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Taxonomic profiling with MetaPhlAn2

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Presentation on theme: "Taxonomic profiling with MetaPhlAn2"— Presentation transcript:

1 Taxonomic profiling with MetaPhlAn2
Curtis Huttenhower Galeb Abu-Ali Ali Rahnavard STAMPS 2017

2 Typical shotgun metagenome and metatranscriptome analyses
Taxonomic Profiling Assembly Functional Profiling Samples Microbes Relative abundances Samples Genes or Pathways Relative abundances 9/22/2018

3 Two big questions in meta’omics…
Who is there? (taxonomic profiling) What are they doing? (functional profiling) 9/22/2018

4 A typical set of taxonomic profiles
9/22/2018

5 MetaPhlAn2: Taxonomic profiling using unique marker genes
X is a unique marker gene for clade Y Gene X ~1M most representative markers used for identification 184±45 markers per species (target 200) ~7,100 species (excludes incomplete annotations, spp., etc.) False positive/False negative rates of ~1 in 106 Profiles all domains of life: bacteria, viruses, euks, archaea Strain level profiling using marker barcodes and SNPs Quasi-markers used to resolve ambiguity in postprocessing Nicola Segata 9/22/2018

6 Evaluating taxonomic profilers using synthetic metagenomes
200-organism synthetic communities 9/22/2018

7 9/22/2018

8 MetaPhlAn2 (and GraPhlAn) tutorial
9/22/2018

9

10 The PhlAn tools: using genomes to understand metagenomes
II III IV V I II III IV V ~1M most representative markers used for identification 184±45 markers per species (target 200) ~7,100 species (excludes incomplete annotations, spp., etc.) False positive/False negative rates of ~1 in 106 Profiles all domains of life: bacteria, viruses, euks, archaea Strain level profiling using marker barcodes and SNPs Quasi-markers used to resolve ambiguity in postprocessing II III II Species 1 I IV I I II III II Species 2 V IV V V Species pan-genomes 7,677 containing 18.6 million gene clusters Core genes Marker genes NCBI isolate genomes Archaea 300 Bacteria 12,926 Viruses 3,565 Eukaryota 112 Protein coding genes 49.0 million total genes RepoPhlAn ChocoPhlAn ( 9/22/2018

11 MetaPhlAn2: Trans-kingdom profiling
9/22/2018


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