sRNAscanner: A Computational Tool for Intergenic Small RNA Detection in Bacterial Genomes

被引:45
作者
Sridhar, Jayavel [1 ,3 ]
Narmada, Suryanarayanan Ramkumar [2 ]
Sabarinathan, Radhakrishnan [2 ]
Ou, Hong-Yu [5 ,6 ]
Deng, Zixin [5 ,6 ]
Sekar, Kanagaraj [2 ]
Rafi, Ziauddin Ahamed [1 ]
Rajakumar, Kumar [3 ,4 ]
机构
[1] Madurai Kamaraj Univ, Sch Biotechnol, Ctr Excellence Bioinformat, Madurai 625021, Tamil Nadu, India
[2] Indian Inst Sci, Bioinformat Ctr, Bangalore 560012, Karnataka, India
[3] Univ Leicester, Dept Infect Immun & Inflammat, Leicester, Leics, England
[4] Univ Hosp Leicester, NHS Trust, Dept Clin Microbiol, Leicester, Leics, England
[5] Shanghai Jiao Tong Univ, Lab Microbial Metab, Shanghai 200030, Peoples R China
[6] Shanghai Jiao Tong Univ, Sch Life Sci & Biotechnol, Shanghai 200030, Peoples R China
来源
PLOS ONE | 2010年 / 5卷 / 08期
基金
中国国家自然科学基金;
关键词
SMALL NONCODING RNAS; ESCHERICHIA-COLI; ENCODING GENES; SOLUBLE-RNAS; IDENTIFICATION; PREDICTION; TYPHIMURIUM; EXPRESSION; PROTEINS; STRESS;
D O I
10.1371/journal.pone.0011970
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Bacterial non-coding small RNAs (sRNAs) have attracted considerable attention due to their ubiquitous nature and contribution to numerous cellular processes including survival, adaptation and pathogenesis. Existing computational approaches for identifying bacterial sRNAs demonstrate varying levels of success and there remains considerable room for improvement. Methodology/Principal Findings: Here we have proposed a transcriptional signal-based computational method to identify intergenic sRNA transcriptional units (TUs) in completely sequenced bacterial genomes. Our sRNAscanner tool uses position weight matrices derived from experimentally defined E. coli K-12 MG1655 sRNA promoter and rho-independent terminator signals to identify intergenic sRNA TUs through sliding window based genome scans. Analysis of genomes representative of twelve species suggested that sRNAscanner demonstrated equivalent sensitivity to sRNAPredict2, the best performing bioinformatics tool available presently. However, each algorithm yielded substantial numbers of known and uncharacterized hits that were unique to one or the other tool only. sRNAscanner identified 118 novel putative intergenic sRNA genes in Salmonella enterica Typhimurium LT2, none of which were flagged by sRNAPredict2. Candidate sRNA locations were compared with available deep sequencing libraries derived from Hfq-co-immunoprecipitated RNA purified from a second Typhimurium strain (Sittka et al. (2008) PLoS Genetics 4: e1000163). Sixteen potential novel sRNAs computationally predicted and detected in deep sequencing libraries were selected for experimental validation by Northern analysis using total RNA isolated from bacteria grown under eleven different growth conditions. RNA bands of expected sizes were detected in Northern blots for six of the examined candidates. Furthermore, the 5'-ends of these six Northern-supported sRNA candidates were successfully mapped using 5'-RACE analysis. Conclusions/Significance: We have developed, computationally examined and experimentally validated the sRNAscanner algorithm. Data derived from this study has successfully identified six novel S. Typhimurium sRNA genes. In addition, the computational specificity analysis we have undertaken suggests that similar to 40% of sRNAscanner hits with high cumulative sum of scores represent genuine, undiscovered sRNA genes. Collectively, these data strongly support the utility of sRNAscanner and offer a glimpse of its potential to reveal large numbers of sRNA genes that have to date defied identification. sRNAscanner is available from: http://bicmku.in:8081/sRNAscanner or http://cluster.physics.iisc.ernet.in/sRNAscanner/.
引用
收藏
页数:14
相关论文
共 46 条
[21]   Effect of RyhB small RNA on global iron use in Escherichia coli [J].
Massé, E ;
Vanderpool, CK ;
Gottesman, S .
JOURNAL OF BACTERIOLOGY, 2005, 187 (20) :6962-6971
[22]   Regulatory roles for small RNAs in bacteria [J].
Massé, E ;
Majdalani, N ;
Gottesman, S .
CURRENT OPINION IN MICROBIOLOGY, 2003, 6 (02) :120-124
[23]   SseBCD proteins are secreted by the type III secretion system of Salmonella pathogenicity island 2 and function as a translocon [J].
Nikolaus, T ;
Deiwick, J ;
Rappl, C ;
Freeman, RA ;
Schröder, W ;
Miller, SI ;
Hensel, M .
JOURNAL OF BACTERIOLOGY, 2001, 183 (20) :6036-6045
[24]   Small RNAs encoded within genetic islands of Salmonella typhimurium show host-induced expression and role in virulence [J].
Padalon-Brauch, Gilly ;
Hershberg, Ruth ;
Elgrably-Weiss, Maya ;
Baruch, Kobi ;
Rosenshine, Ilan ;
Margalit, Hanah ;
Altuvia, Shoshy .
NUCLEIC ACIDS RESEARCH, 2008, 36 (06) :1913-1927
[25]   Systematic deletion of Salmonella small RNA genes identifies CyaR, a conserved CRP-dependent riboregulator of OmpX synthesis [J].
Papenfort, Kai ;
Pfeiffer, Verena ;
Lucchini, Sacha ;
Sonawane, Avinash ;
Hinton, Jay C. D. ;
Vogel, Joerg .
MOLECULAR MICROBIOLOGY, 2008, 68 (04) :890-906
[26]   σE-dependent small RNAs of Salmonella respond to membrane stress by accelerating global omp mRNA decay [J].
Papenfort, Kai ;
Pfeiffer, Verena ;
Mika, Franziska ;
Lucchini, Sacha ;
Hinton, Jay C. D. ;
Vogel, Joerg .
MOLECULAR MICROBIOLOGY, 2006, 62 (06) :1674-1688
[27]   A Strand-Specific RNA-Seq Analysis of the Transcriptome of the Typhoid Bacillus Salmonella Typhi [J].
Perkins, Timothy T. ;
Kingsley, Robert A. ;
Fookes, Maria C. ;
Gardner, Paul P. ;
James, Keith D. ;
Yu, Lu ;
Assefa, Samuel A. ;
He, Miao ;
Croucher, Nicholas J. ;
Pickard, Derek J. ;
Maskell, Duncan J. ;
Parkhill, Julian ;
Choudhary, Jyoti ;
Thomson, Nicholas R. ;
Dougan, Gordon .
PLOS GENETICS, 2009, 5 (07)
[28]   A small non-coding RNA of the invasion gene island (SPI-1) represses outer membrane protein synthesis from the Salmonella core genome [J].
Pfeiffer, Verena ;
Sittka, Alexandra ;
Tomer, Raju ;
Tedin, Karsten ;
Brinkmann, Volker ;
Vogel, Joerg .
MOLECULAR MICROBIOLOGY, 2007, 66 (05) :1174-1191
[29]   Small RNA genes expressed from Staphylococcus aureus genomic and pathogenicity islands with specific expression among pathogenic strains [J].
Pichon, C ;
Felden, B .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (40) :14249-14254
[30]   Intergenic sequence inspector: searching and identifying bacterial RNAs [J].
Pichon, C ;
Felden, B .
BIOINFORMATICS, 2003, 19 (13) :1707-1709