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OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

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 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 1127 | 0.95 | 0.94 | 0.96 | 0.97 | 0.00 | 0.90 | 0.96 | 0.95 | 0.97 |\n| corneal epithelial cell | 393 | 0.94 | 0.82 | 0.95 | 0.96 | 0.00 | 0.94 | 0.94 | 0.93 | 0.95 |\n| B cell | 436 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 195 | 0.98 | 0.97 | 0.98 | 0.99 | 0.00 | 0.96 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 170 | 0.89 | 0.90 | 0.90 | 0.79 | 0.00 | 0.88 | 0.91 | 0.90 | 0.92 |\n| fibroblast | 163 | 0.79 | 0.73 | 0.79 | 0.68 | 0.00 | 0.73 | 0.81 | 0.78 | 0.81 |\n| eye photoreceptor cell | 136 | 0.95 | 0.93 | 0.95 | 0.95 | 0.00 | 0.96 | 0.97 | 0.97 | 0.97 |\n| plasma cell | 138 | 0.98 | 0.93 | 0.97 | 0.96 | 0.00 | 0.95 | 0.99 | 0.97 | 0.98 |\n| acinar cell | 135 | 0.85 | 0.95 | 0.95 | 0.96 | 0.00 | 0.96 | 0.91 | 0.92 | 0.92 |\n| keratocyte | 80 | 0.68 | 0.61 | 0.70 | 0.56 | 0.00 | 0.67 | 0.73 | 0.71 | 0.74 |\n| CD8-positive, alpha-beta T cell | 86 | 0.80 | 0.80 | 0.82 | 0.60 | 0.00 | 0.82 | 0.84 | 0.80 | 0.81 |\n| myeloid leukocyte | 81 | 0.79 | 0.82 | 0.79 | 0.69 | 0.00 | 0.75 | 0.88 | 0.90 | 0.87 |\n| Mueller cell | 55 | 0.85 | 0.77 | 0.80 | 0.86 | 0.00 | 0.89 | 0.89 | 0.88 | 0.90 |\n| smooth muscle cell | 44 | 0.93 | 0.96 | 0.97 | 0.96 | 0.00 | 0.92 | 0.96 | 0.97 | 0.96 |\n| microglial cell | 33 | 0.71 | 0.74 | 0.70 | 0.57 | 0.00 | 0.68 | 0.76 | 0.76 | 0.75 |\n| Schwann cell | 34 | 0.85 | 0.90 | 0.87 | 0.87 | 0.00 | 0.82 | 0.86 | 0.83 | 0.87 |\n| macrophage | 21 | 0.49 | 0.25 | 0.53 | 0.42 | 0.00 | 0.55 | 0.72 | 0.80 | 0.72 |\n| erythrocyte | 13 | 1.00 | 0.96 | 0.96 | 1.00 | 0.00 | 0.93 | 1.00 | 0.93 | 1.00 |\n| muscle cell | 14 | 0.93 | 0.88 | 1.00 | 0.97 | 0.00 | 0.70 | 0.93 | 0.93 | 1.00 |\n| monocyte | 11 | 0.52 | 0.69 | 0.56 | 0.30 | 0.00 | 0.67 | 0.30 | 0.56 | 0.56 |\n| mature NK T cell | 8 | 0.00 | 0.00 | 0.55 | 0.00 | 0.00 | 0.88 | 0.71 | 0.36 | 0.22 |\n| retinal pigment epithelial cell | 10 | 0.95 | 0.95 | 0.89 | 0.89 | 0.00 | 0.95 | 0.95 | 0.89 | 0.95 |\n| T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.09 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 3 | 0.40 | 0.40 | 0.33 | 0.25 | 0.00 | 0.36 | 0.33 | 0.33 | 0.33 |\n| natural killer cell | 5 | 0.80 | 0.33 | 0.33 | 0.00 | 0.00 | 0.60 | 0.57 | 0.33 | 0.57 |\n| neutrophil | 6 | 1.00 | 0.92 | 0.80 | 0.80 | 0.00 | 0.86 | 1.00 | 0.83 | 1.00 |\n| adipocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 |\n| mast cell | 3 | 0.75 | 0.67 | 1.00 | 0.67 | 0.00 | 0.67 | 0.86 | 1.00 | 0.75 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.50 | 0.00 | 0.00 |\n| classical monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| radial glial cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.50 | 0.00 | 0.00 |\n| endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stromal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal ganglion cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 9959 | 0.95 | 0.92 | 0.98 | 0.98 | 0.00 | 0.92 | 0.97 | 0.96 | 0.98 |\n| corneal epithelial cell | 3794 | 0.94 | 0.76 | 0.96 | 0.97 | 0.00 | 0.95 | 0.96 | 0.94 | 0.97 |\n| B cell | 3717 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 1896 | 0.98 | 0.97 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 1443 | 0.86 | 0.87 | 0.91 | 0.83 | 0.00 | 0.89 | 0.94 | 0.94 | 0.93 |\n| fibroblast | 1425 | 0.78 | 0.71 | 0.88 | 0.84 | 0.00 | 0.84 | 0.89 | 0.89 | 0.90 |\n| eye photoreceptor cell | 1398 | 0.94 | 0.94 | 0.98 | 0.97 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| plasma cell | 1209 | 0.95 | 0.92 | 0.98 | 0.97 | 0.00 | 0.96 | 0.99 | 0.97 | 0.99 |\n| acinar cell | 1210 | 0.88 | 0.92 | 0.98 | 0.98 | 0.00 | 0.94 | 0.94 | 0.95 | 0.95 |\n| keratocyte | 906 | 0.77 | 0.64 | 0.85 | 0.79 | 0.00 | 0.85 | 0.88 | 0.88 | 0.89 |\n| CD8-positive, alpha-beta T cell | 850 | 0.78 | 0.81 | 0.85 | 0.73 | 0.00 | 0.84 | 0.91 | 0.91 | 0.91 |\n| myeloid leukocyte | 567 | 0.75 | 0.73 | 0.83 | 0.82 | 0.00 | 0.90 | 0.97 | 0.98 | 0.94 |\n| Mueller cell | 450 | 0.80 | 0.74 | 0.89 | 0.87 | 0.00 | 0.92 | 0.94 | 0.95 | 0.94 |\n| smooth muscle cell | 411 | 0.91 | 0.94 | 0.97 | 0.95 | 0.00 | 0.89 | 0.98 | 0.97 | 0.96 |\n| microglial cell | 375 | 0.74 | 0.74 | 0.82 | 0.75 | 0.00 | 0.85 | 0.98 | 0.98 | 0.92 |\n| Schwann cell | 249 | 0.82 | 0.85 | 0.89 | 0.91 | 0.00 | 0.81 | 0.94 | 0.94 | 0.92 |\n| macrophage | 133 | 0.35 | 0.18 | 0.62 | 0.51 | 0.00 | 0.78 | 0.98 | 0.99 | 0.90 |\n| erythrocyte | 135 | 0.94 | 0.91 | 0.99 | 0.98 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| muscle cell | 128 | 0.87 | 0.59 | 0.95 | 0.92 | 0.00 | 0.79 | 0.96 | 0.95 | 0.99 |\n| monocyte | 75 | 0.37 | 0.55 | 0.63 | 0.49 | 0.00 | 0.81 | 0.99 | 0.99 | 0.84 |\n| mature NK T cell | 64 | 0.00 | 0.03 | 0.53 | 0.06 | 0.00 | 0.80 | 0.95 | 0.93 | 0.82 |\n| retinal pigment epithelial cell | 57 | 0.98 | 0.98 | 0.98 | 0.93 | 0.00 | 0.94 | 1.00 | 1.00 | 1.00 |\n| T cell | 61 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.53 | 0.87 | 0.94 | 0.78 |\n| retinal bipolar neuron | 58 | 0.86 | 0.87 | 0.90 | 0.80 | 0.00 | 0.77 | 0.99 | 0.99 | 0.92 |\n| natural killer cell | 49 | 0.60 | 0.49 | 0.58 | 0.27 | 0.00 | 0.76 | 0.90 | 0.88 | 0.86 |\n| neutrophil | 45 | 0.81 | 0.87 | 0.84 | 0.86 | 0.00 | 0.86 | 1.00 | 1.00 | 0.96 |\n| adipocyte | 38 | 0.00 | 0.00 | 0.76 | 0.51 | 0.00 | 0.35 | 0.80 | 0.68 | 0.85 |\n| mast cell | 33 | 0.57 | 0.67 | 0.81 | 0.67 | 0.00 | 0.96 | 0.99 | 0.92 | 0.91 |\n| intermediate monocyte | 27 | 0.00 | 0.05 | 0.59 | 0.57 | 0.00 | 0.83 | 0.98 | 1.00 | 0.88 |\n| myeloid dendritic cell | 27 | 0.00 | 0.29 | 0.56 | 0.39 | 0.00 | 0.60 | 0.89 | 0.81 | 0.92 |\n| classical monocyte | 15 | 0.00 | 0.00 | 0.32 | 0.17 | 0.00 | 0.93 | 1.00 | 1.00 | 0.93 |\n| radial glial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.56 | 0.51 | 0.96 |\n| endothelial cell | 13 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.32 | 0.84 | 0.81 | 0.64 |\n| basophil | 5 | 0.00 | 0.00 | 0.44 | 0.29 | 0.00 | 0.62 | 1.00 | 1.00 | 0.89 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| stromal cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.25 | 1.00 | 0.67 | 1.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 0.67 |\n| non-classical monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| retinal ganglion cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 0.67 | 0.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 1126 | 0.96 | 0.94 | 0.96 | 0.98 | 0.00 | 0.88 | 0.96 | 0.96 | 0.97 |\n| corneal epithelial cell | 391 | 0.94 | 0.84 | 0.95 | 0.96 | 0.00 | 0.95 | 0.95 | 0.94 | 0.95 |\n| B cell | 427 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 192 | 0.98 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 176 | 0.89 | 0.92 | 0.91 | 0.80 | 0.00 | 0.91 | 0.90 | 0.92 | 0.93 |\n| fibroblast | 160 | 0.82 | 0.72 | 0.77 | 0.70 | 0.00 | 0.56 | 0.77 | 0.76 | 0.80 |\n| eye photoreceptor cell | 149 | 0.94 | 0.94 | 0.95 | 0.97 | 0.00 | 0.95 | 0.95 | 0.95 | 0.96 |\n| plasma cell | 148 | 0.96 | 0.94 | 0.97 | 0.93 | 0.00 | 0.95 | 0.99 | 0.97 | 0.99 |\n| acinar cell | 136 | 0.91 | 0.95 | 0.95 | 0.97 | 0.00 | 0.93 | 0.91 | 0.92 | 0.92 |\n| keratocyte | 81 | 0.67 | 0.63 | 0.67 | 0.61 | 0.00 | 0.62 | 0.69 | 0.68 | 0.73 |\n| CD8-positive, alpha-beta T cell | 81 | 0.78 | 0.81 | 0.80 | 0.63 | 0.00 | 0.83 | 0.81 | 0.83 | 0.85 |\n| myeloid leukocyte | 73 | 0.79 | 0.81 | 0.77 | 0.75 | 0.00 | 0.69 | 0.80 | 0.84 | 0.86 |\n| Mueller cell | 54 | 0.82 | 0.78 | 0.84 | 0.92 | 0.00 | 0.84 | 0.85 | 0.82 | 0.86 |\n| smooth muscle cell | 47 | 0.94 | 0.96 | 0.97 | 0.94 | 0.00 | 0.91 | 0.95 | 0.95 | 0.95 |\n| microglial cell | 34 | 0.63 | 0.75 | 0.73 | 0.54 | 0.00 | 0.68 | 0.72 | 0.70 | 0.73 |\n| Schwann cell | 30 | 0.87 | 0.90 | 0.88 | 0.89 | 0.00 | 0.76 | 0.92 | 0.78 | 0.87 |\n| macrophage | 22 | 0.50 | 0.17 | 0.50 | 0.40 | 0.00 | 0.51 | 0.70 | 0.70 | 0.67 |\n| erythrocyte | 14 | 0.97 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.93 | 1.00 |\n| muscle cell | 13 | 0.96 | 0.76 | 0.96 | 0.96 | 0.00 | 0.79 | 0.93 | 0.90 | 1.00 |\n| monocyte | 9 | 0.00 | 0.76 | 0.55 | 0.35 | 0.00 | 0.39 | 0.35 | 0.44 | 0.70 |\n| mature NK T cell | 6 | 0.67 | 0.00 | 0.40 | 0.29 | 0.00 | 0.67 | 0.80 | 0.80 | 0.67 |\n| retinal pigment epithelial cell | 7 | 0.92 | 0.92 | 0.92 | 0.92 | 0.00 | 1.00 | 0.92 | 0.83 | 0.92 |\n| T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 3 | 0.29 | 0.00 | 0.33 | 0.40 | 0.00 | 0.44 | 0.40 | 0.33 | 0.33 |\n| natural killer cell | 3 | 0.57 | 0.50 | 0.00 | 0.50 | 0.00 | 0.57 | 0.33 | 0.33 | 0.40 |\n| neutrophil | 5 | 1.00 | 0.91 | 0.89 | 0.57 | 0.00 | 0.91 | 1.00 | 0.89 | 1.00 |\n| adipocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |\n| mast cell | 5 | 0.62 | 0.67 | 0.75 | 0.89 | 0.00 | 0.83 | 0.91 | 1.00 | 0.91 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |\n| classical monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| radial glial cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 | 0.00 | 0.00 |\n| endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stromal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal ganglion cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 9959 | 0.96 | 0.92 | 0.98 | 0.98 | 0.00 | 0.89 | 0.97 | 0.96 | 0.98 |\n| corneal epithelial cell | 3796 | 0.93 | 0.78 | 0.97 | 0.97 | 0.00 | 0.95 | 0.96 | 0.94 | 0.96 |\n| B cell | 3726 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 1893 | 0.98 | 0.97 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 1436 | 0.86 | 0.85 | 0.91 | 0.84 | 0.00 | 0.89 | 0.93 | 0.94 | 0.93 |\n| fibroblast | 1427 | 0.80 | 0.69 | 0.88 | 0.85 | 0.00 | 0.76 | 0.88 | 0.89 | 0.90 |\n| eye photoreceptor cell | 1385 | 0.94 | 0.94 | 0.97 | 0.97 | 0.00 | 0.95 | 0.98 | 0.98 | 0.98 |\n| plasma cell | 1199 | 0.95 | 0.92 | 0.98 | 0.95 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |\n| acinar cell | 1209 | 0.90 | 0.92 | 0.98 | 0.97 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| keratocyte | 905 | 0.74 | 0.62 | 0.84 | 0.82 | 0.00 | 0.81 | 0.87 | 0.89 | 0.90 |\n| CD8-positive, alpha-beta T cell | 855 | 0.79 | 0.80 | 0.86 | 0.74 | 0.00 | 0.85 | 0.91 | 0.91 | 0.91 |\n| myeloid leukocyte | 575 | 0.74 | 0.74 | 0.83 | 0.83 | 0.00 | 0.89 | 0.97 | 0.98 | 0.93 |\n| Mueller cell | 451 | 0.80 | 0.74 | 0.89 | 0.88 | 0.00 | 0.89 | 0.95 | 0.95 | 0.93 |\n| smooth muscle cell | 408 | 0.92 | 0.94 | 0.97 | 0.94 | 0.00 | 0.92 | 0.98 | 0.98 | 0.97 |\n| microglial cell | 374 | 0.68 | 0.73 | 0.81 | 0.73 | 0.00 | 0.86 | 0.98 | 0.98 | 0.92 |\n| Schwann cell | 253 | 0.84 | 0.84 | 0.90 | 0.90 | 0.00 | 0.77 | 0.94 | 0.94 | 0.91 |\n| macrophage | 132 | 0.34 | 0.17 | 0.61 | 0.59 | 0.00 | 0.77 | 0.97 | 0.99 | 0.91 |\n| erythrocyte | 134 | 0.94 | 0.92 | 0.98 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 0.98 |\n| muscle cell | 129 | 0.86 | 0.47 | 0.95 | 0.91 | 0.00 | 0.85 | 0.95 | 0.97 | 0.98 |\n| monocyte | 77 | 0.00 | 0.52 | 0.63 | 0.57 | 0.00 | 0.60 | 0.99 | 0.99 | 0.94 |\n| mature NK T cell | 66 | 0.39 | 0.06 | 0.53 | 0.16 | 0.00 | 0.90 | 0.98 | 0.97 | 0.89 |\n| retinal pigment epithelial cell | 60 | 0.98 | 1.00 | 0.98 | 0.95 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |\n| T cell | 61 | 0.00 | 0.00 | 0.17 | 0.00 | 0.00 | 0.48 | 0.95 | 0.88 | 0.78 |\n| retinal bipolar neuron | 58 | 0.84 | 0.83 | 0.91 | 0.78 | 0.00 | 0.84 | 0.99 | 0.99 | 0.92 |\n| natural killer cell | 51 | 0.64 | 0.44 | 0.64 | 0.20 | 0.00 | 0.81 | 0.86 | 0.89 | 0.90 |\n| neutrophil | 46 | 0.92 | 0.85 | 0.86 | 0.69 | 0.00 | 0.93 | 1.00 | 0.99 | 0.99 |\n| adipocyte | 38 | 0.00 | 0.00 | 0.76 | 0.57 | 0.00 | 0.77 | 0.85 | 0.78 | 0.86 |\n| mast cell | 31 | 0.50 | 0.69 | 0.81 | 0.66 | 0.00 | 0.95 | 1.00 | 0.95 | 0.94 |\n| intermediate monocyte | 27 | 0.00 | 0.05 | 0.55 | 0.21 | 0.00 | 0.84 | 0.98 | 1.00 | 0.94 |\n| myeloid dendritic cell | 27 | 0.00 | 0.24 | 0.57 | 0.36 | 0.00 | 0.64 | 0.84 | 0.78 | 0.92 |\n| classical monocyte | 15 | 0.00 | 0.00 | 0.36 | 0.33 | 0.00 | 0.94 | 1.00 | 1.00 | 0.93 |\n| radial glial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.76 | 0.71 | 1.00 |\n| endothelial cell | 13 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.51 | 0.81 | 0.81 | 0.73 |\n| basophil | 5 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.89 |\n| retina horizontal cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.55 | 1.00 | 1.00 | 0.75 |\n| stromal cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 0.60 | 1.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 0.00 |\n| non-classical monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| retinal ganglion cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1bc59d584122386ade5d1558621a5b44301970eb2d2a88cde1af52505f9f8315
+oid sha256:16548fbf001c7bee28318be6f98019b1c438098e95d5c110a019e3c5505c9639
 size 794123

harmony_knn_classifier.joblib

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-oid sha256:b475bcca5ae708862eeaedfeb4105813f231e52e3400a04ab812ee23fa9d96a9
-size 23593826
+oid sha256:6826aae1f444aeb73fd8aea910b905bf7e9e8857518698af540415fa8668e198
+size 23555397

preprocessing.json

@@ -81,6 +81,7 @@
         "ENSG00000013810",
         "ENSG00000014123",
         "ENSG00000014914",
+        "ENSG00000014919",
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         "ENSG00000018625",
         "ENSG00000018869",
@@ -183,7 +184,6 @@
         "ENSG00000061794",
         "ENSG00000061918",
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-        "ENSG00000062096",
         "ENSG00000062582",
         "ENSG00000062598",
         "ENSG00000062716",
@@ -269,12 +269,12 @@
         "ENSG00000073008",
         "ENSG00000073050",
         "ENSG00000073146",
-        "ENSG00000073754",
         "ENSG00000073756",
         "ENSG00000073861",
         "ENSG00000073969",
         "ENSG00000074266",
         "ENSG00000074410",
+        "ENSG00000074416",
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         "ENSG00000074582",
         "ENSG00000074603",
@@ -284,6 +284,7 @@
         "ENSG00000074800",
         "ENSG00000074935",
         "ENSG00000075035",
+        "ENSG00000075073",
         "ENSG00000075131",
         "ENSG00000075188",
         "ENSG00000075223",
@@ -358,7 +359,6 @@
         "ENSG00000085721",
         "ENSG00000085788",
         "ENSG00000085831",
-        "ENSG00000085872",
         "ENSG00000086061",
         "ENSG00000086289",
         "ENSG00000086548",
@@ -422,12 +422,12 @@
         "ENSG00000092847",
         "ENSG00000092853",
         "ENSG00000092969",
-        "ENSG00000093183",
         "ENSG00000094804",
         "ENSG00000094841",
         "ENSG00000094914",
         "ENSG00000094963",
         "ENSG00000095002",
+        "ENSG00000095261",
         "ENSG00000095303",
         "ENSG00000095319",
         "ENSG00000095370",
@@ -460,7 +460,6 @@
         "ENSG00000100056",
         "ENSG00000100060",
         "ENSG00000100095",
-        "ENSG00000100099",
         "ENSG00000100124",
         "ENSG00000100146",
         "ENSG00000100156",
@@ -482,6 +481,7 @@
         "ENSG00000100368",
         "ENSG00000100372",
         "ENSG00000100399",
+        "ENSG00000100413",
         "ENSG00000100416",
         "ENSG00000100417",
         "ENSG00000100425",
@@ -535,6 +535,7 @@
         "ENSG00000101442",
         "ENSG00000101444",
         "ENSG00000101489",
+        "ENSG00000101557",
         "ENSG00000101638",
         "ENSG00000101665",
         "ENSG00000101670",
@@ -543,6 +544,7 @@
         "ENSG00000101844",
         "ENSG00000101850",
         "ENSG00000101856",
+        "ENSG00000101911",
         "ENSG00000101955",
         "ENSG00000101997",
         "ENSG00000102024",
@@ -590,7 +592,6 @@
         "ENSG00000103248",
         "ENSG00000103253",
         "ENSG00000103264",
-        "ENSG00000103319",
         "ENSG00000103356",
         "ENSG00000103485",
         "ENSG00000103502",
@@ -614,6 +615,7 @@
         "ENSG00000104312",
         "ENSG00000104320",
         "ENSG00000104324",
+        "ENSG00000104341",
         "ENSG00000104356",
         "ENSG00000104361",
         "ENSG00000104371",
@@ -671,7 +673,6 @@
         "ENSG00000105974",
         "ENSG00000106025",
         "ENSG00000106049",
-        "ENSG00000106069",
         "ENSG00000106080",
         "ENSG00000106089",
         "ENSG00000106105",
@@ -715,7 +716,6 @@
         "ENSG00000107872",
         "ENSG00000107874",
         "ENSG00000107951",
-        "ENSG00000107960",
         "ENSG00000108176",
         "ENSG00000108244",
         "ENSG00000108262",
@@ -867,6 +867,7 @@
         "ENSG00000113597",
         "ENSG00000113721",
         "ENSG00000113734",
+        "ENSG00000113739",
         "ENSG00000113761",
         "ENSG00000113790",
         "ENSG00000113805",
@@ -916,7 +917,6 @@
         "ENSG00000115267",
         "ENSG00000115271",
         "ENSG00000115282",
-        "ENSG00000115289",
         "ENSG00000115325",
         "ENSG00000115363",
         "ENSG00000115380",
@@ -1089,6 +1089,7 @@
         "ENSG00000120693",
         "ENSG00000120694",
         "ENSG00000120696",
+        "ENSG00000120708",
         "ENSG00000120738",
         "ENSG00000120784",
         "ENSG00000120820",
@@ -1100,7 +1101,6 @@
         "ENSG00000120942",
         "ENSG00000120949",
         "ENSG00000121022",
-        "ENSG00000121039",
         "ENSG00000121067",
         "ENSG00000121068",
         "ENSG00000121207",
@@ -1131,7 +1131,6 @@
         "ENSG00000122378",
         "ENSG00000122390",
         "ENSG00000122420",
-        "ENSG00000122481",
         "ENSG00000122484",
         "ENSG00000122543",
         "ENSG00000122591",
@@ -1234,6 +1233,7 @@
         "ENSG00000125810",
         "ENSG00000125812",
         "ENSG00000125827",
+        "ENSG00000125841",
         "ENSG00000125843",
         "ENSG00000125851",
         "ENSG00000125875",
@@ -1263,14 +1263,13 @@
         "ENSG00000127191",
         "ENSG00000127325",
         "ENSG00000127328",
+        "ENSG00000127337",
         "ENSG00000127415",
         "ENSG00000127423",
         "ENSG00000127463",
         "ENSG00000127472",
         "ENSG00000127507",
-        "ENSG00000127564",
         "ENSG00000127580",
-        "ENSG00000127585",
         "ENSG00000127586",
         "ENSG00000127824",
         "ENSG00000127903",
@@ -1354,6 +1353,7 @@
         "ENSG00000130962",
         "ENSG00000130988",
         "ENSG00000130997",
+        "ENSG00000131015",
         "ENSG00000131016",
         "ENSG00000131019",
         "ENSG00000131043",
@@ -1377,6 +1377,7 @@
         "ENSG00000131791",
         "ENSG00000131828",
         "ENSG00000131831",
+        "ENSG00000131845",
         "ENSG00000131931",
         "ENSG00000131943",
         "ENSG00000131951",
@@ -1418,7 +1419,6 @@
         "ENSG00000133027",
         "ENSG00000133028",
         "ENSG00000133048",
-        "ENSG00000133056",
         "ENSG00000133059",
         "ENSG00000133110",
         "ENSG00000133114",
@@ -1507,7 +1507,6 @@
         "ENSG00000135547",
         "ENSG00000135587",
         "ENSG00000135596",
-        "ENSG00000135624",
         "ENSG00000135631",
         "ENSG00000135636",
         "ENSG00000135686",
@@ -1532,6 +1531,7 @@
         "ENSG00000136235",
         "ENSG00000136244",
         "ENSG00000136270",
+        "ENSG00000136381",
         "ENSG00000136404",
         "ENSG00000136463",
         "ENSG00000136518",
@@ -1579,7 +1579,6 @@
         "ENSG00000137310",
         "ENSG00000137337",
         "ENSG00000137338",
-        "ENSG00000137393",
         "ENSG00000137413",
         "ENSG00000137441",
         "ENSG00000137474",
@@ -1603,7 +1602,6 @@
         "ENSG00000137807",
         "ENSG00000137809",
         "ENSG00000137817",
-        "ENSG00000137822",
         "ENSG00000137824",
         "ENSG00000137841",
         "ENSG00000137868",
@@ -1622,10 +1620,10 @@
         "ENSG00000138073",
         "ENSG00000138075",
         "ENSG00000138079",
+        "ENSG00000138092",
         "ENSG00000138131",
         "ENSG00000138134",
         "ENSG00000138135",
-        "ENSG00000138172",
         "ENSG00000138231",
         "ENSG00000138246",
         "ENSG00000138286",
@@ -1637,12 +1635,12 @@
         "ENSG00000138496",
         "ENSG00000138614",
         "ENSG00000138615",
-        "ENSG00000138629",
         "ENSG00000138642",
         "ENSG00000138646",
         "ENSG00000138653",
         "ENSG00000138685",
         "ENSG00000138722",
+        "ENSG00000138744",
         "ENSG00000138769",
         "ENSG00000138795",
         "ENSG00000138796",
@@ -1671,7 +1669,6 @@
         "ENSG00000139880",
         "ENSG00000139890",
         "ENSG00000139899",
-        "ENSG00000139973",
         "ENSG00000139977",
         "ENSG00000139998",
         "ENSG00000140006",
@@ -1684,7 +1681,6 @@
         "ENSG00000140323",
         "ENSG00000140379",
         "ENSG00000140403",
-        "ENSG00000140450",
         "ENSG00000140451",
         "ENSG00000140471",
         "ENSG00000140474",
@@ -1693,10 +1689,12 @@
         "ENSG00000140522",
         "ENSG00000140538",
         "ENSG00000140543",
+        "ENSG00000140682",
         "ENSG00000140691",
         "ENSG00000140740",
         "ENSG00000140795",
         "ENSG00000140829",
+        "ENSG00000140848",
         "ENSG00000140853",
         "ENSG00000140931",
         "ENSG00000140943",
@@ -1738,12 +1736,12 @@
         "ENSG00000142405",
         "ENSG00000142408",
         "ENSG00000142512",
+        "ENSG00000142528",
         "ENSG00000142530",
         "ENSG00000142552",
         "ENSG00000142556",
         "ENSG00000142583",
         "ENSG00000142609",
-        "ENSG00000142632",
         "ENSG00000142657",
         "ENSG00000142686",
         "ENSG00000142731",
@@ -1886,7 +1884,6 @@
         "ENSG00000147118",
         "ENSG00000147119",
         "ENSG00000147121",
-        "ENSG00000147138",
         "ENSG00000147164",
         "ENSG00000147174",
         "ENSG00000147257",
@@ -1900,8 +1897,8 @@
         "ENSG00000147570",
         "ENSG00000147576",
         "ENSG00000147604",
+        "ENSG00000147606",
         "ENSG00000147642",
-        "ENSG00000147647",
         "ENSG00000147872",
         "ENSG00000147955",
         "ENSG00000148053",
@@ -1910,12 +1907,12 @@
         "ENSG00000148296",
         "ENSG00000148308",
         "ENSG00000148331",
+        "ENSG00000148343",
         "ENSG00000148346",
         "ENSG00000148384",
         "ENSG00000148399",
         "ENSG00000148411",
         "ENSG00000148488",
-        "ENSG00000148572",
         "ENSG00000148600",
         "ENSG00000148604",
         "ENSG00000148606",
@@ -1949,6 +1946,7 @@
         "ENSG00000150045",
         "ENSG00000150054",
         "ENSG00000150337",
+        "ENSG00000150433",
         "ENSG00000150455",
         "ENSG00000150457",
         "ENSG00000150510",
@@ -1960,7 +1958,6 @@
         "ENSG00000150776",
         "ENSG00000150873",
         "ENSG00000150991",
-        "ENSG00000150995",
         "ENSG00000151012",
         "ENSG00000151065",
         "ENSG00000151067",
@@ -1995,6 +1992,7 @@
         "ENSG00000152443",
         "ENSG00000152454",
         "ENSG00000152455",
+        "ENSG00000152463",
         "ENSG00000152556",
         "ENSG00000152583",
         "ENSG00000152620",
@@ -2039,7 +2037,6 @@
         "ENSG00000154262",
         "ENSG00000154277",
         "ENSG00000154328",
-        "ENSG00000154330",
         "ENSG00000154451",
         "ENSG00000154548",
         "ENSG00000154553",
@@ -2096,7 +2093,9 @@
         "ENSG00000156502",
         "ENSG00000156504",
         "ENSG00000156508",
+        "ENSG00000156521",
         "ENSG00000156697",
+        "ENSG00000156709",
         "ENSG00000156735",
         "ENSG00000156738",
         "ENSG00000156795",
@@ -2168,7 +2167,6 @@
         "ENSG00000159445",
         "ENSG00000159479",
         "ENSG00000159496",
-        "ENSG00000159593",
         "ENSG00000159685",
         "ENSG00000159713",
         "ENSG00000159763",
@@ -2186,11 +2184,13 @@
         "ENSG00000160326",
         "ENSG00000160336",
         "ENSG00000160408",
+        "ENSG00000160588",
         "ENSG00000160593",
         "ENSG00000160679",
         "ENSG00000160785",
         "ENSG00000160862",
         "ENSG00000160886",
+        "ENSG00000160908",
         "ENSG00000160917",
         "ENSG00000160949",
         "ENSG00000160959",
@@ -2225,7 +2225,6 @@
         "ENSG00000162367",
         "ENSG00000162377",
         "ENSG00000162407",
-        "ENSG00000162433",
         "ENSG00000162438",
         "ENSG00000162461",
         "ENSG00000162493",
@@ -2341,6 +2340,7 @@
         "ENSG00000164045",
         "ENSG00000164050",
         "ENSG00000164053",
+        "ENSG00000164068",
         "ENSG00000164070",
         "ENSG00000164073",
         "ENSG00000164080",
@@ -2358,9 +2358,11 @@
         "ENSG00000164175",
         "ENSG00000164180",
         "ENSG00000164181",
+        "ENSG00000164187",
         "ENSG00000164209",
         "ENSG00000164220",
         "ENSG00000164237",
+        "ENSG00000164241",
         "ENSG00000164251",
         "ENSG00000164252",
         "ENSG00000164284",
@@ -2414,7 +2416,6 @@
         "ENSG00000165125",
         "ENSG00000165156",
         "ENSG00000165169",
-        "ENSG00000165195",
         "ENSG00000165215",
         "ENSG00000165238",
         "ENSG00000165271",
@@ -2438,7 +2439,6 @@
         "ENSG00000165821",
         "ENSG00000165832",
         "ENSG00000165868",
-        "ENSG00000165934",
         "ENSG00000165943",
         "ENSG00000165949",
         "ENSG00000165985",
@@ -2505,7 +2505,6 @@
         "ENSG00000166997",
         "ENSG00000167034",
         "ENSG00000167077",
-        "ENSG00000167083",
         "ENSG00000167105",
         "ENSG00000167112",
         "ENSG00000167114",
@@ -2536,7 +2535,7 @@
         "ENSG00000167705",
         "ENSG00000167711",
         "ENSG00000167721",
-        "ENSG00000167775",
+        "ENSG00000167723",
         "ENSG00000167779",
         "ENSG00000167840",
         "ENSG00000167842",
@@ -2622,12 +2621,9 @@
         "ENSG00000169418",
         "ENSG00000169429",
         "ENSG00000169439",
-        "ENSG00000169446",
         "ENSG00000169490",
         "ENSG00000169507",
         "ENSG00000169508",
-        "ENSG00000169607",
-        "ENSG00000169635",
         "ENSG00000169682",
         "ENSG00000169684",
         "ENSG00000169715",
@@ -2646,7 +2642,6 @@
         "ENSG00000170049",
         "ENSG00000170075",
         "ENSG00000170088",
-        "ENSG00000170099",
         "ENSG00000170100",
         "ENSG00000170175",
         "ENSG00000170222",
@@ -2669,6 +2664,7 @@
         "ENSG00000170464",
         "ENSG00000170468",
         "ENSG00000170473",
+        "ENSG00000170482",
         "ENSG00000170545",
         "ENSG00000170561",
         "ENSG00000170577",
@@ -2776,7 +2772,6 @@
         "ENSG00000172817",
         "ENSG00000172828",
         "ENSG00000172840",
-        "ENSG00000172888",
         "ENSG00000172890",
         "ENSG00000172893",
         "ENSG00000172936",
@@ -2843,6 +2838,7 @@
         "ENSG00000174943",
         "ENSG00000174946",
         "ENSG00000174951",
+        "ENSG00000174990",
         "ENSG00000175040",
         "ENSG00000175104",
         "ENSG00000175166",
@@ -2941,6 +2937,7 @@
         "ENSG00000177981",
         "ENSG00000177990",
         "ENSG00000178033",
+        "ENSG00000178093",
         "ENSG00000178149",
         "ENSG00000178199",
         "ENSG00000178202",
@@ -3049,6 +3046,7 @@
         "ENSG00000182199",
         "ENSG00000182220",
         "ENSG00000182253",
+        "ENSG00000182264",
         "ENSG00000182308",
         "ENSG00000182318",
         "ENSG00000182326",
@@ -3060,7 +3058,6 @@
         "ENSG00000182568",
         "ENSG00000182578",
         "ENSG00000182612",
-        "ENSG00000182628",
         "ENSG00000182636",
         "ENSG00000182648",
         "ENSG00000182685",
@@ -3117,6 +3114,7 @@
         "ENSG00000184292",
         "ENSG00000184371",
         "ENSG00000184428",
+        "ENSG00000184434",
         "ENSG00000184445",
         "ENSG00000184470",
         "ENSG00000184489",
@@ -3173,7 +3171,6 @@
         "ENSG00000185838",
         "ENSG00000185869",
         "ENSG00000185880",
-        "ENSG00000185900",
         "ENSG00000185909",
         "ENSG00000185917",
         "ENSG00000185958",
@@ -3185,10 +3182,8 @@
         "ENSG00000186020",
         "ENSG00000186026",
         "ENSG00000186074",
-        "ENSG00000186130",
         "ENSG00000186141",
         "ENSG00000186204",
-        "ENSG00000186205",
         "ENSG00000186222",
         "ENSG00000186230",
         "ENSG00000186280",
@@ -3199,18 +3194,17 @@
         "ENSG00000186376",
         "ENSG00000186417",
         "ENSG00000186431",
-        "ENSG00000186470",
         "ENSG00000186474",
         "ENSG00000186480",
         "ENSG00000186496",
         "ENSG00000186532",
         "ENSG00000186625",
+        "ENSG00000186642",
         "ENSG00000186648",
         "ENSG00000186654",
         "ENSG00000186666",
         "ENSG00000186710",
         "ENSG00000186765",
-        "ENSG00000186806",
         "ENSG00000186810",
         "ENSG00000186818",
         "ENSG00000186834",
@@ -3221,6 +3215,7 @@
         "ENSG00000186907",
         "ENSG00000186918",
         "ENSG00000187010",
+        "ENSG00000187013",
         "ENSG00000187033",
         "ENSG00000187049",
         "ENSG00000187068",
@@ -3282,27 +3277,29 @@
         "ENSG00000188610",
         "ENSG00000188611",
         "ENSG00000188659",
-        "ENSG00000188687",
         "ENSG00000188706",
         "ENSG00000188732",
+        "ENSG00000188739",
         "ENSG00000188783",
         "ENSG00000188785",
         "ENSG00000188786",
+        "ENSG00000188878",
         "ENSG00000188910",
         "ENSG00000188916",
         "ENSG00000188921",
         "ENSG00000188938",
         "ENSG00000188997",
         "ENSG00000189007",
+        "ENSG00000189042",
         "ENSG00000189046",
         "ENSG00000189058",
         "ENSG00000189067",
         "ENSG00000189077",
         "ENSG00000189114",
         "ENSG00000189143",
-        "ENSG00000189184",
         "ENSG00000189221",
         "ENSG00000189298",
+        "ENSG00000189362",
         "ENSG00000189377",
         "ENSG00000189433",
         "ENSG00000196104",
@@ -3331,6 +3328,7 @@
         "ENSG00000196449",
         "ENSG00000196455",
         "ENSG00000196458",
+        "ENSG00000196502",
         "ENSG00000196505",
         "ENSG00000196517",
         "ENSG00000196544",
@@ -3351,6 +3349,7 @@
         "ENSG00000196843",
         "ENSG00000196867",
         "ENSG00000196912",
+        "ENSG00000196917",
         "ENSG00000196923",
         "ENSG00000196981",
         "ENSG00000197006",
@@ -3368,6 +3367,7 @@
         "ENSG00000197245",
         "ENSG00000197249",
         "ENSG00000197256",
+        "ENSG00000197275",
         "ENSG00000197279",
         "ENSG00000197291",
         "ENSG00000197343",
@@ -3395,7 +3395,6 @@
         "ENSG00000197872",
         "ENSG00000197905",
         "ENSG00000197928",
-        "ENSG00000197943",
         "ENSG00000197961",
         "ENSG00000197993",
         "ENSG00000198000",
@@ -3408,6 +3407,7 @@
         "ENSG00000198298",
         "ENSG00000198331",
         "ENSG00000198464",
+        "ENSG00000198513",
         "ENSG00000198542",
         "ENSG00000198551",
         "ENSG00000198574",
@@ -3455,6 +3455,7 @@
         "ENSG00000203801",
         "ENSG00000203808",
         "ENSG00000203872",
+        "ENSG00000203883",
         "ENSG00000203952",
         "ENSG00000203993",
         "ENSG00000203999",
@@ -3491,7 +3492,6 @@
         "ENSG00000204520",
         "ENSG00000204524",
         "ENSG00000204536",
-        "ENSG00000204568",
         "ENSG00000204577",
         "ENSG00000204592",
         "ENSG00000204599",
@@ -3521,7 +3521,6 @@
         "ENSG00000205643",
         "ENSG00000205659",
         "ENSG00000205670",
-        "ENSG00000205707",
         "ENSG00000205744",
         "ENSG00000205758",
         "ENSG00000205765",
@@ -3572,6 +3571,7 @@
         "ENSG00000214456",
         "ENSG00000214706",
         "ENSG00000215041",
+        "ENSG00000215114",
         "ENSG00000215126",
         "ENSG00000215251",
         "ENSG00000215424",
@@ -3600,7 +3600,6 @@
         "ENSG00000223547",
         "ENSG00000223561",
         "ENSG00000223609",
-        "ENSG00000223653",
         "ENSG00000223960",
         "ENSG00000224101",
         "ENSG00000224152",
@@ -3625,6 +3624,7 @@
         "ENSG00000225938",
         "ENSG00000225968",
         "ENSG00000226026",
+        "ENSG00000226137",
         "ENSG00000226200",
         "ENSG00000226479",
         "ENSG00000226791",
@@ -3638,6 +3638,7 @@
         "ENSG00000227409",
         "ENSG00000227502",
         "ENSG00000227630",
+        "ENSG00000228016",
         "ENSG00000228058",
         "ENSG00000228060",
         "ENSG00000228192",
@@ -3685,10 +3686,8 @@
         "ENSG00000233672",
         "ENSG00000233791",
         "ENSG00000233901",
-        "ENSG00000234072",
         "ENSG00000234076",
         "ENSG00000234171",
-        "ENSG00000234336",
         "ENSG00000234350",
         "ENSG00000234509",
         "ENSG00000234608",
@@ -3697,6 +3696,7 @@
         "ENSG00000234949",
         "ENSG00000234956",
         "ENSG00000234965",
+        "ENSG00000235033",
         "ENSG00000235106",
         "ENSG00000235159",
         "ENSG00000235501",
@@ -3723,6 +3723,7 @@
         "ENSG00000237181",
         "ENSG00000237187",
         "ENSG00000237248",
+        "ENSG00000237440",
         "ENSG00000237489",
         "ENSG00000237523",
         "ENSG00000237637",
@@ -3735,10 +3736,10 @@
         "ENSG00000238287",
         "ENSG00000239264",
         "ENSG00000239305",
-        "ENSG00000239335",
         "ENSG00000239445",
         "ENSG00000239453",
         "ENSG00000239636",
+        "ENSG00000239713",
         "ENSG00000239779",
         "ENSG00000239857",
         "ENSG00000239946",
@@ -3765,7 +3766,6 @@
         "ENSG00000243414",
         "ENSG00000243649",
         "ENSG00000243660",
-        "ENSG00000243710",
         "ENSG00000243811",
         "ENSG00000243819",
         "ENSG00000243910",
@@ -3789,6 +3789,7 @@
         "ENSG00000246334",
         "ENSG00000246339",
         "ENSG00000246366",
+        "ENSG00000246523",
         "ENSG00000246548",
         "ENSG00000246740",
         "ENSG00000246859",
@@ -3897,6 +3898,7 @@
         "ENSG00000260589",
         "ENSG00000260641",
         "ENSG00000260691",
+        "ENSG00000260742",
         "ENSG00000260876",
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