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TIGR
“Nothing in biology makes sense
 except in the light of evolution.”

       T. H. Dobzhansky (1973)




TIGR
Topics of Discussion
• Introduction to phylogenomics
• Uses of evolutionary analysis in genomics
  –   Selection of species
  –   Functional prediction
  –   Gene duplication
  –   Gene loss
  –   Genome rearrangements
  –   Lateral transfer
  –   Uncultured species
  –   Specialization

 TIGR
Phylogenomic Analysis
Phylogenomics involves combining evolutionary
  reconstructions of genes, proteins, pathways, and
  species with analysis of complete genome
  sequences.




 TIGR
Uses of Phylogenomics
•   Selection of species
•   Functional prediction
•   Gene duplication
•   Intragenomic movement
•   Gene loss
•   Lateral transfer
•   Genome rearrangements
•   Uncultured species


    TIGR
Strain Selection and Evolution
•  Increasing phylogenetic representation
•  Determining relatedness to model organism
•  Understanding major evolutionary transitions
•  Identifying taxa with unusual (high or low) rates
  of evolution
• Identifying source of DNA from uncultured
  species
• Species naming and type strains (e.g., see Ward et.
  al. 2001)

TIGR
Evolutionary Diversity Still Poorly
 Represented in Complete Genomes




TIGR
          Bacteria      Archaea
S. pombe Genome Analysis
           Eukaryotes vs. Prokaryotes
                                                  S. pombe
                                  S. cerevisiae                               Eukaryotes
                                                                           Encephalatozoon

                        Archaea                                Worm
                                                                 Fly
Bacteria                                                           Humans


                                                                              Dictyostelium




                                                                  Arabidopsis

                                                                       Chlamydomonas


                                                                                          Phytophthora

                                                                                                   Tetrahymena

                                                                                                   Plasmodium

                                                                                                    Trypanosoma

                                                                                                   Euglena
                                                                                       Naegleria

                                                             Trichomonas




                                                                    Giardia




     TIGR
Single vs. Multi-celled
            S. pombe                                                 Fungi
   S. cerevisiae
                               Encephalatozoon                Microsporidia
                        Worm                                       Animals
                         Fly
                          Humans

                                Dictyostelium                   Dictyostelia

                          Arabidopsis
                                                                     Plants
                            Chlamydomonas
                                         Phytophthora           Heterokonts
                                               Tetrahymena          Ciliates
                                               Plasmodium      Apicomplexa
                                                Trypanosoma   Kinetoplastids
                                              Euglena             Euglenas
                                        Naegleria
                                                                  Acrasidae
                       Trichomonas
                                                                 Parabisalia


TIGR                       Giardia                             Diplomonads
Uses of Phylogenomics
•   Selection of species
•   Functional prediction
•   Gene duplication
•   Intragenomic movement
•   Gene loss
•   Lateral transfer
•   Genome rearrangements
•   Uncultured species


    TIGR
Predicting Function
• Identification of motifs
• Homology/similarity based methods
  – Highest hit, top hit, HMMs, threading
• Evolutionary methods
  – Phylogenetic trees
  – Ds/Dn
  – Phylogenetic profiles


TIGR
FlyMutS.Borbu
TrepaGTBP.Mouse
hMSH4.Human
MSH4.Caeel
MSH4.Yeast
orf.Arath
hMSH3.Human
orf.Chltr
orf.Deira
atMSH2.Arath
MSH2.Neucr
MSH2.Yeast
MSH2.Human
MSH2.Mouse
MSH2.Rat
MSH2.Xenla
SPE1.Drome
orf.Trepa
MutS.Aquae
orfStrpy
MutS.Helpy
 yshD
 MSH3.Yeast
 MutS
  sgMutS.Saugl
  orfGTBP.Human
  MutS.Bacsu
  MSH6.Arath
   MutS2
   orf
   MutS.Metth
   hMHS5
    MSH5
    MutS
    Swi4.Spombe
    MSH1.Spombe
    .MutS
Chltr
Thema
Neigo
Arath
Neucr
Xenla
Trepa
Theaq
Ecoli
Bacsu
Strpy
Yeast
Human
MouseMSH1.Yeast
     MSH6.Yeast
      Rep3.Mouse
MutS2.Saugl
Helpy
Deira
Synsp
Aquae
Borbu
MutS2.Metth
MutS2-Saugl
MutS2-Metth
FlyMSH5
Caeel
Helpy
MutS2.Saugl
MutS2.Metth
Chltr
Deira
Theaq
Thema
Neigo
EcoliMSH3
Synsp
Bacsu
Strpy
Borbu
ArathMSH6
Neucr
Yeast
Human
Mouse
RatMutS1
Xenla
Aquae MSH1
 Spombe
  Yeast
  Mouse
  Caeel
  Human
  Spombe
  Spombe
  Yeast
  Mouse
  Yeast
   Human
   Arath
   Caeel
   Spombe
    Arath
MutS2
 MSH6
 MSH3
 MSH2
 MSH4
  MutS1
  MSH1
   MSH5
   MutS2
     MSH2
      MSH4
D.
C.
B.
A.
Neigo
 Bacsu
 Synsp
 Borbu
 Deira
  Strpy
  Ecoli
   Aquae
   Theaq
   Thema
    human
    Yeast
    Caeel
SegAllMMR &&
 Segregationin
     All MMR
      regation
       MMR of
 Mismatches and
   in Nucleus
    Crossover
    Large Loops
     (Bacteria)
     Crossover
        Mitochondria
     Small Loops
      in Nucleus
      in Nucleus




    TIGR
rRNA and Uncultured Microbes




TIGR
Evolutionary Rate Variation
  6
  5
  4
  1
  3
  2




TIGR
Uses of Phylogenomics
•   Selection of species
•   Functional prediction
•   Gene duplication
•   Gene loss
•   Lateral transfer
•   Genome rearrangements
•   Uncultured species



    TIGR
Why Duplications Are Useful to Identify
• Allows division into orthologs and paralogs
• Improves functional predictions
• Helps identify mechanisms of duplication
• Can be used to study mutation processes in
  different parts of a genome
• Lineage specific duplications may be indicative
  of species’ specific adaptations
 TIGR
Lineage Specific Duplications in Wolbachia wMel
              Annotation                        hypothetical protein               prophage LambdaW2, baseplate
              ankyrin repeat domain protein     hypothetical protein               assembly protein J, putative
              ankyrin repeat domain protein     hypothetical protein               prophage LambdaW2, baseplate
              ankyrin repeat domain protein     hypothetical protein               assembly protein V, putative
              ankyrin repeat domain protein     hypothetical protein               FRAMESHIFT
              ankyrin repeat domain protein     hypothetical protein               prophage LambdaW2, baseplate
              ankyrin repeat domain protein     hypothetical protein               assembly protein V, putative
              ankyrin repeat domain protein     hypothetical protein               FRAMESHIFT
              conserved domain protein          hypothetical protein               prophage LambdaW2, baseplate
              conserved domain protein          hypothetical protein               assembly protein W, putative
              conserved domain protein          hypothetical protein               prophage LambdaW2, minor tail
              conserved domain protein          hypothetical protein               protein Z, putative,
              conserved hypothetical protein    hypothetical protein               FRAMESHIFT
              conserved hypothetical protein    hypothetical protein               prophage LambdaW2, site-
              conserved hypothetical protein    hypothetical protein               specific recombinase, resolvase
              conserved hypothetical protein    hypothetical protein               family
              conserved hypothetical protein    hypothetical protein               prophage LambdaW4, ankyrin
              conserved hypothetical protein    hypothetical protein               repeat domain protein
              conserved hypothetical protein    hypothetical protein               prophage LambdaW4, DNA
              conserved hypothetical protein    hypothetical protein               methylase
              conserved hypothetical protein    hypothetical protein               prophage LambdaW4, portal
              conserved hypothetical protein    hypothetical protein               protein, FRAMESHIFT
              conserved hypothetical protein    hypothetical protein               prophage LambdaW4, portal
              conserved hypothetical protein    hypothetical protein               protein, FRAMESHIFT
              conserved hypothetical protein    hypothetical protein               prophage LambdaW4, terminase
              conserved hypothetical protein    hypothetical protein               large subunit, putative
              conserved hypothetical protein    hypothetical protein               prophage LambdaW5, ankyrin
              conserved hypothetical protein    hypothetical protein               repeat domain protein
              conserved hypothetical protein    hypothetical protein               prophage LambdaW5, ankyrin
              conserved hypothetical protein    hypothetical protein               repeat domain protein
              conserved hypothetical protein    hypothetical protein               prophage LambdaW5, ankyrin
              conserved hypothetical protein    hypothetical protein               repeat domain protein
              conserved hypothetical protein    hypothetical protein               prophage LambdaW5, baseplate
              conserved hypothetical protein    hypothetical protein               assembly protein J, putative,
              conserved hypothetical protein    hypothetical protein               FRAMESHIFT
              conserved hypothetical protein    hypothetical protein               prophage LambdaW5, baseplate
              FRAMESHIFT                        hypothetical protein               assembly protein V, putative
              conserved hypothetical protein    hypothetical protein               prophage LambdaW5, baseplate
              POINT MUTATION                    hypothetical protein               assembly protein W, putative
              conserved hypothetical protein,   hypothetical protein               prophage LambdaW5, minor tail
              degenerate                        hypothetical protein               protein Z, putative, degenerate,
              conserved hypothetical protein,   hypothetical protein               FRAMESHIFT
              FRAMESHIFT                        hypothetical protein               prophage LambdaW5, site-
              conserved hypothetical protein,   hypothetical protein               specific recombinase, resolvase
              FRAMESHIFT                        hypothetical protein               family
              conserved hypothetical protein,   hypothetical protein               regulatory protein RepA, putative
              FRAMESHIFT                        hypothetical protein               regulatory protein RepA, putative
              conserved hypothetical protein,   hypothetical protein               reverse transcriptase, putative
              FRAMESHIFT                        hypothetical protein               reverse transcriptase, putative
              conserved hypothetical protein,   hypothetical protein               reverse transcriptase, putative
              interruption-C                    hypothetical protein               sodium/alanine symporter family
              conserved hypothetical protein,   hypothetical protein               protein
              POINT MUTATION                    hypothetical protein               sodium/alanine symporter family
              conserved hypothetical protein,   hypothetical protein               protein
              POINT MUTATION                    hypothetical protein               TenA/THI-4 family protein
              conserved hypothetical protein,   hypothetical protein               transcriptional regulator
              truncated                         hypothetical protein               transcriptional regulator
              conserved hypothetical protein,   hypothetical protein               transcriptional regulator
              truncation                        hypothetical protein               transcriptional regulator
              DNA mismatch repair protein       hypothetical protein               transcriptional regulator
              MutL (mutL)                       hypothetical protein               transcriptional regulator
              DNA repair protein RadC,          hypothetical protein               transcriptional regulator, putative
              putative                          hypothetical protein               translation elongation factor Tu
              DNA repair protein RadC,          hypothetical protein               (tuf)
              putative, truncation              hypothetical protein               translation elongation factor Tu
              DNA repair protein RadC,          hypothetical protein               (tuf)
              truncation                        hypothetical protein               transposase, degenerate
              DnaJ domain protein               hypothetical protein               transposase, IS4 family
              DnaJ domain protein               hypothetical protein               transposase, IS4 family
              exopolysaccharide synthesis       hypothetical protein               transposase, IS4 family
              protein ExoD-related protein      major facilitator family           transposase, IS5 family,
              exopolysaccharide synthesis       transporter                        interruption-N
              protein ExoD-related protein      major facilitator family           transposase, IS5 family,
              HNH endonuclease family           transporter                        truncation
              protein                           major facilitator family           transposase, putative, degenerate
              HNH endonuclease family           transporter                        transposase, putative, degenerate
              protein                           membrane protein, putative         transposase, putative, degenerate
              hypothetical protein              membrane protein, putative         type IV secretion system protein
              hypothetical protein              membrane protein, putative         VirB4, putative
              hypothetical protein              MutL family protein                UDP-N-acetylglucosamine
              hypothetical protein              Na+/H+ antiporter family protein   pyrophosphorylase-related
              hypothetical protein              Na+/H+ antiporter, putative        protein
              hypothetical protein              permease, putative
              hypothetical protein              portal protein, FRAMESHIFT
              hypothetical protein              portal protein, FRAMESHIFT
              hypothetical protein              prophage LambdaW1, DNA




  TIGR
              hypothetical protein              methylase
              hypothetical protein              prophage LambdaW1, terminase
              hypothetical protein              large subunit, putative
              hypothetical protein              prophage LambdaW2, ankyrin
              hypothetical protein              repeat domain protein
              hypothetical protein              prophage LambdaW2, ankyrin
              hypothetical protein              repeat domain protein
MutL Duplication in Wolbachia wMel



ORF01096   DNA mismatch repair protein MutL (mutL)
ORF00446   MutL family protein




 TIGR
MutL Duplication in Wolbachia wMel




TIGR
Older Duplication of UVDE
             Schizosaccharomyces pombeGP139

             Neurospora crassaPIRS55262S552

              Clostridium perfringensGP18145

             Bacillus subtilisSPP45864YWJD

             Bacillus cereusGP6759487embCAB

             B BACAN 01914 UV endonuclease

              Bacillus haloduransOMNINTL01BH

             B BACAN 01459 UV endonuclease

              Deinococcus radioduransGP61167

               Nostoc sp. PCC 7120GP17130610d
       0.1
TIGR
Uses of Phylogenomics
•   Selection of species
•   Functional prediction
•   Gene duplication
•   Intragenomic movement
•   Gene loss
•   Lateral transfer
•   Genome rearrangements
•   Uncultured species


    TIGR
X-files




Eisen et al. 2000. Genome Biology 1(6): 11.1-11.9

Also see Tillier and Collins. 2000. Nature Genetics
  26(2):195-7 and Suyama and Bork. 2001. Trends Genetics
  17: 10-13.
TIGR
C. trachomatis vs C. pneumoniae Dot Plot
                                          Origin
   C. pneumoniae AR39




                        Terminus




TIGR                         C. trachomatis MoPn   Read et al. 2000
StrpB vs. StrpA All
13623100



13622900



13622700



13622500



13622300
                                                 Series1

13622100



13621900



13621700



13621500



13621300

    TIGR   0   500   1000   1500   2000   2500
StrpB vs. StrpA: Orthologs
13623100



13622900



13622700



13622500



13622300
                                                    Series1

13622100



13621900



13621700



13621500



13621300

     TIGR  0      500   1000   1500   2000   2500
Uses of Phylogenomics
•   Selection of species
•   Functional prediction
•   Gene duplication
•   Intragenomic movement
•   Gene loss
•   Lateral transfer
•   Genome rearrangements
•   Uncultured species


    TIGR
Most ‘Evidence’ for Gene Transfer
    has Alternative Explanations
Observation                  Other Causes      Always Occurs
Unusual Distribution         Sampling bias     Not if recipient already has gene.
Unusual GC/Codons            Selection         Not if donor/recipient similar.
                                               Not if it occurred long ago.

High hit to "distant" species Selection        Usually.
                              Rate variation
                              Gene loss

Incongruent trees            Bad trees       Usually.
                             Missed paralogs

Correlation of above with    Selection         Only if genes keep order after
neighbors                                      transfer.

 TIGR
Steps in Lateral Gene Transfer
A        B                 C           D
                       6

                 3-5
                                   2




                               1




TIGR
Mitochondrial Genome
Integration into A. thaliana chrII
       0
       4E+05
       3E+05
       2E+05
       1E+05
       3.6E+06
       3.5E+06
       3.4E+06
       3.3E+06
       3.2E+06 thaliana
       D.
       C.
       B.
       Alternative
       Chromosome II
       Possible Mitochondrial Form
       D’D’A.
       1’ 1
       A
       B
       C
       A’
       3
       Insertion
          Mitochondrial
       PointAlternative
             Genome




TIGR                                 Lin et al., 1999
Number of pBVTs Depends
1800          on # of Genomes Analyzed
1600


1400


1200

                                                 Fruit fly
1000                                             C. elegans
                                                 Arabidopsis
                                                 Yeast
800                                              Parasites


600


400


200


  0
        1       2        3                   4           5           Other

       TIGR         Number of protein sets
                                                             Salzberg et al. 2001
Trees Don’t Support Transfer II




TIGR
Uses of Phylogenomics
•   Selection of species
•   Functional prediction
•   Gene duplication
•   Intragenomic movement
•   Gene loss
•   Lateral transfer
•   Genome rearrangements
•   Uncultured species


    TIGR
TIGR   Beja O, et.al., Science 2000 289:1902-6, Nature (2001) 411: 786-789
Puf Operons from Uncultured
           Bacteria




TIGR
Puf Operons vs. Cultured Species




TIGR
Alternative Phylogenetic Anchors
                    Chlorobium
                    tepidum

                Cytophaga hutchinsonii


                 Prevotella
                 ruminocola

              Bacteroides
              fragilis

                 Porphyromonas
                 gingivalis

                    MBBAD68TR


TIGR              MBBAD65TR
Acknowledgements
• Outside TIGR
    –A. Stoltzfus
    –H. Ochman
    –D. Bryant
    –W. F. Doolittle
    –M. Eisen
    –M-I Benito
• $$$:
    –NSF
    –NIH
    –ONR
    –DOE
    –NEB

TIGR
B. anthracis lineage specific duplications

ORF04205 molybdopterin biosynthesis protein MoeA (moeA)
ORF05907 molybdopterin biosynthesis protein MoeA (moeA)
ORF02636 molybdopterin biosynthesis protein MoeA (moeA)
ORF04204 molybdopterin biosynthesis protein MoeB, putative
ORF05908 molybdopterin biosynthesis protein MoeB, putative
ORF02634 molybdopterin biosynthesis protein MoeB, putative
ORF05904 molybdopterin converting factor, subunit 1 (moaD)
ORF02639 molybdopterin converting factor, subunit 1 (moaD)
ORF04206 molybdopterin converting factor, subunit 2 (moaE)
ORF05905 molybdopterin converting factor, subunit 2 (moaE)
ORF02638 molybdopterin converting factor, subunit 2 (moaE)

TIGR                            Based on Read et al. submitted
Schizosaccharomyces pombeGP139

             Neurospora crassaPIRS55262S552

               Clostridium perfringensGP18145

             Bacillus subtilisSPP45864YWJD

             Bacillus cereusGP6759487embCAB

             B BACAN 01914 UV endonuclease

              Bacillus haloduransOMNINTL01BH

             B BACAN 01459 UV endonuclease

               Deinococcus radioduransGP61167

               Nostoc sp. PCC 7120GP17130610d
       0.1
TIGR
TIGR
C. pneumoniae Paralogs by Position
    1250000




    1000000




       750000




       500000




    Subject Orf Position
       250000




            0
                0   250000    500000    750000    1000000   1250000

TIGR                         Query Orf Position
C. pneumoniae Paralogs -
   1250000
           Lineage Specific
   1000000




       750000




       500000




   Subject Orf Position
       250000




            0
                0   250000    500000    750000    1000000   1250000

TIGR                         Query Orf Position

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Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Genomes Meeting 2002

  • 2. “Nothing in biology makes sense except in the light of evolution.” T. H. Dobzhansky (1973) TIGR
  • 3. Topics of Discussion • Introduction to phylogenomics • Uses of evolutionary analysis in genomics – Selection of species – Functional prediction – Gene duplication – Gene loss – Genome rearrangements – Lateral transfer – Uncultured species – Specialization TIGR
  • 4. Phylogenomic Analysis Phylogenomics involves combining evolutionary reconstructions of genes, proteins, pathways, and species with analysis of complete genome sequences. TIGR
  • 5. Uses of Phylogenomics • Selection of species • Functional prediction • Gene duplication • Intragenomic movement • Gene loss • Lateral transfer • Genome rearrangements • Uncultured species TIGR
  • 6. Strain Selection and Evolution • Increasing phylogenetic representation • Determining relatedness to model organism • Understanding major evolutionary transitions • Identifying taxa with unusual (high or low) rates of evolution • Identifying source of DNA from uncultured species • Species naming and type strains (e.g., see Ward et. al. 2001) TIGR
  • 7. Evolutionary Diversity Still Poorly Represented in Complete Genomes TIGR Bacteria Archaea
  • 8. S. pombe Genome Analysis Eukaryotes vs. Prokaryotes S. pombe S. cerevisiae Eukaryotes Encephalatozoon Archaea Worm Fly Bacteria Humans Dictyostelium Arabidopsis Chlamydomonas Phytophthora Tetrahymena Plasmodium Trypanosoma Euglena Naegleria Trichomonas Giardia TIGR
  • 9. Single vs. Multi-celled S. pombe Fungi S. cerevisiae Encephalatozoon Microsporidia Worm Animals Fly Humans Dictyostelium Dictyostelia Arabidopsis Plants Chlamydomonas Phytophthora Heterokonts Tetrahymena Ciliates Plasmodium Apicomplexa Trypanosoma Kinetoplastids Euglena Euglenas Naegleria Acrasidae Trichomonas Parabisalia TIGR Giardia Diplomonads
  • 10. Uses of Phylogenomics • Selection of species • Functional prediction • Gene duplication • Intragenomic movement • Gene loss • Lateral transfer • Genome rearrangements • Uncultured species TIGR
  • 11. Predicting Function • Identification of motifs • Homology/similarity based methods – Highest hit, top hit, HMMs, threading • Evolutionary methods – Phylogenetic trees – Ds/Dn – Phylogenetic profiles TIGR
  • 12. FlyMutS.Borbu TrepaGTBP.Mouse hMSH4.Human MSH4.Caeel MSH4.Yeast orf.Arath hMSH3.Human orf.Chltr orf.Deira atMSH2.Arath MSH2.Neucr MSH2.Yeast MSH2.Human MSH2.Mouse MSH2.Rat MSH2.Xenla SPE1.Drome orf.Trepa MutS.Aquae orfStrpy MutS.Helpy yshD MSH3.Yeast MutS sgMutS.Saugl orfGTBP.Human MutS.Bacsu MSH6.Arath MutS2 orf MutS.Metth hMHS5 MSH5 MutS Swi4.Spombe MSH1.Spombe .MutS Chltr Thema Neigo Arath Neucr Xenla Trepa Theaq Ecoli Bacsu Strpy Yeast Human MouseMSH1.Yeast MSH6.Yeast Rep3.Mouse MutS2.Saugl Helpy Deira Synsp Aquae Borbu MutS2.Metth MutS2-Saugl MutS2-Metth FlyMSH5 Caeel Helpy MutS2.Saugl MutS2.Metth Chltr Deira Theaq Thema Neigo EcoliMSH3 Synsp Bacsu Strpy Borbu ArathMSH6 Neucr Yeast Human Mouse RatMutS1 Xenla Aquae MSH1 Spombe Yeast Mouse Caeel Human Spombe Spombe Yeast Mouse Yeast Human Arath Caeel Spombe Arath MutS2 MSH6 MSH3 MSH2 MSH4 MutS1 MSH1 MSH5 MutS2 MSH2 MSH4 D. C. B. A. Neigo Bacsu Synsp Borbu Deira Strpy Ecoli Aquae Theaq Thema human Yeast Caeel SegAllMMR && Segregationin All MMR regation MMR of Mismatches and in Nucleus Crossover Large Loops (Bacteria) Crossover Mitochondria Small Loops in Nucleus in Nucleus TIGR
  • 13. rRNA and Uncultured Microbes TIGR
  • 14. Evolutionary Rate Variation 6 5 4 1 3 2 TIGR
  • 15. Uses of Phylogenomics • Selection of species • Functional prediction • Gene duplication • Gene loss • Lateral transfer • Genome rearrangements • Uncultured species TIGR
  • 16. Why Duplications Are Useful to Identify • Allows division into orthologs and paralogs • Improves functional predictions • Helps identify mechanisms of duplication • Can be used to study mutation processes in different parts of a genome • Lineage specific duplications may be indicative of species’ specific adaptations TIGR
  • 17. Lineage Specific Duplications in Wolbachia wMel Annotation hypothetical protein prophage LambdaW2, baseplate ankyrin repeat domain protein hypothetical protein assembly protein J, putative ankyrin repeat domain protein hypothetical protein prophage LambdaW2, baseplate ankyrin repeat domain protein hypothetical protein assembly protein V, putative ankyrin repeat domain protein hypothetical protein FRAMESHIFT ankyrin repeat domain protein hypothetical protein prophage LambdaW2, baseplate ankyrin repeat domain protein hypothetical protein assembly protein V, putative ankyrin repeat domain protein hypothetical protein FRAMESHIFT conserved domain protein hypothetical protein prophage LambdaW2, baseplate conserved domain protein hypothetical protein assembly protein W, putative conserved domain protein hypothetical protein prophage LambdaW2, minor tail conserved domain protein hypothetical protein protein Z, putative, conserved hypothetical protein hypothetical protein FRAMESHIFT conserved hypothetical protein hypothetical protein prophage LambdaW2, site- conserved hypothetical protein hypothetical protein specific recombinase, resolvase conserved hypothetical protein hypothetical protein family conserved hypothetical protein hypothetical protein prophage LambdaW4, ankyrin conserved hypothetical protein hypothetical protein repeat domain protein conserved hypothetical protein hypothetical protein prophage LambdaW4, DNA conserved hypothetical protein hypothetical protein methylase conserved hypothetical protein hypothetical protein prophage LambdaW4, portal conserved hypothetical protein hypothetical protein protein, FRAMESHIFT conserved hypothetical protein hypothetical protein prophage LambdaW4, portal conserved hypothetical protein hypothetical protein protein, FRAMESHIFT conserved hypothetical protein hypothetical protein prophage LambdaW4, terminase conserved hypothetical protein hypothetical protein large subunit, putative conserved hypothetical protein hypothetical protein prophage LambdaW5, ankyrin conserved hypothetical protein hypothetical protein repeat domain protein conserved hypothetical protein hypothetical protein prophage LambdaW5, ankyrin conserved hypothetical protein hypothetical protein repeat domain protein conserved hypothetical protein hypothetical protein prophage LambdaW5, ankyrin conserved hypothetical protein hypothetical protein repeat domain protein conserved hypothetical protein hypothetical protein prophage LambdaW5, baseplate conserved hypothetical protein hypothetical protein assembly protein J, putative, conserved hypothetical protein hypothetical protein FRAMESHIFT conserved hypothetical protein hypothetical protein prophage LambdaW5, baseplate FRAMESHIFT hypothetical protein assembly protein V, putative conserved hypothetical protein hypothetical protein prophage LambdaW5, baseplate POINT MUTATION hypothetical protein assembly protein W, putative conserved hypothetical protein, hypothetical protein prophage LambdaW5, minor tail degenerate hypothetical protein protein Z, putative, degenerate, conserved hypothetical protein, hypothetical protein FRAMESHIFT FRAMESHIFT hypothetical protein prophage LambdaW5, site- conserved hypothetical protein, hypothetical protein specific recombinase, resolvase FRAMESHIFT hypothetical protein family conserved hypothetical protein, hypothetical protein regulatory protein RepA, putative FRAMESHIFT hypothetical protein regulatory protein RepA, putative conserved hypothetical protein, hypothetical protein reverse transcriptase, putative FRAMESHIFT hypothetical protein reverse transcriptase, putative conserved hypothetical protein, hypothetical protein reverse transcriptase, putative interruption-C hypothetical protein sodium/alanine symporter family conserved hypothetical protein, hypothetical protein protein POINT MUTATION hypothetical protein sodium/alanine symporter family conserved hypothetical protein, hypothetical protein protein POINT MUTATION hypothetical protein TenA/THI-4 family protein conserved hypothetical protein, hypothetical protein transcriptional regulator truncated hypothetical protein transcriptional regulator conserved hypothetical protein, hypothetical protein transcriptional regulator truncation hypothetical protein transcriptional regulator DNA mismatch repair protein hypothetical protein transcriptional regulator MutL (mutL) hypothetical protein transcriptional regulator DNA repair protein RadC, hypothetical protein transcriptional regulator, putative putative hypothetical protein translation elongation factor Tu DNA repair protein RadC, hypothetical protein (tuf) putative, truncation hypothetical protein translation elongation factor Tu DNA repair protein RadC, hypothetical protein (tuf) truncation hypothetical protein transposase, degenerate DnaJ domain protein hypothetical protein transposase, IS4 family DnaJ domain protein hypothetical protein transposase, IS4 family exopolysaccharide synthesis hypothetical protein transposase, IS4 family protein ExoD-related protein major facilitator family transposase, IS5 family, exopolysaccharide synthesis transporter interruption-N protein ExoD-related protein major facilitator family transposase, IS5 family, HNH endonuclease family transporter truncation protein major facilitator family transposase, putative, degenerate HNH endonuclease family transporter transposase, putative, degenerate protein membrane protein, putative transposase, putative, degenerate hypothetical protein membrane protein, putative type IV secretion system protein hypothetical protein membrane protein, putative VirB4, putative hypothetical protein MutL family protein UDP-N-acetylglucosamine hypothetical protein Na+/H+ antiporter family protein pyrophosphorylase-related hypothetical protein Na+/H+ antiporter, putative protein hypothetical protein permease, putative hypothetical protein portal protein, FRAMESHIFT hypothetical protein portal protein, FRAMESHIFT hypothetical protein prophage LambdaW1, DNA TIGR hypothetical protein methylase hypothetical protein prophage LambdaW1, terminase hypothetical protein large subunit, putative hypothetical protein prophage LambdaW2, ankyrin hypothetical protein repeat domain protein hypothetical protein prophage LambdaW2, ankyrin hypothetical protein repeat domain protein
  • 18. MutL Duplication in Wolbachia wMel ORF01096 DNA mismatch repair protein MutL (mutL) ORF00446 MutL family protein TIGR
  • 19. MutL Duplication in Wolbachia wMel TIGR
  • 20. Older Duplication of UVDE Schizosaccharomyces pombeGP139 Neurospora crassaPIRS55262S552 Clostridium perfringensGP18145 Bacillus subtilisSPP45864YWJD Bacillus cereusGP6759487embCAB B BACAN 01914 UV endonuclease Bacillus haloduransOMNINTL01BH B BACAN 01459 UV endonuclease Deinococcus radioduransGP61167 Nostoc sp. PCC 7120GP17130610d 0.1 TIGR
  • 21. Uses of Phylogenomics • Selection of species • Functional prediction • Gene duplication • Intragenomic movement • Gene loss • Lateral transfer • Genome rearrangements • Uncultured species TIGR
  • 22. X-files Eisen et al. 2000. Genome Biology 1(6): 11.1-11.9 Also see Tillier and Collins. 2000. Nature Genetics 26(2):195-7 and Suyama and Bork. 2001. Trends Genetics 17: 10-13. TIGR
  • 23. C. trachomatis vs C. pneumoniae Dot Plot Origin C. pneumoniae AR39 Terminus TIGR C. trachomatis MoPn Read et al. 2000
  • 24. StrpB vs. StrpA All 13623100 13622900 13622700 13622500 13622300 Series1 13622100 13621900 13621700 13621500 13621300 TIGR 0 500 1000 1500 2000 2500
  • 25. StrpB vs. StrpA: Orthologs 13623100 13622900 13622700 13622500 13622300 Series1 13622100 13621900 13621700 13621500 13621300 TIGR 0 500 1000 1500 2000 2500
  • 26. Uses of Phylogenomics • Selection of species • Functional prediction • Gene duplication • Intragenomic movement • Gene loss • Lateral transfer • Genome rearrangements • Uncultured species TIGR
  • 27. Most ‘Evidence’ for Gene Transfer has Alternative Explanations Observation Other Causes Always Occurs Unusual Distribution Sampling bias Not if recipient already has gene. Unusual GC/Codons Selection Not if donor/recipient similar. Not if it occurred long ago. High hit to "distant" species Selection Usually. Rate variation Gene loss Incongruent trees Bad trees Usually. Missed paralogs Correlation of above with Selection Only if genes keep order after neighbors transfer. TIGR
  • 28. Steps in Lateral Gene Transfer A B C D 6 3-5 2 1 TIGR
  • 29. Mitochondrial Genome Integration into A. thaliana chrII 0 4E+05 3E+05 2E+05 1E+05 3.6E+06 3.5E+06 3.4E+06 3.3E+06 3.2E+06 thaliana D. C. B. Alternative Chromosome II Possible Mitochondrial Form D’D’A. 1’ 1 A B C A’ 3 Insertion Mitochondrial PointAlternative Genome TIGR Lin et al., 1999
  • 30. Number of pBVTs Depends 1800 on # of Genomes Analyzed 1600 1400 1200 Fruit fly 1000 C. elegans Arabidopsis Yeast 800 Parasites 600 400 200 0 1 2 3 4 5 Other TIGR Number of protein sets Salzberg et al. 2001
  • 31. Trees Don’t Support Transfer II TIGR
  • 32. Uses of Phylogenomics • Selection of species • Functional prediction • Gene duplication • Intragenomic movement • Gene loss • Lateral transfer • Genome rearrangements • Uncultured species TIGR
  • 33. TIGR Beja O, et.al., Science 2000 289:1902-6, Nature (2001) 411: 786-789
  • 34. Puf Operons from Uncultured Bacteria TIGR
  • 35. Puf Operons vs. Cultured Species TIGR
  • 36. Alternative Phylogenetic Anchors Chlorobium tepidum Cytophaga hutchinsonii Prevotella ruminocola Bacteroides fragilis Porphyromonas gingivalis MBBAD68TR TIGR MBBAD65TR
  • 37. Acknowledgements • Outside TIGR –A. Stoltzfus –H. Ochman –D. Bryant –W. F. Doolittle –M. Eisen –M-I Benito • $$$: –NSF –NIH –ONR –DOE –NEB TIGR
  • 38. B. anthracis lineage specific duplications ORF04205 molybdopterin biosynthesis protein MoeA (moeA) ORF05907 molybdopterin biosynthesis protein MoeA (moeA) ORF02636 molybdopterin biosynthesis protein MoeA (moeA) ORF04204 molybdopterin biosynthesis protein MoeB, putative ORF05908 molybdopterin biosynthesis protein MoeB, putative ORF02634 molybdopterin biosynthesis protein MoeB, putative ORF05904 molybdopterin converting factor, subunit 1 (moaD) ORF02639 molybdopterin converting factor, subunit 1 (moaD) ORF04206 molybdopterin converting factor, subunit 2 (moaE) ORF05905 molybdopterin converting factor, subunit 2 (moaE) ORF02638 molybdopterin converting factor, subunit 2 (moaE) TIGR Based on Read et al. submitted
  • 39. Schizosaccharomyces pombeGP139 Neurospora crassaPIRS55262S552 Clostridium perfringensGP18145 Bacillus subtilisSPP45864YWJD Bacillus cereusGP6759487embCAB B BACAN 01914 UV endonuclease Bacillus haloduransOMNINTL01BH B BACAN 01459 UV endonuclease Deinococcus radioduransGP61167 Nostoc sp. PCC 7120GP17130610d 0.1 TIGR
  • 40. TIGR
  • 41. C. pneumoniae Paralogs by Position 1250000 1000000 750000 500000 Subject Orf Position 250000 0 0 250000 500000 750000 1000000 1250000 TIGR Query Orf Position
  • 42. C. pneumoniae Paralogs - 1250000 Lineage Specific 1000000 750000 500000 Subject Orf Position 250000 0 0 250000 500000 750000 1000000 1250000 TIGR Query Orf Position