Enrich: software for analysis of protein function by enrichment and depletion of variants

被引:85
作者
Fowler, Douglas M. [1 ]
Araya, Carlos L. [1 ]
Gerard, Wayne [1 ]
Fields, Stanley [1 ,2 ,3 ]
机构
[1] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[2] Univ Washington, Howard Hughes Med Inst, Seattle, WA 98195 USA
[3] Univ Washington, Dept Med, Seattle, WA 98195 USA
基金
美国国家卫生研究院;
关键词
PHAGE DISPLAY;
D O I
10.1093/bioinformatics/btr577
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Measuring the consequences of mutation in proteins is critical to understanding their function. These measurements are essential in such applications as protein engineering, drug development, protein design and genome sequence analysis. Recently, high-throughput sequencing has been coupled to assays of protein activity, enabling the analysis of large numbers of mutations in parallel. We present Enrich, a tool for analyzing such deep mutational scanning data. Enrich identifies all unique variants ( mutants) of a protein in high-throughput sequencing datasets and can correct for sequencing errors using overlapping paired-end reads. Enrich uses the frequency of each variant before and after selection to calculate an enrichment ratio, which is used to estimate fitness. Enrich provides an interactive interface to guide users. It generates user-accessible output for downstream analyses as well as several visualizations of the effects of mutation on function, thereby allowing the user to rapidly quantify and comprehend sequence-function relationships.
引用
收藏
页码:3430 / 3431
页数:2
相关论文
共 17 条
[1]   Engineering yeast transcription machinery for improved ethanol tolerance and production [J].
Alper, Hal ;
Moxley, Joel ;
Nevoigt, Elke ;
Fink, Gerald R. ;
Stephanopoulos, Gregory .
SCIENCE, 2006, 314 (5805) :1565-1568
[2]   Deep mutational scanning: assessing protein function on a massive scale [J].
Araya, Carlos L. ;
Fowler, Douglas M. .
TRENDS IN BIOTECHNOLOGY, 2011, 29 (09) :435-442
[3]   The Sanger FASTQ file format for sequences with quality scores, and the Solexa/Illumina FASTQ variants [J].
Cock, Peter J. A. ;
Fields, Christopher J. ;
Goto, Naohisa ;
Heuer, Michael L. ;
Rice, Peter M. .
NUCLEIC ACIDS RESEARCH, 2010, 38 (06) :1767-1771
[4]   Rapid interactome profiling by massive sequencing [J].
Di Niro, Roberto ;
Sulic, Ana-Marija ;
Mignone, Flavio ;
D'Angelo, Sara ;
Bordoni, Roberta ;
Iacono, Michele ;
Marzari, Roberto ;
Gaiotto, Tiziano ;
Lavric, Miha ;
Bradbury, Andrew R. M. ;
Biancone, Luigi ;
Zevin-Sonkin, Dina ;
De Bellis, Gianluca ;
Santoro, Claudio ;
Sblattero, Daniele .
NUCLEIC ACIDS RESEARCH, 2010, 38 (09) :e110-e110
[5]   Next-Generation Phage Display: Integrating and Comparing Available Molecular Tools to Enable Cost-Effective High-Throughput Analysis [J].
Dias-Neto, Emmanuel ;
Nunes, Diana N. ;
Giordano, Ricardo J. ;
Sun, Jessica ;
Botz, Gregory H. ;
Yang, Kuan ;
Setubal, Joao C. ;
Pasqualini, Renata ;
Arap, Wadih .
PLOS ONE, 2009, 4 (12)
[6]   Coevolution of PDZ domain-ligand interactions analyzed by high-throughput phage display and deep sequencing [J].
Ernst, Andreas ;
Gfeller, David ;
Kan, Zhengyan ;
Seshagiri, Somasekar ;
Kim, Philip M. ;
Bader, Gary D. ;
Sidhu, Sachdev S. .
MOLECULAR BIOSYSTEMS, 2010, 6 (10) :1782-1790
[7]   High-resolution mapping of protein sequence-function relationships [J].
Fowler, Douglas M. ;
Araya, Carlos L. ;
Fleishman, Sarel J. ;
Kellogg, Elizabeth H. ;
Stephany, Jason J. ;
Baker, David ;
Fields, Stanley .
NATURE METHODS, 2010, 7 (09) :741-U108
[8]   Experimental illumination of a fitness landscape [J].
Hietpas, Ryan T. ;
Jensen, Jeffrey D. ;
Bolon, Daniel N. A. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (19) :7896-7901
[9]   A systems analysis of mutational effects in HIV-1 protease and reverse transcriptase [J].
Hinkley, Trevor ;
Martins, Joao ;
Chappey, Colombe ;
Haddad, Mojgan ;
Stawiski, Eric ;
Whitcomb, Jeannette M. ;
Petropoulos, Christos J. ;
Bonhoeffer, Sebastian .
NATURE GENETICS, 2011, 43 (05) :487-+
[10]   Understanding the function-structure and function-mutation relationships of p53 tumor suppressor protein by high-resolution missense mutation analysis [J].
Kato, S ;
Han, SY ;
Liu, W ;
Otsuka, K ;
Shibata, H ;
Kanamaru, R ;
Ishioka, C .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (14) :8424-8429