Table 1.
Mature miRNAs (ID) | Linear fold change resistant/sensitive | P‐value | Linear fold change based on geometric mean resistant/sensitive | AUC (ROC curve) | Random Forest feature selection frequency (%) | Validation by qRT‐PCR with a significant difference |
---|---|---|---|---|---|---|
hsa‐miR‐21‐5p (MIMAT0000076) | 18.65 | 2.50E‐014 | 4.26 | 0.833 | 100 | Yes |
hsa‐miR‐340‐5p (MIMAT0004692) | 11.79 | 2.59E‐011 | 3.6 | 0.846 | 100 | No |
hsa‐miR‐181c‐5p (MIMAT0000258) | 7.62 | 7.99E‐008 | 3.26 | 0.817 | 100 | No |
hsa‐miR‐15a‐5p (MIMAT0000068) | 7.21 | 2.15E‐011 | 3.22 | 0.886 | 100 | Yes |
The selection frequency represents the number of times a miRNA was ranked among the top 30 selected features discriminating the resistant/sensitive phenotype by the leave‐one‐out cross‐validated random forest model, using the absolute T statistics ranking.