multivariate association analysis

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Multivariate association analysis Manuel Ferreira & Shaun Purcell Boulder, 2009

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Multivariate association analysis. Manuel Ferreira & Shaun Purcell. Boulder, 2009. r. Trait A. SNP. Canonical correlation. k traits. n individuals. Score = w A *A + w B *B + ... + w J *J. SNP. plink.multivariate. http://genepi.qimr.edu.au/staff/manuelF/. FILES:. - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Multivariate association analysis

Multivariate association

analysisManuel Ferreira & Shaun Purcell

Boulder, 2009

Page 2: Multivariate association analysis

A B C D E F G H I J

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SNP

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Ind

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2

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N

SNP

Trai

t A

r

Page 3: Multivariate association analysis

A B C D E F G H ... k

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SNP

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Ind

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n

Canonical correlation

Score = wA*A + wB*B + ... + wJ*JSNP

kknF knk 111,

k traitsn

indi

vidu

als

2ˆ1

Page 4: Multivariate association analysis
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Page 6: Multivariate association analysis

1 1 0 0 1 1 A A2 1 0 0 1 1 A B3 1 0 0 1 1 A A4 1 0 0 1 1 A A5 1 0 0 1 1 A A6 1 0 0 1 1 A B

[contents of model1.ped]

plink.multivariatehttp://genepi.qimr.edu.au/staff/manuelF/

1 1 1.050 -0.127 -0.327 0.8992 1 0.255 -2.765 -0.15 -1.4263 1 0.033 1.664 0.355 0.3944 1 0.501 -0.657 -0.58 -0.0125 1 0.025 1.242 1.012 1.1326 1 0.786 0.495 -0.667 1.662

[contents of model1.phen]

./plink.multivariate --file model1 --covar model1.phen --mqfam

FILES:

USAGE:

CHR SNP BP NFAM NIND F P WEIGHTS 1 test 0 500 500 5.329 1.75e-07 -0.4264,-0.4766,-0.5416,-0.353

OUTPUT:

Page 7: Multivariate association analysis

1 3.01 0.0027462 3.372 0.00080323 3.845 0.00013634 2.485 0.013295 0.622 0.53396 1.105 0.26977 -0.364 0.71598 -0.686 0.4939 0.896 0.370410 -0.158 0.8738

MODEL1

SNP Beta Univariate P

MODEL2

SNP Beta Univariate P

1 4.528 7.444e-062 2.362 0.018543 -2.802 0.0052784 -2.607 0.009415 -0.366 0.71446 0.0938 0.92537 -0.086 0.9318 0.1062 0.91549 0.6103 0.54210 -0.122 0.9024

Multivariate P 1.75e-07 1.404e-06Multivariate P