TABLE VIII.
The ranks and the p-values of the target pathways for SPIA (all genes) and pDis analysis (all genes) using 8 yeast knock-out gene data sets. The improvement factor based on Fig. 2 is calculated for each data set considering 5% significance threshold using FDR-corrected p-values. The average improvement factor shows that pDis analysis (all genes) improves the results 50% compared to SPIA (all genes). Three target pathways were found to be significant after FDR-correction in pDis analysis (all genes) while only one target pathways have significant FDR-corrected p-values in SPIA (all genes). As shown, the average p-value and rank for the target pathways are lower (i.e. better) in the pDis analysis (all genes) than in SPIA (all genes). The results show that pDis analysis (all genes) yields significantly better p-values than SPIA (all genes) for the target pathways (p-value from t.test = 0.002) as well as it has significantly lower ranks for the target pathways compared to SPIA (all genes) (p-value from Wilcoxon test = 0.01).
knock-out gens | target pathway | SPIA (all genes) | pDis analysis (all genes) | improvement factors compared to SPIA | |||||
---|---|---|---|---|---|---|---|---|---|
p-values | FDR | ranks | p-values | FDR | ranks | ||||
1 | APC9 | Cell cycle Meiosis - yeast |
0.422 0.917 |
1 1 |
3 5 |
0.133 0.184 |
0.411 0.414 |
2 4 |
+0.5 +0.5 |
2 | TPK3 | Meiosis- yeast | 5e-06 | 4.5e-05 | 1 | 5e-06 | 4e-05 | 1 | – |
3 | RGT2 | Meiosis- yeast | 0.075 | 0.225 | 3 | 0.001 | 0.009 | 1 | +1 |
4 | USA1 | Protein processing in endoplasmic reticulum | 1 | 1 | 7.5 | 0.092 | 0.27 | 3 | +0.5 |
5 | TIF4631 | RNA transport | 1 | 1 | 7.5 | 0.084 | 0.756 | 1 | – |
6 | URM1 | Sulfur relay system | 0.048 | 0.306 | 1 | 0.040 | 0.36 | 1 | +1 |
7 | SSM4 | Protein processing in endoplasmic reticulum | 1 | 1 | 7.5 | 0.004 | 0.018 | 2 | +0.5 |
8 | CUE1 | Protein processing in endoplasmic reticulum | 1 | 1 | 7.5 | 0.208 | 0.624 | 3 | +0.5 |
Average | 0.606 | 0.725 | 4.77 | 0.082 | 0.318 | 2 | 4.5/9=50% |