High-resolution definition of the Vibrio cholerae essential gene set with hidden Markov model-based analyses of transposon-insertion sequencing data

被引:107
作者
Chao, Michael C. [1 ,2 ,3 ]
Pritchard, Justin R. [4 ]
Zhang, Yanjia J. [4 ]
Rubin, Eric J. [1 ,2 ,4 ]
Livny, Jonathan [5 ]
Davis, Brigid M. [1 ,2 ,3 ]
Waldor, Matthew K. [1 ,2 ,3 ]
机构
[1] Brigham & Womens Hosp, Div Infect Dis, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Dept Microbiol & Immunobiol, Boston, MA 02115 USA
[3] Howard Hughes Med Inst, Boston, MA 02115 USA
[4] Harvard Univ, Dept Immunol & Infect Dis, Sch Publ Hlth, Boston, MA 02115 USA
[5] Broad Inst, Genome Sequencing & Anal Program, Cambridge, MA 02142 USA
基金
美国国家卫生研究院;
关键词
ESCHERICHIA-COLI; MESSENGER-RNA; 2; CHROMOSOMES; ATP SYNTHASE; IN-VIVO; MUTANTS; GENOME; BIOSYNTHESIS; CONSTRUCTION; REPLICATION;
D O I
10.1093/nar/gkt654
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The coupling of high-density transposon mutagenesis to high-throughput DNA sequencing (transposon-insertion sequencing) enables simultaneous and genome-wide assessment of the contributions of individual loci to bacterial growth and survival. We have refined analysis of transposon-insertion sequencing data by normalizing for the effect of DNA replication on sequencing output and using a hidden Markov model (HMM)-based filter to exploit heretofore unappreciated information inherent in all transposon-insertion sequencing data sets. The HMM can smooth variations in read abundance and thereby reduce the effects of read noise, as well as permit fine scale mapping that is independent of genomic annotation and enable classification of loci into several functional categories (e.g. essential, domain essential or 'sick'). We generated a high-resolution map of genomic loci (encompassing both intra- and intergenic sequences) that are required or beneficial for in vitro growth of the cholera pathogen, Vibrio cholerae. This work uncovered new metabolic and physiologic requirements for V. cholerae survival, and by combining transposon-insertion sequencing and transcriptomic data sets, we also identified several novel noncoding RNA species that contribute to V. cholerae growth. Our findings suggest that HMM-based approaches will enhance extraction of biological meaning from transposon-insertion sequencing genomic data.
引用
收藏
页码:9033 / 9048
页数:16
相关论文
共 60 条
[1]   Genetic Control of Biosynthesis and Transport of Riboflavin and Flavin Nucleotides and Construction of Robust Biotechnological Producers [J].
Abbas, Charles A. ;
Sibirny, Andriy A. .
MICROBIOLOGY AND MOLECULAR BIOLOGY REVIEWS, 2011, 75 (02) :321-+
[2]  
Amitai M, 1998, SCIENCE, V282, P1436
[3]   Approaches to querying bacterial genomes with transposon-insertion sequencing [J].
Barquist, Lars ;
Boinett, Christine J. ;
Cain, Amy K. .
RNA BIOLOGY, 2013, 10 (07) :1161-1169
[4]   A comparison of dense transposon insertion libraries in the Salmonella serovars Typhi and Typhimurium [J].
Barquist, Lars ;
Langridge, Gemma C. ;
Turner, Daniel J. ;
Minh-Duy Phan ;
Turner, A. Keith ;
Bateman, Alex ;
Parkhill, Julian ;
Wain, John ;
Gardner, Paul P. .
NUCLEIC ACIDS RESEARCH, 2013, 41 (08) :4549-4564
[5]   Identification in a pseudoknot of a U•G motif essential for the regulation of the expression of ribosomal protein S15 [J].
Bénard, L ;
Mathy, N ;
Grunberg-Manago, M ;
Ehresmann, B ;
Ehresmann, C ;
Portier, C .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (05) :2564-2567
[6]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[7]   The atpIBEXF operon coding for the F0 sector of the ATP synthase from the purple nonsulfur photosynthetic bacterium Rhodobacter capsulatus [J].
Borghese, R ;
Turina, P ;
Lambertini, L ;
Melandri, BA .
ARCHIVES OF MICROBIOLOGY, 1998, 170 (05) :385-388
[8]   Rfam 11.0: 10 years of RNA families [J].
Burge, Sarah W. ;
Daub, Jennifer ;
Eberhardt, Ruth ;
Tate, John ;
Barquist, Lars ;
Nawrocki, Eric P. ;
Eddy, Sean R. ;
Gardner, Paul P. ;
Bateman, Alex .
NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) :D226-D232
[9]   A defined transposon mutant library and its use in identifying motility genes in Vibrio cholerae [J].
Cameron, D. Ewen ;
Urbach, Jonathan M. ;
Mekalanos, John J. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (25) :8736-8741
[10]   DNAPlotter: circular and linear interactive genome visualization [J].
Carver, Tim ;
Thomson, Nick ;
Bleasby, Alan ;
Berriman, Matthew ;
Parkhill, Julian .
BIOINFORMATICS, 2009, 25 (01) :119-120