Table 4 Subtype classification performance using top five FFLs of each category.
Top five FFLs | Elements in the FFL(TF, miRNA, gene) | Avg. sensitivity | Avg. specificity | Avg. precision | Avg. accuracy | |
|---|---|---|---|---|---|---|
NSE TRF | FFL1 | MAFA, miR-519d-3p, MCF2L | 0.98 | 0.96 | 0.96 | 0.97 |
FFL2 | NANOG, miR-520e, DCAF5 | 0.94 | 0.96 | 0.95 | 0.95 | |
FFL3 | MAFA, miR-96-5p, ARHGAP24 | 0.98 | 0.96 | 0.95 | 0.97 | |
FFL4 | TFAP2C, miR-520d-3p, LYPD6 | 0.98 | 1.00 | 1.00 | 0.99 | |
FFL5 | TFAP2C, miR-519d-3p, LYPD6 | 0.98 | 1.00 | 1.00 | 0.99 | |
NSE TAF | FFL1 | NR2F2, miR-96-5p, ARHGAP24 | 0.61 | 0.77 | 0.70 | 0.70 |
FFL2 | NR2F2, miR-96-5p, SPATS2L | 0.63 | 0.75 | 0.68 | 0.69 | |
FFL3 | NR2F1, miR-96-5p, SPATS2L | 0.65 | 0.77 | 0.71 | 0.71 | |
FFL4 | NR2F2, miR-520e, DCAF5 | 0.94 | 0.92 | 0.91 | 0.93 | |
FFL5 | NR2F2, miR-520d-3p, DCAF5 | 0.95 | 0.91 | 0.90 | 0.93 | |
NSE MRF | FFL1 | ARID5B, miR-367-3p, NFIX | 0.97 | 0.97 | 0.96 | 0.97 |
FFL2 | NR2F2, miR-520e, DCAF5 | 0.94 | 0.92 | 0.91 | 0.93 | |
FFL3 | NR2F2, miR-520b, DCAF5 | 0.95 | 0.91 | 0.90 | 0.93 | |
FFL4 | NR2F2, miR-520c-3p, DCAF5 | 0.94 | 0.91 | 0.90 | 0.93 | |
FFL5 | ARID5B, miR-367-3p, STARD13 | 0.98 | 0.98 | 0.98 | 0.98 | |
SE TRF | FFL1 | SPI1, miR-338-3p, ZBTB39 | 0.86 | 0.94 | 0.92 | 0.90 |
FFL2 | KLF4, miR-200c-3p, RND3 | 0.88 | 0.96 | 0.95 | 0.92 | |
FFL3 | SPI1, miR-142-5p, ULK1 | 0.90 | 0.96 | 0.95 | 0.93 | |
FFL4 | SPI1, miR-29b-3p, CSPG4 | 0.62 | 0.71 | 0.65 | 0.67 | |
FFL5 | SPI1, miR-29b-3p, MEX3B | 0.85 | 0.90 | 0.88 | 0.87 | |
SE TAF | FFL1 | SPI1, miR-373-3p, PLXDC2 | 0.83 | 0.92 | 0.90 | 0.87 |
FFL2 | JUN, miR-200c-3p, RND3 | 0.89 | 0.96 | 0.96 | 0.93 | |
FFL3 | SPI1, miR-141-3p, HNMT | 0.94 | 0.93 | 0.92 | 0.93 | |
FFL4 | NR2F2, miR-141-3p, EPHA2 | 0.98 | 0.98 | 0.98 | 0.98 | |
FFL5 | SPI1, miR-25-3p, FAM20C | 0.91 | 0.92 | 0.91 | 0.92 | |
SE MRF | FFL1 | JUN, miR-200c-3p, RND3 | 0.89 | 0.96 | 0.96 | 0.93 |
FFL2 | GATA3, miR-141-3p, HNMT | 0.89 | 0.93 | 0.92 | 0.91 | |
FFL3 | NR2F2, miR-302d-3p, EPHA2 | 0.96 | 0.98 | 0.98 | 0.97 | |
FFL4 | NR2F2, miR-302a-3p, TIMP3 | 0.95 | 0.91 | 0.91 | 0.93 | |
FFL5 | NR2F2, miR-302a-3p, EPHA2 | 0.97 | 0.96 | 0.96 | 0.97 |