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Metagenomic biomarker discovery and explanation

Genome biology · 2011 · Vol. 12(6) · pp. R60–R60
Nicola SegataJacques IzardLevi WaldronDirk GeversLarisa MiropolskyWendy S. GarrettCurtis Huttenhower

Abstract

This study describes and validates a new method for metagenomic biomarker discovery by way of class comparison, tests of biological consistency and effect size estimation. This addresses the challenge of finding organisms, genes, or pathways that consistently explain the differences between two or more microbial communities, which is a central problem to the study of metagenomics. We extensively validate our method on several microbiomes and a convenient online interface for the method is provided at http://huttenhower.sph.harvard.edu/lefse/.

Gut microbiota and healthMetabolomics and Mass Spectrometry StudiesGene expression and cancer classificationMetagenomicsBiologyComputational biologyHuman geneticsGenome BiologyBiomarker discoveryEvolutionary biologyBiomarkerGenomicsGenetics

MeSH terms

AdultAnimalsBacteriaColitis, UlcerativeHumansInfantMice, Inbred BALB CMucous MembraneSensitivity and SpecificitySoftwareVirusesBiomarkersMice, KnockoutMiceMetagenome

Funding

  • Broad Institute
  • National Institutes of Health
  • NIH Office of the Director
  • National Institute of Dental and Craniofacial Research
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