Table 4.
Data Pre-Processinga | Genotype | Infection Responseb | Wilcoxonc | LMMAd | Number Matchesg | Percentage matchesh | ||
Significante | % sigf | Significant | % sig | |||||
GC-RMA | V71-370 | Upper vs. Mock | 23,016 | 81.2 | 20,418 | 72.0 | 20,406 | 99.94 |
Lower vs. Mock | 23,739 | 83.7 | 21,772 | 76.8 | 21,749 | 99.89 | ||
Sloan | Upper vs. Mock | 24,369 | 86 | 22,758 | 80.3 | 22,712 | 99.8 | |
Lower vs. Mock | 24,872 | 87.7 | 23,556 | 83.1 | 23,513 | 99.82 | ||
VPRIL9 | Upper vs. Mock | 24,851 | 87.7 | 23,543 | 83.0 | 23,482 | 99.74 | |
Lower vs. Mock | 25,260 | 89.1 | 24,180 | 85.3 | 24,087 | 99.62 | ||
MAS5 | V71-370 | Upper vs. Mock | 22,300 | 78.7 | 19,486 | 68.7 | 19,478 | 99.96 |
Lower vs. Mock | 23,406 | 82.6 | 21,772 | 74.8 | 21,189 | 99.96 | ||
Sloan | Upper vs. Mock | 23,984 | 84.6 | 22,758 | 78.5 | 22,208 | 99.82 | |
Lower vs. Mock | 24,578 | 86.7 | 23,556 | 81.7 | 23,153 | 99.94 | ||
VPRIL9 | Upper vs. Mock | 24,714 | 87.2 | 23,543 | 82.5 | 23,366 | 99.91 | |
Lower vs. Mock | 25,144 | 88.7 | 24,180 | 85.4 | 24,165 | 99.81 |
aThe data used for the analyses were either preprocessed using GC-RMA or using MAS5 algorithm as described in the Methods. bInfection responses relative to mock-inoculated tissue were evaluated for the upper infection court (Upper vs. Mock) and the lower infection court (Lower vs. Mock). cWilcoxon signed ranks test implemented by the wilcox.test function of R package stats version 2.6.0. dLinear mixed model analysis performed in SAS Proc Mixed. Model: y = Genotype + Treatment + Time + Genotype × Treatment + Block + Block × Genotype + Block × Treatment + Block × Time + Block × Genotype × Treatment + Error, where y refers to the log2 scale median polish summarized gene expression values, the main factors (Genotype, Treatment and Time) and the interaction Genotype × Treatment were fixed factors while all the remaining terms were random factors. eTotal number of significant genes with TST-FDR adjusted p ≤ 0.01. fPercentage of the total number of detectable genes that are significant. gNumber of significant genes found with both Wilcoxon and LMMA. hThe number of matches found with both methods, as a percentage of the total number of significant genes found by Wilcoxon or LMMA, whichever was smaller.