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A phylogeny driven genomic
        encyclopedia of bacteria and archaea



                        Jonathan A. Eisen

                        Talk at ASMGM
                         May 25, 2010
Tuesday, May 25, 2010
Fleischmann et al.
                        1995
Tuesday, May 25, 2010
Microbial genomes




                            From http://genomesonline.org
Tuesday, May 25, 2010
rRNA Tree of Life
                        Bacteria




                                                        Archaea




                         Eukaryotes

                          FIgure from Barton, Eisen et al.
                             “Evolution”, CSHL Press.
                         Based on tree from Pace NR, 2003.
Tuesday, May 25, 2010
Proteobacteria

2002                    TM6
                        OS-K
                        Acidobacteria
                                                • At least 40
                        Termite Group
                        OP8
                                                  phyla of
                        Nitrospira
                        Bacteroides               bacteria
                        Chlorobi
                        Fibrobacteres
                        Marine GroupA
                        WS3
                        Gemmimonas
                        Firmicutes
                        Fusobacteria
                        Actinobacteria
                        OP9
                        Cyanobacteria
                        Synergistes
                        Deferribacteres
                        Chrysiogenetes
                        NKB19
                        Verrucomicrobia
                        Chlamydia
                        OP3
                        Planctomycetes
                        Spriochaetes
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                        Chloroflexi
                        TM7
                        Deinococcus-Thermus
                        Dictyoglomus
                        Aquificae
                        Thermudesulfobacteria
                        Thermotogae
                        OP1                       Based on
                        OP11                      Hugenholtz, 2002
Tuesday, May 25, 2010
Proteobacteria

2002                    TM6
                        OS-K
                        Acidobacteria
                                                • At least 40
                        Termite Group
                        OP8
                                                  phyla of
                        Nitrospira
                        Bacteroides               bacteria
                        Chlorobi
                        Fibrobacteres
                        Marine GroupA           • Genome
                        WS3
                        Gemmimonas
                        Firmicutes
                                                  sequences are
                        Fusobacteria
                        Actinobacteria
                                                  mostly from
                        OP9
                        Cyanobacteria
                        Synergistes
                                                  three phyla
                        Deferribacteres
                        Chrysiogenetes
                        NKB19
                        Verrucomicrobia
                        Chlamydia
                        OP3
                        Planctomycetes
                        Spriochaetes
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                        Chloroflexi
                        TM7
                        Deinococcus-Thermus
                        Dictyoglomus
                        Aquificae
                        Thermudesulfobacteria
                        Thermotogae
                        OP1                       Based on
                        OP11                      Hugenholtz, 2002
Tuesday, May 25, 2010
Proteobacteria

2002                    TM6
                        OS-K
                        Acidobacteria
                                                • At least 40
                        Termite Group
                        OP8
                                                  phyla of
                        Nitrospira
                        Bacteroides               bacteria
                        Chlorobi
                        Fibrobacteres
                        Marine GroupA           • Genome
                        WS3
                        Gemmimonas
                        Firmicutes
                                                  sequences are
                        Fusobacteria
                        Actinobacteria
                                                  mostly from
                        OP9
                        Cyanobacteria
                        Synergistes
                                                  three phyla
                        Deferribacteres
                        Chrysiogenetes
                        NKB19
                                                • Some other
                        Verrucomicrobia
                        Chlamydia
                        OP3
                                                  phyla are
                        Planctomycetes
                        Spriochaetes              only sparsely
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                                                  sampled
                        Chloroflexi
                        TM7
                        Deinococcus-Thermus
                        Dictyoglomus
                        Aquificae
                        Thermudesulfobacteria
                        Thermotogae
                        OP1                       Based on
                        OP11                      Hugenholtz, 2002
Tuesday, May 25, 2010
Proteobacteria

2002                    TM6
                        OS-K
                        Acidobacteria
                                                • At least 40
                        Termite Group
                        OP8
                                                  phyla of
                        Nitrospira
                        Bacteroides               bacteria
                        Chlorobi
                        Fibrobacteres
                        Marine GroupA           • Genome
                        WS3
                        Gemmimonas
                        Firmicutes
                                                  sequences are
                        Fusobacteria
                        Actinobacteria
                                                  mostly from
                        OP9
                        Cyanobacteria
                        Synergistes
                                                  three phyla
                        Deferribacteres
                        Chrysiogenetes
                        NKB19
                                                • Some other
                        Verrucomicrobia
                        Chlamydia
                        OP3
                                                  phyla are
                        Planctomycetes
                        Spriochaetes              only sparsely
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                                                  sampled
                        Chloroflexi
                        TM7
                        Deinococcus-Thermus
                                                • Same trend in
                        Dictyoglomus
                        Aquificae
                        Thermudesulfobacteria
                                                  Archaea
                        Thermotogae
                        OP1                       Based on
                        OP11                      Hugenholtz, 2002
Tuesday, May 25, 2010
Proteobacteria

2002                    TM6
                        OS-K
                        Acidobacteria
                                                • At least 40
                        Termite Group
                        OP8
                                                  phyla of
                        Nitrospira
                        Bacteroides               bacteria
                        Chlorobi
                        Fibrobacteres
                        Marine GroupA           • Genome
                        WS3
                        Gemmimonas
                        Firmicutes
                                                  sequences are
                        Fusobacteria
                        Actinobacteria
                                                  mostly from
                        OP9
                        Cyanobacteria
                        Synergistes
                                                  three phyla
                        Deferribacteres
                        Chrysiogenetes
                        NKB19
                                                • Some other
                        Verrucomicrobia
                        Chlamydia
                        OP3
                                                  phyla are
                        Planctomycetes
                        Spriochaetes              only sparsely
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                                                  sampled
                        Chloroflexi
                        TM7
                        Deinococcus-Thermus
                                                • Same trend in
                        Dictyoglomus
                        Aquificae
                        Thermudesulfobacteria
                                                  Eukaryotes
                        Thermotogae
                        OP1                       Based on
                        OP11                      Hugenholtz, 2002
Tuesday, May 25, 2010
The Tree is not Happy
                        Bacteria




                                                        Archaea




                         Eukaryotes

                          FIgure from Barton, Eisen et al.
                             “Evolution”, CSHL Press.
                         Based on tree from Pace NR, 2003.
Tuesday, May 25, 2010
Why Increase Phylogenetic Coverage?
        • Common approach within some eukaryotic
          groups
        • Many small projects to fill in bacterial or
          archaeal gaps
        • Phylogenetic gaps in bacterial and archaeal
          projects commonly lamented in literature
        • Many potential benefits




Tuesday, May 25, 2010
Proteobacteria
• NSF-funded            TM6
                        OS-K
                                                • At least 40
  Tree of Life          Acidobacteria
                        Termite Group             phyla of
                        OP8
  Project               Nitrospira
                        Bacteroides               bacteria
                        Chlorobi
• A genome              Fibrobacteres
                        Marine GroupA           • Genome
                        WS3
  from each of          Gemmimonas                sequences are
                        Firmicutes
  eight phyla           Fusobacteria
                                                  mostly from
                        Actinobacteria
                        OP9
                        Cyanobacteria
                        Synergistes
                                                  three phyla
                        Deferribacteres
                        Chrysiogenetes
                        NKB19
                                                • Some other
                        Verrucomicrobia
                        Chlamydia
                        OP3
                                                  phyla are only
                        Planctomycetes
                        Spriochaetes              sparsely
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                                                  sampled
                        Chloroflexi
                        TM7
                        Deinococcus-Thermus
                                                • Solution I:
                        Dictyoglomus
                        Aquificae                  sequence more
Eisen & Ward, PIs       Thermudesulfobacteria
                        Thermotogae
                        OP1                       phyla
                        OP11

Tuesday, May 25, 2010
Tuesday, May 25, 2010
The Tree of Life is Still Angry
                        Bacteria




                                                        Archaea




                         Eukaryotes

                          FIgure from Barton, Eisen et al.
                             “Evolution”, CSHL Press.
                         Based on tree from Pace NR, 2003.
Tuesday, May 25, 2010
Major Lineages of Actinobacteria
                                                                      2.5 Actinobacteria
                                                         2.5.1            Acidimicrobidae
                        2.5.1      Acidimicrobidae       2.5.1.1          Unclassified
                                                         2.5.1.2          "Microthrixineae
                        2.5.1.1    Unclassified          2.5.1.3          Acidimicrobineae
                                                         2.5.1.3.1        Unclassified
                        2.5.1.2    "Microthrixineae      2.5.1.3.2        Acidimicrobiaceae
                                                         2.5.1.4          BD2-10
                        2.5.1.3    Acidimicrobineae      2.5.1.5          EB1017
                                                         2.5.2            Actinobacteridae
                        2.5.1.4    BD2-10                2.5.2.1          Unclassified
                                                         2.5.2.10         Ellin306/WR160
                        2.5.1.5    EB1017                2.5.2.11         Ellin5012
                                                         2.5.2.12         Ellin5034
                        2.5.2      Actinobacteridae      2.5.2.13         Frankineae
                                                         2.5.2.13.1       Unclassified
                        2.5.2.1    Unclassified          2.5.2.13.2       Acidothermaceae

                        2.5.2.10   Ellin306/WR160        2.5.2.13.3
                                                         2.5.2.13.4
                                                                          Ellin6090
                                                                          Frankiaceae

                        2.5.2.11   Ellin5012             2.5.2.13.5
                                                         2.5.2.13.6
                                                                          Geodermatophilaceae
                                                                          Microsphaeraceae

                        2.5.2.12   Ellin5034             2.5.2.13.7
                                                         2.5.2.14
                                                                          Sporichthyaceae
                                                                          Glycomyces
                        2.5.2.13   Frankineae            2.5.2.15
                                                         2.5.2.15.1
                                                                          Intrasporangiaceae
                                                                          Unclassified
                        2.5.2.14   Glycomyces            2.5.2.15.2
                                                         2.5.2.15.3
                                                                          Dermacoccus
                                                                          Intrasporangiaceae
                        2.5.2.15   Intrasporangiaceae    2.5.2.16
                                                         2.5.2.17
                                                                          Kineosporiaceae
                                                                          Microbacteriaceae
                        2.5.2.16   Kineosporiaceae       2.5.2.17.1
                                                         2.5.2.17.2
                                                                          Unclassified
                                                                          Agrococcus
                        2.5.2.17   Microbacteriaceae     2.5.2.17.3
                                                         2.5.2.18
                                                                          Agromyces
                                                                          Micrococcaceae
                        2.5.2.18   Micrococcaceae        2.5.2.19
                                                         2.5.2.2
                                                                          Micromonosporaceae
                                                                          Actinomyces
                        2.5.2.19   Micromonosporaceae    2.5.2.20
                                                         2.5.2.20.1
                                                                          Propionibacterineae
                                                                          Unclassified
                        2.5.2.2    Actinomyces           2.5.2.20.2
                                                         2.5.2.20.3
                                                                          Kribbella
                                                                          Nocardioidaceae
                        2.5.2.20   Propionibacterineae   2.5.2.20.4
                                                         2.5.2.21
                                                                          Propionibacteriaceae
                                                                          Pseudonocardiaceae
                        2.5.2.21   Pseudonocardiaceae    2.5.2.22
                                                         2.5.2.22.1
                                                                          Streptomycineae
                                                                          Unclassified
                        2.5.2.22   Streptomycineae       2.5.2.22.2
                                                         2.5.2.22.3
                                                                          Kitasatospora
                                                                          Streptacidiphilus
                        2.5.2.23   Streptosporangineae   2.5.2.23
                                                         2.5.2.23.1
                                                                          Streptosporangineae
                                                                          Unclassified
                        2.5.2.3    Actinomycineae        2.5.2.23.2
                                                         2.5.2.23.3
                                                                          Ellin5129
                                                                          Nocardiopsaceae
                        2.5.2.4    Actinosynnemataceae   2.5.2.23.4
                                                         2.5.2.23.5
                                                                          Streptosporangiaceae
                                                                          Thermomonosporaceae
                        2.5.2.5    Bifidobacteriaceae    2.5.2.3          Actinomycineae
                                                         2.5.2.4          Actinosynnemataceae
                        2.5.2.6    Brevibacteriaceae     2.5.2.5          Bifidobacteriaceae
                                                         2.5.2.6          Brevibacteriaceae
                        2.5.2.7    Cellulomonadaceae     2.5.2.7          Cellulomonadaceae
                                                         2.5.2.8          Corynebacterineae
                        2.5.2.8    Corynebacterineae     2.5.2.8.1        Unclassified
                                                         2.5.2.8.2        Corynebacteriaceae
                        2.5.2.9    Dermabacteraceae      2.5.2.8.3        Dietziaceae
                                                         2.5.2.8.4        Gordoniaceae
                        2.5.3      Coriobacteridae       2.5.2.8.5        Mycobacteriaceae
                                                         2.5.2.8.6        Rhodococcus
                        2.5.3.1    Unclassified          2.5.2.8.7        Rhodococcus
                                                         2.5.2.8.8        Rhodococcus
                        2.5.3.2    Atopobiales           2.5.2.9          Dermabacteraceae
                                                         2.5.2.9.1        Unclassified
                        2.5.3.3    Coriobacteriales      2.5.2.9.2        Brachybacterium
                                                         2.5.2.9.3        Dermabacter
                        2.5.3.4    Eggerthellales        2.5.3            Coriobacteridae
                                                         2.5.3.1          Unclassified
                        2.5.4      OPB41                 2.5.3.2          Atopobiales
                                                         2.5.3.3          Coriobacteriales
                        2.5.5      PK1                   2.5.3.4          Eggerthellales
                                                         2.5.4            OPB41
                        2.5.6      Rubrobacteridae       2.5.5            PK1
                                                         2.5.6            Rubrobacteridae
                        2.5.6.1    Unclassified          2.5.6.1          Unclassified
                                                         2.5.6.2          "Thermoleiphilaceae
                        2.5.6.2    "Thermoleiphilaceae   2.5.6.2.1        Unclassified
                                                         2.5.6.2.2        Conexibacter
                        2.5.6.3    MC47                  2.5.6.2.3        XGE514
                                                         2.5.6.3          MC47
                        2.5.6.4    Rubrobacteraceae      2.5.6.4          Rubrobacteraceae



Tuesday, May 25, 2010
Proteobacteria
                        TM6
                        OS-K
                                                • At least 100 phyla of
                        Acidobacteria
                        Termite Group
                        OP8
                                                  bacteria
                        Nitrospira
                        Bacteroides
                        Chlorobi
                                                • Genome sequences are
                        Fibrobacteres
                        Marine GroupA             mostly from three phyla
                        WS3
                        Gemmimonas
                        Firmicutes              • Most phyla with cultured
                        Fusobacteria
                        Actinobacteria            species are sparsely
                        OP9
                        Cyanobacteria
                        Synergistes
                                                  sampled
                        Deferribacteres
                        Chrysiogenetes
                        NKB19                   • Lineages with no cultured
                        Verrucomicrobia
                        Chlamydia
                        OP3
                                                  taxa even more poorly
                        Planctomycetes
                        Spriochaetes              sampled
                        Coprothmermobacter
                        OP10
                        Thermomicrobia
                        Chloroflexi
                                                • Solution - use tree to really
                        TM7
                        Deinococcus-Thermus       fill gaps
                        Dictyoglomus
                        Aquificae                     Well sampled phyla
                        Thermudesulfobacteria
                        Thermotogae
                        OP1
                        OP11

Tuesday, May 25, 2010
http://www.jgi.doe.gov/programs/GEBA/pilot.html
Tuesday, May 25, 2010
A Genomic Encyclopedia of Bacteria
                   and Archaea (GEBA)




Tuesday, May 25, 2010
GEBA Pilot Project Overview

       • Identify major branches in rRNA tree for
         which no genomes are available
       • Identify branches with a cultured
         representative in DSMZ
       • Grow > 200 of these and prep. DNA
       • Sequence and finish 100 (covering breadth
         of bacterial/archaea diversity)
       • Annotate, analyze, release data
       • Assess benefits of tree guided sequencing

Tuesday, May 25, 2010
GEBA and Openness
 • All data released as quickly as
   possible w/ no restrictions to
   IMG-GEBA; Genbank, etc
 • Data also available in Biotorrents
   (http://biotorrents.net)
 • Individual genome reports
   published in OA “Standards in
   Genome Sciences (SIGS)”
 • 1st GEBA paper in Nature freely
   available and published using
   Creative Commons License

Tuesday, May 25, 2010
GEBA Lesson 1

                    rRNA Tree is Useful for Identifying
                     Phylogenetically Novel Genomes




Tuesday, May 25, 2010
rRNA Tree of Life
                        Bacteria




                                                        Archaea




                         Eukaryotes

                          FIgure from Barton, Eisen et al.
                             “Evolution”, CSHL Press.
                         Based on tree from Pace NR, 2003.
Tuesday, May 25, 2010
Network of Life
                        Bacteria




                                                        Archaea




                         Eukaryotes

                          Figure from Barton, Eisen et al.
                             “Evolution”, CSHL Press.
                         Based on tree from Pace NR, 2003.
Tuesday, May 25, 2010
Whole Genome Tree w/ AMPHORA




          See Wu and Eisen, Genome Biology 2008 9: R151
          http://bobcat.genomecenter.ucdavis.edu/AMPHORA/
Tuesday, May 25, 2010
Compare PD in Trees




Tuesday, May 25, 2010
PD of rRNA, Genome Trees Similar




   From Wu et al. 2009 Nature 462, 1056-1060
Tuesday, May 25, 2010
GEBA Lesson 1B

                        rRNA Tree topology is not perfect;
                           Genome-based trees better




Tuesday, May 25, 2010
16s Says Hyphomonas is in Rhodobacteriales




Badger et al.
2005
                                                             28
Tuesday, May 25, 2010
WGT and individual gene trees:
                        Its Related to Caulobacterales




Badger et al.
2005
                                                         29
Tuesday, May 25, 2010
Wh




  Concatenated
  alignment “whole
  genome tree” built
  using AMPHORA



Tuesday, May 25, 2010
Whole genome phylogeny?
        • Many approaches
              – Gene presence/absence
              – Concatenation of phylogenetic markers
              – Separate phylogeny of genes and then
                integration of results (e.g., networks)
              – Models that incorporate gain/loss as well as
                gene phylogeny
        • No new results from us
              – However ... see Eric Alm talk Ballroom A -
                “Microbes in a changing world” session
                tomorrow AM
Tuesday, May 25, 2010
GEBA Lesson 2

                   Phylogeny-driven genome selection
                   helps discover new genetic diversity




Tuesday, May 25, 2010
Network of Life
                        Bacteria




                                                        Archaea




                         Eukaryotes

                          FIgure from Barton, Eisen et al.
                             “Evolution”, CSHL Press.
                         Based on tree from Pace NR, 2003.
Tuesday, May 25, 2010
Protein Family Rarefaction Curves

        • Take data set of multiple complete genomes
        • Identify all protein families using MCL
        • Plot # of genomes vs. # of protein families




Tuesday, May 25, 2010
Tuesday, May 25, 2010
Tuesday, May 25, 2010
Tuesday, May 25, 2010
Tuesday, May 25, 2010
Tuesday, May 25, 2010
Synapomorphies exist




Tuesday, May 25, 2010
GEBA Lesson 3

                    Phylogeny-driven genome selection
                       improves genome annotation




Tuesday, May 25, 2010
Predicting Function

        • Key step in genome projects
        • More accurate predictions help guide
          experimental and computational analyses
        • Many diverse approaches
        • Comparative and evolutionary analysis
          greatly improves most predictions




Tuesday, May 25, 2010
Most/All Functional Prediction Improves
            w/ Better Phylogenetic Sampling
          • Better definition of protein family sequence
            “patterns” (e.g., improved HMMs)
          • Conversion of hypothetical into conserved
            hypotheticals
          • Greatly improves “comparative” and
            “evolutionary” based predictions
          • Linking distantly related members of protein
            families
          • Improved non-homology prediction

Tuesday, May 25, 2010
From Wu et al. 2009.
Tuesday, May 25, 2010
GEBA Lesson 4

                    Phylogeny-driven genome selection
                     improves analysis of genome data
                        from uncultured organisms



Tuesday, May 25, 2010
Metagenomics Challenge




Tuesday, May 25, 2010
Metagenomics Challenge




                            1. Who is out there?
                            2. What are they doing?

Tuesday, May 25, 2010
Who is out there?

        • Mimic rRNA PCR based studies
        • But can now do these with other genes




Tuesday, May 25, 2010
rRNA phylotyping from metagenomics




                           Venter et al., 2004
Tuesday, May 25, 2010
Shotgun Sequencing Allows Use of
                 Alternative Anchors (e.g., RecA)




                                            Venter et al., 2004
Tuesday, May 25, 2010
Weighted % of Clones




                                                                                                                 0
                                                                                                                     0.1250
                                                                                                                                      0.2500
                                                                                                                                                     0.3750
                                                                                                                                                              0.5000
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Tuesday, May 25, 2010
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                                              Major Phylogenetic Group
                                                                                                          FB
                                                                                                                                                                       Sargasso Phylotypes




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                                                                                                                                                                                    Shotgun Sequencing Allows Use of Other Markers




                        Venter et al., 2004
                                                                                                                              EFG
                                                                                                                              EFTu




                                                                                                                              rRNA
                                                                                                                              RecA
                                                                                                                              RpoB
                                                                                                                              HSP70
Weighted % of Clones




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Tuesday, May 25, 2010
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                                              Major Phylogenetic Group
                                                                                                                             better genomic


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                                                                                                                                                                       Sargasso Phylotypes




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                                                                                        na
                                                                                          rc
                                                                                             ha
                                                                                                eo
                                                                                                   ta
                                                                                                                                                                                    Shotgun Sequencing Allows Use of Other Markers




                        Venter et al., 2004
                                                                                                                              EFG
                                                                                                                              EFTu




                                                                                                                              rRNA
                                                                                                                              RecA
                                                                                                                              RpoB
                                                                                                                              HSP70
Functional Inference from
                         Metagenomics
        • Can work well for individual genes
        • Predicting “community” function is
          challenging because treating community as
          a bag of genes does not work well
        • Better to “compartmentalize” data ...




Tuesday, May 25, 2010
Binning challenge

      A                                     T
      B                                     U
      C                                     V
      D                                     W
      E                                     X
      F                                     Y
      G                                     Z
Tuesday, May 25, 2010
Binning challenge

      A                                                          T
      B                                                          U
      C                                                          V
      D                                                          W
      E                                                          X
      F                                                          Y
      G                 Best binning method: reference genomes   Z
Tuesday, May 25, 2010
Reference Genomes Coming from
                   Select Environment




Tuesday, May 25, 2010
Binning challenge

      A                                                        T
      B                                                        U
      C                                                        V
      D                                                        W
      E                                                        X
      F                                                        Y
      G                 No reference genome? What do you do?   Z
Tuesday, May 25, 2010
Binning challenge

      A                                                        T
      B                                                        U
      C                                                        V
      D                                                        W
      E                                                        X
      F                                                        Y
      G                 No reference genome? What do you do?   Z
                        Phylogeny ....
Tuesday, May 25, 2010
AMPHORA




                        Guide tree
Tuesday, May 25, 2010
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                                                                                                                        0
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                                                                                                                                        0.3
                                                                                                                                              0.4
                                                                                                                                                    0.5
                                                                                                                                                          0.6
                                                                                                                                                                0.7
                                                                       am                 ro               ct
                                                                                               te            er
                                                                             m                    o            ia




Tuesday, May 25, 2010
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                        AMPHORA - each read on its own tree
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                                                                                                                                                                      Phylogenetic Binning Using AMPHORA
                                                              frr




                                                              tsf
                                                              pgk




                                                              rplL
                                                              rplF




                                                              rplP

                                                              rplT
                                                              rplE
                                                              infC




                                                              rpsI
                                                              rplS
                                                              rplA
                                                              rplB




                                                              rplK
                                                              rplC




                                                              rpsJ
                                                              rplN
                                                              rplD




                                                              rplM




                                                              rpsE




                                                              rpsS
                                                              rpsB




                                                              rpsK
                                                              rpsC
                                                              rpoB




                                                              rpsM
                                                              pyrG
                                                              nusA
                                                              dnaG




                                                              rpmA




                                                              smpB
Phylogenetic Binning Using AMPHORA
                                                                                  dnaG
                 0.7
                                                                                  frr
                                                                                  infC
                 0.6                                                              nusA
                                                                                  pgk
                                                                                  pyrG
                 0.5


                 0.4
                                    Should improve with                           rplA
                                                                                  rplB
                                                                                  rplC
                                                                                  rplD

                 0.3                better genomic                                rplE
                                                                                  rplF
                                                                                  rplK
                                                                                  rplL
                 0.2


                 0.1
                                    sampling                                      rplM
                                                                                  rplN
                                                                                  rplP
                                                                                  rplS
                                                                                  rplT
                                                                                  rpmA
                   0                                                              rpoB
                                                                                  rpsB




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                                           la
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                                       U




                                                                                  smpB
                                                                                  tsf

                        AMPHORA - each read on its own tree
Tuesday, May 25, 2010
Metagenomic Analysis Improves w/
               Phylogenetic Sampling

             • Small but real improvements in
                   –    Gene identification / confirmation
                   –    Functional prediction
                   –    Binning
                   –    Phylogenetic classification




Tuesday, May 25, 2010
Metagenomic Analysis Improves w/
               Phylogenetic Sampling

             • Small but real improvements in
                   –    Gene identification / confirmation
                   –    Functional prediction
                   –    Binning
                   –    Phylogenetic classification
             • But not a lot ...




Tuesday, May 25, 2010
How to improve phylogenetic
                  analysis of metagenomic data
        • Fragmented data

        • Which genes to use?

        • More automation




Tuesday, May 25, 2010
iSEEM Project




Tuesday, May 25, 2010
Phylogenetic challenge




                              A single tree with everything




Tuesday, May 25, 2010
Phylogenetic Binning Using AMPHORA
                                                                                  dnaG
                 0.7
                                                                                  frr
                                                                                  infC
                 0.6                                                              nusA
                                                                                  pgk
                                                                                  pyrG
                 0.5


                 0.4
                                    Improves with better                          rplA
                                                                                  rplB
                                                                                  rplC
                                                                                  rplD

                 0.3                phylogenetic methods                          rplE
                                                                                  rplF
                                                                                  rplK
                                                                                  rplL
                 0.2                                                              rplM
                                                                                  rplN
                                                                                  rplP
                 0.1                                                              rplS
                                                                                  rplT
                                                                                  rpmA
                   0                                                              rpoB
                                                                                  rpsB




                                                                             es
                                                                             ia




                                                                              s




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                                                                              s
                                                                            ria
                      ia




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                               ia

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                                                nc
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                              D

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                  G




                                           la
                                         nc




                                                                                  rpsS
                                       U




                                                                                  smpB
                                                                                  tsf

                        AMPHORA - each read on its own tree
Tuesday, May 25, 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010
Jonathan Eisen talk at ASM General Meeting 2010

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Jonathan Eisen talk at ASM General Meeting 2010

  • 1. A phylogeny driven genomic encyclopedia of bacteria and archaea Jonathan A. Eisen Talk at ASMGM May 25, 2010 Tuesday, May 25, 2010
  • 2. Fleischmann et al. 1995 Tuesday, May 25, 2010
  • 3. Microbial genomes From http://genomesonline.org Tuesday, May 25, 2010
  • 4. rRNA Tree of Life Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003. Tuesday, May 25, 2010
  • 5. Proteobacteria 2002 TM6 OS-K Acidobacteria • At least 40 Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA WS3 Gemmimonas Firmicutes Fusobacteria Actinobacteria OP9 Cyanobacteria Synergistes Deferribacteres Chrysiogenetes NKB19 Verrucomicrobia Chlamydia OP3 Planctomycetes Spriochaetes Coprothmermobacter OP10 Thermomicrobia Chloroflexi TM7 Deinococcus-Thermus Dictyoglomus Aquificae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002 Tuesday, May 25, 2010
  • 6. Proteobacteria 2002 TM6 OS-K Acidobacteria • At least 40 Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas Firmicutes sequences are Fusobacteria Actinobacteria mostly from OP9 Cyanobacteria Synergistes three phyla Deferribacteres Chrysiogenetes NKB19 Verrucomicrobia Chlamydia OP3 Planctomycetes Spriochaetes Coprothmermobacter OP10 Thermomicrobia Chloroflexi TM7 Deinococcus-Thermus Dictyoglomus Aquificae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002 Tuesday, May 25, 2010
  • 7. Proteobacteria 2002 TM6 OS-K Acidobacteria • At least 40 Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas Firmicutes sequences are Fusobacteria Actinobacteria mostly from OP9 Cyanobacteria Synergistes three phyla Deferribacteres Chrysiogenetes NKB19 • Some other Verrucomicrobia Chlamydia OP3 phyla are Planctomycetes Spriochaetes only sparsely Coprothmermobacter OP10 Thermomicrobia sampled Chloroflexi TM7 Deinococcus-Thermus Dictyoglomus Aquificae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002 Tuesday, May 25, 2010
  • 8. Proteobacteria 2002 TM6 OS-K Acidobacteria • At least 40 Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas Firmicutes sequences are Fusobacteria Actinobacteria mostly from OP9 Cyanobacteria Synergistes three phyla Deferribacteres Chrysiogenetes NKB19 • Some other Verrucomicrobia Chlamydia OP3 phyla are Planctomycetes Spriochaetes only sparsely Coprothmermobacter OP10 Thermomicrobia sampled Chloroflexi TM7 Deinococcus-Thermus • Same trend in Dictyoglomus Aquificae Thermudesulfobacteria Archaea Thermotogae OP1 Based on OP11 Hugenholtz, 2002 Tuesday, May 25, 2010
  • 9. Proteobacteria 2002 TM6 OS-K Acidobacteria • At least 40 Termite Group OP8 phyla of Nitrospira Bacteroides bacteria Chlorobi Fibrobacteres Marine GroupA • Genome WS3 Gemmimonas Firmicutes sequences are Fusobacteria Actinobacteria mostly from OP9 Cyanobacteria Synergistes three phyla Deferribacteres Chrysiogenetes NKB19 • Some other Verrucomicrobia Chlamydia OP3 phyla are Planctomycetes Spriochaetes only sparsely Coprothmermobacter OP10 Thermomicrobia sampled Chloroflexi TM7 Deinococcus-Thermus • Same trend in Dictyoglomus Aquificae Thermudesulfobacteria Eukaryotes Thermotogae OP1 Based on OP11 Hugenholtz, 2002 Tuesday, May 25, 2010
  • 10. The Tree is not Happy Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003. Tuesday, May 25, 2010
  • 11. Why Increase Phylogenetic Coverage? • Common approach within some eukaryotic groups • Many small projects to fill in bacterial or archaeal gaps • Phylogenetic gaps in bacterial and archaeal projects commonly lamented in literature • Many potential benefits Tuesday, May 25, 2010
  • 12. Proteobacteria • NSF-funded TM6 OS-K • At least 40 Tree of Life Acidobacteria Termite Group phyla of OP8 Project Nitrospira Bacteroides bacteria Chlorobi • A genome Fibrobacteres Marine GroupA • Genome WS3 from each of Gemmimonas sequences are Firmicutes eight phyla Fusobacteria mostly from Actinobacteria OP9 Cyanobacteria Synergistes three phyla Deferribacteres Chrysiogenetes NKB19 • Some other Verrucomicrobia Chlamydia OP3 phyla are only Planctomycetes Spriochaetes sparsely Coprothmermobacter OP10 Thermomicrobia sampled Chloroflexi TM7 Deinococcus-Thermus • Solution I: Dictyoglomus Aquificae sequence more Eisen & Ward, PIs Thermudesulfobacteria Thermotogae OP1 phyla OP11 Tuesday, May 25, 2010
  • 14. The Tree of Life is Still Angry Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003. Tuesday, May 25, 2010
  • 15. Major Lineages of Actinobacteria 2.5 Actinobacteria 2.5.1 Acidimicrobidae 2.5.1 Acidimicrobidae 2.5.1.1 Unclassified 2.5.1.2 "Microthrixineae 2.5.1.1 Unclassified 2.5.1.3 Acidimicrobineae 2.5.1.3.1 Unclassified 2.5.1.2 "Microthrixineae 2.5.1.3.2 Acidimicrobiaceae 2.5.1.4 BD2-10 2.5.1.3 Acidimicrobineae 2.5.1.5 EB1017 2.5.2 Actinobacteridae 2.5.1.4 BD2-10 2.5.2.1 Unclassified 2.5.2.10 Ellin306/WR160 2.5.1.5 EB1017 2.5.2.11 Ellin5012 2.5.2.12 Ellin5034 2.5.2 Actinobacteridae 2.5.2.13 Frankineae 2.5.2.13.1 Unclassified 2.5.2.1 Unclassified 2.5.2.13.2 Acidothermaceae 2.5.2.10 Ellin306/WR160 2.5.2.13.3 2.5.2.13.4 Ellin6090 Frankiaceae 2.5.2.11 Ellin5012 2.5.2.13.5 2.5.2.13.6 Geodermatophilaceae Microsphaeraceae 2.5.2.12 Ellin5034 2.5.2.13.7 2.5.2.14 Sporichthyaceae Glycomyces 2.5.2.13 Frankineae 2.5.2.15 2.5.2.15.1 Intrasporangiaceae Unclassified 2.5.2.14 Glycomyces 2.5.2.15.2 2.5.2.15.3 Dermacoccus Intrasporangiaceae 2.5.2.15 Intrasporangiaceae 2.5.2.16 2.5.2.17 Kineosporiaceae Microbacteriaceae 2.5.2.16 Kineosporiaceae 2.5.2.17.1 2.5.2.17.2 Unclassified Agrococcus 2.5.2.17 Microbacteriaceae 2.5.2.17.3 2.5.2.18 Agromyces Micrococcaceae 2.5.2.18 Micrococcaceae 2.5.2.19 2.5.2.2 Micromonosporaceae Actinomyces 2.5.2.19 Micromonosporaceae 2.5.2.20 2.5.2.20.1 Propionibacterineae Unclassified 2.5.2.2 Actinomyces 2.5.2.20.2 2.5.2.20.3 Kribbella Nocardioidaceae 2.5.2.20 Propionibacterineae 2.5.2.20.4 2.5.2.21 Propionibacteriaceae Pseudonocardiaceae 2.5.2.21 Pseudonocardiaceae 2.5.2.22 2.5.2.22.1 Streptomycineae Unclassified 2.5.2.22 Streptomycineae 2.5.2.22.2 2.5.2.22.3 Kitasatospora Streptacidiphilus 2.5.2.23 Streptosporangineae 2.5.2.23 2.5.2.23.1 Streptosporangineae Unclassified 2.5.2.3 Actinomycineae 2.5.2.23.2 2.5.2.23.3 Ellin5129 Nocardiopsaceae 2.5.2.4 Actinosynnemataceae 2.5.2.23.4 2.5.2.23.5 Streptosporangiaceae Thermomonosporaceae 2.5.2.5 Bifidobacteriaceae 2.5.2.3 Actinomycineae 2.5.2.4 Actinosynnemataceae 2.5.2.6 Brevibacteriaceae 2.5.2.5 Bifidobacteriaceae 2.5.2.6 Brevibacteriaceae 2.5.2.7 Cellulomonadaceae 2.5.2.7 Cellulomonadaceae 2.5.2.8 Corynebacterineae 2.5.2.8 Corynebacterineae 2.5.2.8.1 Unclassified 2.5.2.8.2 Corynebacteriaceae 2.5.2.9 Dermabacteraceae 2.5.2.8.3 Dietziaceae 2.5.2.8.4 Gordoniaceae 2.5.3 Coriobacteridae 2.5.2.8.5 Mycobacteriaceae 2.5.2.8.6 Rhodococcus 2.5.3.1 Unclassified 2.5.2.8.7 Rhodococcus 2.5.2.8.8 Rhodococcus 2.5.3.2 Atopobiales 2.5.2.9 Dermabacteraceae 2.5.2.9.1 Unclassified 2.5.3.3 Coriobacteriales 2.5.2.9.2 Brachybacterium 2.5.2.9.3 Dermabacter 2.5.3.4 Eggerthellales 2.5.3 Coriobacteridae 2.5.3.1 Unclassified 2.5.4 OPB41 2.5.3.2 Atopobiales 2.5.3.3 Coriobacteriales 2.5.5 PK1 2.5.3.4 Eggerthellales 2.5.4 OPB41 2.5.6 Rubrobacteridae 2.5.5 PK1 2.5.6 Rubrobacteridae 2.5.6.1 Unclassified 2.5.6.1 Unclassified 2.5.6.2 "Thermoleiphilaceae 2.5.6.2 "Thermoleiphilaceae 2.5.6.2.1 Unclassified 2.5.6.2.2 Conexibacter 2.5.6.3 MC47 2.5.6.2.3 XGE514 2.5.6.3 MC47 2.5.6.4 Rubrobacteraceae 2.5.6.4 Rubrobacteraceae Tuesday, May 25, 2010
  • 16. Proteobacteria TM6 OS-K • At least 100 phyla of Acidobacteria Termite Group OP8 bacteria Nitrospira Bacteroides Chlorobi • Genome sequences are Fibrobacteres Marine GroupA mostly from three phyla WS3 Gemmimonas Firmicutes • Most phyla with cultured Fusobacteria Actinobacteria species are sparsely OP9 Cyanobacteria Synergistes sampled Deferribacteres Chrysiogenetes NKB19 • Lineages with no cultured Verrucomicrobia Chlamydia OP3 taxa even more poorly Planctomycetes Spriochaetes sampled Coprothmermobacter OP10 Thermomicrobia Chloroflexi • Solution - use tree to really TM7 Deinococcus-Thermus fill gaps Dictyoglomus Aquificae Well sampled phyla Thermudesulfobacteria Thermotogae OP1 OP11 Tuesday, May 25, 2010
  • 18. A Genomic Encyclopedia of Bacteria and Archaea (GEBA) Tuesday, May 25, 2010
  • 19. GEBA Pilot Project Overview • Identify major branches in rRNA tree for which no genomes are available • Identify branches with a cultured representative in DSMZ • Grow > 200 of these and prep. DNA • Sequence and finish 100 (covering breadth of bacterial/archaea diversity) • Annotate, analyze, release data • Assess benefits of tree guided sequencing Tuesday, May 25, 2010
  • 20. GEBA and Openness • All data released as quickly as possible w/ no restrictions to IMG-GEBA; Genbank, etc • Data also available in Biotorrents (http://biotorrents.net) • Individual genome reports published in OA “Standards in Genome Sciences (SIGS)” • 1st GEBA paper in Nature freely available and published using Creative Commons License Tuesday, May 25, 2010
  • 21. GEBA Lesson 1 rRNA Tree is Useful for Identifying Phylogenetically Novel Genomes Tuesday, May 25, 2010
  • 22. rRNA Tree of Life Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003. Tuesday, May 25, 2010
  • 23. Network of Life Bacteria Archaea Eukaryotes Figure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003. Tuesday, May 25, 2010
  • 24. Whole Genome Tree w/ AMPHORA See Wu and Eisen, Genome Biology 2008 9: R151 http://bobcat.genomecenter.ucdavis.edu/AMPHORA/ Tuesday, May 25, 2010
  • 25. Compare PD in Trees Tuesday, May 25, 2010
  • 26. PD of rRNA, Genome Trees Similar From Wu et al. 2009 Nature 462, 1056-1060 Tuesday, May 25, 2010
  • 27. GEBA Lesson 1B rRNA Tree topology is not perfect; Genome-based trees better Tuesday, May 25, 2010
  • 28. 16s Says Hyphomonas is in Rhodobacteriales Badger et al. 2005 28 Tuesday, May 25, 2010
  • 29. WGT and individual gene trees: Its Related to Caulobacterales Badger et al. 2005 29 Tuesday, May 25, 2010
  • 30. Wh Concatenated alignment “whole genome tree” built using AMPHORA Tuesday, May 25, 2010
  • 31. Whole genome phylogeny? • Many approaches – Gene presence/absence – Concatenation of phylogenetic markers – Separate phylogeny of genes and then integration of results (e.g., networks) – Models that incorporate gain/loss as well as gene phylogeny • No new results from us – However ... see Eric Alm talk Ballroom A - “Microbes in a changing world” session tomorrow AM Tuesday, May 25, 2010
  • 32. GEBA Lesson 2 Phylogeny-driven genome selection helps discover new genetic diversity Tuesday, May 25, 2010
  • 33. Network of Life Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003. Tuesday, May 25, 2010
  • 34. Protein Family Rarefaction Curves • Take data set of multiple complete genomes • Identify all protein families using MCL • Plot # of genomes vs. # of protein families Tuesday, May 25, 2010
  • 41. GEBA Lesson 3 Phylogeny-driven genome selection improves genome annotation Tuesday, May 25, 2010
  • 42. Predicting Function • Key step in genome projects • More accurate predictions help guide experimental and computational analyses • Many diverse approaches • Comparative and evolutionary analysis greatly improves most predictions Tuesday, May 25, 2010
  • 43. Most/All Functional Prediction Improves w/ Better Phylogenetic Sampling • Better definition of protein family sequence “patterns” (e.g., improved HMMs) • Conversion of hypothetical into conserved hypotheticals • Greatly improves “comparative” and “evolutionary” based predictions • Linking distantly related members of protein families • Improved non-homology prediction Tuesday, May 25, 2010
  • 44. From Wu et al. 2009. Tuesday, May 25, 2010
  • 45. GEBA Lesson 4 Phylogeny-driven genome selection improves analysis of genome data from uncultured organisms Tuesday, May 25, 2010
  • 47. Metagenomics Challenge 1. Who is out there? 2. What are they doing? Tuesday, May 25, 2010
  • 48. Who is out there? • Mimic rRNA PCR based studies • But can now do these with other genes Tuesday, May 25, 2010
  • 49. rRNA phylotyping from metagenomics Venter et al., 2004 Tuesday, May 25, 2010
  • 50. Shotgun Sequencing Allows Use of Alternative Anchors (e.g., RecA) Venter et al., 2004 Tuesday, May 25, 2010
  • 51. Weighted % of Clones 0 0.1250 0.2500 0.3750 0.5000 Al ph ap ro t eo Be b ac ta te pr ria ot eo G ba am Tuesday, May 25, 2010 ct m er ia ap ro te Ep ob si ac lo te np ria ro te De ob ac lta te pr ria ot eo ba C ct ya er no ia ba ct er ia Fi rm ic ut es Ac tin ob ac te ria C hl or ob i C Major Phylogenetic Group FB Sargasso Phylotypes C hl or of le xi Sp iro cha et es Fu so ba De ct in er o ia co cc u s- Th er Eu ry m ar us ch ae ot C a re na rc ha eo ta Shotgun Sequencing Allows Use of Other Markers Venter et al., 2004 EFG EFTu rRNA RecA RpoB HSP70
  • 52. Weighted % of Clones 0 0.1250 0.2500 0.3750 0.5000 Al ph ap ro t eo Be b ac ta te pr ria ot eo G ba am Tuesday, May 25, 2010 ct m er ia ap ro te Ep ob si ac lo te np ria ro te De ob ac lta te pr ria ot eo ba C ct ya er no ia ba ct er ia Fi rm ic ut es sampling Ac tin ob ac te ria C hl or ob i C Major Phylogenetic Group better genomic FB Sargasso Phylotypes C hl or ofl ex Sp i iro cha et es Fu so ba Should improve with De ct in er o ia co cc u s- Th er Eu ry m ar us ch ae ot C a re na rc ha eo ta Shotgun Sequencing Allows Use of Other Markers Venter et al., 2004 EFG EFTu rRNA RecA RpoB HSP70
  • 53. Functional Inference from Metagenomics • Can work well for individual genes • Predicting “community” function is challenging because treating community as a bag of genes does not work well • Better to “compartmentalize” data ... Tuesday, May 25, 2010
  • 54. Binning challenge A T B U C V D W E X F Y G Z Tuesday, May 25, 2010
  • 55. Binning challenge A T B U C V D W E X F Y G Best binning method: reference genomes Z Tuesday, May 25, 2010
  • 56. Reference Genomes Coming from Select Environment Tuesday, May 25, 2010
  • 57. Binning challenge A T B U C V D W E X F Y G No reference genome? What do you do? Z Tuesday, May 25, 2010
  • 58. Binning challenge A T B U C V D W E X F Y G No reference genome? What do you do? Z Phylogeny .... Tuesday, May 25, 2010
  • 59. AMPHORA Guide tree Tuesday, May 25, 2010
  • 60. Al ph ap ro Be te ta o ba G p 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 am ro ct te er m o ia Tuesday, May 25, 2010 ap ba ro ct D te er el ob ia ta pr ac Ep ot te U si lo eo ria nc ba la np ct ss ro er ifi te ia ed ob Pr ac ot te eo ria ba Cy ct an er ob ia ac Ch te ria la m Ac yd id ia ob e Ba ac te ct ria er Ac oi de tin te ob s ac te ria Aq Pl ui an fic ct om ae yc Sp et AMPHORA - each read on its own tree iro es ch ae Fi te rm s ic ut Ch es lo ro U fle nc xi la Ch ss lo ifi ro ed bi Ba ct er ia Phylogenetic Binning Using AMPHORA frr tsf pgk rplL rplF rplP rplT rplE infC rpsI rplS rplA rplB rplK rplC rpsJ rplN rplD rplM rpsE rpsS rpsB rpsK rpsC rpoB rpsM pyrG nusA dnaG rpmA smpB
  • 61. Phylogenetic Binning Using AMPHORA dnaG 0.7 frr infC 0.6 nusA pgk pyrG 0.5 0.4 Should improve with rplA rplB rplC rplD 0.3 better genomic rplE rplF rplK rplL 0.2 0.1 sampling rplM rplN rplP rplS rplT rpmA 0 rpoB rpsB es ia s es s ria ia ia bi ia ia om ae e ia ria ria ria xi te te ia er er er er r er fle ro et ut rpsC fic te te te te te yd de ae ct ct ct ct ct lo yc ro ic ac ac ac ac ac ui m ch oi ba ba Ch ba ba Ba rm rpsE lo Aq ob ob ob ob ob er la iro eo Ch o eo o Fi ed Ch ct an te te te te id tin ct rpsI Sp ot ot Ba Ac ro ro ro ro ifi an Cy Ac Pr pr ss ap p ap np rpsJ Pl ta ta ed la ph m lo el Be nc rpsK si ifi am Al D Ep U ss rpsM G la nc rpsS U smpB tsf AMPHORA - each read on its own tree Tuesday, May 25, 2010
  • 62. Metagenomic Analysis Improves w/ Phylogenetic Sampling • Small but real improvements in – Gene identification / confirmation – Functional prediction – Binning – Phylogenetic classification Tuesday, May 25, 2010
  • 63. Metagenomic Analysis Improves w/ Phylogenetic Sampling • Small but real improvements in – Gene identification / confirmation – Functional prediction – Binning – Phylogenetic classification • But not a lot ... Tuesday, May 25, 2010
  • 64. How to improve phylogenetic analysis of metagenomic data • Fragmented data • Which genes to use? • More automation Tuesday, May 25, 2010
  • 66. Phylogenetic challenge A single tree with everything Tuesday, May 25, 2010
  • 67. Phylogenetic Binning Using AMPHORA dnaG 0.7 frr infC 0.6 nusA pgk pyrG 0.5 0.4 Improves with better rplA rplB rplC rplD 0.3 phylogenetic methods rplE rplF rplK rplL 0.2 rplM rplN rplP 0.1 rplS rplT rpmA 0 rpoB rpsB es ia s es s ria ia ia bi ia ia om ae e ia ria ria ria xi te te ia er er er er r er fle ro et ut rpsC fic te te te te te yd de ae ct ct ct ct ct lo yc ro ic ac ac ac ac ac ui m ch oi ba ba Ch ba ba Ba rm rpsE lo Aq ob ob ob ob ob er la iro eo Ch o eo o Fi ed Ch ct an te te te te id tin ct rpsI Sp ot ot Ba Ac ro ro ro ro ifi an Cy Ac Pr pr ss ap p ap np rpsJ Pl ta ta ed la ph m lo el Be nc rpsK si ifi am Al D Ep U ss rpsM G la nc rpsS U smpB tsf AMPHORA - each read on its own tree Tuesday, May 25, 2010