popV version: 0.6.0

.gitattributes

@@ -35,3 +35,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
 minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
+OnClass.meta filter=lfs diff=lfs merge=lfs -text
+faiss_index.index filter=lfs diff=lfs merge=lfs -text
+harmony_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
+ref_labels.csv filter=lfs diff=lfs merge=lfs -text
+scvi_knn_classifier.index filter=lfs diff=lfs merge=lfs -text

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| fibroblast | 8260 | 0.82 | 0.79 | 0.88 | 0.69 | 0.00 | 0.61 | 0.70 | 0.73 | 0.89 |\n| stromal cell of ovary | 3509 | 0.97 | 0.94 | 0.89 | 0.60 | 0.00 | 0.50 | 0.96 | 0.96 | 0.99 |\n| mesenchymal stem cell | 2266 | 0.93 | 0.75 | 0.88 | 0.33 | 0.00 | 0.40 | 0.90 | 0.89 | 0.95 |\n| smooth muscle cell | 1815 | 0.79 | 0.66 | 0.85 | 0.70 | 0.00 | 0.64 | 0.77 | 0.81 | 0.83 |\n| pericyte | 1105 | 0.72 | 0.63 | 0.83 | 0.66 | 0.00 | 0.49 | 0.71 | 0.74 | 0.78 |\n| skeletal muscle satellite stem cell | 670 | 0.95 | 0.95 | 0.96 | 0.76 | 0.00 | 0.70 | 0.95 | 0.96 | 0.97 |\n| blood vessel smooth muscle cell | 580 | 0.88 | 0.49 | 0.92 | 0.67 | 0.00 | 0.43 | 0.88 | 0.86 | 0.95 |\n| regular atrial cardiac myocyte | 621 | 0.80 | 0.43 | 0.74 | 0.30 | 0.00 | 0.10 | 0.90 | 0.94 | 0.92 |\n| fibroblast of breast | 541 | 0.97 | 0.00 | 0.71 | 0.14 | 0.00 | 0.10 | 0.90 | 0.80 | 0.93 |\n| vascular associated smooth muscle cell | 474 | 0.72 | 0.04 | 0.62 | 0.48 | 0.00 | 0.19 | 0.64 | 0.73 | 0.73 |\n| myofibroblast cell | 414 | 0.56 | 0.29 | 0.80 | 0.39 | 0.00 | 0.44 | 0.56 | 0.60 | 0.77 |\n| thymic fibroblast type 2 | 401 | 0.69 | 0.00 | 0.43 | 0.07 | 0.00 | 0.23 | 0.61 | 0.65 | 0.54 |\n| mesenchymal stem cell of adipose tissue | 359 | 0.35 | 0.00 | 0.64 | 0.27 | 0.00 | 0.22 | 0.34 | 0.38 | 0.50 |\n| stromal cell | 289 | 0.79 | 0.02 | 0.49 | 0.30 | 0.00 | 0.37 | 0.75 | 0.80 | 0.94 |\n| thymic fibroblast type 1 | 339 | 0.66 | 0.01 | 0.60 | 0.17 | 0.00 | 0.12 | 0.57 | 0.55 | 0.63 |\n| ventricular cardiac muscle cell | 245 | 0.45 | 0.11 | 0.61 | 0.38 | 0.00 | 0.47 | 0.79 | 0.86 | 0.80 |\n| fibroblast of cardiac tissue | 186 | 0.96 | 0.54 | 0.92 | 0.07 | 0.00 | 0.48 | 0.81 | 0.75 | 0.95 |\n| alveolar adventitial fibroblast | 124 | 0.80 | 0.40 | 0.63 | 0.14 | 0.00 | 0.32 | 0.57 | 0.80 | 0.79 |\n| adventitial cell | 106 | 0.25 | 0.00 | 0.13 | 0.07 | 0.00 | 0.11 | 0.30 | 0.46 | 0.51 |\n| theca cell | 120 | 0.69 | 0.27 | 0.88 | 0.61 | 0.00 | 0.63 | 0.81 | 0.68 | 0.88 |\n| keratocyte | 91 | 0.58 | 0.04 | 0.36 | 0.05 | 0.00 | 0.10 | 0.41 | 0.44 | 0.58 |\n| myometrial cell | 101 | 0.87 | 0.00 | 0.88 | 0.16 | 0.00 | 0.36 | 0.64 | 0.72 | 0.87 |\n| mural cell | 57 | 0.57 | 0.54 | 0.76 | 0.27 | 0.00 | 0.27 | 0.53 | 0.55 | 0.88 |\n| Mueller cell | 50 | 0.92 | 0.63 | 0.97 | 0.72 | 0.00 | 0.59 | 0.97 | 0.97 | 0.98 |\n| fast muscle cell | 53 | 0.63 | 0.70 | 0.83 | 0.72 | 0.00 | 0.85 | 0.83 | 0.88 | 0.91 |\n| pancreatic stellate cell | 38 | 0.43 | 0.00 | 0.52 | 0.16 | 0.00 | 0.00 | 0.80 | 0.81 | 0.73 |\n| tendon cell | 40 | 0.28 | 0.14 | 0.52 | 0.11 | 0.00 | 0.11 | 0.31 | 0.39 | 0.64 |\n| muscle cell | 36 | 0.78 | 0.00 | 0.69 | 0.63 | 0.00 | 0.73 | 0.92 | 0.96 | 0.96 |\n| Schwann cell | 33 | 0.71 | 0.75 | 0.79 | 0.72 | 0.00 | 0.20 | 0.70 | 0.74 | 0.82 |\n| melanocyte | 16 | 0.00 | 0.67 | 0.79 | 0.71 | 0.00 | 0.20 | 0.71 | 0.70 | 0.91 |\n| hepatic stellate cell | 29 | 0.24 | 0.00 | 0.70 | 0.19 | 0.00 | 0.16 | 0.84 | 0.84 | 0.71 |\n| bronchial smooth muscle cell | 12 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.20 | 0.28 | 0.29 |\n| tongue muscle cell | 11 | 0.00 | 0.43 | 0.67 | 0.13 | 0.00 | 0.10 | 0.59 | 0.33 | 0.71 |\n| slow muscle cell | 14 | 0.00 | 0.55 | 0.67 | 0.20 | 0.00 | 0.83 | 0.87 | 0.87 | 0.90 |\n| connective tissue cell | 9 | 0.00 | 0.00 | 0.00 | 0.12 | 0.00 | 0.02 | 0.33 | 0.22 | 0.40 |\n| adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| glial cell | 1 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.29 | 0.40 | 0.11 | 1.00 |\n| Leydig cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal 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| fibroblast | 74880 | 0.82 | 0.71 | 0.93 | 0.77 | 0.00 | 0.84 | 0.70 | 0.73 | 0.92 |\n| stromal cell of ovary | 31494 | 0.97 | 0.45 | 0.91 | 0.73 | 0.00 | 0.96 | 0.96 | 0.96 | 0.99 |\n| mesenchymal stem cell | 21230 | 0.93 | 0.61 | 0.94 | 0.51 | 0.00 | 0.93 | 0.90 | 0.90 | 0.97 |\n| smooth muscle cell | 16574 | 0.79 | 0.59 | 0.92 | 0.79 | 0.00 | 0.86 | 0.78 | 0.81 | 0.89 |\n| pericyte | 9773 | 0.71 | 0.52 | 0.90 | 0.76 | 0.00 | 0.75 | 0.72 | 0.76 | 0.83 |\n| skeletal muscle satellite stem cell | 5498 | 0.94 | 0.93 | 0.98 | 0.85 | 0.00 | 0.95 | 0.96 | 0.95 | 0.98 |\n| blood vessel smooth muscle cell | 5407 | 0.89 | 0.13 | 0.96 | 0.77 | 0.00 | 0.94 | 0.88 | 0.87 | 0.96 |\n| regular atrial cardiac myocyte | 5190 | 0.78 | 0.12 | 0.90 | 0.76 | 0.00 | 0.98 | 0.91 | 0.95 | 0.97 |\n| fibroblast of breast | 4729 | 0.98 | 0.00 | 0.76 | 0.38 | 0.00 | 0.95 | 0.90 | 0.78 | 0.99 |\n| vascular associated smooth muscle cell | 4544 | 0.71 | 0.01 | 0.79 | 0.63 | 0.00 | 0.74 | 0.66 | 0.72 | 0.82 |\n| myofibroblast cell | 4021 | 0.59 | 0.09 | 0.90 | 0.62 | 0.00 | 0.60 | 0.58 | 0.63 | 0.82 |\n| thymic fibroblast type 2 | 3802 | 0.69 | 0.00 | 0.67 | 0.30 | 0.00 | 0.88 | 0.63 | 0.67 | 0.89 |\n| mesenchymal stem cell of adipose tissue | 3413 | 0.36 | 0.00 | 0.77 | 0.48 | 0.00 | 0.48 | 0.37 | 0.42 | 0.54 |\n| stromal cell | 3139 | 0.80 | 0.00 | 0.69 | 0.46 | 0.00 | 0.80 | 0.78 | 0.82 | 0.94 |\n| thymic fibroblast type 1 | 2930 | 0.62 | 0.00 | 0.79 | 0.29 | 0.00 | 0.85 | 0.59 | 0.55 | 0.87 |\n| ventricular cardiac muscle cell | 2353 | 0.43 | 0.00 | 0.79 | 0.74 | 0.00 | 0.98 | 0.82 | 0.90 | 0.93 |\n| fibroblast of cardiac tissue | 1751 | 0.96 | 0.26 | 0.98 | 0.46 | 0.00 | 0.93 | 0.79 | 0.74 | 0.95 |\n| alveolar adventitial fibroblast | 987 | 0.82 | 0.25 | 0.74 | 0.33 | 0.00 | 0.81 | 0.60 | 0.85 | 0.94 |\n| adventitial cell | 938 | 0.25 | 0.00 | 0.63 | 0.28 | 0.00 | 0.45 | 0.31 | 0.45 | 0.68 |\n| theca cell | 918 | 0.65 | 0.04 | 0.92 | 0.78 | 0.00 | 0.64 | 0.76 | 0.64 | 0.81 |\n| keratocyte | 883 | 0.59 | 0.01 | 0.54 | 0.16 | 0.00 | 0.46 | 0.41 | 0.47 | 0.73 |\n| myometrial cell | 816 | 0.82 | 0.00 | 0.87 | 0.62 | 0.00 | 0.64 | 0.59 | 0.72 | 0.87 |\n| mural cell | 557 | 0.58 | 0.42 | 0.83 | 0.43 | 0.00 | 0.60 | 0.59 | 0.60 | 0.93 |\n| Mueller cell | 445 | 0.89 | 0.30 | 0.96 | 0.87 | 0.00 | 0.85 | 0.99 | 0.96 | 0.98 |\n| fast muscle cell | 442 | 0.58 | 0.63 | 0.89 | 0.82 | 0.00 | 0.89 | 0.85 | 0.92 | 0.95 |\n| pancreatic stellate cell | 386 | 0.39 | 0.00 | 0.83 | 0.30 | 0.00 | 0.78 | 0.80 | 0.79 | 0.81 |\n| tendon cell | 380 | 0.30 | 0.02 | 0.80 | 0.43 | 0.00 | 0.31 | 0.35 | 0.40 | 0.71 |\n| muscle cell | 370 | 0.77 | 0.01 | 0.89 | 0.90 | 0.00 | 0.92 | 0.98 | 0.99 | 0.99 |\n| Schwann cell | 279 | 0.61 | 0.42 | 0.88 | 0.79 | 0.00 | 0.32 | 0.70 | 0.82 | 0.86 |\n| melanocyte | 215 | 0.00 | 0.52 | 0.93 | 0.71 | 0.00 | 0.45 | 0.76 | 0.82 | 0.96 |\n| hepatic stellate cell | 193 | 0.26 | 0.00 | 0.79 | 0.45 | 0.00 | 0.67 | 0.80 | 0.74 | 0.84 |\n| bronchial smooth muscle cell | 207 | 0.00 | 0.00 | 0.59 | 0.34 | 0.00 | 0.47 | 0.47 | 0.56 | 0.76 |\n| tongue muscle cell | 187 | 0.00 | 0.05 | 0.87 | 0.37 | 0.00 | 0.62 | 0.87 | 0.51 | 0.94 |\n| slow muscle cell | 160 | 0.00 | 0.50 | 0.82 | 0.57 | 0.00 | 0.87 | 0.93 | 0.95 | 0.96 |\n| connective tissue cell | 142 | 0.00 | 0.00 | 0.46 | 0.23 | 0.00 | 0.31 | 0.54 | 0.36 | 0.77 |\n| adipocyte | 33 | 0.00 | 0.00 | 0.96 | 0.86 | 0.00 | 0.37 | 0.93 | 0.86 | 0.97 |\n| glial cell | 19 | 0.00 | 0.00 | 0.79 | 0.50 | 0.00 | 0.41 | 0.41 | 0.18 | 0.61 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.13 | 0.00 | 0.12 | 0.86 | 0.20 | 0.46 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.21 | 0.57 | 0.67 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 8262 | 0.81 | 0.79 | 0.88 | 0.74 | 0.00 | 0.59 | 0.70 | 0.75 | 0.89 |\n| stromal cell of ovary | 3505 | 0.98 | 0.94 | 0.90 | 0.77 | 0.00 | 0.78 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 2265 | 0.93 | 0.74 | 0.89 | 0.46 | 0.00 | 0.05 | 0.90 | 0.90 | 0.95 |\n| smooth muscle cell | 1819 | 0.77 | 0.67 | 0.85 | 0.76 | 0.00 | 0.69 | 0.76 | 0.80 | 0.85 |\n| pericyte | 1111 | 0.71 | 0.66 | 0.83 | 0.70 | 0.00 | 0.53 | 0.71 | 0.74 | 0.79 |\n| skeletal muscle satellite stem cell | 668 | 0.95 | 0.94 | 0.96 | 0.84 | 0.00 | 0.76 | 0.94 | 0.95 | 0.97 |\n| blood vessel smooth muscle cell | 582 | 0.80 | 0.42 | 0.93 | 0.72 | 0.00 | 0.80 | 0.88 | 0.89 | 0.94 |\n| regular atrial cardiac myocyte | 620 | 0.82 | 0.64 | 0.77 | 0.64 | 0.00 | 0.22 | 0.87 | 0.94 | 0.94 |\n| fibroblast of breast | 541 | 0.96 | 0.00 | 0.69 | 0.18 | 0.00 | 0.09 | 0.89 | 0.82 | 0.91 |\n| vascular associated smooth muscle cell | 472 | 0.73 | 0.08 | 0.68 | 0.53 | 0.00 | 0.19 | 0.59 | 0.70 | 0.74 |\n| myofibroblast cell | 419 | 0.62 | 0.35 | 0.80 | 0.54 | 0.00 | 0.43 | 0.64 | 0.63 | 0.79 |\n| thymic fibroblast type 2 | 402 | 0.63 | 0.00 | 0.43 | 0.14 | 0.00 | 0.20 | 0.64 | 0.67 | 0.52 |\n| mesenchymal stem cell of adipose tissue | 350 | 0.36 | 0.00 | 0.63 | 0.32 | 0.00 | 0.22 | 0.35 | 0.39 | 0.49 |\n| stromal cell | 290 | 0.88 | 0.02 | 0.58 | 0.44 | 0.00 | 0.42 | 0.77 | 0.84 | 0.95 |\n| thymic fibroblast type 1 | 336 | 0.58 | 0.01 | 0.57 | 0.16 | 0.00 | 0.18 | 0.59 | 0.57 | 0.63 |\n| ventricular cardiac muscle cell | 247 | 0.43 | 0.09 | 0.63 | 0.55 | 0.00 | 0.49 | 0.75 | 0.86 | 0.86 |\n| fibroblast of cardiac tissue | 186 | 0.96 | 0.60 | 0.94 | 0.13 | 0.00 | 0.41 | 0.73 | 0.74 | 0.94 |\n| alveolar adventitial fibroblast | 127 | 0.73 | 0.42 | 0.62 | 0.19 | 0.00 | 0.24 | 0.60 | 0.77 | 0.75 |\n| adventitial cell | 107 | 0.24 | 0.02 | 0.15 | 0.05 | 0.00 | 0.17 | 0.30 | 0.43 | 0.53 |\n| theca cell | 120 | 0.78 | 0.34 | 0.87 | 0.71 | 0.00 | 0.81 | 0.78 | 0.69 | 0.85 |\n| keratocyte | 89 | 0.53 | 0.00 | 0.34 | 0.02 | 0.00 | 0.17 | 0.45 | 0.50 | 0.60 |\n| myometrial cell | 102 | 0.86 | 0.00 | 0.88 | 0.57 | 0.00 | 0.67 | 0.64 | 0.75 | 0.88 |\n| mural cell | 60 | 0.70 | 0.54 | 0.73 | 0.16 | 0.00 | 0.26 | 0.54 | 0.59 | 0.80 |\n| Mueller cell | 50 | 0.96 | 0.84 | 0.95 | 0.84 | 0.00 | 0.83 | 0.95 | 0.96 | 0.97 |\n| fast muscle cell | 54 | 0.65 | 0.72 | 0.84 | 0.82 | 0.00 | 0.78 | 0.78 | 0.88 | 0.91 |\n| pancreatic stellate cell | 37 | 0.64 | 0.00 | 0.48 | 0.09 | 0.00 | 0.00 | 0.66 | 0.77 | 0.75 |\n| tendon cell | 40 | 0.28 | 0.18 | 0.44 | 0.30 | 0.00 | 0.28 | 0.35 | 0.37 | 0.63 |\n| muscle cell | 35 | 0.75 | 0.06 | 0.74 | 0.80 | 0.00 | 0.71 | 0.88 | 0.95 | 0.96 |\n| Schwann cell | 32 | 0.75 | 0.80 | 0.84 | 0.81 | 0.00 | 0.32 | 0.64 | 0.69 | 0.83 |\n| melanocyte | 16 | 0.00 | 0.67 | 0.84 | 0.48 | 0.00 | 0.29 | 0.51 | 0.61 | 0.90 |\n| hepatic stellate cell | 29 | 0.57 | 0.00 | 0.51 | 0.39 | 0.00 | 0.36 | 0.68 | 0.78 | 0.75 |\n| bronchial smooth muscle cell | 12 | 0.14 | 0.15 | 0.00 | 0.12 | 0.00 | 0.07 | 0.21 | 0.25 | 0.29 |\n| tongue muscle cell | 14 | 0.35 | 0.25 | 0.50 | 0.00 | 0.00 | 0.28 | 0.41 | 0.37 | 0.57 |\n| slow muscle cell | 14 | 0.54 | 0.46 | 0.62 | 0.32 | 0.00 | 0.90 | 0.87 | 0.87 | 0.93 |\n| connective tissue cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.09 | 0.08 | 0.14 | 0.33 |\n| adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| glial cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.02 | 0.15 | 0.10 | 0.33 |\n| Leydig cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal 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| fibroblast | 74883 | 0.81 | 0.79 | 0.90 | 0.76 | 0.00 | 0.82 | 0.69 | 0.75 | 0.92 |\n| stromal cell of ovary | 31498 | 0.98 | 0.94 | 0.87 | 0.77 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 21231 | 0.94 | 0.74 | 0.92 | 0.48 | 0.00 | 0.95 | 0.90 | 0.89 | 0.97 |\n| smooth muscle cell | 16574 | 0.77 | 0.67 | 0.89 | 0.79 | 0.00 | 0.83 | 0.77 | 0.81 | 0.88 |\n| pericyte | 9767 | 0.71 | 0.64 | 0.86 | 0.72 | 0.00 | 0.70 | 0.72 | 0.75 | 0.82 |\n| skeletal muscle satellite stem cell | 5500 | 0.95 | 0.95 | 0.97 | 0.88 | 0.00 | 0.92 | 0.95 | 0.95 | 0.97 |\n| blood vessel smooth muscle cell | 5405 | 0.80 | 0.43 | 0.95 | 0.79 | 0.00 | 0.93 | 0.87 | 0.89 | 0.95 |\n| regular atrial cardiac myocyte | 5191 | 0.80 | 0.63 | 0.88 | 0.82 | 0.00 | 0.99 | 0.89 | 0.94 | 0.94 |\n| fibroblast of breast | 4729 | 0.96 | 0.00 | 0.66 | 0.26 | 0.00 | 0.88 | 0.87 | 0.82 | 0.98 |\n| vascular associated smooth muscle cell | 4546 | 0.73 | 0.06 | 0.74 | 0.60 | 0.00 | 0.71 | 0.62 | 0.72 | 0.80 |\n| myofibroblast cell | 4015 | 0.64 | 0.36 | 0.87 | 0.62 | 0.00 | 0.73 | 0.65 | 0.67 | 0.83 |\n| thymic fibroblast type 2 | 3801 | 0.64 | 0.00 | 0.57 | 0.22 | 0.00 | 0.71 | 0.63 | 0.68 | 0.85 |\n| mesenchymal stem cell of adipose tissue | 3422 | 0.38 | 0.00 | 0.70 | 0.44 | 0.00 | 0.49 | 0.38 | 0.43 | 0.56 |\n| stromal cell | 3138 | 0.88 | 0.01 | 0.62 | 0.44 | 0.00 | 0.86 | 0.82 | 0.85 | 0.95 |\n| thymic fibroblast type 1 | 2933 | 0.56 | 0.02 | 0.71 | 0.21 | 0.00 | 0.65 | 0.57 | 0.57 | 0.83 |\n| ventricular cardiac muscle cell | 2351 | 0.44 | 0.07 | 0.72 | 0.65 | 0.00 | 0.96 | 0.79 | 0.89 | 0.85 |\n| fibroblast of cardiac tissue | 1751 | 0.96 | 0.54 | 0.97 | 0.36 | 0.00 | 0.67 | 0.71 | 0.71 | 0.93 |\n| alveolar adventitial fibroblast | 984 | 0.73 | 0.46 | 0.62 | 0.22 | 0.00 | 0.78 | 0.60 | 0.80 | 0.92 |\n| adventitial cell | 937 | 0.25 | 0.01 | 0.38 | 0.13 | 0.00 | 0.45 | 0.30 | 0.40 | 0.63 |\n| theca cell | 918 | 0.74 | 0.36 | 0.90 | 0.79 | 0.00 | 0.72 | 0.75 | 0.67 | 0.88 |\n| keratocyte | 885 | 0.54 | 0.03 | 0.40 | 0.08 | 0.00 | 0.51 | 0.45 | 0.51 | 0.68 |\n| myometrial cell | 815 | 0.82 | 0.00 | 0.85 | 0.66 | 0.00 | 0.66 | 0.62 | 0.74 | 0.85 |\n| mural cell | 554 | 0.68 | 0.52 | 0.76 | 0.25 | 0.00 | 0.79 | 0.55 | 0.59 | 0.92 |\n| Mueller cell | 445 | 0.98 | 0.87 | 0.94 | 0.87 | 0.00 | 0.93 | 0.96 | 0.96 | 0.98 |\n| fast muscle cell | 441 | 0.64 | 0.69 | 0.84 | 0.84 | 0.00 | 0.81 | 0.86 | 0.93 | 0.95 |\n| pancreatic stellate cell | 388 | 0.61 | 0.00 | 0.77 | 0.25 | 0.00 | 0.79 | 0.68 | 0.77 | 0.77 |\n| tendon cell | 380 | 0.30 | 0.14 | 0.75 | 0.37 | 0.00 | 0.36 | 0.38 | 0.42 | 0.71 |\n| muscle cell | 371 | 0.79 | 0.01 | 0.84 | 0.89 | 0.00 | 0.91 | 0.93 | 0.99 | 0.99 |\n| Schwann cell | 280 | 0.61 | 0.67 | 0.84 | 0.74 | 0.00 | 0.48 | 0.76 | 0.78 | 0.85 |\n| melanocyte | 215 | 0.00 | 0.69 | 0.89 | 0.66 | 0.00 | 0.53 | 0.68 | 0.75 | 0.94 |\n| hepatic stellate cell | 193 | 0.50 | 0.00 | 0.65 | 0.49 | 0.00 | 0.70 | 0.62 | 0.72 | 0.79 |\n| bronchial smooth muscle cell | 207 | 0.36 | 0.03 | 0.44 | 0.17 | 0.00 | 0.34 | 0.43 | 0.52 | 0.66 |\n| tongue muscle cell | 184 | 0.45 | 0.23 | 0.74 | 0.12 | 0.00 | 0.74 | 0.57 | 0.52 | 0.85 |\n| slow muscle cell | 160 | 0.57 | 0.49 | 0.80 | 0.55 | 0.00 | 0.88 | 0.90 | 0.92 | 0.96 |\n| connective tissue cell | 142 | 0.00 | 0.00 | 0.12 | 0.04 | 0.00 | 0.68 | 0.17 | 0.25 | 0.70 |\n| adipocyte | 33 | 0.00 | 0.00 | 0.92 | 0.65 | 0.00 | 0.16 | 0.69 | 0.80 | 1.00 |\n| glial cell | 19 | 0.00 | 0.00 | 0.67 | 0.10 | 0.00 | 0.04 | 0.35 | 0.17 | 0.46 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.13 | 0.49 | 0.33 | 0.20 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.19 | 0.31 | 0.00 |"
 }

celltypist.pkl

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faiss_index.index

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harmony_knn_classifier.index

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+oid sha256:f058d6c53005dba5500fa12f04a189822faab254d89c44955e3a4910532d7194
+size 41859445

preprocessing.json

@@ -17,7 +17,6 @@
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@@ -70,6 +69,7 @@
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@@ -81,7 +81,6 @@
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@@ -237,6 +237,7 @@
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@@ -342,6 +344,7 @@
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@@ -857,6 +866,7 @@
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         "ENSG00000185875",
+        "ENSG00000185897",
         "ENSG00000185900",
         "ENSG00000185904",
         "ENSG00000185905",
@@ -2893,7 +2956,9 @@
         "ENSG00000186019",
         "ENSG00000186051",
         "ENSG00000186088",
+        "ENSG00000186103",
         "ENSG00000186118",
+        "ENSG00000186150",
         "ENSG00000186185",
         "ENSG00000186188",
         "ENSG00000186193",
@@ -2931,7 +2996,6 @@
         "ENSG00000187122",
         "ENSG00000187134",
         "ENSG00000187288",
-        "ENSG00000187372",
         "ENSG00000187486",
         "ENSG00000187513",
         "ENSG00000187554",
@@ -2945,6 +3009,7 @@
         "ENSG00000187773",
         "ENSG00000187783",
         "ENSG00000187801",
+        "ENSG00000187808",
         "ENSG00000187815",
         "ENSG00000187862",
         "ENSG00000187905",
@@ -2980,6 +3045,7 @@
         "ENSG00000188536",
         "ENSG00000188549",
         "ENSG00000188573",
+        "ENSG00000188620",
         "ENSG00000188641",
         "ENSG00000188659",
         "ENSG00000188677",
@@ -2994,11 +3060,11 @@
         "ENSG00000188778",
         "ENSG00000188783",
         "ENSG00000188785",
-        "ENSG00000188828",
         "ENSG00000188848",
         "ENSG00000188868",
         "ENSG00000188958",
         "ENSG00000188959",
+        "ENSG00000188991",
         "ENSG00000188996",
         "ENSG00000189001",
         "ENSG00000189050",
@@ -3007,6 +3073,7 @@
         "ENSG00000189067",
         "ENSG00000189068",
         "ENSG00000189091",
+        "ENSG00000189114",
         "ENSG00000189120",
         "ENSG00000189143",
         "ENSG00000189144",
@@ -3041,6 +3108,7 @@
         "ENSG00000196407",
         "ENSG00000196420",
         "ENSG00000196422",
+        "ENSG00000196440",
         "ENSG00000196459",
         "ENSG00000196466",
         "ENSG00000196503",
@@ -3050,6 +3118,7 @@
         "ENSG00000196711",
         "ENSG00000196724",
         "ENSG00000196741",
+        "ENSG00000196767",
         "ENSG00000196793",
         "ENSG00000196812",
         "ENSG00000196843",
@@ -3066,6 +3135,7 @@
         "ENSG00000196967",
         "ENSG00000196972",
         "ENSG00000196981",
+        "ENSG00000196990",
         "ENSG00000197037",
         "ENSG00000197044",
         "ENSG00000197045",
@@ -3082,7 +3152,6 @@
         "ENSG00000197256",
         "ENSG00000197261",
         "ENSG00000197279",
-        "ENSG00000197301",
         "ENSG00000197355",
         "ENSG00000197362",
         "ENSG00000197363",
@@ -3109,21 +3178,21 @@
         "ENSG00000197857",
         "ENSG00000197880",
         "ENSG00000197893",
+        "ENSG00000197901",
         "ENSG00000197912",
         "ENSG00000197930",
         "ENSG00000197933",
-        "ENSG00000197935",
         "ENSG00000197971",
         "ENSG00000197977",
         "ENSG00000198046",
         "ENSG00000198074",
         "ENSG00000198077",
         "ENSG00000198088",
+        "ENSG00000198092",
         "ENSG00000198093",
         "ENSG00000198099",
         "ENSG00000198125",
         "ENSG00000198133",
-        "ENSG00000198182",
         "ENSG00000198205",
         "ENSG00000198231",
         "ENSG00000198246",
@@ -3169,11 +3238,12 @@
         "ENSG00000198837",
         "ENSG00000198842",
         "ENSG00000198844",
-        "ENSG00000198870",
+        "ENSG00000198848",
         "ENSG00000198881",
         "ENSG00000198885",
         "ENSG00000198886",
         "ENSG00000198888",
+        "ENSG00000198889",
         "ENSG00000198894",
         "ENSG00000198899",
         "ENSG00000198910",
@@ -3188,15 +3258,16 @@
         "ENSG00000198959",
         "ENSG00000203326",
         "ENSG00000203356",
-        "ENSG00000203446",
         "ENSG00000203668",
         "ENSG00000203684",
         "ENSG00000203685",
         "ENSG00000203722",
         "ENSG00000203747",
+        "ENSG00000203785",
         "ENSG00000203797",
         "ENSG00000203801",
         "ENSG00000203805",
+        "ENSG00000203837",
         "ENSG00000203910",
         "ENSG00000203943",
         "ENSG00000204022",
@@ -3213,6 +3284,7 @@
         "ENSG00000204361",
         "ENSG00000204389",
         "ENSG00000204516",
+        "ENSG00000204518",
         "ENSG00000204519",
         "ENSG00000204540",
         "ENSG00000204576",
@@ -3222,7 +3294,6 @@
         "ENSG00000204611",
         "ENSG00000204618",
         "ENSG00000204644",
-        "ENSG00000204815",
         "ENSG00000204832",
         "ENSG00000204882",
         "ENSG00000204950",
@@ -3232,18 +3303,21 @@
         "ENSG00000205056",
         "ENSG00000205086",
         "ENSG00000205089",
+        "ENSG00000205116",
         "ENSG00000205126",
         "ENSG00000205133",
         "ENSG00000205181",
         "ENSG00000205334",
         "ENSG00000205336",
         "ENSG00000205358",
+        "ENSG00000205363",
         "ENSG00000205420",
-        "ENSG00000205424",
         "ENSG00000205456",
+        "ENSG00000205488",
         "ENSG00000205542",
         "ENSG00000205592",
         "ENSG00000205611",
+        "ENSG00000205667",
         "ENSG00000205678",
         "ENSG00000205710",
         "ENSG00000205744",
@@ -3258,7 +3332,7 @@
         "ENSG00000206561",
         "ENSG00000211445",
         "ENSG00000211448",
-        "ENSG00000211677",
+        "ENSG00000212743",
         "ENSG00000212766",
         "ENSG00000212916",
         "ENSG00000213023",
@@ -3270,7 +3344,6 @@
         "ENSG00000213523",
         "ENSG00000213699",
         "ENSG00000213714",
-        "ENSG00000213760",
         "ENSG00000213799",
         "ENSG00000213809",
         "ENSG00000213901",
@@ -3289,7 +3362,6 @@
         "ENSG00000214491",
         "ENSG00000214510",
         "ENSG00000214548",
-        "ENSG00000214562",
         "ENSG00000214688",
         "ENSG00000214711",
         "ENSG00000214870",
@@ -3297,7 +3369,6 @@
         "ENSG00000215018",
         "ENSG00000215041",
         "ENSG00000215218",
-        "ENSG00000215246",
         "ENSG00000215251",
         "ENSG00000215475",
         "ENSG00000215595",
@@ -3306,7 +3377,7 @@
         "ENSG00000216895",
         "ENSG00000217236",
         "ENSG00000218018",
-        "ENSG00000220925",
+        "ENSG00000218823",
         "ENSG00000221887",
         "ENSG00000221909",
         "ENSG00000221944",
@@ -3321,17 +3392,17 @@
         "ENSG00000223764",
         "ENSG00000223776",
         "ENSG00000223791",
-        "ENSG00000223865",
         "ENSG00000223960",
         "ENSG00000224046",
         "ENSG00000224086",
-        "ENSG00000224093",
         "ENSG00000224157",
         "ENSG00000224177",
         "ENSG00000224184",
         "ENSG00000224189",
         "ENSG00000224215",
+        "ENSG00000224286",
         "ENSG00000224310",
+        "ENSG00000224391",
         "ENSG00000224397",
         "ENSG00000224418",
         "ENSG00000224420",
@@ -3343,19 +3414,21 @@
         "ENSG00000224616",
         "ENSG00000224790",
         "ENSG00000224843",
+        "ENSG00000224924",
         "ENSG00000224934",
         "ENSG00000224944",
         "ENSG00000224958",
-        "ENSG00000224977",
+        "ENSG00000224961",
         "ENSG00000225037",
         "ENSG00000225077",
         "ENSG00000225083",
         "ENSG00000225194",
         "ENSG00000225265",
-        "ENSG00000225269",
+        "ENSG00000225298",
         "ENSG00000225361",
         "ENSG00000225383",
         "ENSG00000225465",
+        "ENSG00000225493",
         "ENSG00000225542",
         "ENSG00000225579",
         "ENSG00000225602",
@@ -3371,23 +3444,18 @@
         "ENSG00000225945",
         "ENSG00000225953",
         "ENSG00000225978",
-        "ENSG00000225981",
         "ENSG00000226031",
         "ENSG00000226051",
         "ENSG00000226091",
         "ENSG00000226137",
-        "ENSG00000226445",
         "ENSG00000226479",
         "ENSG00000226496",
         "ENSG00000226510",
         "ENSG00000226581",
-        "ENSG00000226676",
         "ENSG00000226686",
         "ENSG00000226754",
         "ENSG00000226808",
-        "ENSG00000226835",
         "ENSG00000226887",
-        "ENSG00000226953",
         "ENSG00000226979",
         "ENSG00000227014",
         "ENSG00000227036",
@@ -3396,21 +3464,16 @@
         "ENSG00000227071",
         "ENSG00000227124",
         "ENSG00000227165",
-        "ENSG00000227191",
-        "ENSG00000227210",
         "ENSG00000227268",
         "ENSG00000227290",
         "ENSG00000227308",
-        "ENSG00000227431",
         "ENSG00000227477",
-        "ENSG00000227492",
         "ENSG00000227502",
         "ENSG00000227507",
         "ENSG00000227508",
-        "ENSG00000227542",
         "ENSG00000227544",
         "ENSG00000227676",
-        "ENSG00000228022",
+        "ENSG00000227868",
         "ENSG00000228058",
         "ENSG00000228140",
         "ENSG00000228192",
@@ -3419,18 +3482,17 @@
         "ENSG00000228293",
         "ENSG00000228495",
         "ENSG00000228536",
-        "ENSG00000228639",
-        "ENSG00000228661",
+        "ENSG00000228630",
         "ENSG00000228672",
         "ENSG00000228701",
         "ENSG00000228775",
         "ENSG00000228784",
-        "ENSG00000228789",
+        "ENSG00000229056",
         "ENSG00000229140",
         "ENSG00000229153",
         "ENSG00000229214",
         "ENSG00000229334",
-        "ENSG00000229431",
+        "ENSG00000229404",
         "ENSG00000229536",
         "ENSG00000229563",
         "ENSG00000229589",
@@ -3444,9 +3506,7 @@
         "ENSG00000230176",
         "ENSG00000230257",
         "ENSG00000230266",
-        "ENSG00000230310",
         "ENSG00000230314",
-        "ENSG00000230319",
         "ENSG00000230337",
         "ENSG00000230366",
         "ENSG00000230368",
@@ -3457,7 +3517,7 @@
         "ENSG00000230797",
         "ENSG00000230798",
         "ENSG00000230873",
-        "ENSG00000230918",
+        "ENSG00000230978",
         "ENSG00000231105",
         "ENSG00000231106",
         "ENSG00000231133",
@@ -3468,7 +3528,6 @@
         "ENSG00000231346",
         "ENSG00000231389",
         "ENSG00000231437",
-        "ENSG00000231439",
         "ENSG00000231453",
         "ENSG00000231473",
         "ENSG00000231528",
@@ -3482,29 +3541,23 @@
         "ENSG00000231890",
         "ENSG00000232070",
         "ENSG00000232229",
-        "ENSG00000232445",
-        "ENSG00000232564",
         "ENSG00000232684",
         "ENSG00000232759",
         "ENSG00000232774",
         "ENSG00000232803",
         "ENSG00000232810",
         "ENSG00000232850",
-        "ENSG00000232874",
         "ENSG00000232973",
         "ENSG00000232977",
-        "ENSG00000232998",
         "ENSG00000233009",
-        "ENSG00000233110",
         "ENSG00000233175",
         "ENSG00000233203",
         "ENSG00000233220",
         "ENSG00000233308",
+        "ENSG00000233334",
         "ENSG00000233355",
         "ENSG00000233436",
         "ENSG00000233532",
-        "ENSG00000233590",
-        "ENSG00000233643",
         "ENSG00000233695",
         "ENSG00000233705",
         "ENSG00000233718",
@@ -3524,7 +3577,6 @@
         "ENSG00000234754",
         "ENSG00000234817",
         "ENSG00000234883",
-        "ENSG00000234884",
         "ENSG00000234928",
         "ENSG00000235026",
         "ENSG00000235072",
@@ -3534,10 +3586,12 @@
         "ENSG00000235280",
         "ENSG00000235366",
         "ENSG00000235387",
+        "ENSG00000235448",
         "ENSG00000235488",
         "ENSG00000235532",
         "ENSG00000235560",
         "ENSG00000235576",
+        "ENSG00000235631",
         "ENSG00000235706",
         "ENSG00000235770",
         "ENSG00000235890",
@@ -3548,11 +3602,10 @@
         "ENSG00000236081",
         "ENSG00000236144",
         "ENSG00000236213",
-        "ENSG00000236463",
+        "ENSG00000236388",
         "ENSG00000236502",
         "ENSG00000236519",
         "ENSG00000236526",
-        "ENSG00000236611",
         "ENSG00000236617",
         "ENSG00000236682",
         "ENSG00000236915",
@@ -3565,11 +3618,9 @@
         "ENSG00000237452",
         "ENSG00000237489",
         "ENSG00000237523",
-        "ENSG00000237541",
         "ENSG00000237595",
         "ENSG00000237637",
         "ENSG00000237737",
-        "ENSG00000237807",
         "ENSG00000237836",
         "ENSG00000237945",
         "ENSG00000237950",
@@ -3579,11 +3630,10 @@
         "ENSG00000239453",
         "ENSG00000239474",
         "ENSG00000239636",
-        "ENSG00000239705",
-        "ENSG00000239774",
         "ENSG00000239887",
         "ENSG00000240005",
         "ENSG00000240038",
+        "ENSG00000240045",
         "ENSG00000240057",
         "ENSG00000240184",
         "ENSG00000240204",
@@ -3592,16 +3642,15 @@
         "ENSG00000240583",
         "ENSG00000240654",
         "ENSG00000240720",
-        "ENSG00000240790",
         "ENSG00000240859",
         "ENSG00000240891",
-        "ENSG00000241106",
         "ENSG00000241158",
         "ENSG00000241258",
         "ENSG00000241313",
         "ENSG00000241316",
         "ENSG00000241469",
         "ENSG00000241644",
+        "ENSG00000241794",
         "ENSG00000241832",
         "ENSG00000242220",
         "ENSG00000242252",
@@ -3610,8 +3659,6 @@
         "ENSG00000242574",
         "ENSG00000242641",
         "ENSG00000242689",
-        "ENSG00000242791",
-        "ENSG00000242908",
         "ENSG00000243083",
         "ENSG00000243137",
         "ENSG00000243244",
@@ -3619,6 +3666,7 @@
         "ENSG00000243709",
         "ENSG00000243795",
         "ENSG00000244041",
+        "ENSG00000244094",
         "ENSG00000244161",
         "ENSG00000244383",
         "ENSG00000244509",
@@ -3633,6 +3681,7 @@
         "ENSG00000245384",
         "ENSG00000245498",
         "ENSG00000245532",
+        "ENSG00000245598",
         "ENSG00000245614",
         "ENSG00000245680",
         "ENSG00000245750",
@@ -3644,12 +3693,12 @@
         "ENSG00000246523",
         "ENSG00000246526",
         "ENSG00000246548",
-        "ENSG00000247287",
+        "ENSG00000246922",
         "ENSG00000247626",
         "ENSG00000247735",
         "ENSG00000247746",
-        "ENSG00000247796",
         "ENSG00000247877",
+        "ENSG00000248144",
         "ENSG00000248243",
         "ENSG00000248485",
         "ENSG00000248690",
@@ -3657,10 +3706,8 @@
         "ENSG00000248727",
         "ENSG00000248746",
         "ENSG00000248925",
-        "ENSG00000249087",
         "ENSG00000249096",
         "ENSG00000249346",
-        "ENSG00000249379",
         "ENSG00000249532",
         "ENSG00000249572",
         "ENSG00000249599",
@@ -3676,12 +3723,10 @@
         "ENSG00000250366",
         "ENSG00000250423",
         "ENSG00000250486",
-        "ENSG00000250490",
         "ENSG00000250565",
         "ENSG00000250616",
         "ENSG00000250673",
         "ENSG00000250802",
-        "ENSG00000250900",
         "ENSG00000251191",
         "ENSG00000251209",
         "ENSG00000251226",
@@ -3712,34 +3757,24 @@
         "ENSG00000253733",
         "ENSG00000253764",
         "ENSG00000253799",
-        "ENSG00000253848",
         "ENSG00000253873",
         "ENSG00000253953",
         "ENSG00000253958",
         "ENSG00000253978",
         "ENSG00000254027",
-        "ENSG00000254102",
-        "ENSG00000254139",
         "ENSG00000254211",
-        "ENSG00000254224",
         "ENSG00000254226",
-        "ENSG00000254254",
         "ENSG00000254266",
         "ENSG00000254300",
         "ENSG00000254389",
         "ENSG00000254415",
-        "ENSG00000254416",
         "ENSG00000254469",
         "ENSG00000254480",
         "ENSG00000254585",
         "ENSG00000254703",
-        "ENSG00000254813",
-        "ENSG00000254827",
-        "ENSG00000254854",
         "ENSG00000255052",
         "ENSG00000255363",
         "ENSG00000255418",
-        "ENSG00000255521",
         "ENSG00000255559",
         "ENSG00000255571",
         "ENSG00000255974",
@@ -3749,31 +3784,24 @@
         "ENSG00000256223",
         "ENSG00000256235",
         "ENSG00000256262",
-        "ENSG00000256294",
         "ENSG00000256576",
         "ENSG00000256660",
-        "ENSG00000256746",
         "ENSG00000256771",
-        "ENSG00000256802",
         "ENSG00000256806",
         "ENSG00000256862",
         "ENSG00000257017",
-        "ENSG00000257023",
         "ENSG00000257052",
         "ENSG00000257135",
         "ENSG00000257139",
         "ENSG00000257446",
         "ENSG00000257497",
-        "ENSG00000257507",
         "ENSG00000257594",
-        "ENSG00000257771",
         "ENSG00000257815",
         "ENSG00000257913",
         "ENSG00000257949",
         "ENSG00000258057",
         "ENSG00000258099",
         "ENSG00000258169",
-        "ENSG00000258334",
         "ENSG00000258376",
         "ENSG00000258384",
         "ENSG00000258405",
@@ -3787,9 +3815,12 @@
         "ENSG00000258754",
         "ENSG00000258791",
         "ENSG00000258867",
+        "ENSG00000258873",
         "ENSG00000258940",
         "ENSG00000258955",
         "ENSG00000258957",
+        "ENSG00000259023",
+        "ENSG00000259091",
         "ENSG00000259125",
         "ENSG00000259129",
         "ENSG00000259153",
@@ -3802,15 +3833,12 @@
         "ENSG00000259416",
         "ENSG00000259424",
         "ENSG00000259495",
+        "ENSG00000259571",
         "ENSG00000259577",
         "ENSG00000259583",
         "ENSG00000259642",
-        "ENSG00000259705",
-        "ENSG00000259764",
         "ENSG00000259775",
-        "ENSG00000259788",
         "ENSG00000259818",
-        "ENSG00000259843",
         "ENSG00000259867",
         "ENSG00000259883",
         "ENSG00000259943",
@@ -3834,29 +3862,25 @@
         "ENSG00000260625",
         "ENSG00000260691",
         "ENSG00000260742",
-        "ENSG00000260778",
         "ENSG00000260804",
         "ENSG00000260806",
         "ENSG00000260807",
+        "ENSG00000260868",
         "ENSG00000260876",
         "ENSG00000260886",
+        "ENSG00000260903",
         "ENSG00000260910",
         "ENSG00000260924",
         "ENSG00000260942",
         "ENSG00000260979",
         "ENSG00000261008",
-        "ENSG00000261033",
-        "ENSG00000261082",
         "ENSG00000261121",
         "ENSG00000261188",
-        "ENSG00000261189",
         "ENSG00000261220",
         "ENSG00000261251",
         "ENSG00000261360",
         "ENSG00000261371",
         "ENSG00000261420",
-        "ENSG00000261481",
-        "ENSG00000261488",
         "ENSG00000261504",
         "ENSG00000261594",
         "ENSG00000261742",
@@ -3867,20 +3891,17 @@
         "ENSG00000262179",
         "ENSG00000262468",
         "ENSG00000262576",
-        "ENSG00000262678",
-        "ENSG00000263345",
         "ENSG00000263843",
+        "ENSG00000264230",
         "ENSG00000264575",
         "ENSG00000264672",
         "ENSG00000264859",
-        "ENSG00000264964",
         "ENSG00000265096",
+        "ENSG00000265107",
         "ENSG00000265142",
         "ENSG00000265190",
-        "ENSG00000265489",
         "ENSG00000265817",
         "ENSG00000265972",
-        "ENSG00000266289",
         "ENSG00000266524",
         "ENSG00000266904",
         "ENSG00000266916",
@@ -3898,29 +3919,24 @@
         "ENSG00000267470",
         "ENSG00000267498",
         "ENSG00000267508",
-        "ENSG00000267519",
         "ENSG00000267535",
-        "ENSG00000267550",
         "ENSG00000267551",
-        "ENSG00000267658",
+        "ENSG00000267603",
         "ENSG00000267767",
         "ENSG00000268182",
         "ENSG00000268388",
         "ENSG00000268654",
         "ENSG00000268658",
+        "ENSG00000268894",
         "ENSG00000269019",
         "ENSG00000269054",
         "ENSG00000269067",
         "ENSG00000269220",
         "ENSG00000269313",
         "ENSG00000269473",
-        "ENSG00000269646",
         "ENSG00000269696",
         "ENSG00000269699",
         "ENSG00000269959",
-        "ENSG00000269961",
-        "ENSG00000269994",
-        "ENSG00000270164",
         "ENSG00000270177",
         "ENSG00000270194",
         "ENSG00000270332",
@@ -3930,17 +3946,14 @@
         "ENSG00000271334",
         "ENSG00000271387",
         "ENSG00000271474",
-        "ENSG00000271503",
         "ENSG00000271538",
         "ENSG00000271826",
         "ENSG00000271849",
-        "ENSG00000271889",
         "ENSG00000271991",
         "ENSG00000272097",
         "ENSG00000272138",
         "ENSG00000272142",
         "ENSG00000272145",
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@@ -3964,41 +3977,28 @@
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     "label_categories": [
@@ -4039,8 +4039,8 @@
         "thymic fibroblast type 1",
         "thymic fibroblast type 2",
         "tongue muscle cell",
-        "unassigned",
         "vascular associated smooth muscle cell",
-        "ventricular cardiac muscle cell"
+        "ventricular cardiac muscle cell",
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     ]
 }

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