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. Author manuscript; available in PMC: 2018 Aug 30.
Published in final edited form as: Stat Med. 2017 May 23;36(19):3075–3091. doi: 10.1002/sim.7314

Table II.

Estimated power§ under a range of observed data conditions.

Interleukin 6 (IL-6) Class-level score test (alternative specifications of ωj)
 Data generating model* Gene n (1) (2) (3) minP score Change
 (a) SNPs + time SLC6A7 150 0.489 0.440 0.105 0.377 0.140
300 0.771 0.772 0.169 0.690 0.005
EBF3 150 0.779 0.792 0.292 0.526 0.079
300 0.984 0.989 0.524 0.923 0.093
 (b) SNPs + poly(time, 5) SLC6A7 150 0.640 0.606 0.175 0.545 0.208
300 0.913 0.916 0.245 0.869 0.441
EBF3 150 0.933 0.933 0.447 0.789 0.316
300 1.000 1.000 0.743 0.995 0.678
 (c) SNPs + time + SNPs * time SLC6A7 150 0.430 0.349 0.115 0.297 0.021
300 0.721 0.685 0.186 0.586 0.017
EBF3 150 0.673 0.639 0.213 0.417 0.095
300 0.970 0.977 0.441 0.843 0.087
C-reactive protein (CRP) Class-level score test (alternative specifications of ωj)
 Data generating model* Gene n (1) (2) (3) minP score Change

 (a) SNPs + time MREG 150 0.300 0.358 0.146 0.258 0.13
300 0.741 0.725 0.272 0.681 0.291
TPRG1 150 0.380 0.386 0.222 0.183 0.105
300 0.732 0.704 0.386 0.479 0.183
 (b) SNPs + poly(time, 3) MREG 150 0.358 0.335 0.145 0.289 0.191
300 0.713 0.747 0.259 0.650 0.398
TPRG1 150 0.379 0.349 0.196 0.188 0.132
300 0.720 0.680 0.358 0.453 0.278
 (c) SNPs + time + SNPs * time MREG 150 0.958 0.965 0.538 0.872 0.502
300 1.000 1.000 0.884 0.999 0.863
TPRG1 150 0.949 0.930 0.442 0.823 0.159
300 0.999 0.999 0.759 0.996 0.331
§

Power is defined as the proportion of 1000 simulations for which we correctly reject the null hypothesis.

Weights are defined as follows: (1) ωj = 1/m; (2) ωj=Beta(MAFj,0.5,0.5)2/k=1mBeta(MAFk,0.5,0.5)2; and (3) ωj=Beta(MAFj,1,25)2/k=1mBeta(MAFk,1,25)2, where m is the number of single nucleotide polymorphisms (SNPs) within the corresponding class.

*

Mixed effects models with person-specific intercept terms are used to generate repeated natural log biomarker response data.

Power for minP score corresponds to the proportion of minimum p-values of SNP-level score tests within the class that are significant after applying a Bonferroni adjustment for the number of SNPs within the class.

Power for the change analysis corresponds to the proportion of significant tests of additive association, after a Bonferroni adjustment for the number of SNPs within the class, based on a linear model of the natural log transformation of the difference in biomarker response between baseline (t = 0) and peak, corresponding to 2 h for interleukin-6 (IL-6) and 24 h for C-reactive protein (CRP).