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In silico experimental evolution:
a tool to test evolutionary scenarios
BΓ©rΓ©nice Batut, D. P. Parsons, S. Fischer, G. Beslon, C. Knibbe
Adaptation from [HindrΓ© et al 2012]
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Elaboration of hypothetical evolutionary
scenarios with comparative genomics
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Elaboration of hypothetical evolutionary
scenarios with comparative genomics
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Elaboration of hypothetical evolutionary
scenarios with comparative genomics
Changes in lifestyle
Changes in environmental conditions?
Changes in population structure?
Changes in mutation rates?
*
*
4	
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Adaptation from [HindrΓ© et al 2012]
In vitro
Weaknesses
Long-term experiments
Difficulty to interpret the events
Difficulty to reproduce any real environmental conditions
and their variations
Experimental evolution to test evolutionary
scenarios coming from comparative genomics
5	
 Β 
Experimental evolution to test evolutionary
scenarios coming from comparative genomics
[HindrΓ© et al 2012]
In vitro
In silico
6	
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In silico experimental evolution
Population of
sequences /
Phenotype
Selection processVariation process
Changes in
lifestyle
Changes in
mutation
processes
Evolutionary
loop
Analysis of evolved
β€œorganisms”
7	
 Β 
Aevol: an in silico experimental evolution
platform - www.aevol.fr
evol
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Selection
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Selection
Replication
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rearrangements)
Population
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 ο€Œο€†ο€‰ο€ο€‚ο€‰ο€“ο€‚
Selection
Replication
(mutations,
rearrangements)
Population
	
 Β 
Aevol: an in silico experimental evolution
platform - www.aevol.fr
evol
9	
 Β 
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An organism => a structured genome with
a variable number of genes in a variable order
a variable amount of non coding sequences
a variable number of operons
…
Aevol: an in silico experimental evolution
platform - www.aevol.fr
evol
10	
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Changes in lifestyle
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*
*
Changes in lifestyle
and/or in mutation processes
*
evol
Comparative
genomics
In silico
experimental
evolution
Using aevol to test evolutionary scenarios
11	
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evolUsing aevol to test evolutionary scenarios
12	
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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
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ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€‘
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€“
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
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ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€‰ο€‚ο€‰ο€–ο€†ο€ο€„ο€Šο€‚ο€ƒο€‹ο€˜ο€Šο€™ο€ˆ
ο€šο€ƒο€Žο€…ο€ˆο€ο€˜ο€ˆο€‹ο€‚ο€—ο€‹
ο€›ο€–ο€„ο€ο€„ο€Šο€‚ο€ƒο€‹ο€…ο€ο€„ο€ˆ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€˜ο€ˆο€†ο€ˆο€Žο€„ο€Šο€œο€ˆο€‹ο€‰ο€…ο€ˆο€˜ο€˜ο€–ο€…ο€ˆ
ο€ο€„ο€ο€ο€Šο€†ο€Šο€˜ο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
ο€ο€Šο€›ο€‰ο€†ο€Šο€Žο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€‘
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€“
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€‰ο€‚ο€‰ο€–ο€†ο€ο€„ο€Šο€‚ο€ƒο€‹ο€˜ο€Šο€™ο€ˆ
ο€šο€ƒο€Žο€…ο€ˆο€ο€˜ο€ˆο€‹ο€‚ο€—ο€‹
ο€›ο€–ο€„ο€ο€„ο€Šο€‚ο€ƒο€‹ο€…ο€ο€„ο€ˆ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€˜ο€ˆο€†ο€ˆο€Žο€„ο€Šο€œο€ˆο€‹ο€‰ο€…ο€ˆο€˜ο€˜ο€–ο€…ο€ˆ
ο€ο€„ο€ο€ο€Šο€†ο€Šο€˜ο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
ο€ο€Šο€›ο€‰ο€†ο€Šο€Žο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
14	
 Β 

ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€‘
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€“
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€‰ο€‚ο€‰ο€–ο€†ο€ο€„ο€Šο€‚ο€ƒο€‹ο€˜ο€Šο€™ο€ˆ
ο€šο€ƒο€Žο€…ο€ˆο€ο€˜ο€ˆο€‹ο€‚ο€—ο€‹
ο€›ο€–ο€„ο€ο€„ο€Šο€‚ο€ƒο€‹ο€…ο€ο€„ο€ˆ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€˜ο€ˆο€†ο€ˆο€Žο€„ο€Šο€œο€ˆο€‹ο€‰ο€…ο€ˆο€˜ο€˜ο€–ο€…ο€ˆ
ο€ο€„ο€ο€ο€Šο€†ο€Šο€˜ο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
ο€ο€Šο€›ο€‰ο€†ο€Šο€Žο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€‘
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€“
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
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ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€‰ο€‚ο€‰ο€–ο€†ο€ο€„ο€Šο€‚ο€ƒο€‹ο€˜ο€Šο€™ο€ˆ
ο€šο€ƒο€Žο€…ο€ˆο€ο€˜ο€ˆο€‹ο€‚ο€—ο€‹
ο€›ο€–ο€„ο€ο€„ο€Šο€‚ο€ƒο€‹ο€…ο€ο€„ο€ˆ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€˜ο€ˆο€†ο€ˆο€Žο€„ο€Šο€œο€ˆο€‹ο€‰ο€…ο€ˆο€˜ο€˜ο€–ο€…ο€ˆ
ο€ο€„ο€ο€ο€Šο€†ο€Šο€˜ο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
ο€ο€Šο€›ο€‰ο€†ο€Šο€Žο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€‘
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€“
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
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ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€‰ο€‚ο€‰ο€–ο€†ο€ο€„ο€Šο€‚ο€ƒο€‹ο€˜ο€Šο€™ο€ˆ
ο€šο€ƒο€Žο€…ο€ˆο€ο€˜ο€ˆο€‹ο€‚ο€—ο€‹
ο€›ο€–ο€„ο€ο€„ο€Šο€‚ο€ƒο€‹ο€…ο€ο€„ο€ˆ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€˜ο€ˆο€†ο€ˆο€Žο€„ο€Šο€œο€ˆο€‹ο€‰ο€…ο€ˆο€˜ο€˜ο€–ο€…ο€ˆ
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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
ο€ο€Šο€›ο€‰ο€†ο€Šο€Žο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€“
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€‰ο€‚ο€‰ο€–ο€†ο€ο€„ο€Šο€‚ο€ƒο€‹ο€˜ο€Šο€™ο€ˆ
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ο€›ο€–ο€„ο€ο€„ο€Šο€‚ο€ƒο€‹ο€…ο€ο€„ο€ˆ
ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
ο€˜ο€ˆο€†ο€ˆο€Žο€„ο€Šο€œο€ˆο€‹ο€‰ο€…ο€ˆο€˜ο€˜ο€–ο€…ο€ˆ
ο€ο€„ο€ο€ο€Šο€†ο€Šο€˜ο€ο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹ο€‹
ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€‘
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€’
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€”
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ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
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ο€‡ο€ˆο€•ο€–ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€—ο€‹
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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„
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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

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ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€Œ
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ο€ˆο€ƒο€œο€Šο€…ο€‚ο€ƒο€›ο€ˆο€ƒο€„

ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€ο€Žο€ˆο€ƒο€ο€…ο€Šο€‚ο€‹ο€
ο€‡ο€ˆο€‰ο€ˆο€„ο€Šο€„ο€Šο€‚ο€ƒο€‹ο€Œ
ο€‡ο€ˆο€‘ο€’ο€Žο€„ο€Šο€‚ο€ƒο€‹ο€‚ο€“ο€‹
ο€”ο€ˆο€†ο€ˆο€Žο€„ο€Šο€•ο€ˆο€‹ο€‰ο€…ο€ˆο€”ο€”ο€’ο€…ο€ˆ
Smoother distribution of growth rates
     
ο€†ο€„ο€‚ο€ο€†ο€ο€‚ο€‡ο€†ο€ο€‚ο€ˆο€†ο€ο€‚ο€‰ο€†ο€ο€‚ο€…ο€ο€‚ο€
ο€Šο€‹ο€Œο€ο€Žο€  ο€Œο€’ο€“ο€‘ο€ο€ο€”ο€Œο€“
ο€•ο€–ο€“ο€—ο€“ο€Žο€ο€˜ο€ο€‘ ο€Žο€ο€“ο€™ο€™ο€˜ο€Žο€˜ο€“ο€‘ο€ ο€–ο€š
ο€ο€‚ο€ƒο€„ο€…ο€†ο€‡ο€ˆο€‰ο€‡ο€Šο€‹ο€ˆο€Œο€†ο€ο€‡ο€‹ο€„ο€†ο€Ž
ο€“ο€›ο€Œο€•ο€œο€ο€‚ο€˜ο€‹ο€Œο€ο€Žο€ο€šο€œο€„
Control
k = 750
Scenario
k = 250
15	
 Β 
Genome shrinkage under relaxed
selection
   

ο€Œο€ο€ˆο€ο€Šο€Žο€‰ο€ο€‡ο€ˆο€
ο€Œο€ο€ˆο€‡ο€‘ο€ο€ο€ο€’ο€
ο€†ο€‡ο€ˆο€‰ο€Šο€‡ο€‹
16	
 Β 
   

ο€™ο€Žο€ˆο€Žο€Šο€ο€‰ο€ο€‡ο€ˆο€–
ο€™ο€Žο€ˆο€‡ο€šο€Žο€–ο€ο€›ο€Ž
ο€†ο€‡ο€ˆο€‰ο€Šο€‡ο€‹
ο€Œο€ο€Žο€ˆο€ο€Šο€ο€‡
ο€‘ο€Žο€’ο€“ο€ο€‰ο€ο€‡ο€ˆο€”ο€‡ο€•ο€”
ο€–ο€Žο€‹ο€Žο€ο€‰ο€ο€—ο€Žο€”ο€˜ο€Šο€Žο€–ο€–ο€“ο€Šο€Ž
Genome shrinkage under relaxed
selection
17	
 Β 
   

ο€›ο€ο€Šο€ο€Œο€‘ο€‹ο€’ο€‰ο€Šο€˜
ο€›ο€ο€Šο€‰ο€œο€ο€˜ο€’ο€ο€
   

ο€›ο€ο€Šο€ο€Œο€‘ο€‹ο€’ο€‰ο€Šο€˜
ο€›ο€ο€Šο€‰ο€œο€ο€˜ο€’ο€ο€
ο€ˆο€‰ο€Šο€‹ο€Œο€‰ο€
ο€Žο€ο€ο€Šο€‘ο€Œο€’ο€‰
ο€“ο€ο€”ο€•ο€ο€‹ο€’ο€‰ο€Šο€–ο€‰ο€—ο€–
ο€˜ο€ο€ο€ο€ο€‹ο€’ο€™ο€ο€–ο€šο€Œο€ο€˜ο€˜ο€•ο€Œο€
Genome shrinkage under relaxed
selection
18	
 Β 
   

ο€ ο€ο€Šο€ο€Œο€‘ο€‹ο€’ο€‰ο€Šο€˜
ο€ ο€ο€Šο€‰ο€‘ο€ο€˜ο€’ο€’ο€
   

ο€ ο€ο€Šο€ο€Œο€‘ο€‹ο€’ο€‰ο€Šο€˜
ο€ ο€ο€Šο€‰ο€‘ο€ο€˜ο€’ο€’ο€
ο€ˆο€‰ο€Šο€‹ο€Œο€‰ο€
ο€Žο€ο€ο€Šο€‘ο€Œο€’ο€‰
ο€“ο€ο€”ο€•ο€ο€‹ο€’ο€‰ο€Šο€–ο€‰ο€—ο€–
ο€˜ο€ο€ο€ο€ο€‹ο€’ο€™ο€ο€–ο€šο€Œο€ο€˜ο€˜ο€•ο€Œο€
ο€›ο€œο€ο€ƒο€ο€–ο€žο€š
ο€‡ο€‚ο€–ο€ˆο€Ÿο€Ž
ο€ƒο€ƒο€œο€ο€›ο€‡ο€–ο€žο€š
ο€ƒο€ƒο€„ο€–ο€ˆο€Ÿο€Ž
Genome shrinkage under relaxed
selection
19	
 Β 
Smaller and more compact genomes

ο€Ÿο€ ο€‘ο€ο€žο€“ ο€”ο€˜
ο€—ο€”ο€—ο€’ο€™ο€”ο€šο€–ο€—ο€›
ο€ο€œο€ο€žο€
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ο€—ο€ ο€‘ο€ο€žο€“
ο€ο€ƒο€ο€…ο€ο€‡ο€ο€ˆο€
ο€£ο€ ο€—ο€™ο€•ο€–ο€”ο€—ο€œο€€
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ο€‘ο€žο€œο€— ο€ο€–ο€¦ο€ž
ο€ο€ƒο€ο€ο€ο€…ο€ο€ο€ο€‡ο€ο€ο€ο€ˆο€ο€ο€ο€‚ο€ο€ο€ο€
ο€§ο€žο€—ο€”ο€‘ο€ž
ο€ο€–ο€¦ο€ž
ο€ο€‰ο€ο€ο€‰ο€ƒο€ο€‰ο€…ο€ο€‰ο€‡ο€ο€‰ο€ˆ
ο€¨ο€žο€œο€—ο€”ο€—ο€‚ο€ο€‹ο€ο€ο€ο€€ο€œο€ο€•ο€›ο€žο€—ο€žο€“ο€œο€•ο€–ο€”ο€—ο€
ο€₯ο€₯ ο€₯ ο€₯
ο€ο€‚ο€ƒο€„ο€…ο€†ο€‡ο€ˆ
ο€‰ο€ˆο€„ο€Šο€†ο€ˆο€‹
ο€Šο€‹ο€‡ο€‚ο€‡ο€Œο€ο€Ž
ο€ˆο€†ο€Œο€ο€ο€‘
ο€‚ο€‚ο€‹ο€‡ο€Šο€ˆο€Œο€ο€Ž
ο€‚ο€‚ο€ƒο€Œο€ο€ο€‘
ο€’ο€“ο€”ο€Žο€”ο€“ο€•ο€–ο€”ο€—ο€Œο€”ο€˜ο€Œ
ο€™ο€”ο€šο€–ο€—ο€›ο€Œο€ο€œο€ο€žο€
20	
 Β 
Smaller and more compact genomes

ο€Ÿο€ ο€‘ο€ο€žο€“ ο€”ο€˜
ο€—ο€”ο€—ο€’ο€™ο€”ο€šο€–ο€—ο€›
ο€ο€œο€ο€žο€
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21	
 Β 
Smaller and more compact genomes
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ο€₯ο€₯ ο€₯ ο€₯
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22	
 Β 
Comparison with endosymbionts and
Prochlorococcus

ο€ˆο€‰ο€„ο€Šο€‹ο€Œο€ο€Ž
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ο€™ο€”ο€“ο€šο€—ο€‘ο€˜
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50%
-100%
-50%
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50%
23	
 Β 
An exact β€œfossil record” is saved
during each run

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24	
 Β 
Mutational events on winning lineage

ο€‡ο€ˆο€‰ο€ˆο€ƒο€Šο€…ο€‚ο€‹ο€‰
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25	
 Β 
150,000⇧200,000
Numberoffixedevents
020040060080010001200
Switch
Smallinsertion
Smalldeletion
Duplication
Deletion
Translocation
Inversion
Mutational events on winning lineage
26	
 Β 
Control	
 Β 
Scenario	
 Β 
150,000⇧200,000
Numberoffixedevents
020040060080010001200
Switch
Smallinsertion
Smalldeletion
Duplication
Deletion
Translocation
Inversion
Mutational events on winning lineage
27	
 Β 
Control	
 Β 
Scenario	
 Β 
5β‹…10βˆ’6
per	
 Β base	
 Β  5β‹…10βˆ’5
per	
 Β base	
 Β 
In silico experimental evolution:
a tool to test evolutionary scenarios


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ο€œο€Œο€—ο€’ο€›ο€ο€ο€‘ο€’ο€ Adaptation from [Wagner 2009]
In silico experimental evolution:
a tool to test evolutionary scenarios


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ο€œο€Œο€—ο€’ο€›ο€ο€ο€‘ο€’ο€ Adaptation from [Wagner 2009]
29	
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www.aevol.fr 
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31	
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