The flashfm approach for fine-mapping multiple quantitative traits
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作者:
Hernandez, N.
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Univ Cambridge, MRC Biostat Unit, Cambridge, EnglandUniv Cambridge, MRC Biostat Unit, Cambridge, England
Hernandez, N.
[1
]
Soenksen, J.
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机构:
Univ Exeter Med Sch, Exeter Ctr Excellence Diabet Res EXCEED, Exeter, Devon, England
Univ Glasgow, Sch Life Sci, Glasgow, Lanark, ScotlandUniv Cambridge, MRC Biostat Unit, Cambridge, England
Soenksen, J.
[2
,3
]
Newcombe, P.
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Univ Cambridge, MRC Biostat Unit, Cambridge, EnglandUniv Cambridge, MRC Biostat Unit, Cambridge, England
Newcombe, P.
[1
]
Sandhu, M.
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机构:
Imperial Coll London, Sch Publ Hlth, Dept Epidemiol & Biostat, London, EnglandUniv Cambridge, MRC Biostat Unit, Cambridge, England
Sandhu, M.
[4
]
Barroso, I
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机构:
Univ Exeter Med Sch, Exeter Ctr Excellence Diabet Res EXCEED, Exeter, Devon, EnglandUniv Cambridge, MRC Biostat Unit, Cambridge, England
Barroso, I
[2
]
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Wallace, C.
[1
,5
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Asimit, J. L.
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Univ Cambridge, MRC Biostat Unit, Cambridge, EnglandUniv Cambridge, MRC Biostat Unit, Cambridge, England
Asimit, J. L.
[1
]
机构:
[1] Univ Cambridge, MRC Biostat Unit, Cambridge, England
[2] Univ Exeter Med Sch, Exeter Ctr Excellence Diabet Res EXCEED, Exeter, Devon, England
[3] Univ Glasgow, Sch Life Sci, Glasgow, Lanark, Scotland
Joint fine-mapping that leverages information between quantitative traits could improve accuracy and resolution over single-trait fine-mapping. Using summary statistics, flashfm (flexible and shared information fine-mapping) fine-maps signals for multiple traits, allowing for missing trait measurements and use of related individuals. In a Bayesian framework, prior model probabilities are formulated to favour model combinations that share causal variants to capitalise on information between traits. Simulation studies demonstrate that both approaches produce broadly equivalent results when traits have no shared causal variants. When traits share at least one causal variant, flashfm reduces the number of potential causal variants by 30% compared with single-trait fine-mapping. In a Ugandan cohort with 33 cardiometabolic traits, flashfm gave a 20% reduction in the total number of potential causal variants from single-trait fine-mapping. Here we show flashfm is computationally efficient and can easily be deployed across publicly available summary statistics for signals in up to six traits. Genetic signals from quantitative traits could be a challenge to finemap. Flashfm uses summary-level data in a Bayesian framework to favour shared causal variants and capitalises on information between traits, providing an accurate and efficient joint fine-mapping tool for up to six traits.
机构:
Univ North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Keele, Gregory R.
Prokop, Jeremy W.
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机构:
HudsonAlpha Inst, Huntsville, AL USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Prokop, Jeremy W.
He, Hong
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机构:
Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
He, Hong
Holl, Katie
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Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Holl, Katie
Littrell, John
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机构:
Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Littrell, John
Deal, Aaron
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Wake Forest Univ, Bowman Gray Sch Med, Dept Internal Med, Winston Salem, NC 27103 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Deal, Aaron
Francic, Sanja
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机构:
UCL, Genet Inst, London, EnglandUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Francic, Sanja
Cui, Leilei
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机构:
UCL, Genet Inst, London, EnglandUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Cui, Leilei
Gatti, Daniel M.
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机构:
Jackson Lab, 600 Main St, Bar Harbor, ME 04609 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Gatti, Daniel M.
Broman, Karl W.
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机构:
Univ Wisconsin Madison, Dept Biostat & Med Informat, Madison, WI USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Broman, Karl W.
Tschannen, Michael
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Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Tschannen, Michael
Tsaih, Shirng-Wern
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Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Tsaih, Shirng-Wern
Zagloul, Maie
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Univ North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Zagloul, Maie
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Kim, Yunjung
Baur, Brittany
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Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Baur, Brittany
Fox, Joseph
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Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Fox, Joseph
Robinson, Melanie
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机构:
HudsonAlpha Inst, Huntsville, AL USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Robinson, Melanie
Levy, Shawn
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机构:
HudsonAlpha Inst, Huntsville, AL USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Levy, Shawn
Flister, Michael J.
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机构:
Med Coll Wisconsin, Dept Pediat, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USA
Med Coll Wisconsin, Dept Physiol, 8701 Watertown Plank Rd, Milwaukee, WI 53226 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Flister, Michael J.
Mott, Richard
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UCL, Genet Inst, London, EnglandUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Mott, Richard
Valdar, William
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Univ North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA
Valdar, William
Woods, Leah C. Solberg
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机构:
Wake Forest Univ, Bowman Gray Sch Med, Dept Internal Med, Winston Salem, NC 27103 USAUniv North Carolina Chapel Hill, Dept Genet, Chapel Hill, NC USA