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Table 1 The type I error rates of genetic association tests with phenotypes imputed with different methods. (\(\alpha\)=0.05, 95\(\%\) confidence interval of \(\alpha\): (0.0362, 0.0638); heritability \(h^2=0;\) correlation of phenotypes \(\rho\) =0.5; 1000 replicated samples; sample size \(n=1000\))

From: A novel phenotype imputation method with copula model

Dist. \(^{1}\)

Association tests

Unimputed

PHENIX

PIM

C-MSE

C-(0–1)

C-QL

MVN

TATES

0.055

0.057

0.045

0.040

0.052

0.043

MANOVA

0.049

0.036

0.043

0.038

0.037

0.042

M-Phen

0.051

0.044

0.059

0.060

0.057

0.062

AFC

0.055

0.046

0.037

0.043

0.058

0.061

Tippel

0.049

0.061

0.055

0.056

0.049

0.044

MG

TATES

0.051

\(\mathbf {0.066}\)

\(\mathbf {0.071}\)

0.039

0.053

0.060

MANOVA

0.054

\(\mathbf {0.065}\)

\(\mathbf {0.073}\)

0.051

0.047

0.043

M-Phen

0.045

\(\mathbf {0.080}\)

\(\mathbf {0.075}\)

0.044

0.050

0.053

AFC

0.055

\(\mathbf {0.065}\)

\(\mathbf {0.063}\)

0.047

0.056

0.059

Tippel

0.050

\(\mathbf {0.074}\)

\(\mathbf {0.077}\)

0.060

0.054

0.039

Mixed

TATES

0.055

\(\mathbf {0.077}\)

\(\mathbf {0.085}\)

0.037

0.042

0.045

MANOVA

0.049

\(\mathbf {0.079}\)

\(\mathbf {0.084}\)

0.056

0.052

0.061

M-Phen

0.049

\(\mathbf {0.088}\)

\(\mathbf {0.079}\)

0.057

0.061

0.060

AFC

0.036

\(\mathbf {0.068}\)

\(\mathbf {0.070}\)

0.048

0.060

0.054

Tippel

0.048

\(\mathbf {0.090}\)

\(\mathbf {0.085}\)

0.056

0.061

0.053

  1. \(^{1}\)Dist.: Phenotypes’ distributions; MVN: 7 phenotypes follow multivariate normal distribution (MVN); MG: 7 phenotypes follow multivariate gamma distribution; Mixed: 7 phenotypes follow a mixture of multivariate normal, beta, and gamma distributions
  2. Bold values indicate inflated type I errors