From: optimalFlow: optimal transport approach to flow cytometry gating and population matching
\({\mathcal {C}}^{17}\) | \({\mathcal {C}}^{27}\) | |||||
---|---|---|---|---|---|---|
F-measure | Precision | Recall | F-measure | Precision | Recall | |
Abnormal Sig Kappa | 0.9697 | 0.9478 | 0.9925 | |||
CD4+CD8\({-}\) | 0.9973 | 0.9982 | 0.9965 | 0.9828 | 0.9796 | 0.9859 |
CD8+CD4\({-}\) | 0.9960 | 0.9960 | 0.9960 | 0.9769 | 0.9835 | 0.9704 |
Neutrophils | 0.9968 | 0.9959 | 0.9978 | 0.9421 | 0.9092 | 0.9775 |
Debris/Doublets | 0.9692 | 0.9818 | 0.9570 | 0.7704 | 0.9111 | 0.6673 |
Monocytes | 0.9679 | 0.9571 | 0.9791 | 0.8419 | 0.8475 | 0.8364 |
Mature Sig Lambda | 0.9897 | 0.9939 | 0.9856 | 0.9561 | 0.9864 | 0.9277 |
Mature Sig Kappa | 0.9923 | 0.9866 | 0.9981 | 0.9421 | 0.9421 | 0.9421 |
TCRgd\({-}\) | 0.9810 | 0.9777 | 0.9843 | 0.5549 | 0.5698 | 0.5408 |
TCRgd\({-}\) | 0.9403 | 0.9145 | 0.9677 | 0.8634 | 0.8195 | 0.9122 |
CD4+CD8dim | 0.9452 | 0.9504 | 0.9401 | 0.5899 | 0.7111 | 0.5039 |
NK cells | 0.9313 | 0.9433 | 0.9196 | |||
Myeloid Cells | 0.8321 | 0.9489 | 0.7409 | |||
CD56dim | 0.9827 | 0.9683 | 0.9975 | |||
Eosinophils | 0.9722 | 0.9713 | 0.9732 | |||
Monocytoid DC | 0.9563 | 0.9713 | 0.9417 | |||
Basophils | 0.9123 | 0.9877 | 0.8476 | |||
Neutrophils (U.S.) | 0.7632 | 0.7106 | 0.8242 | |||
Myeloid DC | 0.8908 | 0.8413 | 0.9464 | |||
CD56bright | 0.8785 | 0.9860 | 0.7921 | |||
Plasmocytoid DC | 0.7790 | 0.8011 | 0.7581 | |||
Plasma Cells | 0.9677 | 1.0000 | 0.9375 |