Table 3.
Model performance based on subcellular localization
| Cell type | #DHC-thresholded labels/#actual labels with subcellular localization | HBNet—DHC % accuracy (#labels) |
||||||
|---|---|---|---|---|---|---|---|---|
| Cyt | Cyt, Mem | Mem | Nucl | Nucl, Cyt | Nucl, Cyt, Mem | Nucl, Mem | ||
| Spermatogonia | 518/521 | 99.5 (204/205) | 97.6 (41/42) | 100.0 (5/5) | 99.5 (201/202) | 100.0 (40/40) | 100.0 (25/25) | 100.0(2/2) |
| Preleptotene spermatocytes | 357/360 | 100.0 (121/121) | 100.0 (30/30) | 100.0(2/2) | 98.17 (161/164) | 100.0(15/15) | 100.0(28/28) | 0 |
| Pachytene spermatocytes | 388/391 | 99.3 (145/146) | 100.0 (66/66) | 100.0 (4/4) | 98.5 (135/137) | 100.0 (9/9) | 100.0 (29/29) | 0 |
| Round/early spermatids | 361/362 | 99.2 (131/132) | 100.0 (57/57) | 0 | 100.0 (147/147) | 100.0 (10/10) | 100.0 (16/16) | 0 |
| Elongated/late spermatids | 405/409 | 98.2 (215/219) | 100.0 (83/83) | 0 | 100.0 (67/67) | 100.0 (22/22) | 100.0 (18/18) | 0 |
| Sertoli cells | 225/231 | 97.8 (87/89) | 100.0 (31/31) | 100.0 (6/6) | 95.2 (79/83) | 100.0 (1/1) | 100.0 (11/11) | 100.0 (10/10) |
| Leydig cells | 466/470 | 98.9 (277/280) | 100.0 (71/71) | 100.0 (5/5) | 100.0 (81/81) | 100.0 (25/25) | 100.0 (7/7) | 0 |
| Peritubular cells | 105/120 | 89.3 (50/56) | 100.0 (9/9) | 83.7 (46/55) | 0 | 0 | 0 | 0 |
| Average all cell types | 2825/2864 | 97.78 | 99.7 | 97.28 | 98.77 | 100 | 100 | 100 |