Literature DB >> 26040002

Dissecting enzyme function with microfluidic-based deep mutational scanning.

Philip A Romero1, Tuan M Tran1, Adam R Abate2.   

Abstract

Natural enzymes are incredibly proficient catalysts, but engineering them to have new or improved functions is challenging due to the complexity of how an enzyme's sequence relates to its biochemical properties. Here, we present an ultrahigh-throughput method for mapping enzyme sequence-function relationships that combines droplet microfluidic screening with next-generation DNA sequencing. We apply our method to map the activity of millions of glycosidase sequence variants. Microfluidic-based deep mutational scanning provides a comprehensive and unbiased view of the enzyme function landscape. The mapping displays expected patterns of mutational tolerance and a strong correspondence to sequence variation within the enzyme family, but also reveals previously unreported sites that are crucial for glycosidase function. We modified the screening protocol to include a high-temperature incubation step, and the resulting thermotolerance landscape allowed the discovery of mutations that enhance enzyme thermostability. Droplet microfluidics provides a general platform for enzyme screening that, when combined with DNA-sequencing technologies, enables high-throughput mapping of enzyme sequence space.

Keywords:  droplet-based microfluidics; high-throughput DNA sequencing; protein engineering

Mesh:

Substances:

Year:  2015        PMID: 26040002      PMCID: PMC4466731          DOI: 10.1073/pnas.1422285112

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  44 in total

1.  Exploring challenges in rational enzyme design by simulating the catalysis in artificial kemp eliminase.

Authors:  Maria P Frushicheva; Jie Cao; Zhen T Chu; Arieh Warshel
Journal:  Proc Natl Acad Sci U S A       Date:  2010-09-09       Impact factor: 11.205

2.  An exciting but challenging road ahead for computational enzyme design.

Authors:  David Baker
Journal:  Protein Sci       Date:  2010-10       Impact factor: 6.725

3.  High-throughput screening of enzymes by retroviral display using droplet-based microfluidics.

Authors:  Lucia Granieri; Jean-Christophe Baret; Andrew D Griffiths; Christoph A Merten
Journal:  Chem Biol       Date:  2010-03-26

4.  Circular polymerase extension cloning for high-throughput cloning of complex and combinatorial DNA libraries.

Authors:  Jiayuan Quan; Jingdong Tian
Journal:  Nat Protoc       Date:  2011-02-03       Impact factor: 13.491

5.  Ultrahigh-throughput screening in drop-based microfluidics for directed evolution.

Authors:  Jeremy J Agresti; Eugene Antipov; Adam R Abate; Keunho Ahn; Amy C Rowat; Jean-Christophe Baret; Manuel Marquez; Alexander M Klibanov; Andrew D Griffiths; David A Weitz
Journal:  Proc Natl Acad Sci U S A       Date:  2010-02-08       Impact factor: 11.205

6.  Origins of catalysis by computationally designed retroaldolase enzymes.

Authors:  Jonathan K Lassila; David Baker; Daniel Herschlag
Journal:  Proc Natl Acad Sci U S A       Date:  2010-03-01       Impact factor: 11.205

7.  A flow cytometry-based screening system for directed evolution of proteases.

Authors:  Ran Tu; Ronny Martinez; Radivoje Prodanovic; Mathias Klein; Ulrich Schwaneberg
Journal:  J Biomol Screen       Date:  2011-02-18

8.  Parallel, tag-directed assembly of locally derived short sequence reads.

Authors:  Joseph B Hiatt; Rupali P Patwardhan; Emily H Turner; Choli Lee; Jay Shendure
Journal:  Nat Methods       Date:  2010-01-17       Impact factor: 28.547

9.  Protein sectors: evolutionary units of three-dimensional structure.

Authors:  Najeeb Halabi; Olivier Rivoire; Stanislas Leibler; Rama Ranganathan
Journal:  Cell       Date:  2009-08-21       Impact factor: 41.582

10.  High-resolution mapping of protein sequence-function relationships.

Authors:  Douglas M Fowler; Carlos L Araya; Sarel J Fleishman; Elizabeth H Kellogg; Jason J Stephany; David Baker; Stanley Fields
Journal:  Nat Methods       Date:  2010-08-15       Impact factor: 28.547

View more
  66 in total

1.  Systematic Evaluation of Soluble Protein Expression Using a Fluorescent Unnatural Amino Acid Reveals No Reliable Predictors of Tolerability.

Authors:  Zachary M Hostetler; John J Ferrie; Marc R Bornstein; Itthipol Sungwienwong; E James Petersson; Rahul M Kohli
Journal:  ACS Chem Biol       Date:  2018-09-20       Impact factor: 5.100

Review 2.  Effective models and the search for quantitative principles in microbial evolution.

Authors:  Benjamin H Good; Oskar Hallatschek
Journal:  Curr Opin Microbiol       Date:  2018-12-06       Impact factor: 7.934

3.  Natural selection in compartmentalized environment with reshuffling.

Authors:  A S Zadorin; Y Rondelez
Journal:  J Math Biol       Date:  2019-07-13       Impact factor: 2.259

4.  Protein tolerance to random circular permutation correlates with thermostability and local energetics of residue-residue contacts.

Authors:  Joshua T Atkinson; Alicia M Jones; Vikas Nanda; Jonathan J Silberg
Journal:  Protein Eng Des Sel       Date:  2019-12-31       Impact factor: 1.650

5.  An enzyme-based biosensor for monitoring and engineering protein stability in vivo.

Authors:  Chang Ren; Xin Wen; Jun Mencius; Shu Quan
Journal:  Proc Natl Acad Sci U S A       Date:  2021-03-30       Impact factor: 11.205

6.  Improved mutant function prediction via PACT: Protein Analysis and Classifier Toolkit.

Authors:  Justin R Klesmith; Benjamin J Hackel
Journal:  Bioinformatics       Date:  2019-08-15       Impact factor: 6.937

7.  A Protocol for Functional Assessment of Whole-Protein Saturation Mutagenesis Libraries Utilizing High-Throughput Sequencing.

Authors:  Michael A Stiffler; Subu K Subramanian; Victor H Salinas; Rama Ranganathan
Journal:  J Vis Exp       Date:  2016-07-03       Impact factor: 1.355

8.  Mutation effects predicted from sequence co-variation.

Authors:  Thomas A Hopf; John B Ingraham; Frank J Poelwijk; Charlotta P I Schärfe; Michael Springer; Chris Sander; Debora S Marks
Journal:  Nat Biotechnol       Date:  2017-01-16       Impact factor: 54.908

9.  Fluorescence-Activated Droplet Sorting for Single-Cell Directed Evolution.

Authors:  Derek Vallejo; Ali Nikoomanzar; Brian M Paegel; John C Chaput
Journal:  ACS Synth Biol       Date:  2019-05-23       Impact factor: 5.110

10.  A Fluorescence-Activated Single-Droplet Dispenser for High Accuracy Single-Droplet and Single-Cell Sorting and Dispensing.

Authors:  Yuling Qin; Li Wu; Jingang Wang; Rui Han; Jingyu Shen; Jiasi Wang; Shihan Xu; Amy L Paguirigan; Jordan L Smith; Jerald P Radich; Daniel T Chiu
Journal:  Anal Chem       Date:  2019-05-09       Impact factor: 6.986

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.