From: Flimma: a federated and privacy-aware tool for differential gene expression analysis
The number of cohorts | 3 | 5 | 7 | 10 | 14 |
---|---|---|---|---|---|
RMSE | |||||
 Flimma | 0.0008 | 0.0007 | 0.0008 | 0.0017 | 0.0012 |
 Fisher | 0.94 | 1.82 | 2.53 | 3.86 | 5.37 |
 Stouffer | 1.47 | 2.21 | 2.87 | 4.26 | 5.68 |
 REM | 2.73 | 3.68 | 4.75 | 7.21 | 8.50 |
 RankProd | 5.16 | 8.19 | 11.32 | 18.92 | 23.50 |
Precision | |||||
 Flimma | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
 Fisher | 0.85 | 0.88 | 0.90 | 0.93 | 0.95 |
 Stouffer | 0.85 | 0.88 | 0.91 | 0.93 | 0.95 |
 REM | 0.93 | 0.94 | 0.95 | 0.97 | 0.97 |
 RankProd | 0.92 | 0.87 | 0.90 | 0.93 | 0.95 |
Recall | |||||
 Flimma | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
 Fisher | 0.92 | 0.95 | 0.95 | 0.96 | 0.97 |
 Stouffer | 0.89 | 0.93 | 0.94 | 0.96 | 0.97 |
 REM | 0.93 | 0.96 | 0.97 | 0.98 | 0.98 |
 RankProd | 0.87 | 0.96 | 0.96 | 0.96 | 0.97 |