Predicting the virulence of MRSA from its genome sequence

被引:143
作者
Laabei, Maisem [1 ]
Recker, Mario [2 ]
Rudkin, Justine K. [1 ]
Aldeljawi, Mona [1 ]
Gulay, Zeynep [3 ]
Sloan, Tim J. [4 ]
Williams, Paul [4 ]
Endres, Jennifer L. [5 ]
Bayles, Kenneth W. [5 ]
Fey, Paul D. [5 ]
Yajjala, Vijaya Kumar [5 ]
Widhelm, Todd [5 ]
Hawkins, Erica [1 ]
Lewis, Katie [1 ]
Parfett, Sara [1 ]
Scowen, Lucy [1 ]
Peacock, Sharon J. [6 ]
Holden, Matthew [7 ]
Wilson, Daniel [8 ]
Read, Timothy D. [9 ]
van den Elsen, Jean [1 ]
Priest, Nicholas K. [1 ]
Feil, Edward J. [1 ]
Hurst, Laurence D. [1 ]
Josefsson, Elisabet [10 ]
Massey, Ruth C. [1 ]
机构
[1] Univ Bath, Dept Biol & Biochem, Bath BA2 7AY, Avon, England
[2] Univ Exeter, Coll Engn Math & Phys Sci, Exeter EX4 4QF, Devon, England
[3] Dokuz Eylul Univ, Sch Med, Dept Clin Microbiol, TR-35210 Konak, Turkey
[4] Univ Nottingham, Ctr Biomol Sci, Nottingham NG7 2RD, England
[5] Univ Nebraska Med Ctr, Dept Pathol & Microbiol, Omaha, NE 68198 USA
[6] Univ Cambridge, Addenbrookes Hosp, Dept Med, Cambridge CB2 0QQ, England
[7] Wellcome Trust Sanger Inst, Cambridge CB10 1SA, England
[8] Univ Oxford, Nuffield Dept Med, Oxford 0X3 7BN, England
[9] Emory Univ, Dept Human Genet, Atlanta, GA 30322 USA
[10] Univ Gothenburg, Dept Rheumatol & Inflammat Res, S-40530 Gothenburg, Sweden
基金
英国生物技术与生命科学研究理事会;
关键词
RESISTANT STAPHYLOCOCCUS-AUREUS; IDENTIFICATION; EXPRESSION; EVOLUTION; GENE; BIOSYNTHESIS; MICROBIOLOGY; EMERGENCE; GENOTYPE; BIOLOGY;
D O I
10.1101/gr.165415.113
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
Microbial virulence is a complex and often multifactorial phenotype, intricately linked to a pathogen's evolutionary trajectory. Toxicity, the ability to destroy host cell membranes, and adhesion, the ability to adhere to human tissues, are the major virulence factors of many bacterial pathogens, including Staphylococcus aureus. Here, we assayed the toxicity and adhesiveness of 90 MRSA (methicillin resistant S. aureus) isolates and found that while there was remarkably little variation in adhesion, toxicity varied by over an order of magnitude between isolates, suggesting different evolutionary selection pressures acting on these two traits. We performed a genome-wide association study (GWAS) and identified a large number of loci, as well as a putative network of epistatically interacting loci, that significantly associated with toxicity. Despite this apparent complexity in toxicity regulation, a predictive model based on a set of significant single nucleotide polymorphisms (SNPs) and insertion and deletions events (indels) showed a high degree of accuracy in predicting an isolate's toxicity solely from the genetic signature at these sites. Our results thus highlight the potential of using sequence data to determine clinically relevant parameters and have further implications for understanding the microbial virulence of this opportunistic pathogen.
引用
收藏
页码:839 / 849
页数:11
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