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Functional Evolution of Genes Involved in
Stress Responses of Plants
Cheng Zou
Shiu Lab
Thomashow lab
2/19/2008
• Pattern of the loss
,maintanence and gain of
functions
• what is the process
Paralogs R1,
R2
T1 T2
A1
A2
Orthologs Group R1,R2 T1,T2,A1,A2
• Cross species -----Functional evolution in
orthologs groups
• Arabidopsis ------Functional evolution in
Paralogs
The stress response mechanism is Unique
in Plants
Soybean aphid, Aphis glycines (Photo Claudio Gratton)
Evolution of stress responsiveness cross
species
Questions:
1. To what degree is the cold stress
responsiveness of genes conserved
2. What kinds of genes tend to be
conserved
Cold responsiveness of Arabidopsis, potato
and tomato
• ATH 1 Gene Chips ----- Arabidopsis
(Colleen)
• TIGR Potato 10k cDNA Array ---------
potato and tomato (Marcela Carvallo )
Treatment >> control (% 5 FDR ) and > 2 fold change Up
(1)
Treatment << control ( %5 FDR ) and >2 fold change Down
(-1)
Not significant non
responsive (0)
Cold responsiveness in orthologs groups
(OGs)
Reconcile species
tree
with the gene tree
Rice tomato Arabidopsi
s
duplication
speciation
Identify OGs in potato and Arabidopsis
Poplar
Arabidopsis
Rice
potato
Anchor potato
onto
reconciled
gene tree
Arabidopsi
s Poplar Rice
Arabidopsis
potato
0:1 1:0 1:1 1:n 1:n n:n
moss
Cold responsiveness conservation in OGs of
Arabidopsis and potato
Arabidopsis
potato
1
1
0
0
0
0
0
0
0
0
1
1
0
0
0
conserved
# AT genes =680
#AT genes
=307
# potato genes =521
# potato genes =325
P(A.t_up|S.t_up) = 31% P(A.t_up|S.t_up) = 33.6%
P<10-5
P<10-5
Cold responsiveness conservation in
OGs of tomato and potato
tomato
potato
1
1
0
0
0
0
0
0
0
0
1
1
0
0
0
conserved
# tomato genes =277
#tomato genes
=744
# potato genes =249
# potato genes =749
P(S.l_up|S.t_up) = 73% P(S.t_up|S.l_up) = 69%
Summary of evolution stress responsiveness
cross species
• The cold
responsiveness
conservation is
dependent on the
divergence time.
• The two species that
diverged 112 ~156
Mya still have 30%
conservation.
• The two species that
diverged 12 Mya have
about 70%
conservation
Poplar Tomato
Arabidopsis Potato Rice
112 ~156 Mya
12 Mya
Evolution of stress responsiveness in one
species ---Arabidopsis
Questions
1. After gene duplication in one
species, what is the probability of
the daughter genes losing or
maintaining their function, and what
is the probability of gaining a new
function?
2. How do those probabilities
change over time?
Type of stress
Abiotic
stress
Osmotic
UV-B
Wounding
Cold4C
Heat
Genotoxic
Drought
Salt
Oxidative
Type of stress
Biotic stress
avrRpm1
DC3000
Flg22
GST-NPP1
HrcC-
HrpZ
LPS
P-infestans
Psph
Treatment >> control (% 5 FDR ) Up (1)
Treatment << control ( %5 FDR ) Down (-1)
Not significant non responsive (0)
Gene responsiveness under 16 stress
conditions from ATgeneExpress
Reconstruction of ancestral gene functions
Step1:construct
the phylogeny of
genes
Step2: map
current functions
Step3:reconstruct
the function of
ancestral genes
Evolution of stress responsiveness from
ancestral to current state------branch based
Ancestral
Current
switch
gain
lost
Maintenanc
e
0>-0
change
General proportion of function change
Ancestral
Current
switch
gain
lost
Maintenanc
e
1->1
-1-> -1
-1->0
1->0
gain
switch
Evolution of stress responsiveness over Ks
loss of stress responsiveness over Ks
N Maintenance
NLoss
Ks Ks
Nswitch
Abiotic stress biotic stress
N = total number
NGain
gain of stress responsiveness over Ks
Ks Ks
Abiotic stress biotic stress
N Maintenance
Nswitch
N = total number
Summary the branch based observations
• Maintenance > loss > gain > switch
• loss of stress responsiveness rate:
Ks< 0.8 decreasing over time
Ks> 0.8 almost consistent
• gain of stress responsiveness rate:
Ks<0.8 increasing over time
Ks>0.8 almost consistent
stress responsiveness evolution and
regulatory network
• Maintenance > loss > gain > switch
1
-1
-1
0
Switch ~ loss
Switch<<Loss
stress responsiveness evolution in
duplicated pairs
stress responsiveness evolution in
duplicated pairs
0
10
20
30
40
50
60
70
80
90
100
lost redendunt sub neo
S
Both lost Both maintain sub neo
Sub-functionalization of stress responsiveness
• Partition of ancestral function
0
0.2
0.4
0.6
0.8
1
1 0~1 0
Sp
Frequency
(pair)
2-5
6-10
11-15
>15
Number of conditions
1 1 1 1 1
1 1 0 -1 0
0 1 1 1 0
Informative conditions
1 1 1 1
1 1 0 0
0 0 1 1
Sp = 1
1 1 1 1
1 1 1 1
0 0 0 0
Sp = 0
Number of up-regulated conditions per
gene
Abiotic stress biotic stress
Summary the pairwised based observations
• Sub-functionalization > both maintain > neo-
functionalization
• Sub-functionlization is extremely asymmetric
Acknowledgement
• Shinhan Shiu
• Kousuke Hanada
• Melissa Lehti-Shiu
• Gaurav Moghe
• Michael F. Thomashow
• Marcela Carvallo
• Colleen Doherty
Duplication mechanisms
+
• Whole genome duplication
• Tandem duplication
• Segmental duplication
• Replicative transposition
Families that enriched in up regulated genes
which arise from whole genome duplication
Families that enriched in up regulated genes
which arise from whole genome duplication
Families that enriched in up regulated genes
which arise from tandem duplication
Pipeline for identify OGs based on gene tree
topology
Blastx against proteins
in other 4 plant species
tblastn
EST contig
Best Match
Protein EST contig
EST peptide
APR orthlog
include Protein
A R
P P
A R
Align the sequences
and build a NJ-tree
S.t 70344
S.c 36781(77%)
S.t 49358(70%)
S.c 33953
S.t 45669
S.c 31171(66%)
S.t 42763(61%)
Cold responsiveness conservation in the fine OGs of S.t
and S.c
1871 221
209 476
349 40
66 174
S.l_up_0
S.t_up_0
S.t_up>0
S.l_up>0
S.t.
S.l
S.t.
S.l.
P(S.l_up|S.t_up) = 69%
P(S.l_up|S.t_up) = 72.5%
Function conservation in OGs of
tomato and potato
S .l
S.t
observation
P< 10 -3
P< 10 -5
221
209
Function evolution in paralogs ---Arabidopsis
Questions
1. After gene duplication in one species, what is the probability of
the daughter gene lose or maintain their function, and what is the
probalility of gain a new function?
2. How does those probabilities change along evolution?
3. How does the result inply the machenism of regulatory network
in one species?
Challenge
2.gene function of ancestral genes
Interpret the branch based
observations 2
The significance of the asymmetric partition
gene1
gene2
observed frequency
Log likelihood ratio = -----------------------
expected frequency
Breadth of the stress responsiveness in different
domain families
Genes involve in stress responds in RLKs tend to
located in Tandem clusters
Shiu et al., 2004 Plant Cell
Paralogs R1,
R2
T1 T2
A1
A2
Orthologs Group R1,R2 T1,T2,A1,A2
201
1854
402
775
123
1
195
314 114
242 38
94 28
377 170
133 94
70 43
56 32
A_up_0 A_up_>0
S.t_up_0
S.t_up>0




 








N
j
N
i
j
i
N
i
i
N
j
j
obs
j
i
OG
j
i
OG
j
i
OG
j
i
OG
j
i
OG
j
i
OG
,
1
,
1
1 1
10
exp
10
)
,
(
)
,
(
)
,
(
)
,
(
log
)
,
(
)
,
(
log
P(A.t_up|S.t_up) = 22.9%
P(A.t_up|S.t_up) = 33.6%
P(A.t_up|S.t_up) = 41%
P(A.t_up|S.t_up) = 36%
Gene in cold are divergent between A.t and S.t
in fine OGs
2
P(S.t_up|A.t_up) = 36.8%
P(S.t_up|A.t_up) = 42.2%
P(S.t_up|A.t_up) = 35%
P(S.t_up|A.t_up) = 42%
Cold response of S.t paralogs are more conserved
than A.t paralogs
P(S.t_2_up| A.t_up& S.t_1_up ) = 57%
P(A.t_2_up| S.t_up& A.t_1_up ) =26%
?
?
Function
lost Function gain
Function
maintain
Function evolution in Paralogs Arabidopsis
Function evolution in orthologs Cross species
Cold responsiveness conservation in the fine OGs of S.t
and S.c
1871 221
209 476
349 40
66 174
S.l_up_0
S.t_up_0
S.t_up>0
S.l_up>0
S.t.
S.l
S.t.
S.l.
P(S.l_up|S.t_up) = 69%
P(S.l_up|S.t_up) = 72.5%
Summary of function evolution of OGs
• In OGs that the two species have evolved a long time
(more than 100 million years), the cold response of
orthologs diverged greatly. The number of conserved
OGs is slightly bigger than random expectation
• In OGs of two close related species, the cold response
of orthlogs are conserved. Generally, if one gene in OGs
in up regulted, the probability of one of its orthologs is up
regulated is around 70%.
Evolution of stress responsiveness
• How does or stress responsiveness change over
time?
• Ancestral to current state: maintenance, gain, loss,
and switch
Functional change over Ks
• Maintenance, gain, vs. loss
NM
NG
NS
NS
NG
NM
1
1
0
-1
-1
1
0
-1
Functional change over Ks
• Maintenance, loss, and swtich
NM
NL
NS
NS
NL
NM
N
NM
N
NL
N
NS
N
NM
N
NL
N
NS
Sub-functionalization of stress responsiveness
• Partition of ancestral function
0
0.2
0.4
0.6
0.8
1
1 0~1 0
Sp
Frequency
(pair)
2-5
6-10
11-15
>15
Number of conditions
1 1 1 1 1
1 1 0 -1 0
0 1 1 1 0
Informative conditions
1 1 1 1
1 1 0 0
0 0 1 1
Sp = 1
1 1 1 1
1 1 1 1
0 0 0 0
Sp = 0
The significance of the asymmetric partition
gene1
gene2
observed frequency
Log likelihood ratio = -----------------------
expected frequency
Summary
• TF family is over represented in up regulated genes which evolved from
whole genome duplication
• Kinase family and families involved in secondary metabolism are over
represented in up regulated genes which evolved from tandem duplication
• After duplication, daughter genes lost their and gain function gradually ,but it
become consistent
• When function partition happened in a pair of daughter genes, the partition
is extremely asymmetric.
Gene regulation under stress conditions
Type of stress
Abiotic stress
Osmotic
UV-B
Wounding
Cold4C
Heat
Genotoxic
Drought
Salt
Oxidative
Type of stress
Biotic stress
avrRpm1
DC3000
Flg22
GST-NPP1
HrcC-
HrpZ
LPS
P-infestans
Psph
Treatment >> control (% 5 FDR ) Up (1)
Treatment << control ( %5 FDR ) Down (-1)
Not significant Not regulated
(0)
Stefanie Hartmann
postdoc, Todd Vision’s lab
Paralogs R1,
R2
T1 T2
A1
A2
Orthologs Group R1,R2 T1,T2,A1,A2
• Cross species -----Function evolution in
orthologs
• Arabidopsis ------Function evolution in Paralogs

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Genes_Involved_in_Plant_Stress_Response_and_Evolution.ppt

  • 1. Functional Evolution of Genes Involved in Stress Responses of Plants Cheng Zou Shiu Lab Thomashow lab 2/19/2008
  • 2. • Pattern of the loss ,maintanence and gain of functions • what is the process
  • 3. Paralogs R1, R2 T1 T2 A1 A2 Orthologs Group R1,R2 T1,T2,A1,A2
  • 4. • Cross species -----Functional evolution in orthologs groups • Arabidopsis ------Functional evolution in Paralogs
  • 5. The stress response mechanism is Unique in Plants Soybean aphid, Aphis glycines (Photo Claudio Gratton)
  • 6. Evolution of stress responsiveness cross species Questions: 1. To what degree is the cold stress responsiveness of genes conserved 2. What kinds of genes tend to be conserved
  • 7. Cold responsiveness of Arabidopsis, potato and tomato • ATH 1 Gene Chips ----- Arabidopsis (Colleen) • TIGR Potato 10k cDNA Array --------- potato and tomato (Marcela Carvallo ) Treatment >> control (% 5 FDR ) and > 2 fold change Up (1) Treatment << control ( %5 FDR ) and >2 fold change Down (-1) Not significant non responsive (0)
  • 8. Cold responsiveness in orthologs groups (OGs) Reconcile species tree with the gene tree Rice tomato Arabidopsi s duplication speciation
  • 9. Identify OGs in potato and Arabidopsis Poplar Arabidopsis Rice potato Anchor potato onto reconciled gene tree Arabidopsi s Poplar Rice Arabidopsis potato 0:1 1:0 1:1 1:n 1:n n:n moss
  • 10. Cold responsiveness conservation in OGs of Arabidopsis and potato Arabidopsis potato 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 conserved # AT genes =680 #AT genes =307 # potato genes =521 # potato genes =325 P(A.t_up|S.t_up) = 31% P(A.t_up|S.t_up) = 33.6% P<10-5 P<10-5
  • 11. Cold responsiveness conservation in OGs of tomato and potato tomato potato 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 conserved # tomato genes =277 #tomato genes =744 # potato genes =249 # potato genes =749 P(S.l_up|S.t_up) = 73% P(S.t_up|S.l_up) = 69%
  • 12. Summary of evolution stress responsiveness cross species • The cold responsiveness conservation is dependent on the divergence time. • The two species that diverged 112 ~156 Mya still have 30% conservation. • The two species that diverged 12 Mya have about 70% conservation Poplar Tomato Arabidopsis Potato Rice 112 ~156 Mya 12 Mya
  • 13. Evolution of stress responsiveness in one species ---Arabidopsis Questions 1. After gene duplication in one species, what is the probability of the daughter genes losing or maintaining their function, and what is the probability of gaining a new function? 2. How do those probabilities change over time?
  • 14. Type of stress Abiotic stress Osmotic UV-B Wounding Cold4C Heat Genotoxic Drought Salt Oxidative Type of stress Biotic stress avrRpm1 DC3000 Flg22 GST-NPP1 HrcC- HrpZ LPS P-infestans Psph Treatment >> control (% 5 FDR ) Up (1) Treatment << control ( %5 FDR ) Down (-1) Not significant non responsive (0) Gene responsiveness under 16 stress conditions from ATgeneExpress
  • 15. Reconstruction of ancestral gene functions Step1:construct the phylogeny of genes Step2: map current functions Step3:reconstruct the function of ancestral genes
  • 16. Evolution of stress responsiveness from ancestral to current state------branch based Ancestral Current switch gain lost Maintenanc e
  • 17. 0>-0 change General proportion of function change Ancestral Current switch gain lost Maintenanc e 1->1 -1-> -1 -1->0 1->0 gain switch
  • 18. Evolution of stress responsiveness over Ks
  • 19. loss of stress responsiveness over Ks N Maintenance NLoss Ks Ks Nswitch Abiotic stress biotic stress N = total number
  • 20. NGain gain of stress responsiveness over Ks Ks Ks Abiotic stress biotic stress N Maintenance Nswitch N = total number
  • 21. Summary the branch based observations • Maintenance > loss > gain > switch • loss of stress responsiveness rate: Ks< 0.8 decreasing over time Ks> 0.8 almost consistent • gain of stress responsiveness rate: Ks<0.8 increasing over time Ks>0.8 almost consistent
  • 22. stress responsiveness evolution and regulatory network • Maintenance > loss > gain > switch 1 -1 -1 0 Switch ~ loss Switch<<Loss
  • 23. stress responsiveness evolution in duplicated pairs
  • 24. stress responsiveness evolution in duplicated pairs 0 10 20 30 40 50 60 70 80 90 100 lost redendunt sub neo S Both lost Both maintain sub neo
  • 25. Sub-functionalization of stress responsiveness • Partition of ancestral function 0 0.2 0.4 0.6 0.8 1 1 0~1 0 Sp Frequency (pair) 2-5 6-10 11-15 >15 Number of conditions 1 1 1 1 1 1 1 0 -1 0 0 1 1 1 0 Informative conditions 1 1 1 1 1 1 0 0 0 0 1 1 Sp = 1 1 1 1 1 1 1 1 1 0 0 0 0 Sp = 0
  • 26. Number of up-regulated conditions per gene Abiotic stress biotic stress
  • 27. Summary the pairwised based observations • Sub-functionalization > both maintain > neo- functionalization • Sub-functionlization is extremely asymmetric
  • 28. Acknowledgement • Shinhan Shiu • Kousuke Hanada • Melissa Lehti-Shiu • Gaurav Moghe • Michael F. Thomashow • Marcela Carvallo • Colleen Doherty
  • 29. Duplication mechanisms + • Whole genome duplication • Tandem duplication • Segmental duplication • Replicative transposition
  • 30. Families that enriched in up regulated genes which arise from whole genome duplication
  • 31. Families that enriched in up regulated genes which arise from whole genome duplication
  • 32. Families that enriched in up regulated genes which arise from tandem duplication
  • 33. Pipeline for identify OGs based on gene tree topology Blastx against proteins in other 4 plant species tblastn EST contig Best Match Protein EST contig EST peptide APR orthlog include Protein A R P P A R Align the sequences and build a NJ-tree S.t 70344 S.c 36781(77%) S.t 49358(70%) S.c 33953 S.t 45669 S.c 31171(66%) S.t 42763(61%)
  • 34. Cold responsiveness conservation in the fine OGs of S.t and S.c 1871 221 209 476 349 40 66 174 S.l_up_0 S.t_up_0 S.t_up>0 S.l_up>0 S.t. S.l S.t. S.l. P(S.l_up|S.t_up) = 69% P(S.l_up|S.t_up) = 72.5%
  • 35. Function conservation in OGs of tomato and potato S .l S.t observation P< 10 -3 P< 10 -5 221 209
  • 36. Function evolution in paralogs ---Arabidopsis Questions 1. After gene duplication in one species, what is the probability of the daughter gene lose or maintain their function, and what is the probalility of gain a new function? 2. How does those probabilities change along evolution? 3. How does the result inply the machenism of regulatory network in one species? Challenge 2.gene function of ancestral genes
  • 37. Interpret the branch based observations 2
  • 38. The significance of the asymmetric partition gene1 gene2 observed frequency Log likelihood ratio = ----------------------- expected frequency
  • 39. Breadth of the stress responsiveness in different domain families
  • 40. Genes involve in stress responds in RLKs tend to located in Tandem clusters Shiu et al., 2004 Plant Cell
  • 41. Paralogs R1, R2 T1 T2 A1 A2 Orthologs Group R1,R2 T1,T2,A1,A2
  • 42. 201 1854 402 775 123 1 195 314 114 242 38 94 28 377 170 133 94 70 43 56 32 A_up_0 A_up_>0 S.t_up_0 S.t_up>0               N j N i j i N i i N j j obs j i OG j i OG j i OG j i OG j i OG j i OG , 1 , 1 1 1 10 exp 10 ) , ( ) , ( ) , ( ) , ( log ) , ( ) , ( log P(A.t_up|S.t_up) = 22.9% P(A.t_up|S.t_up) = 33.6% P(A.t_up|S.t_up) = 41% P(A.t_up|S.t_up) = 36% Gene in cold are divergent between A.t and S.t in fine OGs 2 P(S.t_up|A.t_up) = 36.8% P(S.t_up|A.t_up) = 42.2% P(S.t_up|A.t_up) = 35% P(S.t_up|A.t_up) = 42%
  • 43. Cold response of S.t paralogs are more conserved than A.t paralogs P(S.t_2_up| A.t_up& S.t_1_up ) = 57% P(A.t_2_up| S.t_up& A.t_1_up ) =26% ? ?
  • 44. Function lost Function gain Function maintain Function evolution in Paralogs Arabidopsis Function evolution in orthologs Cross species
  • 45. Cold responsiveness conservation in the fine OGs of S.t and S.c 1871 221 209 476 349 40 66 174 S.l_up_0 S.t_up_0 S.t_up>0 S.l_up>0 S.t. S.l S.t. S.l. P(S.l_up|S.t_up) = 69% P(S.l_up|S.t_up) = 72.5%
  • 46. Summary of function evolution of OGs • In OGs that the two species have evolved a long time (more than 100 million years), the cold response of orthologs diverged greatly. The number of conserved OGs is slightly bigger than random expectation • In OGs of two close related species, the cold response of orthlogs are conserved. Generally, if one gene in OGs in up regulted, the probability of one of its orthologs is up regulated is around 70%.
  • 47. Evolution of stress responsiveness • How does or stress responsiveness change over time? • Ancestral to current state: maintenance, gain, loss, and switch
  • 48. Functional change over Ks • Maintenance, gain, vs. loss NM NG NS NS NG NM 1 1 0 -1 -1 1 0 -1
  • 49. Functional change over Ks • Maintenance, loss, and swtich NM NL NS NS NL NM N NM N NL N NS N NM N NL N NS
  • 50. Sub-functionalization of stress responsiveness • Partition of ancestral function 0 0.2 0.4 0.6 0.8 1 1 0~1 0 Sp Frequency (pair) 2-5 6-10 11-15 >15 Number of conditions 1 1 1 1 1 1 1 0 -1 0 0 1 1 1 0 Informative conditions 1 1 1 1 1 1 0 0 0 0 1 1 Sp = 1 1 1 1 1 1 1 1 1 0 0 0 0 Sp = 0
  • 51. The significance of the asymmetric partition gene1 gene2 observed frequency Log likelihood ratio = ----------------------- expected frequency
  • 52. Summary • TF family is over represented in up regulated genes which evolved from whole genome duplication • Kinase family and families involved in secondary metabolism are over represented in up regulated genes which evolved from tandem duplication • After duplication, daughter genes lost their and gain function gradually ,but it become consistent • When function partition happened in a pair of daughter genes, the partition is extremely asymmetric.
  • 53. Gene regulation under stress conditions Type of stress Abiotic stress Osmotic UV-B Wounding Cold4C Heat Genotoxic Drought Salt Oxidative Type of stress Biotic stress avrRpm1 DC3000 Flg22 GST-NPP1 HrcC- HrpZ LPS P-infestans Psph Treatment >> control (% 5 FDR ) Up (1) Treatment << control ( %5 FDR ) Down (-1) Not significant Not regulated (0)
  • 54.
  • 56. Paralogs R1, R2 T1 T2 A1 A2 Orthologs Group R1,R2 T1,T2,A1,A2
  • 57. • Cross species -----Function evolution in orthologs • Arabidopsis ------Function evolution in Paralogs