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Sequence element enrichment analysis.
Find sequence elements (words/kmers) that are enriched in samples with a given phenotype, which may be binary or continuous.
See the usage and interpretation pages. There is also a tutorial.
If you are having trouble with installation or usage, first take a look at the FAQ and troubleshooting.
Published in Nature Communications:
Sequence element enrichment analysis to determine the genetic basis of bacterial phenotypes
John A Lees, Minna Vehkala, Niko Välimäki, Simon R Harris, Claire Chewapreecha, Nicholas J Croucher, Pekka Marttinen, Mark R. Davies, Andrew C. Steer, Steven Y. C. Tong, Antti Honkela, Julian Parkhill, Stephen D Bentley, Jukka Corander
http://www.nature.com/articles/ncomms12797
Publications seer has been used in:
- Weinert L a., Chaudhuri RR, Wang J, Peters SE, Corander J, Jombart T, et al. Genomic signatures of human and animal disease in the zoonotic pathogen Streptococcus suis. Nat Commun. 2015; 6: 6740. doi:10.1038/ncomms7740
- Chewapreecha C., Holden M. T. G., Vehkala M., Välimäki N., Yang Z., Harris S. R., et al. Global and regional dissemination and evolution of Burkholderia pseudomallei. Nat Micro 2017; 2: 16263. doi: 10.1038/nmicrobiol.2016.263