Fast and flexible bacterial genomic epidemiology with PopPUNK

被引:246
作者
Lees, John A. [1 ]
Harris, Simon R. [2 ]
Tonkin-Hill, Gerry [2 ]
Gladstone, Rebecca A. [2 ]
Lo, Stephanie W. [2 ]
Weiser, Jeffrey N. [1 ]
Corander, Jukka [2 ,3 ,4 ]
Bentley, Stephen D. [2 ,5 ,6 ]
Croucher, Nicholas J. [7 ]
机构
[1] NYU, Sch Med, Dept Microbiol, New York, NY 10016 USA
[2] Wellcome Sanger Inst, Parasites & Microbes, Wellcome Genome Campus, Hinxton CB10 1SA, England
[3] Univ Oslo, Dept Biostat, N-0372 Oslo, Norway
[4] Univ Helsinki, Dept Math & Stat, Helsinki Inst Informat Technol, FIN-00014 Helsinki, Finland
[5] Univ Liverpool, Inst Infect & Global Hlth, Liverpool L7 3EA, Merseyside, England
[6] Univ Cambridge, Dept Pathol, Cambridge CB2 1QP, England
[7] Imperial Coll London, Dept Infect Dis Epidemiol, MRC Ctr Global Infect Dis Anal, London W2 1PG, England
基金
欧洲研究理事会;
关键词
SEQUENCE TYPING SCHEME; POPULATION-STRUCTURE; ESCHERICHIA-COLI; DNA; DIVERSITY; EVOLUTION; RESISTANCE; ALGORITHM; VIRULENCE; SELECTION;
D O I
10.1101/gr.241455.118
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 routine use of genomics for disease surveillance provides the opportunity for high-resolution bacterial epidemiology. Current whole-genome clustering and multilocus typing approaches do not fully exploit core and accessory genomic variation, and they cannot both automatically identify, and subsequently expand, clusters of significantly similar isolates in large data sets spanning entire species. Here, we describe PopPUNK (Population Partitioning Using Nucleotide K-mers), a software implementing scalable and expandable annotation-and alignment-free methods for population analysis and clustering. Variable-length k-mer comparisons are used to distinguish isolates' divergence in shared sequence and gene content, which we demonstrate to be accurate over multiple orders of magnitude using data from both simulations and genomic collections representing 10 taxonomically widespread species. Connections between closely related isolates of the same strain are robustly identified, despite interspecies variation in the pairwise distance distributions that reflects species' diverse evolutionary patterns. PopPUNK can process 10(3)-10(4) genomes in a single batch, with minimal memory use and runtimes up to 200-fold faster than existing model-based methods. Clusters of strains remain consistent as new batches of genomes are added, which is achieved without needing to reanalyze all genomes de novo. This facilitates real-time surveillance with consistent cluster naming between studies and allows for outbreak detection using hundreds of genomes in minutes. Interactive visualization and online publication is streamlined through the automatic output of results to multiple platforms. PopPUNK has been designed as a flexible platform that addresses important issues with currently used whole-genome clustering and typing methods, and has potential uses across bacterial genetics and public health research.
引用
收藏
页码:304 / 316
页数:13
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