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QTN modulating the transcription rate of a chromosome domain encompassing PLAG1 control bovine stature. Michel Georges University of Liège Belgium. Introduction. GWAS identify … … risk loci 150 Kb 3.5 genes (range: 0-35) … but neither genes, nor causal variants Genomic selection …
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QTN modulating the transcription rate of a chromosome domain encompassing PLAG1 control bovine stature. Michel Georges University of Liège Belgium
Introduction • GWAS identify … • … risk loci • 150 Kb • 3.5 genes (range: 0-35) • … but neither genes, nor causal variants • Genomic selection … • … is effective • … has confirmed quasi-infinitesimal component for most traits • … is a new “black box”
Acknowledgments • UAG / Liège • L. Karim • H. Takeda • L. Lin • T. Druet • F. Farnir • B. Grisart • N. Cambisano • W. Coppieters • Boviquest / NZ • J. Arias • S. Davis • B. Harris • M. Keehan • M. Littlejohn • R. Spelman
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 750 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
Stature • Human: • Paradigmatic Quantitative Trait • h280% • Quasi-infinitesimal architecture • Dog: • 5 loci explain nearly all the difference of stature between breeds. • Cattle: • Auroch: 2m=> domestic cattle: 1.1-1.5m • Economically important trait • h225-80% • Many reported “QTL”
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
A QTL affecting stature maps to BTA14: HF x J F2 population 500 traits
A QTL affecting stature maps to BTA14: line-cross model 294 microsatellites
A QTL affecting stature maps to BTA14: ½-sib model Across-family analysis – 1 QTL 8->56 μsat.
A QTL affecting stature maps to BTA14: ½-sib model Within family analysis – effects Within family analysis – significance
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
L+LD fine-mapping defines 780 Kb interval: F2 population • + 925 SNPs • LD non inbred F0 Multipoint analysis – 1 QTL/2 QTL Single-point analysis – 1 QTL 10% of phenotypic variance - Mixed model including “animal effect” - Hidden Haplotype States
L+LD fine-mapping defines 780 Kb interval: outbred pop. Substitution effects of hidden haplotype states “Q” 1% of phenotypic variance “q” Multipoint analysis – 1 QTL/2 QTL 3% of phenotypic variance No unique haplotype associated with Q or q
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
HT sequencing of 780 Kb interval: =>13 candidate QTN • M&M: • “Progeny-tested” chromosomes of six F1 sires • 103 long range PCR products • Sire-specific multiplex identifiers (MIDs) • Roche FLX MASA: Converting a polygenic trait in a series of monogenic entities
HT sequencing of 780 Kb interval: =>13 candidate QTN • Results: • Average 20-fold coverage / sire • 9,572 variants π: 1/300 • 14 candidate QTN segregation pattern compatible with QTL genotype.
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
Expression analysis: M&M • 79 fetuses • QRT-PCR (SYBR and/or 3’exonucl.) • x/8 internal controls selected with geNorm • ≤ 4 amplicons/gene
The pQTN affect expression of all genes in conserved domain Average: 20.86 ≈ 1.8
Allelic imbalance at (pre-)mRNA level => transcriptional effect
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
Plan • Mapping the QTL • Stature • A QTL affecting stature maps to BTA14 • L+LD fine-mapping defines a 780 Kb CI • Genetic identification of the QTN • HT sequencing identifies 13 candidate pQTN • Exploiting haplotype diversity to eliminate 5/13 candidate pQTN • Functional analysis of the QTN • Intact ORFs support regulatory pQTN • pQTN affects expression of PLAG1-encompassing domain • Reporter assays and EMSA support causality of pQTN in PLAG1-CHCHD7 bidirectional promoter • Identifying the causative gene • Naturally occurring null allele excludes CHCHD7 • Conclusions
Formal test for gene causality:Distribution of rare variant Σ=5% Σ=17%
Formal test for gene causality:reciprocal hemizygosity Steinmetz et al. 2002
Formal test for gene causality: quantitative complementation
Naturally occurring null allele excludes CHCHD7 CHCHD7 cis-eQTLwith distinct segregation vector (vs “pQTL”)
Naturally occurring null allele excludes CHCHD7 “eQTN” is a donor splice site variant
Naturally occurring null allele excludes CHCHD7 • Splice site variant affects transcript levels in multiple (all?) tissues • pQTL and eQTL have different segregation vector • pQTL effect on stature is same for 4 segregating sires • eQTN has no significant “residual” effect on stature • No failure to quantitatively complement
Naturally occurring null allele excludes CHCHD7 • Splice site variant affects transcript levels in multiple (all?) tissues • pQTL and eQTL have different segregation vector • pQTL effect on stature is same for 4 segregating sires • eQTN has nosignificant “residual” effect on stature • No failure to quantitatively complement => CHCHD7 can not be sole causative gene