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Phylogenomics and the Diversity
 and Diversication of Microbes

         Jonathan A. Eisen
            UC Davis

            UCSF Talk
         February 17, 2011
Phylogenomics of Novelty
Phylogenomics of Novelty


 Mechanisms of
 Origin of New
   Functions
Phylogenomics of Novelty


 Mechanisms of     Variation in
 Origin of New    Mechanisms:
   Functions     Patterns, Causes
                   and Effects
Phylogenomics of Novelty


 Mechanisms of         Variation in
 Origin of New        Mechanisms:
   Functions         Patterns, Causes
                       and Effects




          Species Evolution
Phylogenomics of Novelty



                                      Variation in
Mechanisms of
                                     Mechanisms:
Origin of New
                                    Patterns, Causes
  Functions
                                      and Effects




                Species Evolution
Outline

• Introduction
• Phylogenomic Stories
  –   Within genome invention of novelty
  –   Stealing novelty
  –   Communities of microbes
  –   Community service and knowing what we don’t
      know
Introduction
rRNA Tree of Life




 FIgure from Barton, Eisen et al.
    “Evolution”, CSHL Press.
Based on tree from Pace NR, 2003.
Limited Sampling of RRR Studies




        FIgure from Barton, Eisen et al.
           “Evolution”, CSHL Press.
       Based on tree from Pace NR, 2003.
Limited Sampling of RRR Studies
                                                  Haloferax

                                                  Methanococcus
Chlorobium
Deinococcus
Thermotoga




               FIgure from Barton, Eisen et al.
                  “Evolution”, CSHL Press.
              Based on tree from Pace NR, 2003.
UV Survival E.coli vs H.volcanii
                1
                        Ecoli vs. Hvolcanii
              0.1


             0.01


Relative    0.001
Survival

           0.0001


           1E-05


           1E-06


           1E-07
                    0   50    100    150       200        250    300   350   400
                                             UV J/m2
                                           E.coli NR10121 mfd-

                                           E.coli NR10125 mfd+


       TIGR                                H.volcanii WFD11
H. volcanii UV Repair Label 7 - 45J / m2)



0.6
                                    Label5#2
                        0 J/m2 t0
                        45 J/m2 t0
                        45 J/m2 Photoreac.
                        45 J/m2 Dark 24 Hours

0.4




0.2




  0
      0   2000   4000         6000       8000    10000      12000   14000   16000   18000

                                Avg. Mol. Wt.(Base Pairs)
Fleischmann et al.
1995
TIGR Genome Projects
                                                    Haloferax

                                                    Methanococcus
Chlorobium
Deinococcus
Thermotoga




                 FIgure from Barton, Eisen et al.
                    “Evolution”, CSHL Press.
                Based on tree from Pace NR, 2003.
From http://genomesonline.org
Human commensals
From http://genomesonline.org
Phylogenomics of Novelty I

  Origin of Functions from Within
From Eisen et al.
1997 Nature
Medicine 3:
1076-1078.
Blast Search of H. pylori “MutS”




• Blast search pulls up Syn. sp MutS#2 with much higher p
  value than other MutS homologs
• Based on this TIGR predicted this species had mismatch
  repair
• Assumes functional constancy
                   Based on Eisen et al. 1997 Nature Medicine 3: 1076-1078.
Predicting Function
• Identification of motifs
   – Short regions of sequence similarity that are indicative of
     general activity
   – e.g., ATP binding
• Homology/similarity based methods
   – Gene sequence is searched against a databases of other
     sequences
   – If significant similar genes are found, their functional
     information is used
• Problem
   – Genes frequently have similarity to hundreds of motifs
     and multiple genes, not all with the same function
MutL??




Based on Eisen et al. 1997 Nature Medicine 3: 1076-1078.
Overlaying Functions onto Tree
                                                         MutS2
                                           Aquae
                           MSH5                Strpy
                                                   Bacsu
                                                       Synsp
                                                         Deira Helpy
                            Yeast
                      Human                                Borbu       Metth
                      Celeg


   MSH6                                                            mSaco
              Yeast
            Human
            Mouse
             Arath
                                                                       Yeast MSH4
                                                                        Celeg
                                                                       Human
            Arath
         Human
MSH3     Mouse
                                                                      Fly
       Spombe
          Yeast                                                     Xenla
                                                                    Rat
                                                                     Mouse
          Yeast                                                     Human
MSH1   Spombe                                                       Yeast       MSH2
                                                                   Neucr
                                                                  Arath


                         Aquae                          Trepa
                         Chltr
                           DeiraTheaq
                                                     BacsuBorbu
                                   Thema
                                              SynspStrpy                         Based on Eisen,
                                    Ecoli
                                          Neigo
                                                                                 1998 Nucl Acids
                                      MutS1                                      Res 26: 4291-4300.
Evolutionary Functional Prediction
                   EXAMPLE A                                METHOD                          EXAMPLE B

                        2A                         CHOOSE GENE(S) OF INTEREST                        5


                        3A                                                                       1 3 4
                             2B                                                              2
                                                      IDENTIFY HOMOLOGS                             5
                   1A 2A 1B 3B                                                                    6



                                                       ALIGN SEQUENCES

          1A      2A 3A 1B        2B      3B                                      1    2         3       4   5   6



                                                     CALCULATE GENE TREE


                                Duplication?


         1A       2A 3A 1B       2B      3B                                       1    2         3       4   5   6



                                                       OVERLAY KNOWN
                                                     FUNCTIONS ONTO TREE

                                Duplication?


                                                                                 1      2        3       4   5   6
         1A       2A 3A 1B       2B      3B



                                                     INFER LIKELY FUNCTION
                                                     OF GENE(S) OF INTEREST
                                                                                Ambiguous
                                Duplication?



      Species 1     Species 2          Species 3
       1A 1B         2A 2B              3A 3B                                     1    2         3       4   5   6


                                                       ACTUAL EVOLUTION
                                                   (ASSUMED TO BE UNKNOWN)
                                                                                                                     Based on Eisen,
                                                                                                                     1998 Genome
                                Duplication
                                                                                                                     Res 8: 163-167.
Example 2: Recent Changes
• Phylogenomic functional prediction         NJ



                                                                *     **
                                                                                       V.cholerae
                                                                                                VC
                                                                                        V.cholerae
                                                                                                VC
                                                                                                  0512
                                                                                                  A1034
                                                                                         V.cholerae
                                                                                                  VC
                                                                                         V.cholerae
                                                                                                  VC
                                                                                         V.cholerae
                                                                                                 VC
                                                                                                    A0974
                                                                                                   A0068
                                                                                            V.cholerae
                                                                                                    VC0825
                                                                                                   0282


  may not work well for very newly
                                                                                      V.cholerae
                                                                                               VCA0906
                                                                                              V.cholerae
                                                                                                       VC
                                                                                                        A0979
                                                                                      V.cholerae
                                                                                               VCA1056
                                                                                         V.cholerae
                                                                                                 VC1643
                                                                                          V.cholerae
                                                                                                   VC
                                                                                                    2161
                                                                                           V.cholerae
                                                                                                   VCA0923
                                                                      **       **        V.cholerae
                                                                                                 VC0514
                                                                                            V.cholerae
                                                                                                     VC1868
                                                                                           V.cholerae
                                                                                                   VCA0773
                                                                                         V.cholerae
                                                                                                 VC1313


  evolved functions
                                                                                           V.cholerae
                                                                                                   VC1859
                                                                                        V.cholerae
                                                                                                 VC
                                                                                                  1413
                                                                                      V.cholerae
                                                                                               VCA0268
                                                                                                V.cholerae
                                                                                                        VC
                                                                                                         A0658
                                                              **                           V.cholerae
                                                                                                   VC1405
                                                                                          V.cholerae
                                                                                                   VC
                                                                                                    1298
                                                            *                               V.cholerae
                                                                                     V.cholerae
                                                                                              VCA0864
                                                                                                     VC
                                                                                                      1248
                                                                                     V.cholerae
                                                                                              VCA0176
                                                                                        V.cholerae
                                                                                                VCA0220
                                                                   **                  V.cholerae
                                                                                                VC1289
                                                                                           V.cholerae
                                                                                                   VC1069
                                                                                                     A
                                                                      **                 V.cholerae
                                                                                                 VC2439


• Can use understanding of origin of
                                                                                            V.cholerae
                                                                                                    VC967
                                                                                                      1
                                                                                            V.cholerae
                                                                                                    VCA0031
                                                                                        V.cholerae
                                                                                                 VC
                                                                                                  1898
                                                                                            V.cholerae
                                                                                                    VCA0663
                                                                                     V.cholerae
                                                                                             VC0988
                                                                                               A
                                                                                     V.cholerae
                                                                                              VC0216
                                                                                     V.cholerae
                                                                                              VC0449
                                                              *                     V.cholerae
                                                                                             VCA0008
                                                                                     V.cholerae
                                                                                              VC1406
                                                                                              V.cholerae
                                                                                                       VC
                                                                                                        1535


  novelty to better interpret these cases?
                                                                                       V.cholerae
                                                                                                VC
                                                                                                 0840
                                                                                                  B.subtilis
                                                                                                        gi2633766
                                                                                              Synechocystis
                                                                                                        sp.
                                                                                                          gi1001299
                                                                                     Synechocystis
                                                                                                sp.gi1001300
                                                                 *                            Synechocystis
                                                                                                        sp.
                                                                                                          gi1652276
                                                            *                           Synechocystis
                                                                  *                    H.pylori sp.  gi1652103
                                                                                             gi2313716
                                                                                       H.pylori
                                                                                            99 gi4155097
                                                                                    **C.jejuni
                                                             **                    C.jejuniCj1190c
                                                                                         Cj1110c
                                                                                     A.fulgidus
                                                                                             gi2649560
                                                                                     A.fulgidus
                                                                                             gi2649548
                                                                                   ** B.subtilis
                                                                                               gi2634254


• Screen genomes for genes that have
                                                                                     B.subtilis
                                                                                            gi2632630
                                                                                     B.subtilis
                                                                                             gi2635607
                                                                                     B.subtilis
                                                                                            gi2635608
                                                                                      B.subtilis
                                                                           ** ** B.subtilis  gi2635609
                                                                         **                 gi2635610
                                                                                          B.subtilis
                                                                                   E.coli        gi2635882
                                                                                   E.coligi1788195
                                                                                        gi2367378
                                                                        * **       E.coligi1788194
                                                                                       E.coli A1092
                                                                                            gi1787690
                                                                                     V.cholerae
                                                                                              VC


  changed recently
                                                                                      V.cholerae
                                                                                               VC0098
                                                                                      E.coli
                                                                                           gi1789453
                                                                                         H.pylori
                                                                                               gi2313186
                                                                                         H.pylori
                                                                                              99 gi4154603
                                                                                             C.jejuni
                                                                                     ** C.jejuni   Cj0144
                                                                                                   Cj1564
                                                                                             C.jejuni
                                                                              **         C.jejuniCj0262c
                                                                                           ** Cj1506c
                                                                                          H.pylori
                                                                                                gi2313163
                                                                        *                 H.pylori
                                                                                               99 gi4154575
                                                                                       **H.pylori
                                                                                               gi2313179
                                                                           **            H.pylori
                                                                                              99 gi4154599

–   Pseudogenes and gene loss                                                         ** C.jejuni Cj0019c
                                                                                                  C.jejuni
                                                                                              C.jejuni Cj0951c
                                                                                                    Cj0246c
                                                                                             B.subtilis
                                                                                                    gi2633374
                                                                                              T.maritima
                                                                                                      TM0014
                                                                                                   V.cholerae
                                                                                                          VC
                                                                                                 V.cholerae
                                                                                                         VC
                                                                                                            1403
                                                                                                          A1088
                                                                                                  T.pallidum
                                                                                                         gi3322777
                                                                                                         T.pallidum
                                                                        **                        T.pallidum gi3322939
                                                                                                         gi3322938
                                                                      **                           B.burgdorferi
                                                                                                            gi2688522

–   Contingency Loci
                                                                                                      T.pallidum
                                                                                                             gi3322296
                                                                                                  B.burgdorferi
                                                             *                          T.maritima gi2688521
                                                                                                TM0429
                                                                                        T.maritima
                                                                                      **T.maritima
                                                                                                TM0918
                                                                                     ** TM1428
                                                                                    T.maritima  TM0023
                                                               *                       T.maritima
                                                                                               TM1143
                                                                                    T.maritima
                                                                                             TM1146
                                                                                       P.abyssi
                                                                                              PAB1308
                                                                                       P.horikoshii
                                                                                                gi3256846
                                                                                  ** P.horikoshii
                                                                                      P.abyssi
                                                                                             PAB1336

–   Acquisition (e.g., LGT)
                                                                       **                      gi3256896
                                                              **                   **P.abyssi
                                                                                            PAB2066
                                                       **                            P.horikoshii
                                                                                              gi3258290
                                                            *                   ** P.abyssi  PAB1026
                                                                                       P.horikoshii
                                                                                                gi3256884
                                                                                **               D.radiodurans
                                                                                                          DRA00354
                                                                                                D.radiodurans
                                                                                                          DRA0353
                                                                                          ** D.radiodurans
                                                  **                **                               VC DRA0352
                                                                                            V.cholerae 1394
                                                                                           P.abyssi
                                                                                                 PAB1189
                                                                                           P.horikoshii
                                                                                                    gi3258414


–   Unusual dS/dN ratios
                                                                                    ** B.burgdorferi
                                                                                                 gi2688621
                                                                                               M.tuberculosis
                                                                                                         gi1666149
                                                                                                 V.cholerae
                                                                                                         VC
                                                                                                          0622




–   Rapid evolutionary rates
–   Recent duplications
RIPPING
                     CATGTACAGCA
                     GTACATGTCGT


                                                                                                       Galagan et al. Genome
                     CATGTACAGCA
                     GTACATGTCGT                                                                       sequence reveals
                     CATGTACAGCA
                                                                                                       signicant


                                                                                                            S
                     GTACATGTCGT


                                                                                                       underrepresentation of


                                                                                                          F
                     TATGTATAG
                     ATACATATC
                                                                                                       recently duplicated genes.
                     TATATATAG
                            A




                                                                  O
                     ATATATATC

                     TATGTATAGTA
                     ATACATATCAT




                                                                 O
                       CH3 CH3

                                CH3
                     TATATATAGCA




                                                               R
                     ATATATATCGT
                            CH3
                                                                                                       AU: Fig.
                                                                                                       12.30. leg-




                                                   P
FIGURE 12.30. RIPPING. “The repeat-induced point mutation (RIP) process in Neurospora crassa.          end from
Duplications that occur during the vegetative phase are detected by RIP during the sexual cycle        source; re-
after fertilization but before the DNA synthesis and nuclear fusion (karyogamy). Duplicated se-        place with
quences that are longer than ~400 bp (or ~1 kb for unlinked duplications as shown) and sharing         an original
greater than ~80% nucleotide identity are detected. Numerous C-G to T-A point mutations are in-        legend.
troduced into both copies (unmutated C-G pairs are shown in blue; mutations are shown in red
letters; only a small number of base pairs are shown for clarity). RIP-mutated sequences are fre-
quent targets for methylation, which results in transcriptional silencing in Neurospora. In contrast
to mammals and plants, methylation is not limited to symmetric sites.”
Tetrahymena thermophila
macronuclear genome project
Tetrahymena’s two nuclear genomes

                 Micronucleus (MIC)
                   Germline Genome
                     (Silent)
                   5 pairs of chromosomes

                 Macronucleus (MAC)
                   Somatic genome
                     (Expressed)
                   250-300 chromosomes
                     @ ~45 copies each
Macronuclear Differentiation
Tetrahymena Genome Processing




                            • Analogous to RIPPING and
                              heterochromatin silencing
                            • Targets new/foreign DNA not duplicated
                              DNA
                            • Does not limit diversification by
                              duplication


Eisen et al. 2006. PLoS Biology.
Phylogenomics of Novelty II

Sometimes, it is easier to steal, borrow, or
 coopt functions rather than evolve them
                  anew
rRNA Tree of Life
Bacteria




                                       Archaea




 Eukaryotes

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




                                       Archaea




 Eukaryotes

    Figure from Barton, Eisen et al.
       “Evolution”, CSHL Press.
  Based on tree from Pace NR, 2003.
articles




                                                                                                         Arabidopsis thaliana
                                                                    *
* Authorship of this paper should be cited as `The Arabidopsis Genome Iniative'. A full list of contributors appears at the end of this paper
..........................................................................................................................................................................................................................................................................
                                                                                                                              .                                                                                                                             .

The ÂŻowering plant Arabidopsis thaliana is an important model system for identifying genes and determining their functions.
Here we report the analysis of the genomic sequence of Arabidopsis. The sequenced regions cover 115.4 megabases of the
125-megabase genome and extend into centromeric regions. The evolution of Arabidopsis involved a whole-genome duplication,
followed by subsequent gene loss and extensive local gene duplications, giving rise to a dynamic genome enriched by lateral gene
transfer from a cyanobacterial-like ancestor of the plastid. The genome contains 25,498 genes encoding proteins from 11,000
families, similar to the functional diversity of Drosophila and Caenorhabditis elegansÐ the other sequenced multicellular
eukaryotes. Arabidopsis has many families of new proteins but also lacks several common protein families, indicating that the sets
of common proteins have undergone differential expansion and contraction in the three multicellular eukaryotes. This is the ÂŽrst
complete genome sequence of a plant and provides the foundations for more comprehensive comparison of conserved processes
in all eukaryotes, identifying a wide range of plant-speciÂŽc gene functions and establishing rapid systematic ways to identify
genes for crop improvement.


The plant and animal kingdoms evolved independently from                                                                                biologists, but will also affect agricultural science, evolutionary
unicellular eukaryotes and represent highly contrasting life forms.                                                                     biology, bioinformatics, combinatorial chemistry, functional and
The genome sequences of C. elegans1 and Drosophila2 reveal that                                                                         comparative genomics, and molecular medicine.
metazoans share a great deal of genetic information required for
developmental and physiological processes, but these genome                                                                             Overview of sequencing strategy
sequences represent a limited survey of multicellular organisms.                                                                        We used large-insert bacterial artiÂŽcial chromosome (BAC), phage
Flowering plants have unique organizational and physiological                                                                           (P1) and transformation-competent artiÂŽcial chromosome (TAC)
properties in addition to ancestral features conserved between                                                                          libraries9Âą12 as the primary substrates for sequencing. Early stages of
plants and animals. The genome sequence of a plant provides a                                                                           genome sequencing used 79 cosmid clones. Physical maps of the
means for understanding the genetic basis of differences between                                                                        genome of accession Columbia were assembled by restriction
plants and other eukaryotes, and provides the foundation for                                                                            fragment `ÂŽngerprint' analysis of BAC clones13, by hybridization14
detailed functional characterization of plant genes.                                                                                    or polymerase chain reaction (PCR)15 of sequence-tagged sites and
   Arabidopsis thaliana has many advantages for genome analysis,                                                                        by hybridization and Southern blotting16. The resulting maps were
including a short generation time, small size, large number of                                                                          integrated (http://nucleus/cshl.org/arabmaps/) with the genetic
offspring, and a relatively small nuclear genome. These advantages                                                                      map and provided a foundation for assembling sets of contigs
promoted the growth of a scientiÂŽc community that has investi-                                                                          into sequence-ready tiling paths. End sequence (http://www.
gated the biological processes of Arabidopsis and has characterized                                                                     tigr.org/tdb/at/abe/bac_end_search.html) of 47,788 BAC clones
many genes3. To support these activities, an international collabora-                                                                   was used to extend contigs from BACS anchored by marker content
tion (the Arabidopsis Genome Initiative, AGI) began sequencing                                                                          and to integrate contigs.
the genome in 1996. The sequences of chromosomes 2 and 4 have                                                                              Ten contigs representing the chromosome arms and centromeric
been reported4,5, and the accompanying Letters describe the                                                                             heterochromatin were assembled from 1,569 BAC, TAC, cosmid and
sequences of chromosomes 1 (ref. 6), 3 (ref. 7) and 5 (ref. 8).                                                                         P1 clones (average insert size 100 kilobases (kb)). Twenty-two PCR
   Here we report analysis of the completed Arabidopsis genome                                                                          products were ampliÂŽed directly from genomic DNA and
Correlated gain/loss of genes

• Microbial genes are lost rapidly when not
  maintained by selection
• Genes can be acquired by lateral transfer
• Frequently gain and loss occurs for entire
  pathways/processes
• Thus might be able to use correlated
  presence/absence information to identify
  genes with similar functions
Non-Homology Predictions:
    Phylogenetic Proling

• Step 1: Search all genes in
  organisms of interest against all
  other genomes

• Ask: Yes or No, is each gene
  found in each other species

• Cluster genes by distribution
  patterns (proles)
Carboxydothermus hydrogenoformans


• Isolated from a Russian hotspring
• Thermophile (grows at 80°C)
• Anaerobic
• Grows very efficiently on CO
  (Carbon Monoxide)
• Produces hydrogen gas
• Low GC Gram positive
  (Firmicute)
• Genome Determined (Wu et al.
  2005 PLoS Genetics 1: e65. )
Homologs of Sporulation Genes




                         Wu et al. 2005
                         PLoS Genetics 1:
                         e65.
Carboxydothermus sporulates




       Wu et al. 2005 PLoS Genetics 1: e65.
Wu et al. 2005 PLoS Genetics 1: e65.
Stealing Organisms (Symbioses)
Mutualistic Genome Evolution

• Compare and contrast different types of
  mutualistic symbioses
• Diverse hosts, symbionts, biology, ages
• Organelles, chemosymbioses,
  photosynthetic symbioses, nutritional
  symbioses
• What are the rules & patterns?
Glassy Winged Sharpshooter
                 • Obligate xylem feeder
                 • Can transmit Pierce’s
                   Disease agent
                 • Potential bioterror agent
                 • Needs to get amino-
                   acids and other nutrients
                   from symbionts like
                   aphids
Sharpshooter Shotgun Sequencing




                              shotgun




   Collaboration with Nancy
                                 Wu et al. 2006 PLoS Biology 4: e188.
   Moran’s lab
Higher Evolutionary Rates in
                   Endosymbionts




Wu et al. 2006 PLoS Biology 4: e188. Collaboration with Nancy Moran’ s Lab
Variation in Evolution Rates


                                                                MutS         MutL
                                                                +            +
                                                                +            +
                                                                +            +
                                                                +            +
                                                                _            _
                                                                _            _

Wu et al. 2006 PLoS Biology 4: e188. Collaboration with Nancy Moran’ s Lab
Baumannia is a Vitamin and
Cofactor Producing Machine




                             Wu et al.
                             2006
                             PLoS
                             Biology 4:
                             e188.
No Amino-Acid Synthesis
The Uncultured Majority
Great Plate Count Anomaly




Culturing     Microscope

  Count         Count
Great Plate Count Anomaly




Culturing       Microscope

  Count     <<<< Count
Great Plate Count Anomaly


                             DNA




Culturing       Microscope

  Count     <<<< Count
rRNA PCR

The Hidden Majority            Richness estimates




             Hugenholtz 2002         Bohannan and Hughes 2003
rRNA data increasing exponentially too
Perna et al. 2003
Metagenomics


         shotgun




                   clone
How can we best use
         metagenomic data?
• Many possible uses including:
  – Improvements on rRNA based phylotyping and
    species diversity measurements
  – Adding functional information on top of
    phylogenetic/species diversity information
• Most/all possible uses either require or are
  improved with phylogenetic analysis
Example I: Phylotyping with
   rRNA and other genes
Functional Diversity of Proteorhodopsins?




                                 Venter et al., 2004
Weighted % of Clones




                                                                                                                           0
                                                                                                                               0.1250
                                                                                                                                                0.2500
                                                                                                                                                               0.3750
                                                                                                                                                                        0.5000
                                                                         Al
                                                                              ph
                                                                                ap
                                                                                        ro
                                                                                             te
                                                                              Be                  ob
                                                                                   ta                     ac
                                                                                     pr                        te
                                                                                            ot                     ria
                                                                     G                           eo
                                                                         am                           ba
                                                                               m                           ct
                                                                                    ap                           er
                                                                                        ro                            ia
                                                                     Ep                      te
                                                                          si                      ob
                                                                               lo                         ac
                                                                                   np                          te
                                                                                        ro                          ria
                                                                          D                  te
                                                                              el                  ob
                                                                                ta                        ac
                                                                                    pr                         te
                                                                                            ot                      ria
                                                                                                 eo
                                                                                        C             ba
                                                                                            ya             ct
                                                                                              no                 er
                                                                                                 b                    ia
                                                                                                          ac
                                                                                                             te
                                                                                                 Fi                ria
                                                                                                      rm
                                                                                                           ic
                                                                                                               ut
                                                                                        Ac                        e   s
                                                                                            tin
                                                                                               ob
                                                                                                          ac
                                                                                                             te
                                                                                                      C            ria
                                                                                                          hl
                                                                                                             o  ro
                                                                                                                    bi
                                                                                                               C
                                                                                                                   FB




                                          Major Phylogenetic Group
                                                                                                                                                                                 Sargasso Phylotypes




                                                                                             C
                                                                                                  hl
                                                                                                     o     ro
                                                                                                                fle
                                                                                         Sp                           xi
                                                                                                 iro
                                                                                                      ch
                                                                                                           ae
                                                                                         Fu                      te
                                                                                                 so                   s
                                                                     D                                ba
                                                                         ei                                ct
                                                                           no                                    er
                                                                              c     oc               ia
                                                                                      cu
                                                                                         s-
                                                                                    Eu Th
                                                                                       ry erm
                                                                                          ar
                                                                                             ch us
                                                                                    C           ae
                                                                                      re           ot
                                                                                         na           a
                                                                                            rc
                                                                                               ha
                                                                                                  eo
                                                                                                     ta
                                                                                                                                                                                              Shotgun Sequencing Allows Use of Other Markers




                                                                                                                                    EFG




Venter et al., Science 304: 66-74. 2004
                                                                                                                                    EFTu



                                                                                                                                    rRNA
                                                                                                                                    RecA
                                                                                                                                    RpoB
                                                                                                                                    HSP70
Example II: Binning
Metagenomics Challenge
Binning challenge

A                       T
B                       U
C                       V
D                       W
E                       X
F                       Y
G                       Z
Binning challenge

A                                            T
B                                            U
C                                            V
D                                            W
E                                            X
F                                            Y
G   Best binning method: reference genomes   Z
Binning challenge

A                                            T
B                                            U
C                                            V
D                                            W
E                                            X
F                                            Y
G   Best binning method: reference genomes   Z
Binning challenge

A                                          T
B                                          U
C                                          V
D                                          W
E                                          X
F                                          Y
G   No reference genome? What do you do?   Z
No Amino-Acid Synthesis
???????
CFB Phyla
Sulcia makes amino acids




Baumannia makes vitamins and cofactors




                         Wu et al. 2006 PLoS Biology 4: e188.
Phylogenomics of Novelty III

  Knowing What We Don’t Know
Research Topics



                                        Variation in
Mechanisms of
                                       Mechanisms:
Origin of New
                                      Patterns, Causes
  Functions
                                        and Effects




                  Species Evolution
Research Topics



                                        Variation in
Mechanisms of
                                       Mechanisms:
Origin of New
                                      Patterns, Causes
  Functions
                                        and Effects




                  Species Evolution
As of 2002
As of 2002   Proteobacteria
             TM6
             OS-K                    • At least 40
             Acidobacteria
             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
             Aquicae
             Thermudesulfobacteria
             Thermotogae
             OP1                       Based on
             OP11                      Hugenholtz, 2002
As of 2002   Proteobacteria
             TM6
             OS-K
                                     • At least 40
             Acidobacteria
             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
             Aquicae
             Thermudesulfobacteria
             Thermotogae
             OP1                       Based on
             OP11                      Hugenholtz, 2002
As of 2002   Proteobacteria
             TM6
             OS-K
                                     • At least 40
             Acidobacteria
             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
             Aquicae
             Thermudesulfobacteria
             Thermotogae
             OP1                       Based on
             OP11                      Hugenholtz, 2002
As of 2002   Proteobacteria
             TM6
             OS-K
                                     • At least 40
             Acidobacteria
             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
             Aquicae
             Thermudesulfobacteria
             Thermotogae
             OP1                       Based on
             OP11                      Hugenholtz, 2002
Need for Tree Guidance Well Established

• Common approach within some eukaryotic
  groups

• Many small projects funded to fill in some
  bacterial or archaeal gaps

• Phylogenetic gaps in bacterial and archaeal
  projects commonly lamented in literature
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
Eisen, Ward,       Aquicae
                   Thermudesulfobacteria
                                             sequence more
Robb, Nelson, et   Thermotogae
                                             phyla
                   OP1
al                 OP11
Proteobacteria
• NSF-funded        TM6
                    OS-K
                                            • At least 40
  Tree of Life      Acidobacteria
                    Termite Group             phyla of bacteria
                    OP8
  Project           Nitrospira
                                            • Genome
                    Bacteroides

• A genome          Chlorobi
                    Fibrobacteres             sequences are
                    Marine GroupA
  from each of      WS3
                    Gemmimonas                mostly from
  eight phyla       Firmicutes
                    Fusobacteria              three phyla
                    Actinobacteria
                    OP9
                    Cyanobacteria
                                            • Some other
                    Synergistes
                    Deferribacteres
                    Chrysiogenetes
                                              phyla are only
                    NKB19
                    Verrucomicrobia           sparsely
                    Chlamydia
                    OP3
                    Planctomycetes
                                              sampled
                    Spriochaetes
                    Coprothmermobacter      • Still highly
                    OP10
                    Thermomicrobia
                    Chloroflexi
                                              biased in terms
                    TM7
                    Deinococcus-Thermus
                    Dictyoglomus
                                              of the tree
                    Aquicae
Eisen & Ward, PIs   Thermudesulfobacteria
                    Thermotogae
                    OP1
                    OP11
Proteobacteria
• NSF-funded        TM6
                    OS-K
                                            • At least 40
  Tree of Life      Acidobacteria
                    Termite Group             phyla of bacteria
                    OP8
  Project           Nitrospira
                                            • Genome
                    Bacteroides

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

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

• A genome          Chlorobi
                    Fibrobacteres             sequences are
                    Marine GroupA
  from each of      WS3
                    Gemmimonas                mostly from
  eight phyla       Firmicutes
                    Fusobacteria              three phyla
                    Actinobacteria
                    OP9
                    Cyanobacteria
                                            • Some other
                    Synergistes
                    Deferribacteres
                    Chrysiogenetes
                                              phyla are only
                    NKB19
                    Verrucomicrobia           sparsely
                    Chlamydia
                    OP3
                    Planctomycetes
                                              sampled
                    Spriochaetes
                    Coprothmermobacter      • Same trend in
                    OP10
                    Thermomicrobia
                    Chloroflexi
                                              Viruses
                    TM7
                    Deinococcus-Thermus
                    Dictyoglomus
                    Aquicae
Eisen & Ward, PIs   Thermudesulfobacteria
                    Thermotogae
                    OP1
                    OP11
Proteobacteria
• GEBA              TM6
                    OS-K                    • At least 40
                    Acidobacteria
• A genomic         Termite Group
                    OP8
                                              phyla of bacteria
  encyclopedia      Nitrospira
                    Bacteroides             • Genome
                    Chlorobi
  of bacteria       Fibrobacteres
                    Marine GroupA
                                              sequences are
  and archaea       WS3
                    Gemmimonas                mostly from
                    Firmicutes
                    Fusobacteria              three phyla
                    Actinobacteria
                    OP9
                    Cyanobacteria           • Some other
                    Synergistes
                    Deferribacteres
                    Chrysiogenetes
                                              phyla are only
                    NKB19
                    Verrucomicrobia           sparsely
                    Chlamydia
                    OP3
                    Planctomycetes
                                              sampled
                    Spriochaetes
                    Coprothmermobacter
                    OP10
                                            • Solution: Really
                    Thermomicrobia
                    Chloroflexi                Fill in the Tree
                    TM7
                    Deinococcus-Thermus
                    Dictyoglomus
                    Aquicae
                    Thermudesulfobacteria
Eisen & Ward, PIs   Thermotogae
                    OP1
                    OP11
http://www.jgi.doe.gov/programs/GEBA/pilot.html
GEBA Pilot Project: Components
• Project overview (Phil Hugenholtz, Nikos Kyrpides, Jonathan
  Eisen, Eddy Rubin, Jim Bristow)
• Project management (David Bruce, Eileen Dalin, Lynne Goodwin)
• Culture collection and DNA prep (DSMZ, Hans-Peter Klenk)
• Sequencing and closure (Eileen Dalin, Susan Lucas, Alla Lapidus,
  Mat Nolan, Alex Copeland, Cliff Han, Feng Chen, Jan-Fang Cheng)
• Annotation and data release (Nikos Kyrpides, Victor Markowitz, et
  al)
• Analysis (Dongying Wu, Kostas Mavrommatis, Martin Wu, Victor
  Kunin, Neil Rawlings, Ian Paulsen, Patrick Chain, Patrik
  D’Haeseleer, Sean Hooper, Iain Anderson, Amrita Pati, Natalia N.
  Ivanova, Athanasios Lykidis, Adam Zemla)
• Adopt a microbe education project (Cheryl Kerfeld)
• Outreach (David Gilbert)
• $$$ (DOE, Eddy Rubin, Jim Bristow)
GEBA Pilot Project Overview
• Identify major branches in rRNA tree for
  which no genomes are available
• Identify those with a cultured representative in
  DSMZ
• DSMZ grew > 200 of these and prepped DNA
• Sequence and finish 100+ (covering breadth of
  bacterial/archaea diversity)
• Annotate, analyze, release data
• Assess benefits of tree guided sequencing
• 1st paper Wu et al in Nature Dec 2009
Network of Life
Bacteria




                                       Archaea




 Eukaryotes

    Figure from Barton, Eisen et al.
       “Evolution”, CSHL Press.
  Based on tree from Pace NR, 2003.
GEBA Lesson 1:
          The rRNA Tree of Life is a Useful Tool
          for Identifying Phylogenetically Novel




From Wu et al. 2009 Nature 462, 1056-1060
GEBA Lesson 2:
           The rRNA Tree of Life is not perfect ...
               16s                                              WGT, 23S




Badger et al. 2005 Int J System Evol Microbiol 55: 1021-1026.
GEBA Lesson 3:
  Phylogeny driven genome selection (and
 phylogenetics) improves genome annotation
• Took 56 GEBA genomes and compared results vs. 56
  randomly sampled new genomes
• Better definition of protein family sequence “patterns”
• Greatly improves “comparative” and “evolutionary”
  based predictions
• Conversion of hypothetical into conserved hypotheticals
• Linking distantly related members of protein families
• Improved non-homology prediction
GEBA Lesson 4:
 Metadata Important
GEBA Phylogenomic Lesson 5

  Phylogeny-driven genome selection
  helps discover new genetic diversity
Phylogenetic Distribution Novelty:
                Bacterial Actin Related Protein
                                                                2"#3)&4&*&& !"#*)$*),+%
                                                                5"#$-.-6&0&1- !"#$%,$-%)(
                                                               7"#0(1.8-9& !"#$''+-+,',!
                                                               5"#:1,)*&$/0 !"#&$,%+)+-+                                   !"#$%
                                                                 !"#$%&'()*&& !"#$%&'(%()
                                                         ((      +"#,-.(/01 !"#*+,**'+(
                                                              ;"#01,&-*0 !"#%*+$--(
                                                             <"#$-.-3.1%&0 !"#%',&'-+)
                                                             ')     2"#$&*-.-1 !"#$'(-%%+&$
                                                                       ="#$.1001 !"#-*$+$(&(                                !&'(
                                                           $++          >"#0$1,/%1.&0 !"#&$**+),)-!
                                                    *$          $++ ;"#01,&-*0 !"#*+,$*'(
                                                                     '*        5"#:1,)*&$/0 !"#&$,%+%-%%
                                                                  $++         5"#$-.-6&0&1- !"#',&+$)*
                                                                                                                            !&')
                                                                              ?"#@-%1*)A10(-. !"#&%'%&*%*
                                                                     $++ B"#A1%%/0# "#%*,-&*'(
                                                                         )*     2"#*-)').@1*0 !"#*-&'''(+
                                                                                 5"#$-.-6&0&1- !"#',&&*&*                   !&'*
                                                                      $++       ?"#@-%1*)A10(-. !"#$)),)*%,
                                                                         $++ ;"#01,&-*0 !"#*+,$*),!
                                                                                  ;"#)$C.1$-/@ !"#&&),(*((-                 +!&'
                                                                                       5"#$-.-6&0&1- !"#$++-&%%!
                                                     ),                    ."#,1(-*0 !"#$'-+*$((&!                          !&',
                                                                 ((      !"#(C1%&1*1 !"#$-,(%'+-!
                                                                        (%                 5"#$-.-6&0&1- !"#$,+$(,&
                                                               $++                          5"#:1,)*&$/0 !"#&$,%+-,(,!      !&'-
                                             -)                                         ?"#4&0$)&4-/@ !"#''-+&%$-
                                                      )%                                  ?"#@-%1*)A10(-. !"#$)),),%)
                                                              ()                                   5"#$-.-6&0&1- !"#',&,$$%
                                                                           $++               ?"#C1*0-*&&!"#&$-*$ $(&$       !&'.
                                                                          $++     D"#01(&61 !"#$-&'*)%&+!
                                                                                   !"#(C1%&1*1!"#$-%$ $),)                  !&'/
                                                                            ?"#@-%1*)A1(-. !"#$((&+,*-
                                                     $++               <"#@/0$/%/0 !"#&&'&%'*(,                           !&'(0


                                             +/*!



   Haliangium ochraceum DSM 14365                   Patrik D’haeseleer, Adam Zemla, Victor Kunin

Wu et al. 2009 Nature 462, 1056-1060   See also Guljamow et al. 2007 Current Biology.
Network of Life
Bacteria




                                       Archaea




 Eukaryotes

    FIgure from Barton, Eisen et al.
       “Evolution”, CSHL Press.
  Based on tree from Pace NR, 2003.
Protein Family Rarefaction
              Curves
• Take data set of multiple complete genomes
• Identify all protein families using MCL
• Plot # of genomes vs. # of protein families
Wu et al. 2009 Nature 462, 1056-1060
Wu et al. 2009 Nature 462, 1056-1060
Wu et al. 2009 Nature 462, 1056-1060
Wu et al. 2009 Nature 462, 1056-1060
Wu et al. 2009 Nature 462, 1056-1060
Synapomorphies exist




Wu et al. 2009 Nature 462, 1056-1060
Families/PD not uniform
    +,%-./&#(%)"*




                            !"#$%"&'(%)"*
!                                  !
Structural Novelty
• Of the 17000 protein families in the GEBA56, 1800
  are novel in sequence (Wu)


• Structural modeling suggests many are structurally
  novel too (D'haeseleer)


• 372 being crystallized by the PSI (Kerfeld)
GEBA Phylogenomic Lesson 6

  Improves analysis of genome data
     from uncultured organisms
Weighted % of Clones




                                                                                                                           0
                                                                                                                               0.1250
                                                                                                                                                0.2500
                                                                                                                                                               0.3750
                                                                                                                                                                        0.5000
                                                                         Al
                                                                              ph
                                                                                ap
                                                                                        ro
                                                                                             te
                                                                              Be                  ob
                                                                                   ta                     ac
                                                                                     pr                        te
                                                                                            ot                     ria
                                                                     G                           eo
                                                                         am                           ba
                                                                               m                           ct
                                                                                    ap                           er
                                                                                        ro                            ia
                                                                     Ep                      te
                                                                          si                      ob
                                                                               lo                         ac
                                                                                   np                          te
                                                                                        ro                          ria
                                                                          D                  te
                                                                              el                  ob
                                                                                ta                        ac
                                                                                    pr                         te
                                                                                            ot                      ria
                                                                                                 eo
                                                                                        C             ba
                                                                                            ya             ct
                                                                                              no                 er
                                                                                                 b                    ia
                                                                                                          ac
                                                                                                             te
                                                                                                 Fi                ria
                                                                                                      rm
                                                                                                           ic
                                                                                                               ut
                                                                                        Ac                        e   s
                                                                                            tin
                                                                                               ob
                                                                                                          ac
                                                                                                             te
                                                                                                      C            ria
                                                                                                          hl
                                                                                                             o  ro
                                                                                                                    bi
                                                                                                               C
                                                                                                                   FB




                                          Major Phylogenetic Group
                                                                                                                                                                                 Sargasso Phylotypes




                                                                                             C
                                                                                                  hl
                                                                                                     o     ro
                                                                                                                fle
                                                                                         Sp                           xi
                                                                                                 iro
                                                                                                      ch
                                                                                                           ae
                                                                                         Fu                      te
                                                                                                 so                   s
                                                                     D                                ba
                                                                         ei                                ct
                                                                           no                                    er
                                                                              c     oc               ia
                                                                                      cu
                                                                                         s-
                                                                                    Eu Th
                                                                                       ry erm
                                                                                          ar
                                                                                             ch us
                                                                                    C           ae
                                                                                      re           ot
                                                                                         na           a
                                                                                            rc
                                                                                               ha
                                                                                                  eo
                                                                                                     ta
                                                                                                                                                                                              Shotgun Sequencing Allows Use of Other Markers




                                                                                                                                    EFG




Venter et al., Science 304: 66-74. 2004
                                                                                                                                    EFTu



                                                                                                                                    rRNA
                                                                                                                                    RecA
                                                                                                                                    RpoB
                                                                                                                                    HSP70
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11
Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11

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Phylogenomics and the diversification of microbes: JA Eisen at UCSF 2/17/11

  • 1. Phylogenomics and the Diversity and Diversication of Microbes Jonathan A. Eisen UC Davis UCSF Talk February 17, 2011
  • 3. Phylogenomics of Novelty Mechanisms of Origin of New Functions
  • 4. Phylogenomics of Novelty Mechanisms of Variation in Origin of New Mechanisms: Functions Patterns, Causes and Effects
  • 5. Phylogenomics of Novelty Mechanisms of Variation in Origin of New Mechanisms: Functions Patterns, Causes and Effects Species Evolution
  • 6. Phylogenomics of Novelty Variation in Mechanisms of Mechanisms: Origin of New Patterns, Causes Functions and Effects Species Evolution
  • 7. Outline • Introduction • Phylogenomic Stories – Within genome invention of novelty – Stealing novelty – Communities of microbes – Community service and knowing what we don’t know
  • 9. rRNA Tree of Life FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 10. Limited Sampling of RRR Studies FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 11. Limited Sampling of RRR Studies Haloferax Methanococcus Chlorobium Deinococcus Thermotoga FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 12. UV Survival E.coli vs H.volcanii 1 Ecoli vs. Hvolcanii 0.1 0.01 Relative 0.001 Survival 0.0001 1E-05 1E-06 1E-07 0 50 100 150 200 250 300 350 400 UV J/m2 E.coli NR10121 mfd- E.coli NR10125 mfd+ TIGR H.volcanii WFD11
  • 13. H. volcanii UV Repair Label 7 - 45J / m2) 0.6 Label5#2 0 J/m2 t0 45 J/m2 t0 45 J/m2 Photoreac. 45 J/m2 Dark 24 Hours 0.4 0.2 0 0 2000 4000 6000 8000 10000 12000 14000 16000 18000 Avg. Mol. Wt.(Base Pairs)
  • 15. TIGR Genome Projects Haloferax Methanococcus Chlorobium Deinococcus Thermotoga FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 17.
  • 18.
  • 19.
  • 22. Phylogenomics of Novelty I Origin of Functions from Within
  • 23. From Eisen et al. 1997 Nature Medicine 3: 1076-1078.
  • 24. Blast Search of H. pylori “MutS” • Blast search pulls up Syn. sp MutS#2 with much higher p value than other MutS homologs • Based on this TIGR predicted this species had mismatch repair • Assumes functional constancy Based on Eisen et al. 1997 Nature Medicine 3: 1076-1078.
  • 25. Predicting Function • Identification of motifs – Short regions of sequence similarity that are indicative of general activity – e.g., ATP binding • Homology/similarity based methods – Gene sequence is searched against a databases of other sequences – If significant similar genes are found, their functional information is used • Problem – Genes frequently have similarity to hundreds of motifs and multiple genes, not all with the same function
  • 26. MutL?? Based on Eisen et al. 1997 Nature Medicine 3: 1076-1078.
  • 27. Overlaying Functions onto Tree MutS2 Aquae MSH5 Strpy Bacsu Synsp Deira Helpy Yeast Human Borbu Metth Celeg MSH6 mSaco Yeast Human Mouse Arath Yeast MSH4 Celeg Human Arath Human MSH3 Mouse Fly Spombe Yeast Xenla Rat Mouse Yeast Human MSH1 Spombe Yeast MSH2 Neucr Arath Aquae Trepa Chltr DeiraTheaq BacsuBorbu Thema SynspStrpy Based on Eisen, Ecoli Neigo 1998 Nucl Acids MutS1 Res 26: 4291-4300.
  • 28.
  • 29. Evolutionary Functional Prediction EXAMPLE A METHOD EXAMPLE B 2A CHOOSE GENE(S) OF INTEREST 5 3A 1 3 4 2B 2 IDENTIFY HOMOLOGS 5 1A 2A 1B 3B 6 ALIGN SEQUENCES 1A 2A 3A 1B 2B 3B 1 2 3 4 5 6 CALCULATE GENE TREE Duplication? 1A 2A 3A 1B 2B 3B 1 2 3 4 5 6 OVERLAY KNOWN FUNCTIONS ONTO TREE Duplication? 1 2 3 4 5 6 1A 2A 3A 1B 2B 3B INFER LIKELY FUNCTION OF GENE(S) OF INTEREST Ambiguous Duplication? Species 1 Species 2 Species 3 1A 1B 2A 2B 3A 3B 1 2 3 4 5 6 ACTUAL EVOLUTION (ASSUMED TO BE UNKNOWN) Based on Eisen, 1998 Genome Duplication Res 8: 163-167.
  • 30. Example 2: Recent Changes • Phylogenomic functional prediction NJ * ** V.cholerae VC V.cholerae VC 0512 A1034 V.cholerae VC V.cholerae VC V.cholerae VC A0974 A0068 V.cholerae VC0825 0282 may not work well for very newly V.cholerae VCA0906 V.cholerae VC A0979 V.cholerae VCA1056 V.cholerae VC1643 V.cholerae VC 2161 V.cholerae VCA0923 ** ** V.cholerae VC0514 V.cholerae VC1868 V.cholerae VCA0773 V.cholerae VC1313 evolved functions V.cholerae VC1859 V.cholerae VC 1413 V.cholerae VCA0268 V.cholerae VC A0658 ** V.cholerae VC1405 V.cholerae VC 1298 * V.cholerae V.cholerae VCA0864 VC 1248 V.cholerae VCA0176 V.cholerae VCA0220 ** V.cholerae VC1289 V.cholerae VC1069 A ** V.cholerae VC2439 • Can use understanding of origin of V.cholerae VC967 1 V.cholerae VCA0031 V.cholerae VC 1898 V.cholerae VCA0663 V.cholerae VC0988 A V.cholerae VC0216 V.cholerae VC0449 * V.cholerae VCA0008 V.cholerae VC1406 V.cholerae VC 1535 novelty to better interpret these cases? V.cholerae VC 0840 B.subtilis gi2633766 Synechocystis sp. gi1001299 Synechocystis sp.gi1001300 * Synechocystis sp. gi1652276 * Synechocystis * H.pylori sp. gi1652103 gi2313716 H.pylori 99 gi4155097 **C.jejuni ** C.jejuniCj1190c Cj1110c A.fulgidus gi2649560 A.fulgidus gi2649548 ** B.subtilis gi2634254 • Screen genomes for genes that have B.subtilis gi2632630 B.subtilis gi2635607 B.subtilis gi2635608 B.subtilis ** ** B.subtilis gi2635609 ** gi2635610 B.subtilis E.coli gi2635882 E.coligi1788195 gi2367378 * ** E.coligi1788194 E.coli A1092 gi1787690 V.cholerae VC changed recently V.cholerae VC0098 E.coli gi1789453 H.pylori gi2313186 H.pylori 99 gi4154603 C.jejuni ** C.jejuni Cj0144 Cj1564 C.jejuni ** C.jejuniCj0262c ** Cj1506c H.pylori gi2313163 * H.pylori 99 gi4154575 **H.pylori gi2313179 ** H.pylori 99 gi4154599 – Pseudogenes and gene loss ** C.jejuni Cj0019c C.jejuni C.jejuni Cj0951c Cj0246c B.subtilis gi2633374 T.maritima TM0014 V.cholerae VC V.cholerae VC 1403 A1088 T.pallidum gi3322777 T.pallidum ** T.pallidum gi3322939 gi3322938 ** B.burgdorferi gi2688522 – Contingency Loci T.pallidum gi3322296 B.burgdorferi * T.maritima gi2688521 TM0429 T.maritima **T.maritima TM0918 ** TM1428 T.maritima TM0023 * T.maritima TM1143 T.maritima TM1146 P.abyssi PAB1308 P.horikoshii gi3256846 ** P.horikoshii P.abyssi PAB1336 – Acquisition (e.g., LGT) ** gi3256896 ** **P.abyssi PAB2066 ** P.horikoshii gi3258290 * ** P.abyssi PAB1026 P.horikoshii gi3256884 ** D.radiodurans DRA00354 D.radiodurans DRA0353 ** D.radiodurans ** ** VC DRA0352 V.cholerae 1394 P.abyssi PAB1189 P.horikoshii gi3258414 – Unusual dS/dN ratios ** B.burgdorferi gi2688621 M.tuberculosis gi1666149 V.cholerae VC 0622 – Rapid evolutionary rates – Recent duplications
  • 31. RIPPING CATGTACAGCA GTACATGTCGT Galagan et al. Genome CATGTACAGCA GTACATGTCGT sequence reveals CATGTACAGCA signicant S GTACATGTCGT underrepresentation of F TATGTATAG ATACATATC recently duplicated genes. TATATATAG A O ATATATATC TATGTATAGTA ATACATATCAT O CH3 CH3 CH3 TATATATAGCA R ATATATATCGT CH3 AU: Fig. 12.30. leg- P FIGURE 12.30. RIPPING. “The repeat-induced point mutation (RIP) process in Neurospora crassa. end from Duplications that occur during the vegetative phase are detected by RIP during the sexual cycle source; re- after fertilization but before the DNA synthesis and nuclear fusion (karyogamy). Duplicated se- place with quences that are longer than ~400 bp (or ~1 kb for unlinked duplications as shown) and sharing an original greater than ~80% nucleotide identity are detected. Numerous C-G to T-A point mutations are in- legend. troduced into both copies (unmutated C-G pairs are shown in blue; mutations are shown in red letters; only a small number of base pairs are shown for clarity). RIP-mutated sequences are fre- quent targets for methylation, which results in transcriptional silencing in Neurospora. In contrast to mammals and plants, methylation is not limited to symmetric sites.”
  • 33. Tetrahymena’s two nuclear genomes Micronucleus (MIC) Germline Genome (Silent) 5 pairs of chromosomes Macronucleus (MAC) Somatic genome (Expressed) 250-300 chromosomes @ ~45 copies each
  • 35. Tetrahymena Genome Processing • Analogous to RIPPING and heterochromatin silencing • Targets new/foreign DNA not duplicated DNA • Does not limit diversication by duplication Eisen et al. 2006. PLoS Biology.
  • 36. Phylogenomics of Novelty II Sometimes, it is easier to steal, borrow, or coopt functions rather than evolve them anew
  • 37. rRNA Tree of Life Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 38. Perna et al. 2003
  • 39. Network of Life Bacteria Archaea Eukaryotes Figure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 40. articles Arabidopsis thaliana * * Authorship of this paper should be cited as `The Arabidopsis Genome Iniative'. A full list of contributors appears at the end of this paper .......................................................................................................................................................................................................................................................................... . . The ÂŻowering plant Arabidopsis thaliana is an important model system for identifying genes and determining their functions. Here we report the analysis of the genomic sequence of Arabidopsis. The sequenced regions cover 115.4 megabases of the 125-megabase genome and extend into centromeric regions. The evolution of Arabidopsis involved a whole-genome duplication, followed by subsequent gene loss and extensive local gene duplications, giving rise to a dynamic genome enriched by lateral gene transfer from a cyanobacterial-like ancestor of the plastid. The genome contains 25,498 genes encoding proteins from 11,000 families, similar to the functional diversity of Drosophila and Caenorhabditis elegansÐ the other sequenced multicellular eukaryotes. Arabidopsis has many families of new proteins but also lacks several common protein families, indicating that the sets of common proteins have undergone differential expansion and contraction in the three multicellular eukaryotes. This is the ÂŽrst complete genome sequence of a plant and provides the foundations for more comprehensive comparison of conserved processes in all eukaryotes, identifying a wide range of plant-speciÂŽc gene functions and establishing rapid systematic ways to identify genes for crop improvement. The plant and animal kingdoms evolved independently from biologists, but will also affect agricultural science, evolutionary unicellular eukaryotes and represent highly contrasting life forms. biology, bioinformatics, combinatorial chemistry, functional and The genome sequences of C. elegans1 and Drosophila2 reveal that comparative genomics, and molecular medicine. metazoans share a great deal of genetic information required for developmental and physiological processes, but these genome Overview of sequencing strategy sequences represent a limited survey of multicellular organisms. We used large-insert bacterial artiÂŽcial chromosome (BAC), phage Flowering plants have unique organizational and physiological (P1) and transformation-competent artiÂŽcial chromosome (TAC) properties in addition to ancestral features conserved between libraries9Âą12 as the primary substrates for sequencing. Early stages of plants and animals. The genome sequence of a plant provides a genome sequencing used 79 cosmid clones. Physical maps of the means for understanding the genetic basis of differences between genome of accession Columbia were assembled by restriction plants and other eukaryotes, and provides the foundation for fragment `ÂŽngerprint' analysis of BAC clones13, by hybridization14 detailed functional characterization of plant genes. or polymerase chain reaction (PCR)15 of sequence-tagged sites and Arabidopsis thaliana has many advantages for genome analysis, by hybridization and Southern blotting16. The resulting maps were including a short generation time, small size, large number of integrated (http://nucleus/cshl.org/arabmaps/) with the genetic offspring, and a relatively small nuclear genome. These advantages map and provided a foundation for assembling sets of contigs promoted the growth of a scientiÂŽc community that has investi- into sequence-ready tiling paths. End sequence (http://www. gated the biological processes of Arabidopsis and has characterized tigr.org/tdb/at/abe/bac_end_search.html) of 47,788 BAC clones many genes3. To support these activities, an international collabora- was used to extend contigs from BACS anchored by marker content tion (the Arabidopsis Genome Initiative, AGI) began sequencing and to integrate contigs. the genome in 1996. The sequences of chromosomes 2 and 4 have Ten contigs representing the chromosome arms and centromeric been reported4,5, and the accompanying Letters describe the heterochromatin were assembled from 1,569 BAC, TAC, cosmid and sequences of chromosomes 1 (ref. 6), 3 (ref. 7) and 5 (ref. 8). P1 clones (average insert size 100 kilobases (kb)). Twenty-two PCR Here we report analysis of the completed Arabidopsis genome products were ampliÂŽed directly from genomic DNA and
  • 41. Correlated gain/loss of genes • Microbial genes are lost rapidly when not maintained by selection • Genes can be acquired by lateral transfer • Frequently gain and loss occurs for entire pathways/processes • Thus might be able to use correlated presence/absence information to identify genes with similar functions
  • 42. Non-Homology Predictions: Phylogenetic Proling • Step 1: Search all genes in organisms of interest against all other genomes • Ask: Yes or No, is each gene found in each other species • Cluster genes by distribution patterns (proles)
  • 43. Carboxydothermus hydrogenoformans • Isolated from a Russian hotspring • Thermophile (grows at 80°C) • Anaerobic • Grows very efficiently on CO (Carbon Monoxide) • Produces hydrogen gas • Low GC Gram positive (Firmicute) • Genome Determined (Wu et al. 2005 PLoS Genetics 1: e65. )
  • 44. Homologs of Sporulation Genes Wu et al. 2005 PLoS Genetics 1: e65.
  • 45. Carboxydothermus sporulates Wu et al. 2005 PLoS Genetics 1: e65.
  • 46. Wu et al. 2005 PLoS Genetics 1: e65.
  • 48. Mutualistic Genome Evolution • Compare and contrast different types of mutualistic symbioses • Diverse hosts, symbionts, biology, ages • Organelles, chemosymbioses, photosynthetic symbioses, nutritional symbioses • What are the rules & patterns?
  • 49. Glassy Winged Sharpshooter • Obligate xylem feeder • Can transmit Pierce’s Disease agent • Potential bioterror agent • Needs to get amino- acids and other nutrients from symbionts like aphids
  • 50. Sharpshooter Shotgun Sequencing shotgun Collaboration with Nancy Wu et al. 2006 PLoS Biology 4: e188. Moran’s lab
  • 51.
  • 52.
  • 53.
  • 54. Higher Evolutionary Rates in Endosymbionts Wu et al. 2006 PLoS Biology 4: e188. Collaboration with Nancy Moran’ s Lab
  • 55. Variation in Evolution Rates MutS MutL + + + + + + + + _ _ _ _ Wu et al. 2006 PLoS Biology 4: e188. Collaboration with Nancy Moran’ s Lab
  • 56. Baumannia is a Vitamin and Cofactor Producing Machine Wu et al. 2006 PLoS Biology 4: e188.
  • 58.
  • 60. Great Plate Count Anomaly Culturing Microscope Count Count
  • 61. Great Plate Count Anomaly Culturing Microscope Count <<<< Count
  • 62. Great Plate Count Anomaly DNA Culturing Microscope Count <<<< Count
  • 63. rRNA PCR The Hidden Majority Richness estimates Hugenholtz 2002 Bohannan and Hughes 2003
  • 64. rRNA data increasing exponentially too
  • 65. Perna et al. 2003
  • 66. Metagenomics shotgun clone
  • 67. How can we best use metagenomic data? • Many possible uses including: – Improvements on rRNA based phylotyping and species diversity measurements – Adding functional information on top of phylogenetic/species diversity information • Most/all possible uses either require or are improved with phylogenetic analysis
  • 68. Example I: Phylotyping with rRNA and other genes
  • 69. Functional Diversity of Proteorhodopsins? Venter et al., 2004
  • 70. Weighted % of Clones 0 0.1250 0.2500 0.3750 0.5000 Al ph ap ro te Be ob ta ac pr te ot ria G eo am ba m ct ap er ro ia Ep te si ob lo ac np te ro ria D te el ob ta ac pr te ot ria eo C ba ya ct no er b ia ac te Fi ria rm ic ut Ac e s tin ob ac te C ria hl o ro bi C FB Major Phylogenetic Group Sargasso Phylotypes C hl o ro fle Sp xi iro ch ae Fu te so s D ba ei ct no er c oc ia cu s- Eu Th ry erm ar ch us C ae re ot na a rc ha eo ta Shotgun Sequencing Allows Use of Other Markers EFG Venter et al., Science 304: 66-74. 2004 EFTu rRNA RecA RpoB HSP70
  • 73. Binning challenge A T B U C V D W E X F Y G Z
  • 74. Binning challenge A T B U C V D W E X F Y G Best binning method: reference genomes Z
  • 75. Binning challenge A T B U C V D W E X F Y G Best binning method: reference genomes Z
  • 76. Binning challenge A T B U C V D W E X F Y G No reference genome? What do you do? Z
  • 77.
  • 79.
  • 82. Sulcia makes amino acids Baumannia makes vitamins and cofactors Wu et al. 2006 PLoS Biology 4: e188.
  • 83. Phylogenomics of Novelty III Knowing What We Don’t Know
  • 84. Research Topics Variation in Mechanisms of Mechanisms: Origin of New Patterns, Causes Functions and Effects Species Evolution
  • 85. Research Topics Variation in Mechanisms of Mechanisms: Origin of New Patterns, Causes Functions and Effects Species Evolution
  • 87. As of 2002 Proteobacteria TM6 OS-K • At least 40 Acidobacteria 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 Aquicae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002
  • 88. As of 2002 Proteobacteria TM6 OS-K • At least 40 Acidobacteria 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 Aquicae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002
  • 89. As of 2002 Proteobacteria TM6 OS-K • At least 40 Acidobacteria 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 Aquicae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002
  • 90. As of 2002 Proteobacteria TM6 OS-K • At least 40 Acidobacteria 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 Aquicae Thermudesulfobacteria Thermotogae OP1 Based on OP11 Hugenholtz, 2002
  • 91. Need for Tree Guidance Well Established • Common approach within some eukaryotic groups • Many small projects funded to ll in some bacterial or archaeal gaps • Phylogenetic gaps in bacterial and archaeal projects commonly lamented in literature
  • 92. 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 Eisen, Ward, Aquicae Thermudesulfobacteria sequence more Robb, Nelson, et Thermotogae phyla OP1 al OP11
  • 93.
  • 94. Proteobacteria • NSF-funded TM6 OS-K • At least 40 Tree of Life Acidobacteria Termite Group phyla of bacteria OP8 Project Nitrospira • Genome Bacteroides • A genome Chlorobi Fibrobacteres sequences are Marine GroupA from each of WS3 Gemmimonas mostly from eight phyla Firmicutes Fusobacteria three phyla Actinobacteria OP9 Cyanobacteria • Some other Synergistes Deferribacteres Chrysiogenetes phyla are only NKB19 Verrucomicrobia sparsely Chlamydia OP3 Planctomycetes sampled Spriochaetes Coprothmermobacter • Still highly OP10 Thermomicrobia Chloroflexi biased in terms TM7 Deinococcus-Thermus Dictyoglomus of the tree Aquicae Eisen & Ward, PIs Thermudesulfobacteria Thermotogae OP1 OP11
  • 95. Proteobacteria • NSF-funded TM6 OS-K • At least 40 Tree of Life Acidobacteria Termite Group phyla of bacteria OP8 Project Nitrospira • Genome Bacteroides • A genome Chlorobi Fibrobacteres sequences are Marine GroupA from each of WS3 Gemmimonas mostly from eight phyla Firmicutes Fusobacteria three phyla Actinobacteria OP9 Cyanobacteria • Some other Synergistes Deferribacteres Chrysiogenetes phyla are only NKB19 Verrucomicrobia sparsely Chlamydia OP3 Planctomycetes sampled Spriochaetes Coprothmermobacter • Same trend in OP10 Thermomicrobia Chloroflexi Archaea TM7 Deinococcus-Thermus Dictyoglomus Aquicae Eisen & Ward, PIs Thermudesulfobacteria Thermotogae OP1 OP11
  • 96. Proteobacteria • NSF-funded TM6 OS-K • At least 40 Tree of Life Acidobacteria Termite Group phyla of bacteria OP8 Project Nitrospira • Genome Bacteroides • A genome Chlorobi Fibrobacteres sequences are Marine GroupA from each of WS3 Gemmimonas mostly from eight phyla Firmicutes Fusobacteria three phyla Actinobacteria OP9 Cyanobacteria • Some other Synergistes Deferribacteres Chrysiogenetes phyla are only NKB19 Verrucomicrobia sparsely Chlamydia OP3 Planctomycetes sampled Spriochaetes Coprothmermobacter • Same trend in OP10 Thermomicrobia Chloroflexi Eukaryotes TM7 Deinococcus-Thermus Dictyoglomus Aquicae Eisen & Ward, PIs Thermudesulfobacteria Thermotogae OP1 OP11
  • 97. Proteobacteria • NSF-funded TM6 OS-K • At least 40 Tree of Life Acidobacteria Termite Group phyla of bacteria OP8 Project Nitrospira • Genome Bacteroides • A genome Chlorobi Fibrobacteres sequences are Marine GroupA from each of WS3 Gemmimonas mostly from eight phyla Firmicutes Fusobacteria three phyla Actinobacteria OP9 Cyanobacteria • Some other Synergistes Deferribacteres Chrysiogenetes phyla are only NKB19 Verrucomicrobia sparsely Chlamydia OP3 Planctomycetes sampled Spriochaetes Coprothmermobacter • Same trend in OP10 Thermomicrobia Chloroflexi Viruses TM7 Deinococcus-Thermus Dictyoglomus Aquicae Eisen & Ward, PIs Thermudesulfobacteria Thermotogae OP1 OP11
  • 98. Proteobacteria • GEBA TM6 OS-K • At least 40 Acidobacteria • A genomic Termite Group OP8 phyla of bacteria encyclopedia Nitrospira Bacteroides • Genome Chlorobi of bacteria Fibrobacteres Marine GroupA sequences are and archaea WS3 Gemmimonas mostly from Firmicutes Fusobacteria three phyla Actinobacteria OP9 Cyanobacteria • Some other Synergistes Deferribacteres Chrysiogenetes phyla are only NKB19 Verrucomicrobia sparsely Chlamydia OP3 Planctomycetes sampled Spriochaetes Coprothmermobacter OP10 • Solution: Really Thermomicrobia Chloroflexi Fill in the Tree TM7 Deinococcus-Thermus Dictyoglomus Aquicae Thermudesulfobacteria Eisen & Ward, PIs Thermotogae OP1 OP11
  • 100. GEBA Pilot Project: Components • Project overview (Phil Hugenholtz, Nikos Kyrpides, Jonathan Eisen, Eddy Rubin, Jim Bristow) • Project management (David Bruce, Eileen Dalin, Lynne Goodwin) • Culture collection and DNA prep (DSMZ, Hans-Peter Klenk) • Sequencing and closure (Eileen Dalin, Susan Lucas, Alla Lapidus, Mat Nolan, Alex Copeland, Cliff Han, Feng Chen, Jan-Fang Cheng) • Annotation and data release (Nikos Kyrpides, Victor Markowitz, et al) • Analysis (Dongying Wu, Kostas Mavrommatis, Martin Wu, Victor Kunin, Neil Rawlings, Ian Paulsen, Patrick Chain, Patrik D’Haeseleer, Sean Hooper, Iain Anderson, Amrita Pati, Natalia N. Ivanova, Athanasios Lykidis, Adam Zemla) • Adopt a microbe education project (Cheryl Kerfeld) • Outreach (David Gilbert) • $$$ (DOE, Eddy Rubin, Jim Bristow)
  • 101. GEBA Pilot Project Overview • Identify major branches in rRNA tree for which no genomes are available • Identify those with a cultured representative in DSMZ • DSMZ grew > 200 of these and prepped DNA • Sequence and nish 100+ (covering breadth of bacterial/archaea diversity) • Annotate, analyze, release data • Assess benets of tree guided sequencing • 1st paper Wu et al in Nature Dec 2009
  • 102. Network of Life Bacteria Archaea Eukaryotes Figure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 103. GEBA Lesson 1: The rRNA Tree of Life is a Useful Tool for Identifying Phylogenetically Novel From Wu et al. 2009 Nature 462, 1056-1060
  • 104. GEBA Lesson 2: The rRNA Tree of Life is not perfect ... 16s WGT, 23S Badger et al. 2005 Int J System Evol Microbiol 55: 1021-1026.
  • 105. GEBA Lesson 3: Phylogeny driven genome selection (and phylogenetics) improves genome annotation • Took 56 GEBA genomes and compared results vs. 56 randomly sampled new genomes • Better denition of protein family sequence “patterns” • Greatly improves “comparative” and “evolutionary” based predictions • Conversion of hypothetical into conserved hypotheticals • Linking distantly related members of protein families • Improved non-homology prediction
  • 106. GEBA Lesson 4: Metadata Important
  • 107. GEBA Phylogenomic Lesson 5 Phylogeny-driven genome selection helps discover new genetic diversity
  • 108. Phylogenetic Distribution Novelty: Bacterial Actin Related Protein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aliangium ochraceum DSM 14365 Patrik D’haeseleer, Adam Zemla, Victor Kunin Wu et al. 2009 Nature 462, 1056-1060 See also Guljamow et al. 2007 Current Biology.
  • 109. Network of Life Bacteria Archaea Eukaryotes FIgure from Barton, Eisen et al. “Evolution”, CSHL Press. Based on tree from Pace NR, 2003.
  • 110. Protein Family Rarefaction Curves • Take data set of multiple complete genomes • Identify all protein families using MCL • Plot # of genomes vs. # of protein families
  • 111. Wu et al. 2009 Nature 462, 1056-1060
  • 112. Wu et al. 2009 Nature 462, 1056-1060
  • 113. Wu et al. 2009 Nature 462, 1056-1060
  • 114. Wu et al. 2009 Nature 462, 1056-1060
  • 115. Wu et al. 2009 Nature 462, 1056-1060
  • 116. Synapomorphies exist Wu et al. 2009 Nature 462, 1056-1060
  • 117. Families/PD not uniform +,%-./&#(%)"* !"#$%"&'(%)"* ! !
  • 118. Structural Novelty • Of the 17000 protein families in the GEBA56, 1800 are novel in sequence (Wu) • Structural modeling suggests many are structurally novel too (D'haeseleer) • 372 being crystallized by the PSI (Kerfeld)
  • 119. GEBA Phylogenomic Lesson 6 Improves analysis of genome data from uncultured organisms
  • 120. Weighted % of Clones 0 0.1250 0.2500 0.3750 0.5000 Al ph ap ro te Be ob ta ac pr te ot ria G eo am ba m ct ap er ro ia Ep te si ob lo ac np te ro ria D te el ob ta ac pr te ot ria eo C ba ya ct no er b ia ac te Fi ria rm ic ut Ac e s tin ob ac te C ria hl o ro bi C FB Major Phylogenetic Group Sargasso Phylotypes C hl o ro fle Sp xi iro ch ae Fu te so s D ba ei ct no er c oc ia cu s- Eu Th ry erm ar ch us C ae re ot na a rc ha eo ta Shotgun Sequencing Allows Use of Other Markers EFG Venter et al., Science 304: 66-74. 2004 EFTu rRNA RecA RpoB HSP70

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  17. It has been less than 10 years since the first genome was determined\n
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  48. Genome sizes estimated from careful cytospectrophotometry in the 1970&amp;#x2019;s. 180 Mb = Drosophila size.\nMAC chromosome copy # exception: rDNA @ ~9,000 copies per MAC (by quantitative DNA hybridization)\nChromosome #s:\n MIC: Direct microscopic observations (1950s)\n Quantitative measurements in stained pulsed-field gels (1980s)\n
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  92. Functional prediction using a gene tree is just like predicting the biology of a species using a species tree\n
  93. Extension of rRNA analysis to uncultured organisms using PCR\n
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  97. Functional prediction using a gene tree is just like predicting the biology of a species using a species tree\n
  98. Functional prediction using a gene tree is just like predicting the biology of a species using a species tree\n
  99. Functional prediction using a gene tree is just like predicting the biology of a species using a species tree\n
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  104. This is a tree of a rRNA gene that was found on a large DNA fragment isolated from the Monterey Bay. This rRNA gene groups in a tree with genes from members of the gamma Proteobacteria a group that includes E. coli as well as many environmental bacteria. This rRNA phylotype has been found to be a dominant species in many ocean ecosystems.\n
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  108. Phylogenetic analysis of rRNAs led to the discovery of archaea\n
  109. This is a tree of a rRNA gene that was found on a large DNA fragment isolated from the Monterey Bay. This rRNA gene groups in a tree with genes from members of the gamma Proteobacteria a group that includes E. coli as well as many environmental bacteria. This rRNA phylotype has been found to be a dominant species in many ocean ecosystems.\n\n clone from the Sargasso Sea. This shows that this \n
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  215. It has been less than 10 years since the first genome was determined\n