740-7 10.1093/nar/gks940 10.2144/000113765 10.1007/BF02932841 10.1039/b902504a 10.1039/c2lc21035e 10.1038/srep36391 10.1126/sciadv.aba6712 10.1016/j.jbiosc.2009.10.009 10.1038/nmeth.1629 10.1073/pnas.1606927113 10.1007/s00239-003-2542-2 10.1016/0076-6879(90)84259-J 10.1021/acscombsci.6b00146 10.1038/373663b0 10.1016/j.chembiol.2005.09.016 10.1093/protein/gzt039 10.1371/journal.pone.0214533 10.1038/srep03030 10.1371/journal.pone.0015275 10.1016/j.ab.2011.03.036 10.1007/978-1-60327-331-2_20 10.1021/bi00056a003 10.1016/j.tibtech.2006.06.009 10.1038/nature10242 10.1016/j.tibtech.2021.04.009 10.1039/D0LC00261E |
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References | Stapleton, Swartz (bib17) 2010; 5 Rothberg, Hinz, Rearick, Schultz, Mileski, Davey, Leamon, Johnson, Milgrew, Edwards, Hoon, Simons, Marran, Myers, Davidson, Branting, Nobile, Puc, Light, Clark, Huber, Branciforte, Stoner, Cawley, Lyons, Fu, Homer, Sedova, Miao, Reed, Sabina, Feierstein, Schorn, Alanjary, Dimalanta, Dressman, Kasinskas, Sokolsky, Fidanza, Namsaraev, McKernan, Williams, Roth, Bustillo (bib35) 2011; 475 Shimizu, Inoue, Tomari, Suzuki, Yokogawa, Nishikawa, Ueda (bib30) 2001; 19 Gan, Yamanaka, Kojima, Nakano (bib15) 2008; 24 Green (bib37) 1990 Chivers, Crozat, Chu, Moy, Sherratt, Howarth (bib38) 2010; 7 Sierra, Arold, Grünberg (bib47) 2022; 17 Tawfik, Griffiths (bib4) 1998; 16 Lipovsek, Plückthun (bib5) 2004; 290 Nakano, Okumura, Goto, Yamane (bib46) 2002; 7 Diamante, Gatti-Lafranconi, Schaerli, Hollfelder (bib20) 2013; 26 Aharoni, Griffiths, Tawfik (bib10) 2005; 9 Ota, Saito, Takagi, Matsukura, Morita, Tsuneda, Noda (bib24) 2019; 14 Brower, Carswell-Crumpton, Klemm, Cruz, Kim, Calhoun, Nichols, Fordyce (bib49) 2020; 20 Baret, Miller, Taly, Ryckelynck, El-Harrak, Frenz, Rick, Samuels, Hutchison, Agresti, Link, Weitz, Griffiths (bib23) 2009; 9 Zhang, Minagawa, Kizoe, Miyazaki, Iino, Ueno, Tabata, Shimane, Noji (bib9) 2019; 5 Nakamura, Iizuka, Nishi, Yoshida, Hatada, Takaki, Iguchi, Yoon, Sekiguchi, Shoji, Funatsu (bib29) 2016; 6 Lu, Ellington (bib11) 2013; 60 Diehl, Li, Dressman, He, Shen, Szabo, Diaz, Goodman, David, Juhl, Kinzler, Vogelstein (bib33) 2005; 102 Lindenburg, Huovinen, van de Wiel, Herger, Snaith, Hollfelder (bib22) 2020; 48 Williams, Peisajovich, Miller, Magdassi, Tawfik, Griffiths (bib40) 2006; 3 Contreras-Llano, Tan (bib1) 2018; 3 Iizuka, Yamagishi-Shirasaki, Funatsu (bib27) 2011; 414 Sims, Greenleaf, Duan, Xie (bib39) 2011; 8 Fallah-Araghi, Baret, Ryckelynck, Griffiths (bib12) 2012; 12 Sepp, Tawfik, Griffiths (bib14) 2002; 532 Mankowska, Gatti-Lafranconi, Chodorge, Sridharan, Minter, Hollfelder (bib21) 2016; 6 Sunami, Matsuura, Suzuki, Yomo (bib41) 2010; 607 Mair, Gielen, Hollfelder (bib6) 2017; 37 Isozaki, Nakagawa, Loo, Shibata, Tanaka, Setyaningrum, Park, Shirasaki, Mikami, Huang, Tsoi, Riche, Ota, Miwa, Kanda, Ito, Yamada, Iwata, Suzuki, Ohnuki, Ohya, Kato, Hasunuma, Matsusaka, Yamagishi, Yazawa, Uemura, Nagasawa, Watarai, Di Carlo, Goda (bib48) 2020; 6 Griffiths, Tawfik (bib2) 2006; 24 Ryckelynck, Baudrey, Rick, Marin, Coldren, Westhof, Griffiths (bib13) 2015; 21 Malone, Cavett, Paegel (bib36) 2017; 19 Stepanenko, Stepanenko, Shcherbakova, Kuznetsova, Turoverov, Verkhusha (bib43) 2011; 51 Gan, Furuzawa, Kojima, Kanie, Kato, Okochi, Honda, Nakano (bib16) 2010; 109 Paul, Stang, Lennartz, Tenbusch, Überla (bib18) 2013; 41 Delagrave, Hawtin, Silva, Yang, Youvan (bib45) 1995; 13 Heim, Cubitt, Tsien (bib44) 1995; 373 Griffiths, Tawfik (bib7) 2003; 22 Heckman, Pease (bib28) 2007; 2 Mastrobattista, Taly, Chanudet, Treacy, Kelly, Griffiths (bib8) 2005; 12 Ito, Kawama, Urabe, Yomo (bib26) 2004; 58 Dressman, Yan, Traverso, Kinzler, Vogelstein (bib31) 2003; 100 Huang, Pan, Yang, Wan, Stewart-Jones, Dorrell, Ogg (bib19) 2013; 3 Bouzetos, Ganar, Mastrobattista, Deshpande, van der Oost (bib3) 2022; 40 Gielen, Hours, Emond, Fischlechner, Schell, Hollfelder (bib25) 2016; 113 Cody, Prasher, Westler, Prendergast, Ward (bib42) 1993; 32 Diehl, Li, He, Kinzler, Vogelstein, Dressman (bib32) 2006; 3 Shendure, Porreca, Reppas, Lin, McCutcheon, Rosenbaum, Wang, Zhang, Mitra, Church (bib34) 2005; 309 Baret (10.1016/j.bej.2022.108627_bib23) 2009; 9 Diehl (10.1016/j.bej.2022.108627_bib33) 2005; 102 Griffiths (10.1016/j.bej.2022.108627_bib2) 2006; 24 Delagrave (10.1016/j.bej.2022.108627_bib45) 1995; 13 Sunami (10.1016/j.bej.2022.108627_bib41) 2010; 607 Gielen (10.1016/j.bej.2022.108627_bib25) 2016; 113 Lipovsek (10.1016/j.bej.2022.108627_bib5) 2004; 290 Zhang (10.1016/j.bej.2022.108627_bib9) 2019; 5 Griffiths (10.1016/j.bej.2022.108627_bib7) 2003; 22 Lindenburg (10.1016/j.bej.2022.108627_bib22) 2020; 48 Fallah-Araghi (10.1016/j.bej.2022.108627_bib12) 2012; 12 Iizuka (10.1016/j.bej.2022.108627_bib27) 2011; 414 Chivers (10.1016/j.bej.2022.108627_bib38) 2010; 7 Contreras-Llano (10.1016/j.bej.2022.108627_bib1) 2018; 3 Brower (10.1016/j.bej.2022.108627_bib49) 2020; 20 Nakano (10.1016/j.bej.2022.108627_bib46) 2002; 7 Shimizu (10.1016/j.bej.2022.108627_bib30) 2001; 19 Mair (10.1016/j.bej.2022.108627_bib6) 2017; 37 Dressman (10.1016/j.bej.2022.108627_bib31) 2003; 100 Cody (10.1016/j.bej.2022.108627_bib42) 1993; 32 Diamante (10.1016/j.bej.2022.108627_bib20) 2013; 26 Stepanenko (10.1016/j.bej.2022.108627_bib43) 2011; 51 Sierra (10.1016/j.bej.2022.108627_bib47) 2022; 17 Gan (10.1016/j.bej.2022.108627_bib16) 2010; 109 Aharoni (10.1016/j.bej.2022.108627_bib10) 2005; 9 Mankowska (10.1016/j.bej.2022.108627_bib21) 2016; 6 Williams (10.1016/j.bej.2022.108627_bib40) 2006; 3 Nakamura (10.1016/j.bej.2022.108627_bib29) 2016; 6 Huang (10.1016/j.bej.2022.108627_bib19) 2013; 3 Isozaki (10.1016/j.bej.2022.108627_bib48) 2020; 6 Ito (10.1016/j.bej.2022.108627_bib26) 2004; 58 Tawfik (10.1016/j.bej.2022.108627_bib4) 1998; 16 Bouzetos (10.1016/j.bej.2022.108627_bib3) 2022; 40 Malone (10.1016/j.bej.2022.108627_bib36) 2017; 19 Green (10.1016/j.bej.2022.108627_bib37) 1990 Rothberg (10.1016/j.bej.2022.108627_bib35) 2011; 475 Mastrobattista (10.1016/j.bej.2022.108627_bib8) 2005; 12 Sims (10.1016/j.bej.2022.108627_bib39) 2011; 8 Stapleton (10.1016/j.bej.2022.108627_bib17) 2010; 5 Heim (10.1016/j.bej.2022.108627_bib44) 1995; 373 Lu (10.1016/j.bej.2022.108627_bib11) 2013; 60 Diehl (10.1016/j.bej.2022.108627_bib32) 2006; 3 Ryckelynck (10.1016/j.bej.2022.108627_bib13) 2015; 21 Ota (10.1016/j.bej.2022.108627_bib24) 2019; 14 Gan (10.1016/j.bej.2022.108627_bib15) 2008; 24 Sepp (10.1016/j.bej.2022.108627_bib14) 2002; 532 Heckman (10.1016/j.bej.2022.108627_bib28) 2007; 2 Paul (10.1016/j.bej.2022.108627_bib18) 2013; 41 Shendure (10.1016/j.bej.2022.108627_bib34) 2005; 309 |
References_xml | – volume: 9 start-page: 1850 year: 2009 end-page: 1858 ident: bib23 article-title: Fluorescence-activated droplet sorting (FADS): efficient microfluidic cell sorting based on enzymatic activity publication-title: Lab Chip – volume: 2 start-page: 924 year: 2007 end-page: 932 ident: bib28 article-title: Gene splicing and mutagenesis by PCR-driven overlap extension publication-title: Nat. Protoc. – volume: 40 start-page: 60 year: 2022 end-page: 76 ident: bib3 article-title: (R)evolution-on-a-chip publication-title: Trends Biotechnol. – start-page: 51 year: 1990 end-page: 67 ident: bib37 article-title: Avidin and Streptavidin publication-title: Methods in Enzymology – volume: 7 start-page: 391 year: 2010 end-page: 393 ident: bib38 article-title: A streptavidin variant with slower biotin dissociation and increased mechanostability publication-title: Nat. Methods – volume: 20 start-page: 2062 year: 2020 end-page: 2074 ident: bib49 article-title: Double emulsion flow cytometry with high-throughput single droplet isolation and nucleic acid recovery publication-title: Lab Chip – volume: 41 year: 2013 ident: bib18 article-title: Selection of a T7 promoter mutant with enhanced in vitro activity by a novel multi-copy bead display approach for in vitro evolution publication-title: Nucleic Acids Res – volume: 22 start-page: 24 year: 2003 end-page: 35 ident: bib7 article-title: Directed evolution of an extremely fast phosphotriesterase by in vitro compartmentalization publication-title: EMBO J. – volume: 24 start-page: 395 year: 2006 end-page: 402 ident: bib2 article-title: Miniaturising the laboratory in emulsion droplets publication-title: Trends Biotechnol. – volume: 16 start-page: 652 year: 1998 end-page: 656 ident: bib4 article-title: Man-made cell-like compartments for molecular evolution publication-title: Nat. Biotechnol. – volume: 109 start-page: 411 year: 2010 end-page: 417 ident: bib16 article-title: Directed evolution of angiotensin II-inhibiting peptides using a microbead display publication-title: J. Biosci. Bioeng. – volume: 58 start-page: 196 year: 2004 end-page: 202 ident: bib26 article-title: Evolution of an arbitrary sequence in solubility publication-title: J. Mol. Evol. – volume: 5 start-page: eaav8185 year: 2019 ident: bib9 article-title: Accurate high-throughput screening based on digital protein synthesis in a massively parallel femtoliter droplet array publication-title: Sci. Adv. – volume: 12 start-page: 882 year: 2012 end-page: 891 ident: bib12 article-title: A completely in vitro ultrahigh-throughput droplet-based microfluidic screening system for protein engineering and directed evolution publication-title: Lab Chip – volume: 475 start-page: 348 year: 2011 end-page: 352 ident: bib35 article-title: An integrated semiconductor device enabling non-optical genome sequencing publication-title: Nature – volume: 100 start-page: 8817 year: 2003 end-page: 8822 ident: bib31 article-title: Transforming single DNA molecules into fluorescent magnetic particles for detection and enumeration of genetic variations publication-title: Proc. Natl. Acad. Sci. USA – volume: 102 start-page: 16368 year: 2005 end-page: 16373 ident: bib33 article-title: Detection and quantification of mutations in the plasma of patients with colorectal tumors publication-title: Proc. Natl. Acad. Sci. USA – volume: 17 year: 2022 ident: bib47 article-title: Efficient multi-gene expression in cell-free droplet microreactors publication-title: PLoS One – volume: 12 start-page: 1291 year: 2005 end-page: 1300 ident: bib8 article-title: High-throughput screening of enzyme libraries: in vitro evolution of a β-galactosidase by fluorescence-activated sorting of double emulsions publication-title: Chem. Biol. – volume: 6 start-page: 36391 year: 2016 ident: bib21 article-title: A shorter route to antibody binders via quantitative in vitro bead-display screening and consensus analysis publication-title: Sci. Rep. – volume: 19 start-page: 751 year: 2001 end-page: 755 ident: bib30 article-title: Cell-free translation reconstituted with purified components publication-title: Nat. Biotechnol. – volume: 309 start-page: 1728 year: 2005 end-page: 1732 ident: bib34 article-title: Accurate multiplex polony sequencing of an evolved bacterial genome publication-title: Science – volume: 3 start-page: 545 year: 2006 end-page: 550 ident: bib40 article-title: Amplification of complex gene libraries by emulsion PCR publication-title: Nat. Methods – volume: 51 start-page: 313 year: 2011 end-page: 327 ident: bib43 article-title: Modern fluorescent proteins: from chromophore formation to novel intracellular applications publication-title: Biotechniques – volume: 9 start-page: 210 year: 2005 end-page: 216 ident: bib10 article-title: High-throughput screens and selections of enzyme-encoding genes publication-title: Curr. Opin. Chem. Biol. – volume: 14 year: 2019 ident: bib24 article-title: Fluorescent nucleic acid probe in droplets for bacterial sorting (FNAP-sort) as a high-throughput screening method for environmental bacteria with various growth rates publication-title: PLoS One – volume: 21 start-page: 458 year: 2015 end-page: 469 ident: bib13 article-title: Using droplet-based microfluidics to improve the catalytic properties of RNA under multiple-turnover conditions publication-title: RNA – volume: 24 start-page: 1107 year: 2008 end-page: 1114 ident: bib15 article-title: Microbeads display of proteins using emulsion PCR and cell-free protein synthesis publication-title: Biotechnol. Prog. – volume: 13 start-page: 151 year: 1995 end-page: 154 ident: bib45 article-title: Red-shifted excitation mutants of the green fluorescent protein publication-title: Biotechnology – volume: 290 start-page: 51 year: 2004 end-page: 67 ident: bib5 article-title: In-vitro protein evolution by ribosome display and mRNA display publication-title: J. Immunol. Methods – volume: 48 year: 2020 ident: bib22 article-title: Split & mix assembly of DNA libraries for ultrahigh throughput on-bead screening of functional proteins publication-title: Nucleic Acids Res – volume: 5 year: 2010 ident: bib17 article-title: Development of an in vitro compartmentalization screen for high-throughput directed evolution of [FeFe] hydrogenases publication-title: PLoS One – volume: 19 start-page: 9 year: 2017 end-page: 14 ident: bib36 article-title: Chemoselective coupling preserves the substrate integrity of surface-immobilized oligonucleotides for emulsion PCR-based gene library construction publication-title: ACS Comb. Sci. – volume: 3 start-page: ysy012 year: 2018 ident: bib1 article-title: High-throughput screening of biomolecules using cell-free gene expression systems publication-title: Synth. Biol. – volume: 26 start-page: 713 year: 2013 end-page: 724 ident: bib20 article-title: In vitro affinity screening of protein and peptide binders by megavalent bead surface display publication-title: Protein Eng. Des. Sel. – volume: 60 start-page: 75 year: 2013 end-page: 80 ident: bib11 article-title: In vitro selection of proteins via emulsion compartments publication-title: Methods – volume: 373 start-page: 663 year: 1995 end-page: 664 ident: bib44 article-title: Improved green fluorescence publication-title: Nature – volume: 6 start-page: 22259 year: 2016 ident: bib29 article-title: Culture-independent method for identification of microbial enzyme-encoding genes by activity-based single-cell sequencing using a water-in-oil microdroplet platform publication-title: Sci. Rep. – volume: 6 start-page: eaba6712 year: 2020 ident: bib48 article-title: Sequentially addressable dielectrophoretic array for high-throughput sorting of large-volume biological compartments publication-title: Sci. Adv. – volume: 607 start-page: 243 year: 2010 end-page: 256 ident: bib41 article-title: Synthesis of functional proteins within liposomes publication-title: Methods Mol. Biol. – volume: 532 start-page: 455 year: 2002 end-page: 458 ident: bib14 article-title: Microbead display by in vitro compartmentalisation: selection for binding using flow cytometry publication-title: FEBS Lett. – volume: 3 start-page: 551 year: 2006 end-page: 559 ident: bib32 article-title: BEAMing: single-molecule PCR on microparticles in water-in-oil emulsions publication-title: Nat. Methods – volume: 37 start-page: 137 year: 2017 end-page: 144 ident: bib6 article-title: Exploring sequence space in search of functional enzymes using microfluidic droplets publication-title: Curr. Opin. Chem. Biol. – volume: 414 start-page: 173 year: 2011 end-page: 178 ident: bib27 article-title: Kinetic study of de novo chromophore maturation of fluorescent proteins publication-title: Anal. Biochem. – volume: 7 start-page: 311 year: 2002 ident: bib46 article-title: In vitro combinatorial mutagenesis of the 65th and 222nd positions of the green fluorescent protein of Aequarea victoria publication-title: Biotechnol. Bioprocess Eng. – volume: 3 start-page: 3030 year: 2013 ident: bib19 article-title: Linking genotype to phenotype on beads: high throughput selection of peptides with biological function publication-title: Sci. Rep. – volume: 113 start-page: E7383 year: 2016 end-page: E7389 ident: bib25 article-title: Ultrahigh-throughput-directed enzyme evolution by absorbance-activated droplet sorting (AADS) publication-title: Proc. Natl. Acad. Sci. USA – volume: 8 start-page: 575 year: 2011 end-page: 580 ident: bib39 article-title: Fluorogenic DNA sequencing in PDMS microreactors publication-title: Nat. Methods – volume: 32 start-page: 1212 year: 1993 end-page: 1218 ident: bib42 article-title: Chemical structure of the hexapeptide chromophore of the Aequorea green-fluorescent protein publication-title: Biochemistry – volume: 19 start-page: 751 year: 2001 ident: 10.1016/j.bej.2022.108627_bib30 article-title: Cell-free translation reconstituted with purified components publication-title: Nat. Biotechnol. doi: 10.1038/90802 – volume: 48 year: 2020 ident: 10.1016/j.bej.2022.108627_bib22 article-title: Split & mix assembly of DNA libraries for ultrahigh throughput on-bead screening of functional proteins publication-title: Nucleic Acids Res doi: 10.1093/nar/gkaa270 – volume: 17 year: 2022 ident: 10.1016/j.bej.2022.108627_bib47 article-title: Efficient multi-gene expression in cell-free droplet microreactors publication-title: PLoS One doi: 10.1371/journal.pone.0260420 – volume: 21 start-page: 458 year: 2015 ident: 10.1016/j.bej.2022.108627_bib13 article-title: Using droplet-based microfluidics to improve the catalytic properties of RNA under multiple-turnover conditions publication-title: RNA doi: 10.1261/rna.048033.114 – volume: 3 start-page: 545 year: 2006 ident: 10.1016/j.bej.2022.108627_bib40 article-title: Amplification of complex gene libraries by emulsion PCR publication-title: Nat. Methods doi: 10.1038/nmeth896 – volume: 22 start-page: 24 year: 2003 ident: 10.1016/j.bej.2022.108627_bib7 article-title: Directed evolution of an extremely fast phosphotriesterase by in vitro compartmentalization publication-title: EMBO J. doi: 10.1093/emboj/cdg014 – volume: 37 start-page: 137 year: 2017 ident: 10.1016/j.bej.2022.108627_bib6 article-title: Exploring sequence space in search of functional enzymes using microfluidic droplets publication-title: Curr. Opin. Chem. Biol. doi: 10.1016/j.cbpa.2017.02.018 – volume: 2 start-page: 924 year: 2007 ident: 10.1016/j.bej.2022.108627_bib28 article-title: Gene splicing and mutagenesis by PCR-driven overlap extension publication-title: Nat. Protoc. doi: 10.1038/nprot.2007.132 – volume: 5 start-page: eaav8185 year: 2019 ident: 10.1016/j.bej.2022.108627_bib9 article-title: Accurate high-throughput screening based on digital protein synthesis in a massively parallel femtoliter droplet array publication-title: Sci. Adv. doi: 10.1126/sciadv.aav8185 – volume: 60 start-page: 75 year: 2013 ident: 10.1016/j.bej.2022.108627_bib11 article-title: In vitro selection of proteins via emulsion compartments publication-title: Methods doi: 10.1016/j.ymeth.2012.03.008 – volume: 290 start-page: 51 year: 2004 ident: 10.1016/j.bej.2022.108627_bib5 article-title: In-vitro protein evolution by ribosome display and mRNA display publication-title: J. Immunol. Methods doi: 10.1016/j.jim.2004.04.008 – volume: 100 start-page: 8817 year: 2003 ident: 10.1016/j.bej.2022.108627_bib31 article-title: Transforming single DNA molecules into fluorescent magnetic particles for detection and enumeration of genetic variations publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.1133470100 – volume: 16 start-page: 652 year: 1998 ident: 10.1016/j.bej.2022.108627_bib4 article-title: Man-made cell-like compartments for molecular evolution publication-title: Nat. Biotechnol. doi: 10.1038/nbt0798-652 – volume: 309 start-page: 1728 year: 2005 ident: 10.1016/j.bej.2022.108627_bib34 article-title: Accurate multiplex polony sequencing of an evolved bacterial genome publication-title: Science doi: 10.1126/science.1117389 – volume: 3 start-page: 551 year: 2006 ident: 10.1016/j.bej.2022.108627_bib32 article-title: BEAMing: single-molecule PCR on microparticles in water-in-oil emulsions publication-title: Nat. Methods doi: 10.1038/nmeth898 – volume: 3 start-page: ysy012 year: 2018 ident: 10.1016/j.bej.2022.108627_bib1 article-title: High-throughput screening of biomolecules using cell-free gene expression systems publication-title: Synth. Biol. doi: 10.1093/synbio/ysy012 – volume: 24 start-page: 1107 year: 2008 ident: 10.1016/j.bej.2022.108627_bib15 article-title: Microbeads display of proteins using emulsion PCR and cell-free protein synthesis publication-title: Biotechnol. Prog. doi: 10.1002/btpr.43 – volume: 6 start-page: 22259 year: 2016 ident: 10.1016/j.bej.2022.108627_bib29 article-title: Culture-independent method for identification of microbial enzyme-encoding genes by activity-based single-cell sequencing using a water-in-oil microdroplet platform publication-title: Sci. Rep. doi: 10.1038/srep22259 – volume: 102 start-page: 16368 year: 2005 ident: 10.1016/j.bej.2022.108627_bib33 article-title: Detection and quantification of mutations in the plasma of patients with colorectal tumors publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.0507904102 – volume: 7 start-page: 391 year: 2010 ident: 10.1016/j.bej.2022.108627_bib38 article-title: A streptavidin variant with slower biotin dissociation and increased mechanostability publication-title: Nat. Methods doi: 10.1038/nmeth.1450 – volume: 9 start-page: 210 year: 2005 ident: 10.1016/j.bej.2022.108627_bib10 article-title: High-throughput screens and selections of enzyme-encoding genes publication-title: Curr. Opin. Chem. Biol. doi: 10.1016/j.cbpa.2005.02.002 – volume: 532 start-page: 455 year: 2002 ident: 10.1016/j.bej.2022.108627_bib14 article-title: Microbead display by in vitro compartmentalisation: selection for binding using flow cytometry publication-title: FEBS Lett. doi: 10.1016/S0014-5793(02)03740-7 – volume: 41 year: 2013 ident: 10.1016/j.bej.2022.108627_bib18 article-title: Selection of a T7 promoter mutant with enhanced in vitro activity by a novel multi-copy bead display approach for in vitro evolution publication-title: Nucleic Acids Res doi: 10.1093/nar/gks940 – volume: 51 start-page: 313 year: 2011 ident: 10.1016/j.bej.2022.108627_bib43 article-title: Modern fluorescent proteins: from chromophore formation to novel intracellular applications publication-title: Biotechniques doi: 10.2144/000113765 – volume: 13 start-page: 151 year: 1995 ident: 10.1016/j.bej.2022.108627_bib45 article-title: Red-shifted excitation mutants of the green fluorescent protein publication-title: Biotechnology – volume: 7 start-page: 311 year: 2002 ident: 10.1016/j.bej.2022.108627_bib46 article-title: In vitro combinatorial mutagenesis of the 65th and 222nd positions of the green fluorescent protein of Aequarea victoria publication-title: Biotechnol. Bioprocess Eng. doi: 10.1007/BF02932841 – volume: 9 start-page: 1850 year: 2009 ident: 10.1016/j.bej.2022.108627_bib23 article-title: Fluorescence-activated droplet sorting (FADS): efficient microfluidic cell sorting based on enzymatic activity publication-title: Lab Chip doi: 10.1039/b902504a – volume: 12 start-page: 882 year: 2012 ident: 10.1016/j.bej.2022.108627_bib12 article-title: A completely in vitro ultrahigh-throughput droplet-based microfluidic screening system for protein engineering and directed evolution publication-title: Lab Chip doi: 10.1039/c2lc21035e – volume: 6 start-page: 36391 year: 2016 ident: 10.1016/j.bej.2022.108627_bib21 article-title: A shorter route to antibody binders via quantitative in vitro bead-display screening and consensus analysis publication-title: Sci. Rep. doi: 10.1038/srep36391 – volume: 6 start-page: eaba6712 year: 2020 ident: 10.1016/j.bej.2022.108627_bib48 article-title: Sequentially addressable dielectrophoretic array for high-throughput sorting of large-volume biological compartments publication-title: Sci. Adv. doi: 10.1126/sciadv.aba6712 – volume: 109 start-page: 411 year: 2010 ident: 10.1016/j.bej.2022.108627_bib16 article-title: Directed evolution of angiotensin II-inhibiting peptides using a microbead display publication-title: J. Biosci. Bioeng. doi: 10.1016/j.jbiosc.2009.10.009 – volume: 8 start-page: 575 year: 2011 ident: 10.1016/j.bej.2022.108627_bib39 article-title: Fluorogenic DNA sequencing in PDMS microreactors publication-title: Nat. Methods doi: 10.1038/nmeth.1629 – volume: 113 start-page: E7383 year: 2016 ident: 10.1016/j.bej.2022.108627_bib25 article-title: Ultrahigh-throughput-directed enzyme evolution by absorbance-activated droplet sorting (AADS) publication-title: Proc. Natl. Acad. Sci. USA doi: 10.1073/pnas.1606927113 – volume: 58 start-page: 196 year: 2004 ident: 10.1016/j.bej.2022.108627_bib26 article-title: Evolution of an arbitrary sequence in solubility publication-title: J. Mol. Evol. doi: 10.1007/s00239-003-2542-2 – start-page: 51 year: 1990 ident: 10.1016/j.bej.2022.108627_bib37 article-title: Avidin and Streptavidin doi: 10.1016/0076-6879(90)84259-J – volume: 19 start-page: 9 year: 2017 ident: 10.1016/j.bej.2022.108627_bib36 article-title: Chemoselective coupling preserves the substrate integrity of surface-immobilized oligonucleotides for emulsion PCR-based gene library construction publication-title: ACS Comb. Sci. doi: 10.1021/acscombsci.6b00146 – volume: 373 start-page: 663 year: 1995 ident: 10.1016/j.bej.2022.108627_bib44 article-title: Improved green fluorescence publication-title: Nature doi: 10.1038/373663b0 – volume: 12 start-page: 1291 year: 2005 ident: 10.1016/j.bej.2022.108627_bib8 article-title: High-throughput screening of enzyme libraries: in vitro evolution of a β-galactosidase by fluorescence-activated sorting of double emulsions publication-title: Chem. Biol. doi: 10.1016/j.chembiol.2005.09.016 – volume: 26 start-page: 713 year: 2013 ident: 10.1016/j.bej.2022.108627_bib20 article-title: In vitro affinity screening of protein and peptide binders by megavalent bead surface display publication-title: Protein Eng. Des. Sel. doi: 10.1093/protein/gzt039 – volume: 14 year: 2019 ident: 10.1016/j.bej.2022.108627_bib24 article-title: Fluorescent nucleic acid probe in droplets for bacterial sorting (FNAP-sort) as a high-throughput screening method for environmental bacteria with various growth rates publication-title: PLoS One doi: 10.1371/journal.pone.0214533 – volume: 3 start-page: 3030 year: 2013 ident: 10.1016/j.bej.2022.108627_bib19 article-title: Linking genotype to phenotype on beads: high throughput selection of peptides with biological function publication-title: Sci. Rep. doi: 10.1038/srep03030 – volume: 5 year: 2010 ident: 10.1016/j.bej.2022.108627_bib17 article-title: Development of an in vitro compartmentalization screen for high-throughput directed evolution of [FeFe] hydrogenases publication-title: PLoS One doi: 10.1371/journal.pone.0015275 – volume: 414 start-page: 173 year: 2011 ident: 10.1016/j.bej.2022.108627_bib27 article-title: Kinetic study of de novo chromophore maturation of fluorescent proteins publication-title: Anal. Biochem. doi: 10.1016/j.ab.2011.03.036 – volume: 607 start-page: 243 year: 2010 ident: 10.1016/j.bej.2022.108627_bib41 article-title: Synthesis of functional proteins within liposomes publication-title: Methods Mol. Biol. doi: 10.1007/978-1-60327-331-2_20 – volume: 32 start-page: 1212 year: 1993 ident: 10.1016/j.bej.2022.108627_bib42 article-title: Chemical structure of the hexapeptide chromophore of the Aequorea green-fluorescent protein publication-title: Biochemistry doi: 10.1021/bi00056a003 – volume: 24 start-page: 395 year: 2006 ident: 10.1016/j.bej.2022.108627_bib2 article-title: Miniaturising the laboratory in emulsion droplets publication-title: Trends Biotechnol. doi: 10.1016/j.tibtech.2006.06.009 – volume: 475 start-page: 348 year: 2011 ident: 10.1016/j.bej.2022.108627_bib35 article-title: An integrated semiconductor device enabling non-optical genome sequencing publication-title: Nature doi: 10.1038/nature10242 – volume: 40 start-page: 60 year: 2022 ident: 10.1016/j.bej.2022.108627_bib3 article-title: (R)evolution-on-a-chip publication-title: Trends Biotechnol. doi: 10.1016/j.tibtech.2021.04.009 – volume: 20 start-page: 2062 year: 2020 ident: 10.1016/j.bej.2022.108627_bib49 article-title: Double emulsion flow cytometry with high-throughput single droplet isolation and nucleic acid recovery publication-title: Lab Chip doi: 10.1039/D0LC00261E |
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SubjectTerms | directed evolution DNA DNA libraries emulsions fluorescence gene expression genotype Green fluorescent protein In vitro compartmentalization Microbead display microbeads Microdroplet peptides phenotype ribozymes |
Title | Selection of green fluorescent proteins by in vitro compartmentalization using microbead-display libraries |
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