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1
Bridging Physiological and EvolutionaryTime Scales in a Gene Regulatory Network
Case study of the Drought Gene Regulatory Network
in Sunflower
Nicolas LangladeINRA Toulouse
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Gene Regulatory Network
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Complex molecular and physiological functionsare the product of many genes that
are coordinated spacially and temporally = GRN
Are molecular and physiological functions related in the GRN?
Is genetic diversification constrained by the GRN?Speciation?
Domestication?Breeding?
Drought Gene Regulatory Networkin Sunflower
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Drought Gene Regulatory NetworkGene selection
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51
1657
316 247
Growth chamberABA 10µM
Plantlet
367
+ key genes in hormonalsignaling pathways = 182 genes selected
FieldFTSW 0.2 vs 0.6Post-flowering
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Glasshouse FTSW 0.1 vs 1Pre-flowering
Rengel et al., 2012 PLoS ONE
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Time (h)ΔΔ
Ct
Drought Gene Regulatory NetworkGene selection
23
51
1657
316 247
Growth chamberABA 10µM
Plantlet
367
+ key genes in hormonalsignaling pathways = 182 genes selected x
FieldFTSW 0.2 vs 0.6Post-flowering
7 Times9 Hormones3 Repeats
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ABF2
Glasshouse FTSW 0.1 vs 1Pre-flowering
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• Goals of the modeling:• Obtain a meta-network• Identify hormone-specific edges/pathways
• Nature of the prediction• Oriented edges
• Statistical methodsperformed by M. Vignes (INRA Toulouse) and P. Geurts and V.-A. Huynh-Thu (U. Liège)
• Gaussian Graphical ModelSIMoNe (J. Chiquet, Evry)
• Random ForestGENIE3 (P. Geurts, Liège)
META-ANALYSIS
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Gene iTime = t
Gene jTime = t+1
Drought Gene Regulatory NetworkInference Methodology
described in Marchand et al. 2014 Supp. Mat.
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Sunflower drought GRN69 genes
2/3 from sunflower transcriptomic studies1/3 from model species data
79 edges
Several hormonesABAEthyleneMe-Jasmonate…
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GRN topological parameters
Average ShortestPath Length
Degree of connectivity
What is the relation between molecular functions are position in the GRN?
What is the link between genetic diversity and position in the GRN?
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Low degree of connectivity: Enzyme activity Metabolic process Redox activity ATP binding Protein phosphorylation
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Intermediate degree of connectivity: Transcription Factor Chromatin interaction DNA binding to specific sequence
ABF2
MYC2
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High degree of connectivity: Transporter Ion Channel Cl- and NO3
-
CLC-A
NRT1.1
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SULTR1 ABF2
NRT1.1
PMEAMT
APX1
CCT2
CLC-a
PLD α2
HaT13l028104
MYC 2
HAB1
ARIA
ABA1
GUN5
HaT13l074901
CPK5
Emb1075
Anion transporter
Cell protection
Signal transduction
Transcription factor
Genes involved in ABA pathways
Links from literature
Links inferred in the GRN :ABA dependent pathway
Links inferred in the GRN : ABA independent pathway
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ABA
JA
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How GRN can allow or constrain evolution?
Domestication Local adaptation
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Genetic diversity in the drought GRN
14Map from Renault et al., 2013, Nat Comm
Collaboration N. Kane & L. Rieseberg (UC Boulder & UBC Vancouver)
H. annuus
H. petiolaris H. argophyllus
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Genetic diversity in the drought GRN
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GRN levelNo significant correlation between
topological parameters and FST
Gene levelNRT1.1 (hub)
Significant loss of diversityin H. argophyllus
H. annuus
H. petiolaris H. argophyllus
? Evolution of the topology of the GRN during speciation
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Genetic diversity in the drought GRN
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GRN topology parameters , FST
rho = 0.976, p=10-4
WildH. annuus Elite
H. annuus
Landrace H. annuus
GRN topology parameters , FST
rho = 0.946, p=0.002
ASPL, FST
R = 0.74, p=0.003
Average ShortestPath Length
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Who constrains who?
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Many thanks to our collaborators
Publication: Marchand et al. 2014 New Phytologist (arXiv)
Statisticians: M. Vignes (INRA Toulouse) and Pierre Geurts and V-A Huynh-Thu (U. Liege)
Evolutionary Biologists: N. Kane (UC Boulder and L. Rieseberg UBC Vancouver)
Genetics: P. Vincourt, S. Muños, B. Mangin
Bioinformatics: J. Gouzy, S. Carrère
Sunflower biotech and breeders: Biogemma, RAGT 2N, Soltis, Syngenta
G. Marchand