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TIGRTIGR
Phylogenomics:
Combining Evolutionary
Reconstructions and Genome
Analysis into a Single
Composite Approach
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SubjectOrfPosition
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Query Orf Position
Mycobacterium tuberculosis
Bacillus subtilis
Synechocystis sp.
Caenorhabditis elegans
Drosophila melanogaster
Saccharomyces cerevisiae
Methanobacterium thermoautotrophicum
Archaeoglobus fulgidus
Pyrococcus horikoshii
Methanococcus jannaschii
Aeropyrum pernix
Aquifex aeolicus
Thermotoga maritima
Deinococcus radiodurans
Treponema pallidum
Borrelia burgdorferi
Helicobacter pylori
Campylobacter jejuni
Neisseria meningitidis
Escherichia coli
Vibrio cholerae
Haemophilus influenzae
Rickettsia prowazekii
Mycoplasma pneumoniae
Mycoplasma genitalium
Chlamydia trachomatis
Chlamydia pneumoniae
0.05 changes
Archaea
Bacteria
Eukarya
Tmf-penden
R-rubrum3
Azs-brasi2
Rm-vanniel
Rhb-legum8
Bdr-japoni
Spg-capsul
Ric-prowaz
Ste-maltop
Spr-voluta
Rub-gelat2
Rcy-purpur
Nis-gonor1
Hrh-halc
h2
Alm
-vin
osm
Ps-aerugi3
E-coliMyx-xanthu
Bde-stolpiDsv-desulfDsb-postgaC-leptum
C-butyric4
C-pasteuri
Eub-barker
C-quercico
Hel-chlor2
Acp-laidla
M-capricol
C-ramosum
B-stearoth
Eco-faecal
Lis-monoc3
B-cereus4
B-subtilis
Stc-therm3
L-delbruck
L-casei
Fus-nuclea
Glb-violac
Olst-lut_CZeamaysC
Nost-muscr
Syn-6301
Tnm
-lapsum
Flx-litora
Cy-lytica
Emb-brevi2
Bac-fragil
Prv-rumcol
Prb-difflu
Cy-hutchin
Flx-canada
Sap-grandi
Chl-limico
Wln-succi2
Hlb-pylor6
Cam-jejun5Stm-ambofa
Arb-globif
Cor-xerosi
Bif-bifidu
Cfx-aurant
Tmc-roseum
Aqu-pyroph
env-SBAR12
env-SBAR16
Msr-barker
Tpl-acidop
Msp-hungat
Hf-volcani
Mb-formici
Mt-fervid1
Tc-celer
Arg-fulgid
Mpy-kandl1
Mc-vanniel
Mc-jannasc
env-pJP27
Sul-acalda
Thp-tenax
env-pJP89
Tt-maritim
Fer-island
Mei-ruber4
D-radiodur
Chd-psitta
Acbt-capsl
env-MC18
Pir-staley
Lpn-illini
Lps-interKSpi-stenos
Trp-pallidBor-burgdo
Spi-haloph
Brs-hyodys
Fib-sucS85
Tmf-penden
R-rubrum3
Azs-brasi2
Rm-vanniel
Rhb-legum8
Bdr-japoni
Spg-capsul
Ric-prowaz
Ste-maltop
Spr-voluta
Rub-gelat2
Rcy-purpur
Nis-gonor1
Hrh-halch2
Alm
-vinosm
Ps-aerugi3
E-coliMyx-xanthu
Bde-stolpiDsv-desulfDsb-postgaC-leptum
C-butyric4
C-pasteuri
Eub-barker
C-quercico
Hel-chlor2
Acp-laidla
M-capricol
C-ramosum
B-stearoth
Eco-faecal
Lis-monoc3
B-cereus4
B-subtilis
Stc-therm3
L-delbruck
L-casei
Fus-nuclea
Glb-vio
lac
Olst-lut_CZeamaysC
Nost-muscr
Syn-6301
Tnm
-lapsum
Flx-litora
Cy-lytica
Emb-brevi2
Bac-fragil
Prv-rumcol
Prb-difflu
Cy-hutchin
Flx-canada
Sap-grandi
Chl-limico
Wln-succi2
Hlb-pylor6
Cam-jejun5Stm-ambofa
Arb-globif
Cor-xerosi
Bif-bifidu
Cfx-aurant
Tmc-roseum
Aqu-pyroph
env-SBAR12
env-SBAR16
Msr-barker
Tpl-acidop
Msp-hungat
Hf-volcani
Mb-formici
Mt-fervid1
Tc-celer
Arg-fulgid
Mpy-kandl1
M
c-vanniel
Mc-jannasc
env-pJP27
Sul-acalda
Thp-tenax
env-pJP89
Tt-maritim
Fer-island
Mei-ruber4
D-radiodur
Chd-psitta
Acbt-capsl
env-MC18
Pir-staley
Lpn-illini
Lps-interKSpi-stenos
Trp-pallidBor-burgdo
Spi-haloph
Brs-hyodys
Fib-sucS85
Bacteria Archaea Bacteria Archaea
A.rRNAtreeofBacterialandArchaealMajorGroups B.GroupswithCompletedGenomesHighlighted
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B
CD
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E. coli
E. coli
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C
D
F
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B’
D’
E ’
V. cholerae
A
B
C
D
E
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A ’
B’
C’
D’
E ’
F’
B1
A1
B2
A2
B3
A3
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A1 A2
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B2
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Inversion
Around
Terminus (*)
Inversion
Around
Terminus (*)
Inversion
Around
Origin (*)
Inversion
Around
Origin (*)
* *
* *
* *
* *
Figure 4
C ommon
Ancestor of
A and B
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Three V. cholerae
Photolyases
Phr.S thyp
PHR E. coli
O R FA0 0965*********
phr.neucr
Phr.Tricho
Phr.Yeast
Phr.B firm
phr.strpy
phr.haloba
PHR STRGR
p C RY1.huma
p hr.mouse
phr2.human
phr2.mouse
phr.drosop
p hr3.Sy nsp
O RF02295.Vib ch********
phr.neigo
O R F01792.Vib ch*******
Phr.Adiant
Phr2.Adian
Phr3.Adian
phr.tomato
C RY1 ARATH
phr.p hy com
C RY2 ARATH
PHH1.arath
PHR1 SINAL
phr.chlamy
PHR ANANI
phr.Sy nsp
PHR SYNY3
phr.Theth
Rh.caps
M TH F type
C la ss I CP D
Photolya se s
6-4
P hotolya se s
Blue
Light
R e ce ptors
8-HD F type
CPD
P hotolya se s
Three P hotoly ase H om ologs inV . chole ra e
UvrA2
UvrA2 S. coelicolor
DrrC S. peuce teus
UvrA2 D. radiodurans
Duplication
inUvrA
family
UvrA1
UvrA H. influenzae
UvrA E. coli
UvrA N. gonorrhoaea
UvrA R. prowazekii
UvrA S. mutans
UvrA S. pyogene s
UvrA S. pneumoniae
UvrA B. subtilis
UvrA M. luteus
UvrA M. tuberculosis
UvrA M. hermoautotrophicum
UvrA H. pylori
UvrA C. jejuni
UvrA P. gingivalis
UvrA C. tepidum
uvra1 D. radiodurans
UvrA T. thermophilus
UvrA T. pallidum
UvrA B. burgdorefi
UvrA T. maritima
UvrA A. aeolicus
UvrA Synechocystis sp.
UvrA1
UvrA2
OppDF
UUP
NodI
LivF
XylG
NrtDC
PstB
MDR
HlyB
TAP1
CFTR, SUR
A. ABC Transporters B. UvrA Subfamily
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PapaBear MamaBear BabyBear
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E.coli
TIGRTIGR
Wolbachia Genome Project
• Information is available through TIGRs
unfinished genomes service (go to
www.tigr.org to find out more)
• Also, additional information will soon be
available on www.wolbachia.org
TIGRTIGR
TIGRTIGR
Topics of Discussion
• Introduction to phylogenomics
• Phylogenomics Examples
– Functional prediction
– Gene duplication
– Genetic exchange within genomes
– Gene loss
– Horizontal gene transfer
– Comparing close relative
TIGRTIGRTIGRTIGR
“Nothing in biology makes sense
except in the light of evolution.”
T. H. Dobzhansky (1973)
TIGRTIGR
TIGRTIGR
Uses of Evolutionary Analysis in
Molecular Biology
• Identification of mutation patterns (e.g., ts/tv ratio)
• Amino-acid/nucleotide substitution patterns useful in
structural studies (e.g., rRNA)
• Sequence searching matrices (e.g., PAM, Blosum)
• Motif analysis (e.g., Blocks)
• Functional predictions
• Classifying multigene families
• Evolutionary history puts other information into
perspective (e.g., duplications, gene loss)
• HIV mutation patterns and classification
TIGRTIGR
TIGRTIGR
Evolutionary Studies Improve
Most Aspects of Genome Analysis
• Phylogeny of species places comparative data in perspective
• Evolution of genes and gene families
– Functional predictions
– Identification of orthologs and paralogs
– Species specific mutation patterns
• Evolution of pathways
– Convergence
– Prediction of function
• Evolution of gene order/genome rearrangements
• Phylogenetic distribution patterns
• Identification of novel features
TIGRTIGR
Genome Information and Analysis
Improves Studies of Evolution
• Complete genome information particularly useful
• Unbiased sampling
• More sequences of genes
• Presence/absence information needed to infer
certain events (e.g., gene loss, duplication)
• Genome wide mutation and substitution patterns
(e.g., strand bias)
• Diversification and duplication
TIGRTIGR
Phylogenomic Analysis
• There are feedback loop between evolutionary and
genome analysis such that for many studies,
genome and evolutionary analyses are
interdependent.
• Therefore, I have proposed that they actually be
combined into a single composite approach I refer
to as phylogenomics
• Phylogenomics involves combining evolutionary
reconstructions of genes, proteins, pathways, and
species with analysis of complete genome
sequences.
TIGRTIGR
Outline of Phylogenomics
Gene Evolution Events
Phenotype Predictions
Database
Species tree Presence/AbsenceGene trees
Congruence Evol. Distribution
F(x) Predictions
Pathway Evolution
TIGRTIGR
TIGRTIGR
TIGRTIGR
Uses of Phylogenomics I:
Functional Predictions
TIGRTIGR
MutS.Aquae orf.Trepa
SPE1.Drome
MSH2.Xenla
MSH2.Rat
MSH2.Mouse
MSH2.Human
MSH2.Yeast
MSH2.Neucr
atMSH2.Arath
MutS.Borbu
orf.Strpy
MutS.Bacsu
MutS
SynspMutS
Ecoli orf
Neigo
MutS
Thema
MutS
Theaq
orf.Deira
orf.Chltr
MSH1.Spombe
MSH1.Yeast
MSH3.Yeast
Swi4.Spombe
Rep3.Mouse
hMSH3.Human
orf.Arath
MSH6.Yeast
GTBP.Human
GTBP.Mouse
MSH6.Arath
orf
Strpy
yshD
Bacsu
MSH5
Caeel
hMHS5
human
MSH5
Yeast
MutS.Metth
orf
Borbu
MutS2
Aquae MutS
Synsporf
Deira
MutS.Helpy
sgMutS.Saugl
MSH4.Yeast
MSH4.Caeel
hMSH4.Human
A.
Aquae Trepa
Fly
Xenla
Rat
Mouse
Human
Yeast
Neucr
Arath
Borbu
Strpy
Bacsu
Synsp
Ecoli
Neigo
Thema
TheaqDeira
Chltr
Spombe
Yeast
Yeast
Spombe
Mouse
Human
Arath
Yeast
Human
Mouse
Arath
MutS2.Metth
MutS2.Saugl
StrpyBacsu
Caeel
Human
Yeast
Borbu
Aquae
Synsp
Deira Helpy
Yeast
Caeel
Human
MSH4
MSH5
MutS2
MutS1
MSH1
MSH3
MSH6
MSH2
B.
Aquae Trepa
Xenla
Neucr
Arath
Borbu
Synsp
Neigo
Thema
Deira
Chltr
Spombe
Spombe
Arath
Mouse
Mouse
Fly
Rat
Mouse
Human
Yeast
Strpy
Bacsu
Ecoli
Theaq
Yeast
Yeast
Human
Yeast
Human
Arath
StrpyBacsu
Human
MutS2-MetthBorbu
Aquae
Synsp
Deira Helpy
MutS2-Saugl
Caeel
Yeast
Yeast
Caeel
Human
MSH4
MSH5
MutS2
MutS1
MSH1
MSH3
MSH6
MSH2
C. MutS2StrpyBacsu
MutS2.MetthBorbu
Aquae
Synsp
Deira Helpy
MutS2.Saugl
Caeel
Yeast
Yeast
Caeel
Human
Human
MSH4
Segregation &
Crossover
MSH5
Segregation &
Crossover
Fly
Mouse
Human
Yeast
Aquae Trepa
Xenla
Neucr
Arath
Borbu
Synsp
Neigo
Thema
Deira
Chltr
Spombe
Spombe
Arath
Arath
MutS1
All MMR
(Bacteria)
Rat
Strpy
Bacsu
Ecoli
Theaq
Yeast
Yeast
Mouse
Human
Yeast
Human
Mouse
MSH1
MMR in
Mitochondria
MSH3
MMR of
Large Loops
in Nucleus
MSH6
MMR of
Mismatches and
Small Loops
in Nucleus
MSH2
All MMR
in Nucleus
D.
TIGRTIGR
4 F17L22 170 Arabidopsis thali
4455279 Arabidopsis thaliana
1049068 Lycopersicon esculentu
Homo sapiens
5514652 Drosophila melanogaste
Drosophila melanogaster2
123725 Caenorhabditis elegans
6606113 Capronia mansonii
RpoII.Yeast.YOR151C
107346 Schizosaccharomyces pom
151348 Euplotes octocarinatus
265427 Euplotes octocarinatus
3845258 Plasmodium falciparum
RpoIII.Drome
RpoIII.Drome.7303535
EGAD 114464 Caenorhabditis ele
RpoIII.Yeast.172383
EGAD 145012 Schizosaccharomyce
RpoIII.Neucr.7800864
ARATH5 K18C1 1
Aeropyrum pernix
EGAD 8025 Sulfolobus acidocald
5458046 Pyrococcus abyssi
PH1546 Pyrococcus horikoshii
Thermococcus celer
EGAD 14667 Methanococcus vanni
MJ1040 Methanococcus jannaschi
AF1886 Archaeoglobus fulgidus
Halobacterium halobium
Thermoplasma acidophilum
RPB2 Methanobacterium thermoau
atmystery.BAB02021
ARATH3 MRC8.7
ARATH3 MYM9.12
6723961 Schizosaccharomyces po
RpoI.Yeast.YPR010C
RpoI.Neucr.3668171
RPA2 Rattus norvegicus
Mus musculus
RpoI.Drome.7296211
Caenorhabditis elegans
92131 Euplotes octocarinatus
ARATH1 T1P2.15
ARATH1 F1N18.2
1492072Molluscum contagiosum v
439046 Variola major virus
1143635 Variola virus
2772787 Vaccinia virus
323395 Cowpox virus
6578643 Rabbit fibroma virus
6523969 Myxoma virus
6682809 Yaba monkey tumor viru
7271687 Fowlpox virus
4049822 Melanoplus sanguinipes
2887 Kluyveromyces lactis
EGAD 151364 Sacch kluyveri
1369760 Borrelia burgdorferi
BB0389 Borrelia burgdorferi
TP0241 Treponema pallidum
6652714 Rickettsia massiliae
6652723 Rickettsia sp. Bar29
6652720 Rickettsia conorii
RP140 Rickettsia prowazekii
6960339 Salmonella typhimurium
EGAD 1084 Salmonella choleraes
EC3987 Escherichia coli
EGAD 23892 Buchnera aphidicola
HI0515 Haemophilus influenzae
EGAD 6020 Pseudomonas putida
RPOB Coxiella burnetii
3549149 Legionella pneumophila
RPOB Neisseria meningitidis
HP1198 Helicobacter pylori
6967949 Campylobacter jejuni
AA1339 Aquifex aeolicus
BS0107 Bacillus subtilis
4512396 Bacillus halodurans
6002201 Listeria monocytogenes
EGAD 32012 Staphylococcus aure
EGAD 32011 Spiroplasma citri
MG341 Mycoplasma genitalium
MP326 Mycoplasma pneumoniae
6899151 Ureaplasma urealyticum
Rv0667 Mycobacterium tuberculo
Mycobacterium leprae
7144498 Mycobacterium smegmati
EGAD 39063 Mycobacterium smegm
GP 7331268 Amycolatopsis medit
7248348 Streptomyces coelicolo
7573273 Thermus aquaticus
DR0912 Deinococcus radiodurans
TM0458 Thermotoga maritima
EGAD 74970 80693 Heterosigma c
EGAD Odontella sinensis
EGAD 60306 Spinacia oleracea
EGAD Nicotiana tabacum
6723742 Oenothera elata
5457427 Sinapis alba
5881686 Arabidopsis thaliana
4958867 Triticum aestivum
EGAD 76270 Zea mays
RPOB Oryza sativa
EGAD Pinus thunbergii
EGAD Marchantia polymorpha
7259525 Mesostigma viride
5880717 Nephroselmis olivacea
RPOB Guillardia theta
sll1787 Synechocystis PCC6803
EGAD 75526 Porphyra purpurea
6466433 Cyanidium caldarium
EGAD 76712 Cyanophora paradoxa
RPOB Chlorella vulgaris
EGAD 76424 Euglena gracilis
5231258 Toxoplasma gondii
6492294 Neospora caninum
EGAD 83446 Plasmodium falcipar
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a
Novel RNA Polymerase in A. thaliana
Archaeal
IV
II
III
I
Viral
Bacterial - RpoB
Plastid- RpoBs
TIGRTIGR
Novel Large Subunit Rubisco in
Chlorobium tepidumAgathis.gi3982533
Agathis.gi3982549
Araucaria.gi3982517
Agathis.gi3982535
Agathis.gi3982541
Venturiella.gi4009420
Leucobryum.gi6230571
Mougeotia.gi1145415
Anabaena.gi68158
Thife.gi2411435
Thiin.gi4105518
Metja.gi2129276
Pyrho.gi|3257353
Pyrab.gi|5458634
Pyr karaensis.gi3769302
Arcfu.gi2648911
Arcfu.gi2648975
Bacsu.gi2633730
Chlte.ORF02314
100
100
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54
99
58
66
59
100
100
82
67
100
100
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93
Type X
Type I
Rubisco
Large
Subunit
Phylogeny
TIGRTIGR
Evolutionary Analysis Improves
Functional Prediction
• Many examples of using phylogenetic trees
– DNA repair - Eisen
– Transporters – Paulsen and Saier
– Transcription factors – Atchley
– Kinases – Henikoff
• Phylogenetic profiles and domain patterns
also useful
TIGRTIGR
Uses of Phylogenomics II:
Gene Duplication
TIGRTIGR
Why Duplications Are Useful to Identify
• Allows division into orthologs and paralogs
• Aids functional predictions
• Recent duplications may be indicative of species’
specific adaptations
• Helps identify mechanisms of duplication
• Can be used to study mutation processes in
different parts of genome
TIGRTIGR
Expansion of MCP Family in V. cholerae
E.coligi1787690
B.subtilisgi2633766
Synechocystissp. gi1001299
Synechocystissp. gi1001300
Synechocystissp. gi1652276
Synechocystissp.gi1652103
H.pylori gi2313716
H.pylori99 gi4155097
C.jejuniCj1190c
C.jejuniCj1110c
A.fulgidusgi2649560
A.fulgidusgi2649548
B.subtilisgi2634254
B.subtilisgi2632630
B.subtilisgi2635607
B.subtilisgi2635608
B.subtilisgi2635609
B.subtilisgi2635610
B.subtilisgi2635882
E.coligi1788195
E.coligi2367378
E.coligi1788194
E.coligi1789453
C.jejuniCj0144
C.jejuniCj0262c
H.pylori gi2313186
H.pylori99 gi4154603
C.jejuniCj1564
C.jejuniCj1506c
H.pylori gi2313163
H.pylori99 gi4154575
H.pylori gi2313179
H.pylori99 gi4154599
C.jejuniCj0019c
C.jejuniCj0951c
C.jejuniCj0246c
B.subtilisgi2633374
T.maritima TM0014
T.pallidumgi3322777
T.pallidumgi3322939
T.pallidumgi3322938
B.burgdorferi gi2688522
T.pallidumgi3322296
B.burgdorferi gi2688521
T.maritima TM0429
T.maritima TM0918
T.maritima TM0023
T.maritima TM1428
T.maritima TM1143
T.maritima TM1146
P.abyssiPAB1308
P.horikoshiigi3256846
P.abyssiPAB1336
P.horikoshiigi3256896
P.abyssiPAB2066
P.horikoshiigi3258290
P.abyssiPAB1026
P.horikoshiigi3256884
D.radiodurans DR A00354
D.radiodurans DRA0353
D.radiodurans DRA0352
P.abyssiPAB1189
P.horikoshiigi3258414
B.burgdorferi gi2688621
M.tuberculosisgi1666149
V .c hole ra eV C0 5 1 2
V . c hol e ra eV CA1 0 3 4
V .c hole ra eV CA 0 9 7 4
V .c hole raeV CA 0 06 8
V . chol e ra eV C0 8 2 5
V . c hol e ra eV C0 28 2
V .c hol e raeV CA 0 9 0 6
V . chol e ra eV CA0 9 7 9
V .c hol e raeV CA 1 0 5 6
V . c hol e ra eV C1 64 3
V . c hol e ra eV C2 1 6 1
V .c hole ra eV CA 09 2 3
V .c hole raeV C0 5 1 4
V . c hol e ra eV C1 8 6 8
V . c hol era eV CA0 7 7 3
V .c hole raeV C1 3 1 3
V . c hol era eV C1 8 5 9
V . c hole ra eV C14 1 3
V .c hol e raeV CA 0 2 6 8
V .c hol e raeV CA0 6 5 8
V . c hole ra eV C14 0 5
V . c hol e ra eV C1 2 9 8
V . c hol e ra eV C1 2 4 8
V . c hol era eV CA0 8 6 4
V . c hole ra eV CA0 1 7 6
V. c hol e ra eV CA0 2 2 0
V .c hole ra eV C1 2 8 9
V .c hole ra eV CA 10 6 9
V . c hol e ra eV C2 43 9
V . chol e ra eV C1 9 6 7
V . chol e ra eV CA0 0 3 1
V . c hole ra eV C18 9 8
V . chol e ra eV CA0 6 6 3
V .c hole ra eV CA 0 9 8 8
V . c hol era eV C0 2 1 6
V . c hol era eV C0 4 4 9
V .c hole ra eV CA 0 0 0 8
V . c hole ra eV C14 0 6
V . chol e ra eV C1 5 3 5
V .c hole ra eV C0 8 4 0
V . c hol e raeV C0 0 98
V .c hole ra eV CA 1 0 9 2
V .c hole ra eV C1 4 0 3
V .c hole ra eV CA1 0 8 8
V . c hol e ra eV C1 3 9 4
V .c hole ra eV C0 6 2 2
NJ
* *
* *
* *
*
* *
* *
* *
* *
* *
*
* *
* *
* *
* *
*
* *
* *
* *
* *
* *
* *
* *
* *
* *
* *
*
* *
* *
* *
* ** *
* *
*
*
*
*
* *
*
* *
* *
* *
*
* *
* *
*
TIGRTIGR
ArsA Duplications in C. tepidum
Chlvi.497325
CHLTE ORF02621
CHLTE ORF00955
CHLTE ORF03444
SYNSP 1001709
CHLTE ORF02844
AQUAE 2983270
CHLTE ORF03869
CHLTE ORF02611
SYNSP 1651887
MCYTU - 2960104
PYRAB PAB1555
AQUAE 2983014
Potato.5824321
Arath.6056208
Metth.2622629
METJA 1591774
Acidiphilum.2879919
1061416
Ecoli.78323
Sinorhizobium.5802945
Halsp.2822401
Mouse.2745900
Human.2905657
Human.1616741
Drome.7304195
CELEG ZK637.5
Yeast.1199549
Yeast.6320103
Spombe.7211054
100
35
16
26
100
80
80
45
100
100
100
77
51
39
34
100
100
75
100
100
77
87
97
100 38
88
100
ArsA
Tree
TIGRTIGR
Levels of Paralogy Within A Genome
TIGRTIGR
C. pneumoniae Paralogs - All
0
250000
500000
750000
1000000
1250000
SubjectOrfPosition
0 250000 500000 750000 1000000 1250000
Query Orf Position
TIGRTIGR
C. pneumoniae Paralogs - Top
0
250000
500000
750000
1000000
1250000
SubjectOrfPosition
0 250000 500000 750000 1000000 1250000
Query Orf Position
TIGRTIGR
C. pneumoniae Paralogs – Recent
0
250000
500000
750000
1000000
1250000
SubjectOrfPosition
0 250000 500000 750000 1000000 1250000
Query Orf Position
TIGRTIGR
Uses of Phylogenomics III:
Genetic Exchange within Genomes
TIGRTIGR
TIGRTIGR
Uses of Phylogenomics IV:
Gene Loss
TIGRTIGR
Why Gene Loss is Useful to Identify
• Indicates that gene is not absolutely required for
survival
• Correlated loss of same gene in different species
may indicate selective advantage of loss of that
gene
• Correlated loss of genes in a pathway suggests a
conserved association among those genes
TIGRTIGR
EuksArch Bacteria
Loss
Evolutionary O rigin of Gene
MT MJ SC HS AA DR TA BS MG MP BB TP HP HI EC SS MT
Presence ( ) or Absence of Gene
Species Abbreviation
Kingdom
Example of Tracing Gene Loss
TIGRTIGR
TIGRTIGR
5
1
2
3
4
E.coli
H.influenzae
N.gonorrhoeae
H.pylori
Syn.sp
B.subtilis
S.pyogenes
M.pneumoniae
M.genitalium
A.aeolicus
D.radiodurans
T.pallidum
B.burgdorferi
A.aeolicus
Spyogenes
B.subtilis
Syn.sp
D.radiodurans
B.burgdorferi
Syn.sp
B.subtilis
S.pyogenes
A.aeolicus
D.radiodurans
B.burgdorferi
MutS2
MutS1
A. B.
Gene
Duplication
Gene
Duplication
Ancient Duplication in MutS Family
TIGRTIGR
Need for Phylogenomics Example:
Gene Duplication and Loss
• Genome analysis required to determine number of
homologs in different species
• Evolutionary analysis required to divide into
orthology groups and identify gene duplications
• Genome analysis is then required to determine
presence and absence of orthologs
• Then loss of orthologs can be traced onto
evolutionary tree of species
TIGRTIGR
Uses of Phylogenomics V:
Comparison of Closely Related
Genomes
TIGRTIGR
V. cholerae vs. E. coli All Hits
0
1000000
2000000
3000000
4000000
5000000E.coliCoordinates
0 1000000 2000000 3000000
V. cholerae CoordinatesTIGRTIGR
TIGRTIGR
V. cholerae vs. E. coli Top Hits
0
1000000
2000000
3000000
4000000
5000000
E.coliCoordinates
0 1000000 2000000 3000000
V. cholerae CoordinatesTIGRTIGR
TIGRTIGR
V. cholerae vs. E. coli
Only if EC-Orf is Closest in All Genomes
0
1000000
2000000
3000000
4000000
5000000
E.coliCoordinates
0 1000000 2000000 3000000
V. cholerae Coordinates
TIGRTIGR
TIGRTIGR
V. cholerae vs. E. coli F+R
0
1000000
2000000
3000000
4000000
5000000
Bert
Ecoli R
Ecoli
TIGRTIGR
Uses of Phylogenomics VI:
Evolution Within Species
TIGRTIGR
Musser-Type Evolution (Combined
Phylogeny)
TIGRTIGR
Consistency Indices (Combined Phylogeny)
Calculated over stored trees
CI
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0.55
0.60
0.65
0.70
0.75
0.80
0.85
0.90
0.95
1.00
maximum
average
minimum
2
9
0
4
3
1
3
5
3
1
9
4
4
0
9
0
4
2
3
9
4
2
4
6
4
5
8
9
5
1
9
8
4
2
5
1
1
0
4
9
2 4C 6 6B 7 8C 9B 11B 14 15 15B 18C 4 8 12 16 18 M
U
S
S
E
R
S
m
e
a
r
Si
te
2
1
3
4
Character
TIGRTIGR
Uses of Phylogenomics VII:
Horizontal Gene Transfer and
Species Evolution
TIGRTIGR
Vertical Inheritance
from Doolittle, 1999
TIGRTIGR
Horizontal Gene Transfer
from Doolittle, 1999
TIGRTIGR
Why Gene Transfers Are Useful to Identify
• Laterally transferred genes frequently involved in
environmental adaptations and/or pathogenicity
• Helps identify transposons, integrons, and other
vectors of gene transfer
• Helps identify species associations in the
environment
• Prediction of organellar targeting of nuclear
encoded genes
TIGRTIGR
Horizontal Gene Transfer I
from Doolittle, 1999
TIGRTIGR
0
100
200
300
400
500
600
700
500 1000 1500 2000 2500 3000 3500 4000 4500
Orfs in Target Genome
Best
Matches
Best Matches to Prokaryotes
CAUCR BACSU
ECOLI
MYCTU
SYNSP
TIGRTIGR
Best Matches Per ORF
0
0.05
0.1
0.15
0.2
0.25
0.3
BM/Orfs
CHLTE
PORGI
BACSU
MCYTU
BBUR
TREPA
CHLPN
ECOLI
NEIME
RICPR
CAUCR
HELPY
SYNSP
AQUAE
DEIRA
THEMA
AERPE
ARCFU
METJA
METTH
PYRAB
CELEG
YEAST
DROME
B A E
TIGRTIGR
Possible Plastid ORFs
• So far, over 900 ORFs are candidates for being
derived from the plastid genome some time in the
past
– 50 have best match to plastid genomes from other plants
– more than 800 have best match to Syn. sp. complete
genome
– 100 have best matches to proteins from incomplete
cyanobacterial genomes but no match to the proteins from
Syn. sp.
– incredible diversity of putative functions as well as many
conserv hypothetical
TIGRTIGR
Organellar HSP60s
DROMECG12101
DROMECG7235
DROMECG2830
DROMECG16954
ARATH At2g33210
ARATH F14O13.19
ARATH MCP4.7
YEAST SW
CAUCR ORF03639
RICPR gi|3861167
ECOLI gi|1790586
NEIMEb gi|7227233.
AQUAE gi|2984379
CHLPN gi|4376399|
DEIRA ORF02245
BACSU gi|2632916
SYNSP gi|1652489
SYNSP gi|1001103
ARATH At2g28000
ARATH MRP15.11
MCYTU gi|2909515
MCYTU gi|1449370
THEMA TM0506
BBUR gi|2688576
TREPA gi|3322286
PORGI ORF00933
CHLTE ORF00173
HELPY gi|2313084
Mitochondrial
Forms
α-Proteo
Cyanobacteria
Plastid Forms
TIGRTIGR
Evolutionary Genome Scanning
• Distribution patterns/phylogenetic profiles
• Patterns of evolution (ds/dn, correlations, constraints)
• Lateral gene transfers (organellar genes, Pathogenicity islands)
• Subdividing gene families
• Functional predictions (gene trees, PG profiles)
• Gene duplications
• Gene loss
• Specialization
• Comparing close relatives
• Species evolution
TIGRTIGR
Evolutionary Diversity Still Poorly
Represented in Complete Genomes
Tmf-penden
R-rubrum3
Azs-brasi2
Rm-vanniel
Rhb-legum8
Bdr-japoni
Spg-capsul
Ric-prowaz
Ste-maltop
Spr-voluta
Rub-gelat2
Rcy-purpur
Nis-gonor1
Hrh-halch2
Alm-vinosm
Ps-aerugi3
E-coliMyx-xanthu
Bde-stolpiDsv-desulfDsb-postgaC-leptum
C-butyric4
C-pasteuri
Eub-barker
C-quercico
Hel-chlor2
Acp-laidla
M-capricol
C-ramosum
B-stearoth
Eco-faecal
Lis-monoc3
B-cereus4
B-subtilis
Stc-therm3
L-delbruck
L-casei
Fus-nuclea
Glb-violac
Olst-lut_CZeamaysC
Nost-muscr
Syn-6301
Tnm-lapsum
Flx-litora
Cy-lytica
Emb-brevi2
Bac-fragil
Prv-rumcol
Prb-difflu
Cy-hutchin
Flx-canada
Sap-grandi
Chl-limico
Wln-succi2
Hlb-pylor6
Cam-jejun5Stm-ambofa
Arb-globif
Cor-xerosi
Bif-bifidu
Cfx-aurant
Tmc-roseum
Aqu-pyroph
env-SBAR12
env-SBAR16
Msr-barker
Tpl-acidop
Msp-hungat
Hf-volcani
Mb-formici
Mt-fervid1
Tc-celer
Arg-fulgid
Mpy-kandl1
M
c-vanniel
Mc-jannasc
env-pJP27
Sul-acalda
Thp-tenax
env-pJP89
Tt-maritim
Fer-island
M
ei-ruber4
D-radiodur
Chd-psitta
Acbt-capsl
env-MC18
Pir-staley
Lpn-illini
Lps-interKSpi-stenos
Trp-pallid
Bor-burgdo
Spi-haloph
Brs-hyodys
Fib-sucS85
Tmf-penden
R-rubrum3
Azs-brasi2
Rm-vanniel
Rhb-legum8
Bdr-japoni
Spg-capsul
Ric-prowaz
Ste-maltop
Spr-voluta
Rub-gelat2
Rcy-purpur
Nis-gonor1
Hrh-halch2
Alm-vinosm
Ps-aerugi3
E-coliMyx-xanthu
Bde-stolpiDsv-desulfDsb-postgaC-leptum
C-butyric4
C-pasteuri
Eub-barker
C-quercico
Hel-chlor2
Acp-laidla
M-capricol
C-ramosum
B-stearoth
Eco-faecal
Lis-monoc3
B-cereus4
B-subtilis
Stc-therm
3
L-delbruck
L-casei
Fus-nuclea
Glb-violac
Olst-lut_CZeamaysC
Nost-muscr
Syn-6301
Tnm
-lapsum
Flx-litora
Cy-lytica
Emb-brevi2
Bac-fragil
Prv-rumcol
Prb-difflu
Cy-hutchin
Flx-canada
Sap-grandi
Chl-limico
Wln-succi2
Hlb-pylor6
Cam-jejun5Stm-ambofa
Arb-globif
Cor-xerosi
Bif-bifidu
Cfx-aurant
Tmc-roseum
Aqu-pyroph
env-SBAR12
env-SBAR16
Msr-barker
Tpl-acidop
Msp-hungat
Hf-volcani
Mb-formici
Mt-fervid1
Tc-celer
Arg-fulgid
Mpy-kandl1
M
c-vanniel
Mc-jannasc
env-pJP27
Sul-acalda
Thp-tenax
env-pJP89
Tt-maritim
Fer-island
M
ei-ruber4
D-radiodur
Chd-psitta
Acbt-capsl
env-MC18
Pir-staley
Lpn-illini
Lps-interKSpi-stenos
Trp-pallid
Bor-burgdo
Spi-haloph
Brs-hyodys
Fib-sucS85
Bacteria Archaea Bacteria Archaea
A.rRNAtreeofBacterialandArchaealMajorGroups B.GroupswithCompletedGenomesHighlighted
TIGRTIGR
Acknowledgements
• Genome duplications: S. Salzberg, J. Heidelberg, O.
White, A. Stoltzfus, J. Peterson
• Genome sequences and analysis: J. Heidelberg, T.
Read, H. Tettelin, K. Nelson, J. Peterson, R.
Fleischmann, D. Bryant
• Horizontal transfers: K. Nelson, W. F. Doolittle
• TIGR: C. Fraser, J. Venter, M-I. Benito, S. Kaul,
Seqcore
• $$$: DOE, NSF, NIH, ONR
TIGRTIGR
True Phylogenetic Methods
Work Best
MutS2.Syns
MutS2.Bacs
MutS2.Help
MutS2.Deir
Mutsl.Mett
MSH4.Celeg
MSH4.Yeast
MSH4.human
mMutS.Saco
MSH3.yeast
C23C11.Spo
MSH1.Yeast
MSH3.Human
REP1.Mouse
GTBP.Mouse
GTBP.Human
MSH6.Yeast
MSH5.Human
MSH5.Celeg
MSH5.Yeast
MSH2.Human
MSH2.Mouse
MSH2.Yeast
MutS.Ecoli
MutS.Synsp
MutS.Deira
MutS.Bacsu
M utS.Ecoli
M utS.Synsp
M utS.B acsu
M utS.Deira
M SH 2.H uman
M SH 2.M ouse
M SH 2.Yeast
M SH 3.H uman
R EP1.M ouse
G TB P.M ouse
G TB P.H uman
M SH 6.Yeast
C 23C 11.Sp o
M SH 1.Yeast
M SH 3.yeast
M SH 4.C eleg
M SH 4.human
M SH 5.C eleg
M SH 5.Yeast
mM utS.Saco
M SH 5.H uman
M SH 4.Yeast
M utS2.Syns
M utS2.B acs
M utS2.Deir
M utS2.H elp
M utsl.M ett
UPGMANeighbor-Joining
TIGRTIGR
Reconciling a Tree of Life in the
Context of Lateral Gene Transfer
TIGRTIGR
Whole Genome Phylogeny
Huynen, Snel & Bork, 1999
TIGRTIGR
rRNA vs. Whole Genome Trees
Mycobacterium tuberculosis
Bacillus subtilis
Synechocystis sp.
Caenorhabditis elegans
Drosophila melanogaster
Saccharomyces cerevisiae
Methanobacterium thermoautotrophicum
Archaeoglobus fulgidus
Pyrococcus horikoshii
Methanococcus jannaschii
Aeropyrum pernix
Aquifex aeolicus
Thermotoga maritima
Deinococcus radiodurans
Treponema pallidum
Borrelia burgdorferi
Helicobacter pylori
Campylobacter jejuni
Neisseria meningitidis
Escherichia coli
Vibrio cholerae
Haemophilus influenzae
Rickettsia prowazekii
Mycoplasma pneumoniae
Mycoplasma genitalium
Chlamydia trachomatis
Chlamydia pneumoniae
0.05 changes
Archaea
Bacteria
Eukarya
TIGRTIGR
Serratia marcescens
Proteus mirabilis
Proteus vulgaris
Escherichia coli
Erwinia carotovora
Yersinia pestis
Enterobacter agglomerans
Vibrio
anguillarum
Vibrio cholerae
Haem
ophilus influenzae
Pseudomonasfluorescens
Pseudomonasputida
Pseudomonasaeruginosa
Azotobacter vinelandii
Acinotobactercalcoaceticus
Methylophilusmethylotrophus
Methylomonasclara
Methylobacillusflagellatum
Burkholderia
cepacia
Bordetella
pertussis
Xanthomonas oryzae
Legionella pneumophila
Acidiphilum facilis
Thiobacillus ferrooxidans
Neisseria gonorrhoeae
Rhizobium viciae
Myxococcus xanthus1
Myxococcus xanthus2
Campylobacter jejuni
StreptomycesviolaceusStreptomyceslividans
Streptomycesambofaciens
Mycobacteriumleprae
Mycobacteriumtuberculosis
Corynebacteriumglutamicum
Arabidopis thaliana
CPST
Synechococcussp.PCC7002
Synechococcussp.PCC7942
Anabaenavariabilis
Thermotoga maritima
Lactococcuslactis
Streptococcuspneumoniae
Staphylococcusaureus
Bacillussubtilis
Acholeplasm
a
laidlawii
Borrelia burgdorferi
Mycoplasma pulmonis
Mycoplasma mycoides
Bacteroides fragilis
Chlaymida trachomatis
Thermus thermophilus
Thermus aquaticus
Deinococcus radiodurans
Aquifex pyrophilus
0.10
α
γ1
γ2
β
Gram '+' High GC Cyanobacteria
Gram '+' Low GC
D/T
Magnetospirillum magnetotacticum
Helicobacter pylori
ε
δ
95
98
79
100
100
100
90
63
100
94
84
100
95
10088
93 91
75
100
100
100
100
100
8398
100
100
100
Rhizobium phaseoli
Agrobacterium tumefaciens
Rhizobium meliloti
Brucella abortus
Rhodobacter sphaeroides
Rhodobacter capsulatus
Rickettsia prowazekii
Acetobacter polyoxogenes
72 97
78
100
71
100
100 77
88
100
61
55
54
48
49
42
48
46
50
63
46
100
40
TIGRTIGR
TIGTIG
RR
OtherOther
peoplepeople
Mom and DadMom and Dad
S. KarlinS. Karlin
M. FeldmanM. Feldman
A. M. CampbellA. M. Campbell
R. FernaldR. Fernald
R. ShaferR. Shafer
D. AckerlyD. Ackerly
D. GoldsteinD. Goldstein
M. EisenM. Eisen
J. CourcelleJ. Courcelle
R. MyersR. Myers
C. M. CavanaughC. M. Cavanaugh
P. HanawaltP. Hanawalt
NSFNSF
J. HeidelberJ. Heidelber
T.ReadT.Read
S. KaulS. Kaul
M-I BenitoM-I Benito
J. C. VenterJ. C. VenterC. FraseC. Fraser
S. SalzbergS. Salzberg
O. WhiteO. White
K. NelsonK. Nelson
$$$$$$
ONRONR
DOEDOE
NIHNIH
H. TettelinH. Tettelin
TIGRTIGR
Figure 4. Best matches by role
categoryHits By Role Category
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
0.80
Role Category
Arc/Bac
TIGRTIGR
Uses of Phylogenomics VII:
Specialization
TIGRTIGR
Species Distribution of Homologs of
D. radiodurans Genes
0
10
20
30
40
50
60
0 5 10 15 20
0
50
100
150
0 5 10 15 20
NumberofSpeciesWithHighHits
0
50
100
150
200
250
Frequency
0 5 10 15 20
PapaBear MamaBear BabyBear
0
100
200
300
400
500
0 5 10 15 20
E.coli
TIGRTIGR
Megaplasmid I:
Iron Utilization/Iron Transport
ORFB040 Na+/H+ antiporterORFB040 Na+/H+ antiporter
ORFB042 iron ABC transporter, ATP-binding proteinORFB042 iron ABC transporter, ATP-binding protein
ORFB044 iron ABC transporter, permease proteinORFB044 iron ABC transporter, permease protein
ORFB045 iron ABC transporter, permease proteinORFB045 iron ABC transporter, permease protein
ORFB046 iron-chelator utilization proteinORFB046 iron-chelator utilization protein
ORFB047 iron ABC transporter, periplasmic substrate bpORFB047 iron ABC transporter, periplasmic substrate bp
ORFB067 putative metal binding proteinORFB067 putative metal binding protein
ORFB141 iron-chelator utilization proteinORFB141 iron-chelator utilization protein
ORFB074 hemin ABC transporter, periplasmic hemin bpORFB074 hemin ABC transporter, periplasmic hemin bp
ORFB075 hemin ABC transporter, permease proteinORFB075 hemin ABC transporter, permease protein
ORFB076 hemin ABC transporter, ATP-binding proteinORFB076 hemin ABC transporter, ATP-binding protein
TIGRTIGR
Carboxydothermus
hydrogenoformans
• Isolated in Yellowstone
• Thermophile (grows at 80°C)
• Anaerobic
• Grows on CO (Carbon Monoxide)
• Produces hydrogen gas
• Low GC gram postive species
• Many Archaeal-like genes
TIGRTIGR
Wolbachia sp.
• Endosymbionts of many invertebrates
• We are sequencing the symbiont of the fruit
fly and a parasite Brugia malayi.
• Some of required for host survival, some
are pathogens (e.g., in wasps, Wolbachia
kill all male offspring)
• Member of the α-Proteobacteria
TIGRTIGR
Methylococcus capsulatus
• Member of the γ-Proteobacteria
• Grows on methane
• Collaboration with University of Bergen in
Norway who are working on using this
species as Salmon feed
TIGRTIGR
Figure 6. Citrate lyase domains
Human Citrate lyase
CelegCitrate lyase
Cyanophora
A. thaliana F5E6.2 chrIII
Chlorobium 1164
Spombe
Citrate synthase I
Succinyl Co-A Synthase alpha
Succinyl Co-A Synthase beta
Chlorobium 2435
A. thaliana - many
Bacteria
Eukaryotic mitochondria
Chlorobium 3733
Bacteria
Chlorobium 1167
A. thaliana - many
Bacteria
TIGRTIGR
Chlorobium tepidum Strain TLS
C. tepidum mat in highly sulfidic
“Travelodge Stream”,
Rotorua, New Zealand
(from Castenholz and Pierson, 1995)
Phase contrast photomicrograph
of the 48-hours culture and electron
micrograph of thin cell section
(from Wahlund et al, 1991)
TIGRTIGR
N
N N
N
O
H 3 C
H 3 C
C HOH
C H 3
H 3C
O
O
M g
C H 3
C H 2 C H 2C H 3
C H 2 C H 3
H
H
C H 3
or
C H 2 C H(CH3 )2
C H 2 C (CH3 )3
ethyl
propyl
isobutyl
neopentyl
farnesyl
C H 2 C H 3
N
N N
N
O
H 3
C
C H 3H 3C
C H 2CH 3
O
O
M g
CH 3
COO C H3
CH
CH 2
N
N N
N
O
H 3
C
C H 3H 3C
C H 2CH 3
C
C H 3
O
O
M g
CH 3
COO C H3
O
Chlorophylls Found in
Chlorobium tepidum
Chlorophyll a-670Bacteriochlorophyll a
Bacteriochlorophyll c
∆-2, 6 phytadienol
phytol
TIGRTIGR
Protein Duplications
• Of 14,881 ORFs with matches to a
complete genome, 13,092 have a best match
to another A. thaliana ORF
• Two major classes
– tandem duplications
– large chromosomal duplications
TIGRTIGR
Best Matches to Complete Genomes
0
1000
2000
3000
4000
BestMatches
CHLTE
PORGI
BACSU
MCYTU
BBUR
TREPA
CHLPN
ECOLI
NEIME
RICPR
CAUCR
HELPY
SYNSP
AQUAE
DEIRA
THEMA
AERPE
ARCFU
METJA
METTH
PYRAB
CELEG
YEAST
DROME
B A E
TIGRTIGR
Best Matchers/ORF -
Prokaryotes
0
0.05
0.1
0.15
0.2
BM/Orfs
CHLTE
PORGI
BACSU
MCYTU
BBUR
TREPA
CHLPN
ECOLI
NEIME
RICPR
CAUCR
HELPY
SYNSP
AQUAE
DEIRA
THEMA
AERPE
ARCFU
METJA
METTH
PYRAB
Species
TIGRTIGR
U28187 Nasonia longicornis IV7
U28188 Nasonia vitripennis LbII
U28182 Nasonia giraulti RV2 A
U28203 Nasonia giraulti RV2 B
U28204 Nasonia longicornis IV7
U28205 Nasonia vitripennis LbII
Brugia malayi MB
Brugia malayi CB
Brugia pahangi
Litomosoides sigmodontis
Litomosoides carinii
Dirofilaria immitis dog
Dirofilaria immitis Jap
Dirofilaria immitis cat
Dirofilaria repens MI
Dirofilaria repens PV
Onchocerca gibsoni
Onchocerca ochengi
Onchocerca gutturosa
Anaplasma marginale
72
59
100
98
100
69
99
100
100
61
58
100
100
100
94
Bootstrap
Phylogenetic analysis using ftsZ sequences
A
B
C
D
Figure 4: The phylogenetic tree below adapted from Bandi et. al. 1999 (12) shows the
four major Wolbachia clades with representatives of nematode and insect Wolbachia .
TIGRTIGR
Uses of Phylogenomics II:
Knowing when to Not Predict
Functions
TIGRTIGR
TIGRTIGR
Evolution of Uracil Glycosylase
• Ung activity has evolve many times (many non-
homologous proteins have uracil-DNA glycosylase
activity)
• Therefore, absence of homologs of these genes
should not be used to infer likely absence of
activity
• However, presence of homologs of Ung and MUG
genes can be used to indicate presence of activity
because all homologs of these genes have this
activity
TIGRTIGR
Evolution of Photoreactivation
• All known enzymes that perform photoreactivation are part of
a single large photolyase gene family
• Some members of the family do not function as photolyases,
but instead work as blue-light receptors
• If a species does not encode a member of the photolyase gene
family, it likely does not have photoreactivation capability
• If a species encodes a photolyase, one cannot conclude it has
photolyase activity
• Position of photolyase homologs within photolyase tree helps
predict what activities they have
TIGRTIGR
Evolution of Alkyltransferases
• All known alkyltransferases share a conserved,
homologous alkyltransferase domain
• Therefore, if a species does not encode any
protein with this domain, it likely does not have
alkyltransferase activity
• If a species does encode an member of this gene
family, it likely has alkyltransferase activity
TIGRTIGR
Examples of Horizontal Transfers
• Antibiotic resistance genes on plasmids
• Insertion sequences
• Pathogenicity islands
• Toxin resistance genes on plasmids
• Agrobacterium Ti plasmid
• Viruses and viroids
• Organelle to nucleus transfers
TIGRTIGR
Archaeal genes in bacterial genomesArchaeal genes in bacterial genomes**
Bacterial speciesBacterial species Best hits to ArchaealBest hits to Archaeal
Thermotoga maritimaThermotoga maritima 451 (24%)451 (24%)
Aquifex aeolicusAquifex aeolicus 246 (16%)246 (16%)
SynechocystisSynechocystis sp.sp. 126 (4%)126 (4%)
Borrelia burgdorferiBorrelia burgdorferi 45 (3.6%)45 (3.6%)
Escherichia coliEscherichia coli 99 (2.3%)99 (2.3%)
** 1010-5-5
over 60% of sequenceover 60% of sequence
TIGRTIGR
• Possibilitiy of gene transfer criticized
because of possibility of shared descent
• C. tepidum – green sulfur bacteria – 15-20%
• C. hydrogenoformans – low GC gram + -
~25%

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Talk by Jonathan Eisen for GSAC2000 on "Phylogenomics"

  • 1. TIGRTIGR Phylogenomics: Combining Evolutionary Reconstructions and Genome Analysis into a Single Composite Approach 0 250000 500000 750000 1000000 1250000 SubjectOrfPosition 0 250000 500000 750000 1000000 1250000 Query Orf Position Mycobacterium tuberculosis Bacillus subtilis Synechocystis sp. Caenorhabditis elegans Drosophila melanogaster Saccharomyces cerevisiae Methanobacterium thermoautotrophicum Archaeoglobus fulgidus Pyrococcus horikoshii Methanococcus jannaschii Aeropyrum pernix Aquifex aeolicus Thermotoga maritima Deinococcus radiodurans Treponema pallidum Borrelia burgdorferi Helicobacter pylori Campylobacter jejuni Neisseria meningitidis Escherichia coli Vibrio cholerae Haemophilus influenzae Rickettsia prowazekii Mycoplasma pneumoniae Mycoplasma genitalium Chlamydia trachomatis Chlamydia pneumoniae 0.05 changes Archaea Bacteria Eukarya Tmf-penden R-rubrum3 Azs-brasi2 Rm-vanniel Rhb-legum8 Bdr-japoni Spg-capsul Ric-prowaz Ste-maltop Spr-voluta Rub-gelat2 Rcy-purpur Nis-gonor1 Hrh-halc h2 Alm -vin osm Ps-aerugi3 E-coliMyx-xanthu Bde-stolpiDsv-desulfDsb-postgaC-leptum C-butyric4 C-pasteuri Eub-barker C-quercico Hel-chlor2 Acp-laidla M-capricol C-ramosum B-stearoth Eco-faecal Lis-monoc3 B-cereus4 B-subtilis Stc-therm3 L-delbruck L-casei Fus-nuclea Glb-violac Olst-lut_CZeamaysC Nost-muscr Syn-6301 Tnm -lapsum Flx-litora Cy-lytica Emb-brevi2 Bac-fragil Prv-rumcol Prb-difflu Cy-hutchin Flx-canada Sap-grandi Chl-limico Wln-succi2 Hlb-pylor6 Cam-jejun5Stm-ambofa Arb-globif Cor-xerosi Bif-bifidu Cfx-aurant Tmc-roseum Aqu-pyroph env-SBAR12 env-SBAR16 Msr-barker Tpl-acidop Msp-hungat Hf-volcani Mb-formici Mt-fervid1 Tc-celer Arg-fulgid Mpy-kandl1 Mc-vanniel Mc-jannasc env-pJP27 Sul-acalda Thp-tenax env-pJP89 Tt-maritim Fer-island Mei-ruber4 D-radiodur Chd-psitta Acbt-capsl env-MC18 Pir-staley Lpn-illini Lps-interKSpi-stenos Trp-pallidBor-burgdo Spi-haloph Brs-hyodys Fib-sucS85 Tmf-penden R-rubrum3 Azs-brasi2 Rm-vanniel Rhb-legum8 Bdr-japoni Spg-capsul Ric-prowaz Ste-maltop Spr-voluta Rub-gelat2 Rcy-purpur Nis-gonor1 Hrh-halch2 Alm -vinosm Ps-aerugi3 E-coliMyx-xanthu Bde-stolpiDsv-desulfDsb-postgaC-leptum C-butyric4 C-pasteuri Eub-barker C-quercico Hel-chlor2 Acp-laidla M-capricol C-ramosum B-stearoth Eco-faecal Lis-monoc3 B-cereus4 B-subtilis Stc-therm3 L-delbruck L-casei Fus-nuclea Glb-vio lac Olst-lut_CZeamaysC Nost-muscr Syn-6301 Tnm -lapsum Flx-litora Cy-lytica Emb-brevi2 Bac-fragil Prv-rumcol Prb-difflu Cy-hutchin Flx-canada Sap-grandi Chl-limico Wln-succi2 Hlb-pylor6 Cam-jejun5Stm-ambofa Arb-globif Cor-xerosi Bif-bifidu Cfx-aurant Tmc-roseum Aqu-pyroph env-SBAR12 env-SBAR16 Msr-barker Tpl-acidop Msp-hungat Hf-volcani Mb-formici Mt-fervid1 Tc-celer Arg-fulgid Mpy-kandl1 M c-vanniel Mc-jannasc env-pJP27 Sul-acalda Thp-tenax env-pJP89 Tt-maritim Fer-island Mei-ruber4 D-radiodur Chd-psitta Acbt-capsl env-MC18 Pir-staley Lpn-illini Lps-interKSpi-stenos Trp-pallidBor-burgdo Spi-haloph Brs-hyodys Fib-sucS85 Bacteria Archaea Bacteria Archaea A.rRNAtreeofBacterialandArchaealMajorGroups B.GroupswithCompletedGenomesHighlighted A B CD E F A B CD E F A B C D E F A B C D E F A ’ B’ C’ D’ E ’ F’ A B C D E F A’ B’ C’ D’ E ’ F ’ A C D F A’ B’ E’ E. coli E. coli B C D F A’ B’ D’ E ’ V. cholerae A B C D E F A ’ B’ C’ D’ E ’ F’ B1 A1 B2 A2 B3 A3 A2 A1 A2 A3 B2 B1 B3 B2 24 23 22 21 20 19 18171615 14 13 12 11 10 9 6 7 258 26 27 28 29 30 1 2 3 4 5 31 32 B1 3132 6 7 8 9 10 11 12 13 14 15161718 19 20 21 22 23 24 25 26 27 28 29 30 1 2 3 4 5 3132 B3 24 23 22 21 20 19 18171615 14 13 12 11 10 9 6 7 258 26 27 28 29 3 32 31 30 4 5 2 1 A1 3132 6 7 8 9 10 11 12 13 14 15161718 19 20 21 22 23 24 25 26 27 28 29 30 1 2 3 4 5 3132 A2 31 32 6 7 8 9 10 11 12 13 19 18171615 14 20 21 22 23 24 25 26 27 28 29 30 1 2 3 4 5 31 32 A 3 2 6 7 8 9 10 11 12 13 19 18171615 14 20 21 22 23 24 25 26 27 5 4 3 31 30 29 28 1 32 B2 Inversion Around Terminus (*) Inversion Around Terminus (*) Inversion Around Origin (*) Inversion Around Origin (*) * * * * * * * * Figure 4 C ommon Ancestor of A and B 31 32 6 7 8 9 10 11 12 13 14 15161718 19 20 21 22 23 24 25 26 27 28 29 30 1 2 3 4 5 31 32 Three V. cholerae Photolyases Phr.S thyp PHR E. coli O R FA0 0965********* phr.neucr Phr.Tricho Phr.Yeast Phr.B firm phr.strpy phr.haloba PHR STRGR p C RY1.huma p hr.mouse phr2.human phr2.mouse phr.drosop p hr3.Sy nsp O RF02295.Vib ch******** phr.neigo O R F01792.Vib ch******* Phr.Adiant Phr2.Adian Phr3.Adian phr.tomato C RY1 ARATH phr.p hy com C RY2 ARATH PHH1.arath PHR1 SINAL phr.chlamy PHR ANANI phr.Sy nsp PHR SYNY3 phr.Theth Rh.caps M TH F type C la ss I CP D Photolya se s 6-4 P hotolya se s Blue Light R e ce ptors 8-HD F type CPD P hotolya se s Three P hotoly ase H om ologs inV . chole ra e UvrA2 UvrA2 S. coelicolor DrrC S. peuce teus UvrA2 D. radiodurans Duplication inUvrA family UvrA1 UvrA H. influenzae UvrA E. coli UvrA N. gonorrhoaea UvrA R. prowazekii UvrA S. mutans UvrA S. pyogene s UvrA S. pneumoniae UvrA B. subtilis UvrA M. luteus UvrA M. tuberculosis UvrA M. hermoautotrophicum UvrA H. pylori UvrA C. jejuni UvrA P. gingivalis UvrA C. tepidum uvra1 D. radiodurans UvrA T. thermophilus UvrA T. pallidum UvrA B. burgdorefi UvrA T. maritima UvrA A. aeolicus UvrA Synechocystis sp. UvrA1 UvrA2 OppDF UUP NodI LivF XylG NrtDC PstB MDR HlyB TAP1 CFTR, SUR A. ABC Transporters B. UvrA Subfamily 0 10 20 30 40 50 60 0 5 10 15 20 0 50 100 150 0 5 10 15 20 NumberofSpeciesWithHighHits 0 50 100 150 200 250 Frequency 0 5 10 15 20 PapaBear MamaBear BabyBear 0 100 200 300 400 500 0 5 10 15 20 E.coli
  • 2. TIGRTIGR Wolbachia Genome Project • Information is available through TIGRs unfinished genomes service (go to www.tigr.org to find out more) • Also, additional information will soon be available on www.wolbachia.org
  • 4. TIGRTIGR Topics of Discussion • Introduction to phylogenomics • Phylogenomics Examples – Functional prediction – Gene duplication – Genetic exchange within genomes – Gene loss – Horizontal gene transfer – Comparing close relative
  • 5. TIGRTIGRTIGRTIGR “Nothing in biology makes sense except in the light of evolution.” T. H. Dobzhansky (1973)
  • 7. TIGRTIGR Uses of Evolutionary Analysis in Molecular Biology • Identification of mutation patterns (e.g., ts/tv ratio) • Amino-acid/nucleotide substitution patterns useful in structural studies (e.g., rRNA) • Sequence searching matrices (e.g., PAM, Blosum) • Motif analysis (e.g., Blocks) • Functional predictions • Classifying multigene families • Evolutionary history puts other information into perspective (e.g., duplications, gene loss) • HIV mutation patterns and classification TIGRTIGR
  • 8. TIGRTIGR Evolutionary Studies Improve Most Aspects of Genome Analysis • Phylogeny of species places comparative data in perspective • Evolution of genes and gene families – Functional predictions – Identification of orthologs and paralogs – Species specific mutation patterns • Evolution of pathways – Convergence – Prediction of function • Evolution of gene order/genome rearrangements • Phylogenetic distribution patterns • Identification of novel features
  • 9. TIGRTIGR Genome Information and Analysis Improves Studies of Evolution • Complete genome information particularly useful • Unbiased sampling • More sequences of genes • Presence/absence information needed to infer certain events (e.g., gene loss, duplication) • Genome wide mutation and substitution patterns (e.g., strand bias) • Diversification and duplication
  • 10. TIGRTIGR Phylogenomic Analysis • There are feedback loop between evolutionary and genome analysis such that for many studies, genome and evolutionary analyses are interdependent. • Therefore, I have proposed that they actually be combined into a single composite approach I refer to as phylogenomics • Phylogenomics involves combining evolutionary reconstructions of genes, proteins, pathways, and species with analysis of complete genome sequences.
  • 11. TIGRTIGR Outline of Phylogenomics Gene Evolution Events Phenotype Predictions Database Species tree Presence/AbsenceGene trees Congruence Evol. Distribution F(x) Predictions Pathway Evolution TIGRTIGR
  • 13. TIGRTIGR Uses of Phylogenomics I: Functional Predictions
  • 14. TIGRTIGR MutS.Aquae orf.Trepa SPE1.Drome MSH2.Xenla MSH2.Rat MSH2.Mouse MSH2.Human MSH2.Yeast MSH2.Neucr atMSH2.Arath MutS.Borbu orf.Strpy MutS.Bacsu MutS SynspMutS Ecoli orf Neigo MutS Thema MutS Theaq orf.Deira orf.Chltr MSH1.Spombe MSH1.Yeast MSH3.Yeast Swi4.Spombe Rep3.Mouse hMSH3.Human orf.Arath MSH6.Yeast GTBP.Human GTBP.Mouse MSH6.Arath orf Strpy yshD Bacsu MSH5 Caeel hMHS5 human MSH5 Yeast MutS.Metth orf Borbu MutS2 Aquae MutS Synsporf Deira MutS.Helpy sgMutS.Saugl MSH4.Yeast MSH4.Caeel hMSH4.Human A. Aquae Trepa Fly Xenla Rat Mouse Human Yeast Neucr Arath Borbu Strpy Bacsu Synsp Ecoli Neigo Thema TheaqDeira Chltr Spombe Yeast Yeast Spombe Mouse Human Arath Yeast Human Mouse Arath MutS2.Metth MutS2.Saugl StrpyBacsu Caeel Human Yeast Borbu Aquae Synsp Deira Helpy Yeast Caeel Human MSH4 MSH5 MutS2 MutS1 MSH1 MSH3 MSH6 MSH2 B. Aquae Trepa Xenla Neucr Arath Borbu Synsp Neigo Thema Deira Chltr Spombe Spombe Arath Mouse Mouse Fly Rat Mouse Human Yeast Strpy Bacsu Ecoli Theaq Yeast Yeast Human Yeast Human Arath StrpyBacsu Human MutS2-MetthBorbu Aquae Synsp Deira Helpy MutS2-Saugl Caeel Yeast Yeast Caeel Human MSH4 MSH5 MutS2 MutS1 MSH1 MSH3 MSH6 MSH2 C. MutS2StrpyBacsu MutS2.MetthBorbu Aquae Synsp Deira Helpy MutS2.Saugl Caeel Yeast Yeast Caeel Human Human MSH4 Segregation & Crossover MSH5 Segregation & Crossover Fly Mouse Human Yeast Aquae Trepa Xenla Neucr Arath Borbu Synsp Neigo Thema Deira Chltr Spombe Spombe Arath Arath MutS1 All MMR (Bacteria) Rat Strpy Bacsu Ecoli Theaq Yeast Yeast Mouse Human Yeast Human Mouse MSH1 MMR in Mitochondria MSH3 MMR of Large Loops in Nucleus MSH6 MMR of Mismatches and Small Loops in Nucleus MSH2 All MMR in Nucleus D.
  • 15. TIGRTIGR 4 F17L22 170 Arabidopsis thali 4455279 Arabidopsis thaliana 1049068 Lycopersicon esculentu Homo sapiens 5514652 Drosophila melanogaste Drosophila melanogaster2 123725 Caenorhabditis elegans 6606113 Capronia mansonii RpoII.Yeast.YOR151C 107346 Schizosaccharomyces pom 151348 Euplotes octocarinatus 265427 Euplotes octocarinatus 3845258 Plasmodium falciparum RpoIII.Drome RpoIII.Drome.7303535 EGAD 114464 Caenorhabditis ele RpoIII.Yeast.172383 EGAD 145012 Schizosaccharomyce RpoIII.Neucr.7800864 ARATH5 K18C1 1 Aeropyrum pernix EGAD 8025 Sulfolobus acidocald 5458046 Pyrococcus abyssi PH1546 Pyrococcus horikoshii Thermococcus celer EGAD 14667 Methanococcus vanni MJ1040 Methanococcus jannaschi AF1886 Archaeoglobus fulgidus Halobacterium halobium Thermoplasma acidophilum RPB2 Methanobacterium thermoau atmystery.BAB02021 ARATH3 MRC8.7 ARATH3 MYM9.12 6723961 Schizosaccharomyces po RpoI.Yeast.YPR010C RpoI.Neucr.3668171 RPA2 Rattus norvegicus Mus musculus RpoI.Drome.7296211 Caenorhabditis elegans 92131 Euplotes octocarinatus ARATH1 T1P2.15 ARATH1 F1N18.2 1492072Molluscum contagiosum v 439046 Variola major virus 1143635 Variola virus 2772787 Vaccinia virus 323395 Cowpox virus 6578643 Rabbit fibroma virus 6523969 Myxoma virus 6682809 Yaba monkey tumor viru 7271687 Fowlpox virus 4049822 Melanoplus sanguinipes 2887 Kluyveromyces lactis EGAD 151364 Sacch kluyveri 1369760 Borrelia burgdorferi BB0389 Borrelia burgdorferi TP0241 Treponema pallidum 6652714 Rickettsia massiliae 6652723 Rickettsia sp. Bar29 6652720 Rickettsia conorii RP140 Rickettsia prowazekii 6960339 Salmonella typhimurium EGAD 1084 Salmonella choleraes EC3987 Escherichia coli EGAD 23892 Buchnera aphidicola HI0515 Haemophilus influenzae EGAD 6020 Pseudomonas putida RPOB Coxiella burnetii 3549149 Legionella pneumophila RPOB Neisseria meningitidis HP1198 Helicobacter pylori 6967949 Campylobacter jejuni AA1339 Aquifex aeolicus BS0107 Bacillus subtilis 4512396 Bacillus halodurans 6002201 Listeria monocytogenes EGAD 32012 Staphylococcus aure EGAD 32011 Spiroplasma citri MG341 Mycoplasma genitalium MP326 Mycoplasma pneumoniae 6899151 Ureaplasma urealyticum Rv0667 Mycobacterium tuberculo Mycobacterium leprae 7144498 Mycobacterium smegmati EGAD 39063 Mycobacterium smegm GP 7331268 Amycolatopsis medit 7248348 Streptomyces coelicolo 7573273 Thermus aquaticus DR0912 Deinococcus radiodurans TM0458 Thermotoga maritima EGAD 74970 80693 Heterosigma c EGAD Odontella sinensis EGAD 60306 Spinacia oleracea EGAD Nicotiana tabacum 6723742 Oenothera elata 5457427 Sinapis alba 5881686 Arabidopsis thaliana 4958867 Triticum aestivum EGAD 76270 Zea mays RPOB Oryza sativa EGAD Pinus thunbergii EGAD Marchantia polymorpha 7259525 Mesostigma viride 5880717 Nephroselmis olivacea RPOB Guillardia theta sll1787 Synechocystis PCC6803 EGAD 75526 Porphyra purpurea 6466433 Cyanidium caldarium EGAD 76712 Cyanophora paradoxa RPOB Chlorella vulgaris EGAD 76424 Euglena gracilis 5231258 Toxoplasma gondii 6492294 Neospora caninum EGAD 83446 Plasmodium falcipar 100 78 100 85 93 83 100 79 100 100 100 100 100 100 94100 100 74 99 100 99 100 100 99 9480 100 100 100 100 59 100 100 99 56100 100 100 100 58 95 100 97 63 95 100 100 100 81 100 100 100 59 60 99 100 100 94 100 100 69 100 77 100 97 100 71 100 99 58 83 100100 100 99 100 98 100 100 61 99 75 100 73 100 100 59 100 100 72 72 98 52 98 59 100 100 a Novel RNA Polymerase in A. thaliana Archaeal IV II III I Viral Bacterial - RpoB Plastid- RpoBs
  • 16. TIGRTIGR Novel Large Subunit Rubisco in Chlorobium tepidumAgathis.gi3982533 Agathis.gi3982549 Araucaria.gi3982517 Agathis.gi3982535 Agathis.gi3982541 Venturiella.gi4009420 Leucobryum.gi6230571 Mougeotia.gi1145415 Anabaena.gi68158 Thife.gi2411435 Thiin.gi4105518 Metja.gi2129276 Pyrho.gi|3257353 Pyrab.gi|5458634 Pyr karaensis.gi3769302 Arcfu.gi2648911 Arcfu.gi2648975 Bacsu.gi2633730 Chlte.ORF02314 100 100 96 54 99 58 66 59 100 100 82 67 100 100 100 93 Type X Type I Rubisco Large Subunit Phylogeny
  • 17. TIGRTIGR Evolutionary Analysis Improves Functional Prediction • Many examples of using phylogenetic trees – DNA repair - Eisen – Transporters – Paulsen and Saier – Transcription factors – Atchley – Kinases – Henikoff • Phylogenetic profiles and domain patterns also useful
  • 18. TIGRTIGR Uses of Phylogenomics II: Gene Duplication
  • 19. TIGRTIGR Why Duplications Are Useful to Identify • Allows division into orthologs and paralogs • Aids functional predictions • Recent duplications may be indicative of species’ specific adaptations • Helps identify mechanisms of duplication • Can be used to study mutation processes in different parts of genome
  • 20. TIGRTIGR Expansion of MCP Family in V. cholerae E.coligi1787690 B.subtilisgi2633766 Synechocystissp. gi1001299 Synechocystissp. gi1001300 Synechocystissp. gi1652276 Synechocystissp.gi1652103 H.pylori gi2313716 H.pylori99 gi4155097 C.jejuniCj1190c C.jejuniCj1110c A.fulgidusgi2649560 A.fulgidusgi2649548 B.subtilisgi2634254 B.subtilisgi2632630 B.subtilisgi2635607 B.subtilisgi2635608 B.subtilisgi2635609 B.subtilisgi2635610 B.subtilisgi2635882 E.coligi1788195 E.coligi2367378 E.coligi1788194 E.coligi1789453 C.jejuniCj0144 C.jejuniCj0262c H.pylori gi2313186 H.pylori99 gi4154603 C.jejuniCj1564 C.jejuniCj1506c H.pylori gi2313163 H.pylori99 gi4154575 H.pylori gi2313179 H.pylori99 gi4154599 C.jejuniCj0019c C.jejuniCj0951c C.jejuniCj0246c B.subtilisgi2633374 T.maritima TM0014 T.pallidumgi3322777 T.pallidumgi3322939 T.pallidumgi3322938 B.burgdorferi gi2688522 T.pallidumgi3322296 B.burgdorferi gi2688521 T.maritima TM0429 T.maritima TM0918 T.maritima TM0023 T.maritima TM1428 T.maritima TM1143 T.maritima TM1146 P.abyssiPAB1308 P.horikoshiigi3256846 P.abyssiPAB1336 P.horikoshiigi3256896 P.abyssiPAB2066 P.horikoshiigi3258290 P.abyssiPAB1026 P.horikoshiigi3256884 D.radiodurans DR A00354 D.radiodurans DRA0353 D.radiodurans DRA0352 P.abyssiPAB1189 P.horikoshiigi3258414 B.burgdorferi gi2688621 M.tuberculosisgi1666149 V .c hole ra eV C0 5 1 2 V . c hol e ra eV CA1 0 3 4 V .c hole ra eV CA 0 9 7 4 V .c hole raeV CA 0 06 8 V . chol e ra eV C0 8 2 5 V . c hol e ra eV C0 28 2 V .c hol e raeV CA 0 9 0 6 V . chol e ra eV CA0 9 7 9 V .c hol e raeV CA 1 0 5 6 V . c hol e ra eV C1 64 3 V . c hol e ra eV C2 1 6 1 V .c hole ra eV CA 09 2 3 V .c hole raeV C0 5 1 4 V . c hol e ra eV C1 8 6 8 V . c hol era eV CA0 7 7 3 V .c hole raeV C1 3 1 3 V . c hol era eV C1 8 5 9 V . c hole ra eV C14 1 3 V .c hol e raeV CA 0 2 6 8 V .c hol e raeV CA0 6 5 8 V . c hole ra eV C14 0 5 V . c hol e ra eV C1 2 9 8 V . c hol e ra eV C1 2 4 8 V . c hol era eV CA0 8 6 4 V . c hole ra eV CA0 1 7 6 V. c hol e ra eV CA0 2 2 0 V .c hole ra eV C1 2 8 9 V .c hole ra eV CA 10 6 9 V . c hol e ra eV C2 43 9 V . chol e ra eV C1 9 6 7 V . chol e ra eV CA0 0 3 1 V . c hole ra eV C18 9 8 V . chol e ra eV CA0 6 6 3 V .c hole ra eV CA 0 9 8 8 V . c hol era eV C0 2 1 6 V . c hol era eV C0 4 4 9 V .c hole ra eV CA 0 0 0 8 V . c hole ra eV C14 0 6 V . chol e ra eV C1 5 3 5 V .c hole ra eV C0 8 4 0 V . c hol e raeV C0 0 98 V .c hole ra eV CA 1 0 9 2 V .c hole ra eV C1 4 0 3 V .c hole ra eV CA1 0 8 8 V . c hol e ra eV C1 3 9 4 V .c hole ra eV C0 6 2 2 NJ * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * ** * * * * * * * * * * * * * * * * * * * * * *
  • 21. TIGRTIGR ArsA Duplications in C. tepidum Chlvi.497325 CHLTE ORF02621 CHLTE ORF00955 CHLTE ORF03444 SYNSP 1001709 CHLTE ORF02844 AQUAE 2983270 CHLTE ORF03869 CHLTE ORF02611 SYNSP 1651887 MCYTU - 2960104 PYRAB PAB1555 AQUAE 2983014 Potato.5824321 Arath.6056208 Metth.2622629 METJA 1591774 Acidiphilum.2879919 1061416 Ecoli.78323 Sinorhizobium.5802945 Halsp.2822401 Mouse.2745900 Human.2905657 Human.1616741 Drome.7304195 CELEG ZK637.5 Yeast.1199549 Yeast.6320103 Spombe.7211054 100 35 16 26 100 80 80 45 100 100 100 77 51 39 34 100 100 75 100 100 77 87 97 100 38 88 100 ArsA Tree
  • 22. TIGRTIGR Levels of Paralogy Within A Genome
  • 23. TIGRTIGR C. pneumoniae Paralogs - All 0 250000 500000 750000 1000000 1250000 SubjectOrfPosition 0 250000 500000 750000 1000000 1250000 Query Orf Position
  • 24. TIGRTIGR C. pneumoniae Paralogs - Top 0 250000 500000 750000 1000000 1250000 SubjectOrfPosition 0 250000 500000 750000 1000000 1250000 Query Orf Position
  • 25. TIGRTIGR C. pneumoniae Paralogs – Recent 0 250000 500000 750000 1000000 1250000 SubjectOrfPosition 0 250000 500000 750000 1000000 1250000 Query Orf Position
  • 26. TIGRTIGR Uses of Phylogenomics III: Genetic Exchange within Genomes
  • 29. TIGRTIGR Why Gene Loss is Useful to Identify • Indicates that gene is not absolutely required for survival • Correlated loss of same gene in different species may indicate selective advantage of loss of that gene • Correlated loss of genes in a pathway suggests a conserved association among those genes
  • 30. TIGRTIGR EuksArch Bacteria Loss Evolutionary O rigin of Gene MT MJ SC HS AA DR TA BS MG MP BB TP HP HI EC SS MT Presence ( ) or Absence of Gene Species Abbreviation Kingdom Example of Tracing Gene Loss TIGRTIGR
  • 32. TIGRTIGR Need for Phylogenomics Example: Gene Duplication and Loss • Genome analysis required to determine number of homologs in different species • Evolutionary analysis required to divide into orthology groups and identify gene duplications • Genome analysis is then required to determine presence and absence of orthologs • Then loss of orthologs can be traced onto evolutionary tree of species
  • 33. TIGRTIGR Uses of Phylogenomics V: Comparison of Closely Related Genomes
  • 34. TIGRTIGR V. cholerae vs. E. coli All Hits 0 1000000 2000000 3000000 4000000 5000000E.coliCoordinates 0 1000000 2000000 3000000 V. cholerae CoordinatesTIGRTIGR
  • 35. TIGRTIGR V. cholerae vs. E. coli Top Hits 0 1000000 2000000 3000000 4000000 5000000 E.coliCoordinates 0 1000000 2000000 3000000 V. cholerae CoordinatesTIGRTIGR
  • 36. TIGRTIGR V. cholerae vs. E. coli Only if EC-Orf is Closest in All Genomes 0 1000000 2000000 3000000 4000000 5000000 E.coliCoordinates 0 1000000 2000000 3000000 V. cholerae Coordinates TIGRTIGR
  • 37. TIGRTIGR V. cholerae vs. E. coli F+R 0 1000000 2000000 3000000 4000000 5000000 Bert Ecoli R Ecoli
  • 38. TIGRTIGR Uses of Phylogenomics VI: Evolution Within Species
  • 40. TIGRTIGR Consistency Indices (Combined Phylogeny) Calculated over stored trees CI 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.95 1.00 maximum average minimum 2 9 0 4 3 1 3 5 3 1 9 4 4 0 9 0 4 2 3 9 4 2 4 6 4 5 8 9 5 1 9 8 4 2 5 1 1 0 4 9 2 4C 6 6B 7 8C 9B 11B 14 15 15B 18C 4 8 12 16 18 M U S S E R S m e a r Si te 2 1 3 4 Character
  • 41. TIGRTIGR Uses of Phylogenomics VII: Horizontal Gene Transfer and Species Evolution
  • 44. TIGRTIGR Why Gene Transfers Are Useful to Identify • Laterally transferred genes frequently involved in environmental adaptations and/or pathogenicity • Helps identify transposons, integrons, and other vectors of gene transfer • Helps identify species associations in the environment • Prediction of organellar targeting of nuclear encoded genes
  • 45. TIGRTIGR Horizontal Gene Transfer I from Doolittle, 1999
  • 46. TIGRTIGR 0 100 200 300 400 500 600 700 500 1000 1500 2000 2500 3000 3500 4000 4500 Orfs in Target Genome Best Matches Best Matches to Prokaryotes CAUCR BACSU ECOLI MYCTU SYNSP
  • 47. TIGRTIGR Best Matches Per ORF 0 0.05 0.1 0.15 0.2 0.25 0.3 BM/Orfs CHLTE PORGI BACSU MCYTU BBUR TREPA CHLPN ECOLI NEIME RICPR CAUCR HELPY SYNSP AQUAE DEIRA THEMA AERPE ARCFU METJA METTH PYRAB CELEG YEAST DROME B A E
  • 48. TIGRTIGR Possible Plastid ORFs • So far, over 900 ORFs are candidates for being derived from the plastid genome some time in the past – 50 have best match to plastid genomes from other plants – more than 800 have best match to Syn. sp. complete genome – 100 have best matches to proteins from incomplete cyanobacterial genomes but no match to the proteins from Syn. sp. – incredible diversity of putative functions as well as many conserv hypothetical
  • 49. TIGRTIGR Organellar HSP60s DROMECG12101 DROMECG7235 DROMECG2830 DROMECG16954 ARATH At2g33210 ARATH F14O13.19 ARATH MCP4.7 YEAST SW CAUCR ORF03639 RICPR gi|3861167 ECOLI gi|1790586 NEIMEb gi|7227233. AQUAE gi|2984379 CHLPN gi|4376399| DEIRA ORF02245 BACSU gi|2632916 SYNSP gi|1652489 SYNSP gi|1001103 ARATH At2g28000 ARATH MRP15.11 MCYTU gi|2909515 MCYTU gi|1449370 THEMA TM0506 BBUR gi|2688576 TREPA gi|3322286 PORGI ORF00933 CHLTE ORF00173 HELPY gi|2313084 Mitochondrial Forms α-Proteo Cyanobacteria Plastid Forms
  • 50. TIGRTIGR Evolutionary Genome Scanning • Distribution patterns/phylogenetic profiles • Patterns of evolution (ds/dn, correlations, constraints) • Lateral gene transfers (organellar genes, Pathogenicity islands) • Subdividing gene families • Functional predictions (gene trees, PG profiles) • Gene duplications • Gene loss • Specialization • Comparing close relatives • Species evolution
  • 51. TIGRTIGR Evolutionary Diversity Still Poorly Represented in Complete Genomes Tmf-penden R-rubrum3 Azs-brasi2 Rm-vanniel Rhb-legum8 Bdr-japoni Spg-capsul Ric-prowaz Ste-maltop Spr-voluta Rub-gelat2 Rcy-purpur Nis-gonor1 Hrh-halch2 Alm-vinosm Ps-aerugi3 E-coliMyx-xanthu Bde-stolpiDsv-desulfDsb-postgaC-leptum C-butyric4 C-pasteuri Eub-barker C-quercico Hel-chlor2 Acp-laidla M-capricol C-ramosum B-stearoth Eco-faecal Lis-monoc3 B-cereus4 B-subtilis Stc-therm3 L-delbruck L-casei Fus-nuclea Glb-violac Olst-lut_CZeamaysC Nost-muscr Syn-6301 Tnm-lapsum Flx-litora Cy-lytica Emb-brevi2 Bac-fragil Prv-rumcol Prb-difflu Cy-hutchin Flx-canada Sap-grandi Chl-limico Wln-succi2 Hlb-pylor6 Cam-jejun5Stm-ambofa Arb-globif Cor-xerosi Bif-bifidu Cfx-aurant Tmc-roseum Aqu-pyroph env-SBAR12 env-SBAR16 Msr-barker Tpl-acidop Msp-hungat Hf-volcani Mb-formici Mt-fervid1 Tc-celer Arg-fulgid Mpy-kandl1 M c-vanniel Mc-jannasc env-pJP27 Sul-acalda Thp-tenax env-pJP89 Tt-maritim Fer-island M ei-ruber4 D-radiodur Chd-psitta Acbt-capsl env-MC18 Pir-staley Lpn-illini Lps-interKSpi-stenos Trp-pallid Bor-burgdo Spi-haloph Brs-hyodys Fib-sucS85 Tmf-penden R-rubrum3 Azs-brasi2 Rm-vanniel Rhb-legum8 Bdr-japoni Spg-capsul Ric-prowaz Ste-maltop Spr-voluta Rub-gelat2 Rcy-purpur Nis-gonor1 Hrh-halch2 Alm-vinosm Ps-aerugi3 E-coliMyx-xanthu Bde-stolpiDsv-desulfDsb-postgaC-leptum C-butyric4 C-pasteuri Eub-barker C-quercico Hel-chlor2 Acp-laidla M-capricol C-ramosum B-stearoth Eco-faecal Lis-monoc3 B-cereus4 B-subtilis Stc-therm 3 L-delbruck L-casei Fus-nuclea Glb-violac Olst-lut_CZeamaysC Nost-muscr Syn-6301 Tnm -lapsum Flx-litora Cy-lytica Emb-brevi2 Bac-fragil Prv-rumcol Prb-difflu Cy-hutchin Flx-canada Sap-grandi Chl-limico Wln-succi2 Hlb-pylor6 Cam-jejun5Stm-ambofa Arb-globif Cor-xerosi Bif-bifidu Cfx-aurant Tmc-roseum Aqu-pyroph env-SBAR12 env-SBAR16 Msr-barker Tpl-acidop Msp-hungat Hf-volcani Mb-formici Mt-fervid1 Tc-celer Arg-fulgid Mpy-kandl1 M c-vanniel Mc-jannasc env-pJP27 Sul-acalda Thp-tenax env-pJP89 Tt-maritim Fer-island M ei-ruber4 D-radiodur Chd-psitta Acbt-capsl env-MC18 Pir-staley Lpn-illini Lps-interKSpi-stenos Trp-pallid Bor-burgdo Spi-haloph Brs-hyodys Fib-sucS85 Bacteria Archaea Bacteria Archaea A.rRNAtreeofBacterialandArchaealMajorGroups B.GroupswithCompletedGenomesHighlighted
  • 52. TIGRTIGR Acknowledgements • Genome duplications: S. Salzberg, J. Heidelberg, O. White, A. Stoltzfus, J. Peterson • Genome sequences and analysis: J. Heidelberg, T. Read, H. Tettelin, K. Nelson, J. Peterson, R. Fleischmann, D. Bryant • Horizontal transfers: K. Nelson, W. F. Doolittle • TIGR: C. Fraser, J. Venter, M-I. Benito, S. Kaul, Seqcore • $$$: DOE, NSF, NIH, ONR
  • 53. TIGRTIGR True Phylogenetic Methods Work Best MutS2.Syns MutS2.Bacs MutS2.Help MutS2.Deir Mutsl.Mett MSH4.Celeg MSH4.Yeast MSH4.human mMutS.Saco MSH3.yeast C23C11.Spo MSH1.Yeast MSH3.Human REP1.Mouse GTBP.Mouse GTBP.Human MSH6.Yeast MSH5.Human MSH5.Celeg MSH5.Yeast MSH2.Human MSH2.Mouse MSH2.Yeast MutS.Ecoli MutS.Synsp MutS.Deira MutS.Bacsu M utS.Ecoli M utS.Synsp M utS.B acsu M utS.Deira M SH 2.H uman M SH 2.M ouse M SH 2.Yeast M SH 3.H uman R EP1.M ouse G TB P.M ouse G TB P.H uman M SH 6.Yeast C 23C 11.Sp o M SH 1.Yeast M SH 3.yeast M SH 4.C eleg M SH 4.human M SH 5.C eleg M SH 5.Yeast mM utS.Saco M SH 5.H uman M SH 4.Yeast M utS2.Syns M utS2.B acs M utS2.Deir M utS2.H elp M utsl.M ett UPGMANeighbor-Joining
  • 54. TIGRTIGR Reconciling a Tree of Life in the Context of Lateral Gene Transfer
  • 56. TIGRTIGR rRNA vs. Whole Genome Trees Mycobacterium tuberculosis Bacillus subtilis Synechocystis sp. Caenorhabditis elegans Drosophila melanogaster Saccharomyces cerevisiae Methanobacterium thermoautotrophicum Archaeoglobus fulgidus Pyrococcus horikoshii Methanococcus jannaschii Aeropyrum pernix Aquifex aeolicus Thermotoga maritima Deinococcus radiodurans Treponema pallidum Borrelia burgdorferi Helicobacter pylori Campylobacter jejuni Neisseria meningitidis Escherichia coli Vibrio cholerae Haemophilus influenzae Rickettsia prowazekii Mycoplasma pneumoniae Mycoplasma genitalium Chlamydia trachomatis Chlamydia pneumoniae 0.05 changes Archaea Bacteria Eukarya
  • 57. TIGRTIGR Serratia marcescens Proteus mirabilis Proteus vulgaris Escherichia coli Erwinia carotovora Yersinia pestis Enterobacter agglomerans Vibrio anguillarum Vibrio cholerae Haem ophilus influenzae Pseudomonasfluorescens Pseudomonasputida Pseudomonasaeruginosa Azotobacter vinelandii Acinotobactercalcoaceticus Methylophilusmethylotrophus Methylomonasclara Methylobacillusflagellatum Burkholderia cepacia Bordetella pertussis Xanthomonas oryzae Legionella pneumophila Acidiphilum facilis Thiobacillus ferrooxidans Neisseria gonorrhoeae Rhizobium viciae Myxococcus xanthus1 Myxococcus xanthus2 Campylobacter jejuni StreptomycesviolaceusStreptomyceslividans Streptomycesambofaciens Mycobacteriumleprae Mycobacteriumtuberculosis Corynebacteriumglutamicum Arabidopis thaliana CPST Synechococcussp.PCC7002 Synechococcussp.PCC7942 Anabaenavariabilis Thermotoga maritima Lactococcuslactis Streptococcuspneumoniae Staphylococcusaureus Bacillussubtilis Acholeplasm a laidlawii Borrelia burgdorferi Mycoplasma pulmonis Mycoplasma mycoides Bacteroides fragilis Chlaymida trachomatis Thermus thermophilus Thermus aquaticus Deinococcus radiodurans Aquifex pyrophilus 0.10 α γ1 γ2 β Gram '+' High GC Cyanobacteria Gram '+' Low GC D/T Magnetospirillum magnetotacticum Helicobacter pylori ε δ 95 98 79 100 100 100 90 63 100 94 84 100 95 10088 93 91 75 100 100 100 100 100 8398 100 100 100 Rhizobium phaseoli Agrobacterium tumefaciens Rhizobium meliloti Brucella abortus Rhodobacter sphaeroides Rhodobacter capsulatus Rickettsia prowazekii Acetobacter polyoxogenes 72 97 78 100 71 100 100 77 88 100 61 55 54 48 49 42 48 46 50 63 46 100 40
  • 58. TIGRTIGR TIGTIG RR OtherOther peoplepeople Mom and DadMom and Dad S. KarlinS. Karlin M. FeldmanM. Feldman A. M. CampbellA. M. Campbell R. FernaldR. Fernald R. ShaferR. Shafer D. AckerlyD. Ackerly D. GoldsteinD. Goldstein M. EisenM. Eisen J. CourcelleJ. Courcelle R. MyersR. Myers C. M. CavanaughC. M. Cavanaugh P. HanawaltP. Hanawalt NSFNSF J. HeidelberJ. Heidelber T.ReadT.Read S. KaulS. Kaul M-I BenitoM-I Benito J. C. VenterJ. C. VenterC. FraseC. Fraser S. SalzbergS. Salzberg O. WhiteO. White K. NelsonK. Nelson $$$$$$ ONRONR DOEDOE NIHNIH H. TettelinH. Tettelin
  • 59. TIGRTIGR Figure 4. Best matches by role categoryHits By Role Category 0.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80 Role Category Arc/Bac
  • 60. TIGRTIGR Uses of Phylogenomics VII: Specialization
  • 61. TIGRTIGR Species Distribution of Homologs of D. radiodurans Genes 0 10 20 30 40 50 60 0 5 10 15 20 0 50 100 150 0 5 10 15 20 NumberofSpeciesWithHighHits 0 50 100 150 200 250 Frequency 0 5 10 15 20 PapaBear MamaBear BabyBear 0 100 200 300 400 500 0 5 10 15 20 E.coli
  • 62. TIGRTIGR Megaplasmid I: Iron Utilization/Iron Transport ORFB040 Na+/H+ antiporterORFB040 Na+/H+ antiporter ORFB042 iron ABC transporter, ATP-binding proteinORFB042 iron ABC transporter, ATP-binding protein ORFB044 iron ABC transporter, permease proteinORFB044 iron ABC transporter, permease protein ORFB045 iron ABC transporter, permease proteinORFB045 iron ABC transporter, permease protein ORFB046 iron-chelator utilization proteinORFB046 iron-chelator utilization protein ORFB047 iron ABC transporter, periplasmic substrate bpORFB047 iron ABC transporter, periplasmic substrate bp ORFB067 putative metal binding proteinORFB067 putative metal binding protein ORFB141 iron-chelator utilization proteinORFB141 iron-chelator utilization protein ORFB074 hemin ABC transporter, periplasmic hemin bpORFB074 hemin ABC transporter, periplasmic hemin bp ORFB075 hemin ABC transporter, permease proteinORFB075 hemin ABC transporter, permease protein ORFB076 hemin ABC transporter, ATP-binding proteinORFB076 hemin ABC transporter, ATP-binding protein
  • 63. TIGRTIGR Carboxydothermus hydrogenoformans • Isolated in Yellowstone • Thermophile (grows at 80°C) • Anaerobic • Grows on CO (Carbon Monoxide) • Produces hydrogen gas • Low GC gram postive species • Many Archaeal-like genes
  • 64. TIGRTIGR Wolbachia sp. • Endosymbionts of many invertebrates • We are sequencing the symbiont of the fruit fly and a parasite Brugia malayi. • Some of required for host survival, some are pathogens (e.g., in wasps, Wolbachia kill all male offspring) • Member of the α-Proteobacteria
  • 65. TIGRTIGR Methylococcus capsulatus • Member of the γ-Proteobacteria • Grows on methane • Collaboration with University of Bergen in Norway who are working on using this species as Salmon feed
  • 66. TIGRTIGR Figure 6. Citrate lyase domains Human Citrate lyase CelegCitrate lyase Cyanophora A. thaliana F5E6.2 chrIII Chlorobium 1164 Spombe Citrate synthase I Succinyl Co-A Synthase alpha Succinyl Co-A Synthase beta Chlorobium 2435 A. thaliana - many Bacteria Eukaryotic mitochondria Chlorobium 3733 Bacteria Chlorobium 1167 A. thaliana - many Bacteria
  • 67. TIGRTIGR Chlorobium tepidum Strain TLS C. tepidum mat in highly sulfidic “Travelodge Stream”, Rotorua, New Zealand (from Castenholz and Pierson, 1995) Phase contrast photomicrograph of the 48-hours culture and electron micrograph of thin cell section (from Wahlund et al, 1991)
  • 68. TIGRTIGR N N N N O H 3 C H 3 C C HOH C H 3 H 3C O O M g C H 3 C H 2 C H 2C H 3 C H 2 C H 3 H H C H 3 or C H 2 C H(CH3 )2 C H 2 C (CH3 )3 ethyl propyl isobutyl neopentyl farnesyl C H 2 C H 3 N N N N O H 3 C C H 3H 3C C H 2CH 3 O O M g CH 3 COO C H3 CH CH 2 N N N N O H 3 C C H 3H 3C C H 2CH 3 C C H 3 O O M g CH 3 COO C H3 O Chlorophylls Found in Chlorobium tepidum Chlorophyll a-670Bacteriochlorophyll a Bacteriochlorophyll c ∆-2, 6 phytadienol phytol
  • 69. TIGRTIGR Protein Duplications • Of 14,881 ORFs with matches to a complete genome, 13,092 have a best match to another A. thaliana ORF • Two major classes – tandem duplications – large chromosomal duplications
  • 70. TIGRTIGR Best Matches to Complete Genomes 0 1000 2000 3000 4000 BestMatches CHLTE PORGI BACSU MCYTU BBUR TREPA CHLPN ECOLI NEIME RICPR CAUCR HELPY SYNSP AQUAE DEIRA THEMA AERPE ARCFU METJA METTH PYRAB CELEG YEAST DROME B A E
  • 72. TIGRTIGR U28187 Nasonia longicornis IV7 U28188 Nasonia vitripennis LbII U28182 Nasonia giraulti RV2 A U28203 Nasonia giraulti RV2 B U28204 Nasonia longicornis IV7 U28205 Nasonia vitripennis LbII Brugia malayi MB Brugia malayi CB Brugia pahangi Litomosoides sigmodontis Litomosoides carinii Dirofilaria immitis dog Dirofilaria immitis Jap Dirofilaria immitis cat Dirofilaria repens MI Dirofilaria repens PV Onchocerca gibsoni Onchocerca ochengi Onchocerca gutturosa Anaplasma marginale 72 59 100 98 100 69 99 100 100 61 58 100 100 100 94 Bootstrap Phylogenetic analysis using ftsZ sequences A B C D Figure 4: The phylogenetic tree below adapted from Bandi et. al. 1999 (12) shows the four major Wolbachia clades with representatives of nematode and insect Wolbachia .
  • 73. TIGRTIGR Uses of Phylogenomics II: Knowing when to Not Predict Functions
  • 75. TIGRTIGR Evolution of Uracil Glycosylase • Ung activity has evolve many times (many non- homologous proteins have uracil-DNA glycosylase activity) • Therefore, absence of homologs of these genes should not be used to infer likely absence of activity • However, presence of homologs of Ung and MUG genes can be used to indicate presence of activity because all homologs of these genes have this activity
  • 76. TIGRTIGR Evolution of Photoreactivation • All known enzymes that perform photoreactivation are part of a single large photolyase gene family • Some members of the family do not function as photolyases, but instead work as blue-light receptors • If a species does not encode a member of the photolyase gene family, it likely does not have photoreactivation capability • If a species encodes a photolyase, one cannot conclude it has photolyase activity • Position of photolyase homologs within photolyase tree helps predict what activities they have
  • 77. TIGRTIGR Evolution of Alkyltransferases • All known alkyltransferases share a conserved, homologous alkyltransferase domain • Therefore, if a species does not encode any protein with this domain, it likely does not have alkyltransferase activity • If a species does encode an member of this gene family, it likely has alkyltransferase activity
  • 78. TIGRTIGR Examples of Horizontal Transfers • Antibiotic resistance genes on plasmids • Insertion sequences • Pathogenicity islands • Toxin resistance genes on plasmids • Agrobacterium Ti plasmid • Viruses and viroids • Organelle to nucleus transfers
  • 79. TIGRTIGR Archaeal genes in bacterial genomesArchaeal genes in bacterial genomes** Bacterial speciesBacterial species Best hits to ArchaealBest hits to Archaeal Thermotoga maritimaThermotoga maritima 451 (24%)451 (24%) Aquifex aeolicusAquifex aeolicus 246 (16%)246 (16%) SynechocystisSynechocystis sp.sp. 126 (4%)126 (4%) Borrelia burgdorferiBorrelia burgdorferi 45 (3.6%)45 (3.6%) Escherichia coliEscherichia coli 99 (2.3%)99 (2.3%) ** 1010-5-5 over 60% of sequenceover 60% of sequence
  • 80. TIGRTIGR • Possibilitiy of gene transfer criticized because of possibility of shared descent • C. tepidum – green sulfur bacteria – 15-20% • C. hydrogenoformans – low GC gram + - ~25%

Hinweis der Redaktion

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