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Global analysis of genetic, epigenetic and transcriptional polymorphisms in Arabidopsis thaliana using whole genome tiling array
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Linaria vulgaris flowers (Cubas et al., 1999) DNA methylation Tomato ripening mutant (Manning et al., 2006) Genome defense against mobile elements Regulation of gene activity
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Symmetric cytosine methylation: m CG m CNG Asymmetric cytosine methylation: m CNN Plant DNA methylation
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Extent of CG methylation and methylation polymorphism among natural accessions Inheritance of methylation polymorphisms Any effect of methylation on gene expression What we want to know
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5’-C CGG- 3’-GGC C- Enzyme methylome approach 5’-CCGG- 3’-GGCC- 5’-CmCGG- 3’-GGCmC- 5’-mCmCGG- 3’-GGCmCm- 5’-mCCGG- 3’-GGCCm- HpaII cutting YNN Rare in plant MspI cutting YYN
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CG-methylation and expression profiling 300ng genomic DNA Digest with either mspI or hpaII Label with biotin random primers Hybridize to AtTILE1F Col♀ x Col♂Van ♀ x Van ♂Col ♀ x Van ♂Van ♀ x Col ♂ mRNA from 20ug totoal RNA Double-stranded cDNA synthesis Label with biotin random primers Hybridize to AtTILE1F
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HpaII digestion Random labeling MspI digestion * * * A) B) Constitutive CG methylation HpaII MspI HpaII MspI ColVan intensity
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Methylation polymorphisms HpaII ColVan intensity MspI HpaII MspI HpaII digestion * * * A) B) Col genotype Van genotype MspI digestion HpaII digestion MspI digestion * * *
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A) B) HpaII ColVan intensity MspI HpaII MspI Sequence polymorphisms * * Col genotype Van genotype
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Simultaneous genetic and epigenetic profiling # of unique probes: 1,683,620 # of CCGG-containing probes: 54,519 model: Intensity ~ genotype + enzyme + genotype x enzyme
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Summary of sequence polymorphisms FDRCalled a False b Sig- c Sig+ c 13.05% 211220 29007 58628 152592 6.22% 173611 11363 33227 140384 2.74% 153401 4431 23326 130075 1.16% 138552 1698 17742 120810 0.51% 126499 678 14131 112368 0.22% 116122 272 11448 104674 0.09% 106817 104 9347 97470 Called: significant features False: false positives based on permutation Sig-: Van greater signal Sig+: Col greater signal
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Genome distribution of SFPs
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CD c IntronUTRsPromoter d Downstream e Intergenic Total SFP a 23180198065130301903215850539161003 Feature b 5264073019471052604295854526815937572409637 Percentage4.40%6.56%4.87%7.03%7.10%8.51%6.68% Genic distribution of SFPs a The number of SFPs within each annotation category. b The number of features within each annotation category. c Coding sequences. d The sequences from transcriptional start to upstream 1kb. e The sequences from transcriptional stop to downstream 1kb.
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EnzymeGenotype x enzyme p-valueHpaII > MspI a p-valueCol-specific b Van-specific c <0.012373<0.011062407 <0.054522<0.032389944 <0.16324<0.0537001515 Gene d 3628 (20%)Gene d 3498 (20%) Total gene e 17760Total gene e 17760 Promoter f 305 (6%)Promoter f 455 (9%) Total promoter g 5041Total promoter g 5041 Intergenic h 1298 (16%)Intergenic h 782 (9%) Total intergenic i 8264Total intergenic i 8264 Methylation polymorphisms are extensive a Features of constitutive CG methylation bc Features of Col- or Van-specific methylation df cDNAs or promoters with feature(s) of enzyme effect (p < 0.1) or genotype × enzyme interaction (p < 0.05) eg cDNAs or promoters containing CCGG feature(s) h Intergenic features (excluding cDNAs or promoters) of enzyme effect (p < 0.1) or genotype × enzyme interaction (p < 0.05) i Intergenic (excluding cDNAs or promoters) CCGG-containing features
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Verification of methylation polymorphisms
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bp Genome distribution of constitutive and polymorphic methylation sites
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bp Co-methylation of pericentromere regions
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Genic distribution of constitutive and polymorphic methylation sites
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Correlation between gene size and constitutive CG methylation
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Col Van Col♂ x Van♀ Van♂ x Col♀ CC*GG chromomethylase 2 (CMT2) exon19 epiTyper
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Full model: Intensity ~ genotype + enzyme + genotype x enzyme Genotype: Additive (between parents) Dominant (between F1 and mid-parent) Maternal (between reciprocal F1s) Inheritance of CG methylation polymorphism
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Additive effect describes intensity difference between parent strains across enzyme treatments. Additive effect HpaII MspI log intensity Col Van Col HpaII MspI log intensity Col Van Col Van SFP; Col has greater signal than Van. Van duplication or deletion in Col; Van has greater signal than Col F1c F1vF1c F1v F1c F1v F1c F1v Additive effect + Additive effect -
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Dominant effect describes intensity difference between mid-parent (average of parents; dashed line) and average of F1 hybrids across enzyme treatments. Dominant effect Col Van Col F1c F1v F1c F1v HpaII MspI Increased F1 hybridization compared with expected from mid-parent log intensity Dominant effect + Col Van Col Dominant effect - F1c F1v F1cF1v HpaII MspI log intensity Reduced F1 hybridization compared with expected from mid-parent
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Maternal effect describes intensity difference between reciprocal F1 hybrids across enzyme treatments. Maternal effect F1v F1c Maternal effect + HpaII MspI F1vF1c log intensity F1c HpaII MspI F1v F1c F1v Random variation; Col-mother F1 with greater signal than Van-mother F1 Random variation; Van-mother F1 with greater signal than Col- mother F1 log intensity Col Van Col Van Col Van Col Van Maternal effect -
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Enzyme effect describes intensity difference between HpaII and MspI enzyme treatment across genotypes. Enzyme effect HpaII MspI Col Van Enzyme effect + Van F1c F1v F1c F1v log intensity HpaII MspI Col Van F1c F1v F1c F1v Constitutive CG methylation; HpaII samples have greater signal Normalization and/or preferential labeling of short fragment; MspI samples have greater signal log intensity Enzyme effect -
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Additive x enzyme effect describes differential enzyme sensitivity between parent strains. Additive x enzyme interaction Additive x enzyme effect + log intensity Van Col Van HpaII MspI Col-specific methylation Van-specific methylation F1c F1v F1c F1v log intensity Van Col Van F1c F1v F1c F1v HpaII MspI Additive x enzyme effect -
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Dominant x enzyme effect describes differential enzyme sensitivity between mid-parent (average of parents; dashed line) and average of F1 hybrids. Dominant x enzyme interaction Col Van Col F1c HpaII MspI Dominant x enzyme effect + F1v Van F1c F1v Col Van Col F1c HpaII MspI F1v Van F1c F1v log intensity Col-dominant methylation Van-dominant methylation log intensity Dominant x enzyme effect -
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Maternal x enzyme effect describes differential enzyme sensitivity between reciprocal F1 hybrids Maternal x enzyme interaction Maternal x enzyme effect + Col-mother hybrid specific methylation Van-mother hybrid specific methylation log intensity Van Col Van HpaII MspI F1c F1v F1c F1v log intensity Van Col Van HpaII MspI F1c F1v F1c F1v Maternal x enzyme effect -
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additivedominant maternal enzyme Significance of main effects
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additive χ enzymedominant χ enzymematernal χ enzyme Significance of genotype x enyzme effects
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Correlation of constitutive CG methylation and absolute gene expression
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Correlation of polymorphic CG methylation and gene expresson variation
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effectGOatermp-valueGOatermp-value addenz Col > VanVan > Col GO:0006457protein folding7.84E-05GO:0007242intracellular signaling cascade1.72E-03 GO:0009909regulation of flower development5.05E-03GO:0015979photosynthesis2.76E-03 GO:0007018microtubule-based movement8.56E-03GO:0006952defense response5.82E-03 GO:0006511ubiquitin-dependent protein catabolic process1.27E-02GO:0030001metal ion transport1.24E-02 GO:0007275multicellular organismal development1.50E-02GO:0009809lignin biosynthetic process2.49E-02 GO:0042254ribosome biogenesis and assembly2.03E-02GO:0006813potassium ion transport2.91E-02 GO:0019538protein metabolic process2.16E-02GO:0009739response to gibberellin stimulus4.85E-02 GO:0006470protein amino acid dephosphorylation2.73E-02 GO:0009567double fertilization forming a zygote and endosperm2.98E-02 GO:0045454cell redox homeostasis3.39E-02 GO:0007568aging4.67E-02 domenz F1 hybrids > parentsc parents > F1 hybridsc GO:0009965leaf morphogenesis2.13E-04GO:0042254ribosome biogenesis and assembly6.60E-03 GO:0009225nucleotide-sugar metabolic process4.21E-04GO:0009617response to bacterium1.36E-02 GO:0006869lipid transport2.96E-03GO:0009744response to sucrose stimulus2.31E-02 GO:0010119regulation of stomatal movement8.79E-03GO:0016192vesicle-mediated transport2.59E-02 GO:0000271polysaccharide biosynthetic process9.77E-03GO:0000074regulation of progression through cell cycle2.60E-02 GO:0015995chlorophyll biosynthetic process2.03E-02GO:0045449regulation of transcription3.60E-02 GO:0048364root development2.11E-02GO:0006810transport4.08E-02 GO:0009408response to heat2.33E-02 GO:0009908flower development4.08E-02 GO:0015979photosynthesis4.11E-02 GO:0045454cell redox homeostasis4.13E-02 GO:0019575sucrose catabolic process using beta-fructofuranosidase4.41E-02 GO:0009887organ morphogenesis4.49E-02 matenz Col-mother F1 > Van-mother F1dVan-mother F1 > Col-mother F1d GO:0015979photosynthesis1.17E-03GO:0015986ATP synthesis coupled proton transport1.09E-02 GO:0015995chlorophyll biosynthetic process1.22E-03GO:0006470protein amino acid dephosphorylation1.11E-02 GO:0009408response to heat1.76E-02GO:0009407toxin catabolic process1.14E-02 GO:0009416response to light stimulus2.87E-02GO:0006944membrane fusion2.60E-02 GO:0006520amino acid metabolic process3.38E-02GO:0009909regulation of flower development2.92E-02 GO:0042742defense response to bacterium3.50E-02GO:0009873ethylene mediated signaling pathway4.07E-02 GO:0006397mRNA processing4.44E-02 Gene set enrichment in genic CG methylation polymorphisms
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Col methylation > Van methylation c Col-mother F1 expression > Van-mother F1 expression d GO e termp-valueGO e termp-value BP a GO:0006457protein folding*7.84E-05GO:0006412translation2.13E-32 GO:0009909regulation of flower development5.05E-03GO:0006457protein folding*2.09E-30 GO:0007018microtubule-based movement*8.56E-03GO:0042254ribosome biogenesis and assembly*2.82E-15 GO:0006511ubiquitin-dependent protein catabolic process1.27E-02GO:0007018microtubule-based movement*1.14E-11 GO:0007275multicellular organismal development1.50E-02GO:0006334nucleosome assembly1.88E-09 GO:0042254ribosome biogenesis and assembly*2.03E-02GO:0009408response to heat4.49E-09 MF b GO:0031072heat shock protein binding*1.67E-03GO:0003735structural constituent of ribosome6.21E-32 GO:0003777microtubule motor activity*7.56E-03GO:0003777microtubule motor activity*2.75E-13 GO:0051082unfolded protein binding*1.27E-02GO:0003723RNA binding1.34E-12 GO:0015035protein disulfide oxidoreductase activity1.90E-02GO:0051082unfolded protein binding*1.44E-12 GO:0005528FK506 binding*2.59E-02GO:0003755peptidyl-prolyl cis-trans isomerase activity*6.31E-10 GO:0003755peptidyl-prolyl cis-trans isomerase activity*3.19E-02GO:0005525GTP binding1.63E-08 GO:0031072heat shock protein binding*1.99E-08 GO:0005528FK506 binding*3.02E-06 Maternal methylome could be important for reciprocal F1 gene expression
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