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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| B cell | 11453 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 9633 | 0.59 | 0.78 | 0.82 | 0.74 | 0.00 | 0.57 | 0.45 | 0.53 | 0.79 |\n| fibroblast | 8410 | 0.82 | 0.79 | 0.94 | 0.70 | 0.00 | 0.53 | 0.70 | 0.67 | 0.89 |\n| CD8-positive, alpha-beta T cell | 7672 | 0.71 | 0.78 | 0.81 | 0.75 | 0.00 | 0.72 | 0.57 | 0.63 | 0.80 |\n| neutrophil | 6868 | 0.95 | 0.97 | 0.97 | 0.97 | 0.00 | 0.95 | 0.95 | 0.94 | 0.98 |\n| macrophage | 6803 | 0.80 | 0.84 | 0.92 | 0.80 | 0.00 | 0.76 | 0.73 | 0.69 | 0.89 |\n| stromal cell of ovary | 3440 | 0.97 | 0.94 | 0.92 | 0.63 | 0.00 | 0.08 | 0.96 | 0.93 | 0.98 |\n| endothelial cell | 3319 | 0.70 | 0.73 | 0.92 | 0.65 | 0.00 | 0.55 | 0.69 | 0.65 | 0.85 |\n| basal cell | 3326 | 0.86 | 0.84 | 0.88 | 0.69 | 0.00 | 0.58 | 0.85 | 0.82 | 0.92 |\n| plasma cell | 2785 | 0.97 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 2703 | 0.98 | 0.97 | 0.96 | 0.65 | 0.00 | 0.55 | 0.98 | 0.96 | 0.98 |\n| monocyte | 2575 | 0.36 | 0.38 | 0.77 | 0.46 | 0.00 | 0.32 | 0.49 | 0.56 | 0.58 |\n| mesenchymal stem cell | 2382 | 0.88 | 0.85 | 0.92 | 0.46 | 0.00 | 0.16 | 0.89 | 0.81 | 0.93 |\n| smooth muscle cell | 1820 | 0.72 | 0.67 | 0.87 | 0.68 | 0.00 | 0.67 | 0.75 | 0.73 | 0.81 |\n| classical monocyte | 1807 | 0.59 | 0.62 | 0.75 | 0.44 | 0.00 | 0.55 | 0.55 | 0.64 | 0.70 |\n| luminal epithelial cell of mammary gland | 1543 | 0.99 | 0.05 | 0.96 | 0.65 | 0.00 | 0.25 | 0.97 | 0.96 | 0.99 |\n| capillary endothelial cell | 1526 | 0.67 | 0.68 | 0.87 | 0.59 | 0.00 | 0.63 | 0.69 | 0.65 | 0.79 |\n| erythrocyte | 1492 | 0.97 | 0.97 | 0.95 | 0.97 | 0.00 | 0.95 | 0.96 | 0.96 | 0.97 |\n| natural killer cell | 1450 | 0.71 | 0.74 | 0.74 | 0.69 | 0.00 | 0.69 | 0.68 | 0.69 | 0.74 |\n| enterocyte of epithelium proper of duodenum | 1370 | 0.92 | 0.23 | 0.81 | 0.50 | 0.00 | 0.06 | 0.89 | 0.88 | 0.94 |\n| stratified squamous epithelial cell | 1251 | 0.83 | 0.79 | 0.87 | 0.63 | 0.00 | 0.45 | 0.84 | 0.81 | 0.88 |\n| acinar cell of salivary gland | 1182 | 0.92 | 0.78 | 0.94 | 0.57 | 0.00 | 0.44 | 0.95 | 0.90 | 0.96 |\n| pulmonary alveolar type 2 cell | 1162 | 0.92 | 0.97 | 0.98 | 0.75 | 0.00 | 0.84 | 0.97 | 0.96 | 0.98 |\n| conjunctival epithelial cell | 1095 | 0.94 | 0.74 | 0.86 | 0.49 | 0.00 | 0.12 | 0.95 | 0.91 | 0.95 |\n| pericyte | 1109 | 0.58 | 0.56 | 0.82 | 0.58 | 0.00 | 0.51 | 0.64 | 0.59 | 0.74 |\n| luminal cell of prostate epithelium | 1095 | 0.91 | 0.76 | 0.93 | 0.60 | 0.00 | 0.29 | 0.94 | 0.91 | 0.96 |\n| cardiac endothelial cell | 965 | 0.93 | 0.91 | 0.94 | 0.45 | 0.00 | 0.48 | 0.95 | 0.89 | 0.96 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 1034 | 0.24 | 0.04 | 0.33 | 0.06 | 0.00 | 0.25 | 0.24 | 0.31 | 0.31 |\n| kidney epithelial cell | 974 | 0.99 | 0.80 | 0.95 | 0.63 | 0.00 | 0.33 | 0.99 | 0.97 | 1.00 |\n| hepatocyte | 749 | 0.99 | 0.99 | 0.95 | 0.66 | 0.00 | 0.59 | 0.99 | 0.95 | 1.00 |\n| blood vessel smooth muscle cell | 703 | 0.80 | 0.52 | 0.90 | 0.52 | 0.00 | 0.08 | 0.90 | 0.77 | 0.90 |\n| enterocyte of epithelium proper of ileum | 659 | 0.95 | 0.00 | 0.77 | 0.29 | 0.00 | 0.08 | 0.97 | 0.96 | 0.97 |\n| T cell | 596 | 0.48 | 0.27 | 0.58 | 0.15 | 0.00 | 0.24 | 0.35 | 0.40 | 0.54 |\n| mast cell | 616 | 0.86 | 0.85 | 0.96 | 0.86 | 0.00 | 0.91 | 0.90 | 0.89 | 0.94 |\n| skeletal muscle satellite stem cell | 599 | 0.91 | 0.94 | 0.97 | 0.83 | 0.00 | 0.86 | 0.96 | 0.91 | 0.98 |\n| regular atrial cardiac myocyte | 557 | 0.81 | 0.76 | 0.76 | 0.21 | 0.00 | 0.16 | 0.89 | 0.90 | 0.92 |\n| pancreatic acinar cell | 557 | 0.95 | 0.31 | 0.94 | 0.46 | 0.00 | 0.52 | 0.98 | 0.96 | 0.99 |\n| intermediate monocyte | 522 | 0.30 | 0.17 | 0.57 | 0.26 | 0.00 | 0.30 | 0.34 | 0.40 | 0.50 |\n| mature NK T cell | 544 | 0.38 | 0.39 | 0.50 | 0.35 | 0.00 | 0.47 | 0.33 | 0.46 | 0.57 |\n| mononuclear phagocyte | 534 | 0.40 | 0.00 | 0.92 | 0.16 | 0.00 | 0.01 | 0.66 | 0.47 | 0.70 |\n| fibroblast of breast | 523 | 0.95 | 0.00 | 0.97 | 0.27 | 0.00 | 0.16 | 0.90 | 0.74 | 0.96 |\n| vascular associated smooth muscle cell | 491 | 0.62 | 0.05 | 0.75 | 0.25 | 0.00 | 0.34 | 0.56 | 0.58 | 0.69 |\n| vein endothelial cell | 458 | 0.37 | 0.19 | 0.77 | 0.22 | 0.00 | 0.35 | 0.44 | 0.45 | 0.58 |\n| CD4-positive, alpha-beta thymocyte | 457 | 0.36 | 0.00 | 0.58 | 0.24 | 0.00 | 0.36 | 0.33 | 0.34 | 0.60 |\n| enterocyte of epithelium of large intestine | 449 | 0.74 | 0.27 | 0.60 | 0.38 | 0.00 | 0.28 | 0.79 | 0.82 | 0.77 |\n| myofibroblast cell | 456 | 0.63 | 0.26 | 0.86 | 0.51 | 0.00 | 0.31 | 0.69 | 0.61 | 0.79 |\n| thymic fibroblast type 2 | 411 | 0.51 | 0.00 | 0.75 | 0.11 | 0.00 | 0.12 | 0.68 | 0.55 | 0.62 |\n| corneal epithelial cell | 401 | 0.95 | 0.00 | 0.95 | 0.74 | 0.00 | 0.82 | 0.96 | 0.93 | 0.96 |\n| spermatid | 413 | 0.92 | 0.00 | 0.95 | 0.87 | 0.00 | 0.89 | 0.99 | 0.98 | 0.99 |\n| duct epithelial cell | 379 | 0.64 | 0.52 | 0.82 | 0.47 | 0.00 | 0.35 | 0.82 | 0.75 | 0.86 |\n| mesenchymal stem cell of adipose tissue | 363 | 0.26 | 0.00 | 0.61 | 0.27 | 0.00 | 0.28 | 0.33 | 0.31 | 0.52 |\n| basal cell of prostate epithelium | 367 | 0.50 | 0.11 | 0.88 | 0.52 | 0.00 | 0.44 | 0.85 | 0.73 | 0.87 |\n| endothelial cell of artery | 360 | 0.37 | 0.39 | 0.72 | 0.44 | 0.00 | 0.48 | 0.57 | 0.52 | 0.67 |\n| stromal cell | 352 | 0.60 | 0.04 | 0.51 | 0.38 | 0.00 | 0.22 | 0.78 | 0.73 | 0.86 |\n| thymic fibroblast type 1 | 351 | 0.28 | 0.01 | 0.84 | 0.21 | 0.00 | 0.08 | 0.62 | 0.52 | 0.56 |\n| pulmonary alveolar type 1 cell | 293 | 0.89 | 0.94 | 0.95 | 0.82 | 0.00 | 0.92 | 0.97 | 0.91 | 0.97 |\n| spermatocyte | 275 | 0.83 | 0.00 | 0.94 | 0.65 | 0.00 | 0.50 | 0.99 | 0.95 | 0.97 |\n| pancreatic ductal cell | 266 | 0.88 | 0.58 | 0.90 | 0.66 | 0.00 | 0.04 | 0.98 | 0.92 | 0.97 |\n| regulatory T cell | 283 | 0.16 | 0.00 | 0.27 | 0.15 | 0.00 | 0.26 | 0.36 | 0.35 | 0.43 |\n| ventricular cardiac muscle cell | 280 | 0.24 | 0.01 | 0.70 | 0.31 | 0.00 | 0.40 | 0.79 | 0.81 | 0.81 |\n| endothelial cell of lymphatic vessel | 277 | 0.67 | 0.57 | 0.87 | 0.57 | 0.00 | 0.63 | 0.63 | 0.59 | 0.73 |\n| hematopoietic precursor cell | 195 | 0.54 | 0.68 | 0.76 | 0.66 | 0.00 | 0.50 | 0.55 | 0.56 | 0.74 |\n| retinal blood vessel endothelial cell | 232 | 0.15 | 0.00 | 0.79 | 0.17 | 0.00 | 0.01 | 0.57 | 0.54 | 0.65 |\n| small intestine goblet cell | 189 | 0.86 | 0.52 | 0.86 | 0.58 | 0.00 | 0.49 | 0.89 | 0.85 | 0.91 |\n| gamma-delta T cell | 177 | 0.34 | 0.08 | 0.64 | 0.07 | 0.00 | 0.32 | 0.56 | 0.41 | 0.63 |\n| fibroblast of cardiac tissue | 177 | 0.93 | 0.44 | 0.94 | 0.07 | 0.00 | 0.13 | 0.72 | 0.71 | 0.95 |\n| paneth cell of epithelium of small intestine | 183 | 0.56 | 0.45 | 0.67 | 0.14 | 0.00 | 0.06 | 0.61 | 0.63 | 0.74 |\n| club cell | 168 | 0.80 | 0.74 | 0.87 | 0.61 | 0.00 | 0.82 | 0.82 | 0.71 | 0.88 |\n| intestinal crypt stem cell of colon | 185 | 0.78 | 0.58 | 0.62 | 0.44 | 0.00 | 0.23 | 0.83 | 0.78 | 0.85 |\n| progenitor cell of mammary luminal epithelium | 186 | 0.99 | 0.00 | 0.98 | 0.95 | 0.00 | 0.94 | 0.95 | 0.91 | 0.99 |\n| epithelial cell | 175 | 0.89 | 0.65 | 0.95 | 0.50 | 0.00 | 0.42 | 0.93 | 0.90 | 0.93 |\n| basophil | 164 | 0.02 | 0.05 | 0.94 | 0.52 | 0.00 | 0.66 | 0.76 | 0.76 | 0.85 |\n| large intestine goblet cell | 161 | 0.86 | 0.63 | 0.84 | 0.51 | 0.00 | 0.57 | 0.91 | 0.86 | 0.93 |\n| eye photoreceptor cell | 158 | 0.85 | 0.89 | 0.91 | 0.80 | 0.00 | 0.91 | 0.94 | 0.93 | 0.92 |\n| epithelial cell of uterus | 165 | 0.91 | 0.52 | 0.90 | 0.28 | 0.00 | 0.34 | 0.89 | 0.86 | 0.97 |\n| enterocyte of epithelium proper of small intestine | 141 | 0.00 | 0.03 | 0.60 | 0.10 | 0.00 | 0.11 | 0.56 | 0.56 | 0.69 |\n| tissue-resident macrophage | 139 | 0.55 | 0.00 | 0.82 | 0.33 | 0.00 | 0.27 | 0.46 | 0.49 | 0.71 |\n| acinar cell | 144 | 0.83 | 0.65 | 0.93 | 0.74 | 0.00 | 0.42 | 0.91 | 0.89 | 0.94 |\n| non-classical monocyte | 138 | 0.00 | 0.29 | 0.35 | 0.03 | 0.00 | 0.27 | 0.25 | 0.37 | 0.45 |\n| lung ciliated cell | 111 | 0.66 | 0.48 | 0.94 | 0.62 | 0.00 | 0.86 | 0.97 | 0.88 | 0.95 |\n| activated CD8-positive, alpha-beta T cell | 112 | 0.19 | 0.00 | 0.70 | 0.00 | 0.00 | 0.06 | 0.31 | 0.24 | 0.24 |\n| alveolar adventitial fibroblast | 149 | 0.71 | 0.03 | 0.84 | 0.32 | 0.00 | 0.54 | 0.74 | 0.67 | 0.83 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 98 | 0.17 | 0.00 | 0.40 | 0.06 | 0.00 | 0.11 | 0.13 | 0.12 | 0.35 |\n| adventitial cell | 101 | 0.24 | 0.00 | 0.68 | 0.21 | 0.00 | 0.10 | 0.28 | 0.31 | 0.62 |\n| respiratory goblet cell | 104 | 0.55 | 0.53 | 0.86 | 0.52 | 0.00 | 0.41 | 0.59 | 0.58 | 0.80 |\n| theca cell | 91 | 0.66 | 0.00 | 0.82 | 0.58 | 0.00 | 0.72 | 0.70 | 0.57 | 0.85 |\n| myeloid leukocyte | 106 | 0.00 | 0.00 | 0.73 | 0.13 | 0.00 | 0.02 | 0.21 | 0.19 | 0.39 |\n| keratocyte | 95 | 0.00 | 0.00 | 0.62 | 0.18 | 0.00 | 0.13 | 0.45 | 0.32 | 0.33 |\n| enteroglial cell | 97 | 0.54 | 0.79 | 0.97 | 0.86 | 0.00 | 0.92 | 0.93 | 0.84 | 0.88 |\n| erythroid progenitor cell | 87 | 0.53 | 0.62 | 0.70 | 0.56 | 0.00 | 0.54 | 0.75 | 0.64 | 0.75 |\n| innate lymphoid cell | 84 | 0.14 | 0.16 | 0.31 | 0.23 | 0.00 | 0.26 | 0.15 | 0.20 | 0.34 |\n| myometrial cell | 89 | 0.48 | 0.00 | 0.79 | 0.24 | 0.00 | 0.38 | 0.68 | 0.51 | 0.76 |\n| endothelial cell of vascular tree | 84 | 0.11 | 0.13 | 0.58 | 0.38 | 0.00 | 0.33 | 0.60 | 0.53 | 0.68 |\n| hematopoietic stem cell | 77 | 0.74 | 0.51 | 0.67 | 0.73 | 0.00 | 0.67 | 0.75 | 0.73 | 0.79 |\n| salivary gland cell | 101 | 0.67 | 0.00 | 0.89 | 0.63 | 0.00 | 0.54 | 0.70 | 0.59 | 0.90 |\n| granulocyte | 64 | 0.15 | 0.00 | 0.47 | 0.36 | 0.00 | 0.15 | 0.28 | 0.18 | 0.47 |\n| CD8-positive, alpha-beta thymocyte | 71 | 0.26 | 0.00 | 0.44 | 0.19 | 0.00 | 0.46 | 0.34 | 0.31 | 0.58 |\n| ciliated columnar cell of tracheobronchial tree | 65 | 0.00 | 0.19 | 0.91 | 0.59 | 0.00 | 0.64 | 0.93 | 0.88 | 0.93 |\n| intrahepatic cholangiocyte | 57 | 0.97 | 0.16 | 0.92 | 0.38 | 0.00 | 0.50 | 0.96 | 0.86 | 0.97 |\n| mural cell | 69 | 0.23 | 0.11 | 0.86 | 0.21 | 0.00 | 0.16 | 0.57 | 0.49 | 0.65 |\n| intestinal crypt stem cell of small intestine | 76 | 0.22 | 0.22 | 0.26 | 0.13 | 0.00 | 0.17 | 0.31 | 0.33 | 0.43 |\n| activated CD4-positive, alpha-beta T cell | 68 | 0.02 | 0.00 | 0.29 | 0.00 | 0.00 | 0.08 | 0.11 | 0.09 | 0.19 |\n| myeloid dendritic cell | 51 | 0.13 | 0.09 | 0.24 | 0.24 | 0.00 | 0.09 | 0.10 | 0.13 | 0.17 |\n| Mueller cell | 62 | 0.51 | 0.49 | 0.63 | 0.48 | 0.00 | 0.47 | 0.81 | 0.80 | 0.77 |\n| fast muscle cell | 56 | 0.25 | 0.61 | 0.88 | 0.67 | 0.00 | 0.79 | 0.81 | 0.82 | 0.89 |\n| platelet | 47 | 0.90 | 0.90 | 0.95 | 0.91 | 0.00 | 0.66 | 0.87 | 0.75 | 0.94 |\n| myoepithelial cell | 56 | 0.29 | 0.47 | 0.83 | 0.61 | 0.00 | 0.33 | 0.54 | 0.55 | 0.83 |\n| common myeloid progenitor | 56 | 0.48 | 0.63 | 0.77 | 0.44 | 0.00 | 0.64 | 0.80 | 0.72 | 0.85 |\n| thymocyte | 48 | 0.00 | 0.00 | 0.48 | 0.31 | 0.00 | 0.48 | 0.43 | 0.21 | 0.76 |\n| intestinal tuft cell | 48 | 0.82 | 0.81 | 0.95 | 0.67 | 0.00 | 0.87 | 0.98 | 0.90 | 0.94 |\n| pancreatic stellate cell | 56 | 0.00 | 0.00 | 0.86 | 0.31 | 0.00 | 0.18 | 0.70 | 0.43 | 0.76 |\n| tendon cell | 35 | 0.42 | 0.06 | 0.40 | 0.00 | 0.00 | 0.20 | 0.35 | 0.16 | 0.69 |\n| microglial cell | 47 | 0.03 | 0.00 | 0.64 | 0.00 | 0.00 | 0.19 | 0.30 | 0.17 | 0.34 |\n| muscle cell | 35 | 0.57 | 0.05 | 0.96 | 0.74 | 0.00 | 0.85 | 0.74 | 0.93 | 0.99 |\n| enterocyte of epithelium proper of jejunum | 42 | 0.00 | 0.00 | 0.17 | 0.20 | 0.00 | 0.00 | 0.51 | 0.36 | 0.63 |\n| mesothelial cell | 38 | 0.57 | 0.51 | 0.83 | 0.58 | 0.00 | 0.55 | 0.79 | 0.67 | 0.74 |\n| colon endothelial cell | 31 | 0.00 | 0.12 | 0.69 | 0.12 | 0.00 | 0.04 | 0.28 | 0.19 | 0.40 |\n| colon macrophage | 39 | 0.18 | 0.00 | 0.76 | 0.14 | 0.00 | 0.04 | 0.36 | 0.27 | 0.45 |\n| serous cell of epithelium of trachea | 36 | 0.44 | 0.00 | 0.78 | 0.28 | 0.00 | 0.15 | 0.53 | 0.52 | 0.79 |\n| ciliated epithelial cell | 36 | 0.00 | 0.00 | 0.93 | 0.48 | 0.00 | 0.21 | 0.99 | 0.82 | 0.94 |\n| Schwann cell | 30 | 0.44 | 0.45 | 0.63 | 0.51 | 0.00 | 0.43 | 0.64 | 0.51 | 0.73 |\n| mucus secreting cell | 25 | 0.00 | 0.11 | 0.79 | 0.22 | 0.00 | 0.16 | 0.57 | 0.54 | 0.76 |\n| supporting cell of vestibular epithelium | 26 | 0.86 | 0.00 | 0.67 | 0.71 | 0.00 | 0.32 | 1.00 | 0.81 | 1.00 |\n| enteroendocrine cell of small intestine | 17 | 0.40 | 0.06 | 0.62 | 0.53 | 0.00 | 0.35 | 0.79 | 0.44 | 0.72 |\n| ovarian surface epithelial cell | 26 | 0.00 | 0.21 | 0.79 | 0.49 | 0.00 | 0.58 | 0.80 | 0.63 | 0.83 |\n| transit amplifying cell of colon | 21 | 0.31 | 0.23 | 0.27 | 0.14 | 0.00 | 0.04 | 0.45 | 0.37 | 0.50 |\n| glandular epithelial cell | 14 | 0.00 | 0.03 | 0.50 | 0.08 | 0.00 | 0.32 | 0.68 | 0.42 | 0.83 |\n| melanocyte | 36 | 0.00 | 0.58 | 0.81 | 0.22 | 0.00 | 0.56 | 0.79 | 0.63 | 0.87 |\n| tracheal goblet cell | 21 | 0.00 | 0.35 | 0.69 | 0.74 | 0.00 | 0.23 | 0.68 | 0.52 | 0.83 |\n| hepatic stellate cell | 12 | 0.52 | 0.00 | 0.63 | 0.00 | 0.00 | 0.16 | 0.30 | 0.19 | 0.76 |\n| bronchial smooth muscle cell | 23 | 0.00 | 0.00 | 0.60 | 0.16 | 0.00 | 0.38 | 0.25 | 0.19 | 0.57 |\n| paneth cell of colon | 13 | 0.00 | 0.00 | 0.42 | 0.53 | 0.00 | 0.15 | 0.69 | 0.19 | 0.67 |\n| tongue muscle cell | 33 | 0.43 | 0.00 | 0.83 | 0.15 | 0.00 | 0.51 | 0.67 | 0.48 | 0.78 |\n| leukocyte | 22 | 0.08 | 0.00 | 0.07 | 0.00 | 0.00 | 0.05 | 0.08 | 0.13 | 0.22 |\n| tuft cell of colon | 18 | 0.00 | 0.09 | 0.76 | 0.19 | 0.00 | 0.48 | 0.87 | 0.65 | 0.80 |\n| slow muscle cell | 15 | 0.58 | 0.28 | 0.90 | 0.30 | 0.00 | 0.58 | 0.81 | 0.78 | 0.90 |\n| ionocyte | 23 | 0.00 | 0.49 | 0.59 | 0.49 | 0.00 | 0.38 | 0.80 | 0.69 | 0.84 |\n| connective tissue cell | 18 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.07 | 0.41 | 0.18 | 0.80 |\n| sebum secreting cell | 9 | 0.20 | 0.01 | 0.57 | 0.00 | 0.00 | 0.17 | 0.82 | 0.38 | 0.67 |\n| neuro-medullary thymic epithelial cell | 10 | 0.22 | 0.27 | 0.78 | 0.34 | 0.00 | 0.22 | 0.31 | 0.39 | 0.33 |\n| endothelial cell of arteriole | 13 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.14 | 0.73 | 0.38 | 0.63 |\n| male germ cell | 10 | 0.00 | 0.00 | 0.82 | 0.29 | 0.00 | 0.78 | 0.95 | 0.80 | 1.00 |\n| type B pancreatic cell | 10 | 0.00 | 0.00 | 0.70 | 0.47 | 0.00 | 0.87 | 0.91 | 0.72 | 0.87 |\n| hematopoietic cell | 9 | 0.00 | 0.00 | 0.80 | 0.47 | 0.00 | 0.17 | 0.45 | 0.33 | 0.78 |\n| plasmacytoid dendritic cell | 15 | 0.00 | 0.57 | 0.85 | 0.21 | 0.00 | 0.16 | 0.50 | 0.30 | 0.61 |\n| neuron | 12 | 0.00 | 0.00 | 0.91 | 0.35 | 0.00 | 0.17 | 0.71 | 0.67 | 0.86 |\n| myeloid cell | 7 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.17 | 0.16 | 0.33 |\n| myo-medullary thymic epithelial cell | 10 | 0.00 | 0.00 | 0.89 | 0.63 | 0.00 | 0.17 | 0.87 | 0.57 | 0.62 |\n| Langerhans cell | 8 | 0.00 | 0.00 | 0.80 | 0.33 | 0.00 | 0.10 | 0.36 | 0.29 | 0.75 |\n| interstitial cell of Cajal | 11 | 0.00 | 0.00 | 0.96 | 0.00 | 0.00 | 0.10 | 0.59 | 0.54 | 0.96 |\n| peritubular myoid cell | 6 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.25 | 0.40 | 0.38 | 0.67 |\n| retinal pigment epithelial cell | 8 | 0.00 | 0.22 | 0.71 | 0.80 | 0.00 | 0.84 | 1.00 | 0.89 | 0.93 |\n| spermatogonium | 7 | 0.00 | 0.00 | 0.44 | 0.00 | 0.00 | 0.36 | 0.86 | 0.62 | 0.55 |\n| retinal bipolar neuron | 2 | 0.00 | 0.00 | 0.50 | 0.80 | 0.00 | 0.20 | 0.57 | 0.57 | 0.67 |\n| endothelial cell of venule | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.18 | 0.60 | 0.36 | 0.50 |\n| vestibular dark cell | 3 | 0.00 | 0.00 | 0.50 | 0.50 | 0.00 | 0.00 | 1.00 | 0.75 | 0.80 |\n| pancreatic A cell | 5 | 0.00 | 0.00 | 0.60 | 0.73 | 0.00 | 0.77 | 1.00 | 1.00 | 1.00 |\n| type L enteroendocrine cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.37 | 1.00 | 0.73 | 0.57 |\n| medullary thymic epithelial cell | 5 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.05 | 0.89 | 0.31 | 0.33 |\n| adipocyte | 2 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 | 0.17 | 0.20 | 0.33 |\n| transit amplifying cell of small intestine | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| taste receptor cell | 2 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.10 | 0.00 | 0.33 | 0.80 |\n| enterochromaffin-like cell | 1 | 0.00 | 0.00 | 0.67 | 0.50 | 0.00 | 0.13 | 1.00 | 0.00 | 1.00 |\n| enteroendocrine cell | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.71 | 0.89 | 0.33 | 0.89 |\n| pulmonary ionocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.27 | 0.67 | 0.80 | 0.67 |\n| glial cell | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.22 | 0.46 | 0.14 | 0.80 |\n| oocyte | 1 | 0.00 | 0.03 | 1.00 | 0.67 | 0.00 | 0.10 | 1.00 | 1.00 | 0.67 |\n| serous cell of epithelium of bronchus | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| radial glial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| Leydig cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic D cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |\n| T follicular helper cell | 0 | 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| pancreatic PP cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial fate stem 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 |\n| erythroid lineage cell | 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| B cell | 103033 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 87495 | 0.58 | 0.78 | 0.88 | 0.82 | 0.00 | 0.56 | 0.45 | 0.54 | 0.82 |\n| fibroblast | 74922 | 0.82 | 0.75 | 0.97 | 0.83 | 0.00 | 0.74 | 0.71 | 0.68 | 0.93 |\n| CD8-positive, alpha-beta T cell | 68604 | 0.71 | 0.77 | 0.87 | 0.82 | 0.00 | 0.70 | 0.57 | 0.63 | 0.82 |\n| neutrophil | 62671 | 0.94 | 0.97 | 0.98 | 0.98 | 0.00 | 0.96 | 0.95 | 0.94 | 0.98 |\n| macrophage | 62264 | 0.80 | 0.83 | 0.95 | 0.86 | 0.00 | 0.79 | 0.73 | 0.69 | 0.92 |\n| stromal cell of ovary | 31563 | 0.96 | 0.73 | 0.94 | 0.80 | 0.00 | 0.94 | 0.96 | 0.94 | 0.99 |\n| endothelial cell | 30379 | 0.71 | 0.69 | 0.96 | 0.81 | 0.00 | 0.83 | 0.70 | 0.67 | 0.91 |\n| basal cell | 30200 | 0.86 | 0.80 | 0.94 | 0.82 | 0.00 | 0.80 | 0.86 | 0.83 | 0.94 |\n| plasma cell | 24560 | 0.96 | 0.97 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 24538 | 0.98 | 0.96 | 0.98 | 0.78 | 0.00 | 0.91 | 0.98 | 0.96 | 0.99 |\n| monocyte | 23178 | 0.37 | 0.31 | 0.86 | 0.71 | 0.00 | 0.54 | 0.49 | 0.56 | 0.71 |\n| mesenchymal stem cell | 21115 | 0.88 | 0.80 | 0.95 | 0.68 | 0.00 | 0.91 | 0.89 | 0.82 | 0.96 |\n| smooth muscle cell | 16604 | 0.72 | 0.64 | 0.93 | 0.85 | 0.00 | 0.84 | 0.75 | 0.74 | 0.88 |\n| classical monocyte | 16393 | 0.58 | 0.56 | 0.84 | 0.72 | 0.00 | 0.71 | 0.59 | 0.65 | 0.79 |\n| luminal epithelial cell of mammary gland | 13889 | 0.99 | 0.00 | 0.98 | 0.82 | 0.00 | 0.96 | 0.97 | 0.96 | 0.99 |\n| capillary endothelial cell | 13770 | 0.68 | 0.54 | 0.93 | 0.77 | 0.00 | 0.81 | 0.71 | 0.69 | 0.85 |\n| erythrocyte | 13119 | 0.97 | 0.96 | 0.98 | 0.98 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |\n| natural killer cell | 12778 | 0.71 | 0.74 | 0.84 | 0.79 | 0.00 | 0.71 | 0.69 | 0.71 | 0.77 |\n| enterocyte of epithelium proper of duodenum | 12125 | 0.91 | 0.01 | 0.87 | 0.70 | 0.00 | 0.95 | 0.90 | 0.89 | 0.96 |\n| stratified squamous epithelial cell | 11072 | 0.82 | 0.76 | 0.93 | 0.79 | 0.00 | 0.83 | 0.84 | 0.82 | 0.90 |\n| acinar cell of salivary gland | 11055 | 0.93 | 0.58 | 0.97 | 0.77 | 0.00 | 0.91 | 0.94 | 0.90 | 0.98 |\n| pulmonary alveolar type 2 cell | 10432 | 0.92 | 0.95 | 0.98 | 0.84 | 0.00 | 0.95 | 0.97 | 0.96 | 0.98 |\n| conjunctival epithelial cell | 9991 | 0.93 | 0.68 | 0.91 | 0.66 | 0.00 | 0.90 | 0.94 | 0.90 | 0.96 |\n| pericyte | 9775 | 0.61 | 0.50 | 0.90 | 0.77 | 0.00 | 0.67 | 0.65 | 0.65 | 0.81 |\n| luminal cell of prostate epithelium | 9557 | 0.91 | 0.35 | 0.96 | 0.77 | 0.00 | 0.94 | 0.95 | 0.92 | 0.97 |\n| cardiac endothelial cell | 9118 | 0.93 | 0.76 | 0.98 | 0.79 | 0.00 | 0.88 | 0.96 | 0.91 | 0.97 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8793 | 0.22 | 0.02 | 0.50 | 0.29 | 0.00 | 0.30 | 0.24 | 0.32 | 0.40 |\n| kidney epithelial cell | 8298 | 0.98 | 0.18 | 0.97 | 0.79 | 0.00 | 0.98 | 0.99 | 0.97 | 0.99 |\n| hepatocyte | 6665 | 0.99 | 0.96 | 0.98 | 0.84 | 0.00 | 0.98 | 0.99 | 0.95 | 1.00 |\n| blood vessel smooth muscle cell | 5939 | 0.80 | 0.18 | 0.95 | 0.85 | 0.00 | 0.94 | 0.90 | 0.79 | 0.96 |\n| enterocyte of epithelium proper of ileum | 5818 | 0.95 | 0.00 | 0.86 | 0.58 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| T cell | 5693 | 0.47 | 0.20 | 0.71 | 0.42 | 0.00 | 0.37 | 0.38 | 0.42 | 0.62 |\n| mast cell | 5605 | 0.86 | 0.84 | 0.97 | 0.93 | 0.00 | 0.95 | 0.91 | 0.90 | 0.96 |\n| skeletal muscle satellite stem cell | 5569 | 0.91 | 0.92 | 0.98 | 0.92 | 0.00 | 0.96 | 0.95 | 0.90 | 0.97 |\n| regular atrial cardiac myocyte | 5259 | 0.83 | 0.33 | 0.91 | 0.77 | 0.00 | 0.95 | 0.91 | 0.91 | 0.96 |\n| pancreatic acinar cell | 4924 | 0.95 | 0.01 | 0.97 | 0.81 | 0.00 | 0.97 | 0.98 | 0.96 | 0.99 |\n| intermediate monocyte | 4956 | 0.31 | 0.12 | 0.71 | 0.54 | 0.00 | 0.39 | 0.39 | 0.46 | 0.59 |\n| mature NK T cell | 4850 | 0.42 | 0.38 | 0.70 | 0.58 | 0.00 | 0.52 | 0.37 | 0.50 | 0.63 |\n| mononuclear phagocyte | 4802 | 0.40 | 0.00 | 0.96 | 0.47 | 0.00 | 0.88 | 0.66 | 0.49 | 0.92 |\n| fibroblast of breast | 4747 | 0.95 | 0.00 | 0.99 | 0.65 | 0.00 | 0.83 | 0.89 | 0.75 | 0.98 |\n| vascular associated smooth muscle cell | 4528 | 0.64 | 0.01 | 0.86 | 0.65 | 0.00 | 0.67 | 0.62 | 0.64 | 0.79 |\n| vein endothelial cell | 4240 | 0.36 | 0.07 | 0.87 | 0.55 | 0.00 | 0.58 | 0.49 | 0.49 | 0.69 |\n| CD4-positive, alpha-beta thymocyte | 4228 | 0.39 | 0.00 | 0.75 | 0.55 | 0.00 | 0.67 | 0.37 | 0.37 | 0.71 |\n| enterocyte of epithelium of large intestine | 4118 | 0.75 | 0.22 | 0.75 | 0.64 | 0.00 | 0.84 | 0.81 | 0.85 | 0.85 |\n| myofibroblast cell | 3980 | 0.64 | 0.12 | 0.91 | 0.74 | 0.00 | 0.61 | 0.68 | 0.62 | 0.85 |\n| thymic fibroblast type 2 | 3794 | 0.51 | 0.00 | 0.87 | 0.48 | 0.00 | 0.85 | 0.69 | 0.60 | 0.89 |\n| corneal epithelial cell | 3786 | 0.94 | 0.00 | 0.95 | 0.86 | 0.00 | 0.94 | 0.95 | 0.93 | 0.96 |\n| spermatid | 3596 | 0.91 | 0.00 | 0.99 | 0.96 | 0.00 | 0.95 | 0.99 | 0.98 | 0.99 |\n| duct epithelial cell | 3510 | 0.66 | 0.26 | 0.92 | 0.70 | 0.00 | 0.78 | 0.82 | 0.77 | 0.91 |\n| mesenchymal stem cell of adipose tissue | 3414 | 0.28 | 0.00 | 0.76 | 0.54 | 0.00 | 0.39 | 0.35 | 0.35 | 0.57 |\n| basal cell of prostate epithelium | 3128 | 0.51 | 0.02 | 0.92 | 0.72 | 0.00 | 0.86 | 0.86 | 0.77 | 0.92 |\n| endothelial cell of artery | 3111 | 0.41 | 0.26 | 0.85 | 0.67 | 0.00 | 0.62 | 0.64 | 0.57 | 0.79 |\n| stromal cell | 3106 | 0.59 | 0.01 | 0.70 | 0.57 | 0.00 | 0.87 | 0.80 | 0.74 | 0.93 |\n| thymic fibroblast type 1 | 2919 | 0.31 | 0.00 | 0.92 | 0.52 | 0.00 | 0.88 | 0.62 | 0.53 | 0.88 |\n| pulmonary alveolar type 1 cell | 2823 | 0.91 | 0.90 | 0.98 | 0.90 | 0.00 | 0.94 | 0.98 | 0.93 | 0.98 |\n| spermatocyte | 2795 | 0.83 | 0.00 | 0.97 | 0.92 | 0.00 | 0.71 | 0.99 | 0.96 | 0.98 |\n| pancreatic ductal cell | 2453 | 0.89 | 0.18 | 0.95 | 0.83 | 0.00 | 0.94 | 0.96 | 0.93 | 0.97 |\n| regulatory T cell | 2366 | 0.16 | 0.00 | 0.44 | 0.30 | 0.00 | 0.29 | 0.37 | 0.34 | 0.50 |\n| ventricular cardiac muscle cell | 2318 | 0.26 | 0.00 | 0.81 | 0.74 | 0.00 | 0.94 | 0.81 | 0.83 | 0.89 |\n| endothelial cell of lymphatic vessel | 2161 | 0.68 | 0.48 | 0.94 | 0.74 | 0.00 | 0.76 | 0.64 | 0.62 | 0.79 |\n| hematopoietic precursor cell | 1945 | 0.51 | 0.64 | 0.84 | 0.79 | 0.00 | 0.54 | 0.62 | 0.63 | 0.79 |\n| retinal blood vessel endothelial cell | 1856 | 0.12 | 0.00 | 0.92 | 0.47 | 0.00 | 0.94 | 0.55 | 0.56 | 0.90 |\n| small intestine goblet cell | 1855 | 0.86 | 0.45 | 0.93 | 0.79 | 0.00 | 0.88 | 0.93 | 0.90 | 0.95 |\n| gamma-delta T cell | 1800 | 0.35 | 0.07 | 0.77 | 0.32 | 0.00 | 0.46 | 0.60 | 0.46 | 0.78 |\n| fibroblast of cardiac tissue | 1770 | 0.94 | 0.18 | 0.98 | 0.49 | 0.00 | 0.36 | 0.76 | 0.72 | 0.97 |\n| paneth cell of epithelium of small intestine | 1670 | 0.53 | 0.34 | 0.79 | 0.55 | 0.00 | 0.69 | 0.70 | 0.71 | 0.83 |\n| club cell | 1579 | 0.79 | 0.67 | 0.89 | 0.72 | 0.00 | 0.80 | 0.84 | 0.74 | 0.90 |\n| intestinal crypt stem cell of colon | 1547 | 0.76 | 0.44 | 0.77 | 0.64 | 0.00 | 0.79 | 0.86 | 0.83 | 0.90 |\n| progenitor cell of mammary luminal epithelium | 1508 | 0.99 | 0.00 | 0.99 | 0.96 | 0.00 | 0.93 | 0.95 | 0.93 | 0.99 |\n| epithelial cell | 1499 | 0.88 | 0.21 | 0.98 | 0.76 | 0.00 | 0.87 | 0.92 | 0.90 | 0.95 |\n| basophil | 1505 | 0.01 | 0.00 | 0.97 | 0.80 | 0.00 | 0.85 | 0.79 | 0.77 | 0.94 |\n| large intestine goblet cell | 1396 | 0.86 | 0.12 | 0.92 | 0.77 | 0.00 | 0.73 | 0.93 | 0.87 | 0.93 |\n| eye photoreceptor cell | 1374 | 0.89 | 0.91 | 0.97 | 0.95 | 0.00 | 0.95 | 0.99 | 0.98 | 0.98 |\n| epithelial cell of uterus | 1252 | 0.90 | 0.24 | 0.98 | 0.61 | 0.00 | 0.89 | 0.87 | 0.88 | 0.98 |\n| enterocyte of epithelium proper of small intestine | 1274 | 0.00 | 0.00 | 0.78 | 0.56 | 0.00 | 0.80 | 0.64 | 0.64 | 0.86 |\n| tissue-resident macrophage | 1216 | 0.52 | 0.00 | 0.85 | 0.58 | 0.00 | 0.51 | 0.46 | 0.48 | 0.72 |\n| acinar cell | 1201 | 0.81 | 0.22 | 0.97 | 0.87 | 0.00 | 0.88 | 0.88 | 0.90 | 0.94 |\n| non-classical monocyte | 1146 | 0.00 | 0.30 | 0.55 | 0.39 | 0.00 | 0.29 | 0.28 | 0.36 | 0.59 |\n| lung ciliated cell | 1098 | 0.67 | 0.20 | 0.98 | 0.85 | 0.00 | 0.96 | 0.96 | 0.92 | 0.97 |\n| activated CD8-positive, alpha-beta T cell | 1035 | 0.21 | 0.00 | 0.87 | 0.50 | 0.00 | 0.56 | 0.35 | 0.34 | 0.70 |\n| alveolar adventitial fibroblast | 964 | 0.66 | 0.01 | 0.94 | 0.61 | 0.00 | 0.61 | 0.71 | 0.70 | 0.94 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 958 | 0.16 | 0.00 | 0.60 | 0.36 | 0.00 | 0.16 | 0.16 | 0.14 | 0.45 |\n| adventitial cell | 944 | 0.21 | 0.00 | 0.89 | 0.58 | 0.00 | 0.34 | 0.31 | 0.34 | 0.79 |\n| respiratory goblet cell | 936 | 0.49 | 0.38 | 0.90 | 0.71 | 0.00 | 0.50 | 0.65 | 0.64 | 0.87 |\n| theca cell | 947 | 0.68 | 0.00 | 0.87 | 0.83 | 0.00 | 0.61 | 0.72 | 0.61 | 0.89 |\n| myeloid leukocyte | 896 | 0.00 | 0.00 | 0.84 | 0.45 | 0.00 | 0.75 | 0.24 | 0.22 | 0.82 |\n| keratocyte | 906 | 0.00 | 0.00 | 0.77 | 0.32 | 0.00 | 0.54 | 0.51 | 0.38 | 0.78 |\n| enteroglial cell | 893 | 0.56 | 0.62 | 0.97 | 0.90 | 0.00 | 0.96 | 0.93 | 0.85 | 0.90 |\n| erythroid progenitor cell | 884 | 0.57 | 0.56 | 0.83 | 0.81 | 0.00 | 0.65 | 0.77 | 0.74 | 0.78 |\n| innate lymphoid cell | 882 | 0.18 | 0.09 | 0.57 | 0.41 | 0.00 | 0.57 | 0.21 | 0.24 | 0.49 |\n| myometrial cell | 828 | 0.54 | 0.00 | 0.88 | 0.65 | 0.00 | 0.66 | 0.76 | 0.64 | 0.86 |\n| endothelial cell of vascular tree | 791 | 0.09 | 0.02 | 0.81 | 0.51 | 0.00 | 0.82 | 0.63 | 0.54 | 0.77 |\n| hematopoietic stem cell | 781 | 0.72 | 0.42 | 0.84 | 0.80 | 0.00 | 0.73 | 0.86 | 0.83 | 0.87 |\n| salivary gland cell | 749 | 0.57 | 0.00 | 0.92 | 0.77 | 0.00 | 0.78 | 0.68 | 0.60 | 0.92 |\n| granulocyte | 705 | 0.20 | 0.00 | 0.70 | 0.62 | 0.00 | 0.38 | 0.33 | 0.24 | 0.73 |\n| CD8-positive, alpha-beta thymocyte | 660 | 0.24 | 0.00 | 0.58 | 0.39 | 0.00 | 0.54 | 0.43 | 0.35 | 0.75 |\n| ciliated columnar cell of tracheobronchial tree | 648 | 0.00 | 0.06 | 0.97 | 0.80 | 0.00 | 0.94 | 0.93 | 0.89 | 0.98 |\n| intrahepatic cholangiocyte | 608 | 0.97 | 0.05 | 0.97 | 0.82 | 0.00 | 0.92 | 0.99 | 0.89 | 0.99 |\n| mural cell | 549 | 0.37 | 0.12 | 0.96 | 0.63 | 0.00 | 0.70 | 0.65 | 0.55 | 0.97 |\n| intestinal crypt stem cell of small intestine | 511 | 0.19 | 0.16 | 0.43 | 0.34 | 0.00 | 0.37 | 0.50 | 0.54 | 0.56 |\n| activated CD4-positive, alpha-beta T cell | 504 | 0.03 | 0.00 | 0.56 | 0.30 | 0.00 | 0.21 | 0.13 | 0.13 | 0.31 |\n| myeloid dendritic cell | 520 | 0.14 | 0.05 | 0.63 | 0.34 | 0.00 | 0.18 | 0.18 | 0.21 | 0.31 |\n| Mueller cell | 444 | 0.55 | 0.35 | 0.86 | 0.74 | 0.00 | 0.77 | 0.94 | 0.87 | 0.92 |\n| fast muscle cell | 439 | 0.31 | 0.55 | 0.94 | 0.84 | 0.00 | 0.90 | 0.80 | 0.88 | 0.93 |\n| platelet | 447 | 0.91 | 0.90 | 0.95 | 0.95 | 0.00 | 0.71 | 0.94 | 0.80 | 0.96 |\n| myoepithelial cell | 430 | 0.33 | 0.32 | 0.91 | 0.79 | 0.00 | 0.35 | 0.54 | 0.51 | 0.88 |\n| common myeloid progenitor | 400 | 0.39 | 0.33 | 0.83 | 0.73 | 0.00 | 0.66 | 0.84 | 0.80 | 0.85 |\n| thymocyte | 407 | 0.00 | 0.00 | 0.66 | 0.45 | 0.00 | 0.52 | 0.50 | 0.29 | 0.88 |\n| intestinal tuft cell | 400 | 0.82 | 0.76 | 0.97 | 0.82 | 0.00 | 0.93 | 0.98 | 0.97 | 0.96 |\n| pancreatic stellate cell | 381 | 0.00 | 0.00 | 0.96 | 0.56 | 0.00 | 0.68 | 0.66 | 0.44 | 0.93 |\n| tendon cell | 385 | 0.57 | 0.05 | 0.73 | 0.39 | 0.00 | 0.30 | 0.44 | 0.30 | 0.81 |\n| microglial cell | 361 | 0.05 | 0.00 | 0.77 | 0.27 | 0.00 | 0.59 | 0.33 | 0.21 | 0.73 |\n| muscle cell | 371 | 0.57 | 0.00 | 0.98 | 0.91 | 0.00 | 0.89 | 0.73 | 0.95 | 0.95 |\n| enterocyte of epithelium proper of jejunum | 363 | 0.00 | 0.00 | 0.62 | 0.51 | 0.00 | 0.87 | 0.63 | 0.45 | 0.95 |\n| mesothelial cell | 312 | 0.51 | 0.33 | 0.94 | 0.89 | 0.00 | 0.72 | 0.83 | 0.75 | 0.80 |\n| colon endothelial cell | 317 | 0.00 | 0.01 | 0.86 | 0.35 | 0.00 | 0.41 | 0.45 | 0.33 | 0.93 |\n| colon macrophage | 289 | 0.14 | 0.00 | 0.84 | 0.44 | 0.00 | 0.23 | 0.41 | 0.28 | 0.77 |\n| serous cell of epithelium of trachea | 290 | 0.37 | 0.00 | 0.88 | 0.69 | 0.00 | 0.34 | 0.57 | 0.51 | 0.86 |\n| ciliated epithelial cell | 284 | 0.00 | 0.00 | 0.96 | 0.72 | 0.00 | 0.84 | 0.98 | 0.88 | 0.98 |\n| Schwann cell | 286 | 0.57 | 0.28 | 0.88 | 0.73 | 0.00 | 0.67 | 0.84 | 0.73 | 0.88 |\n| mucus secreting cell | 245 | 0.00 | 0.01 | 0.88 | 0.70 | 0.00 | 0.40 | 0.74 | 0.76 | 0.89 |\n| supporting cell of vestibular epithelium | 244 | 0.85 | 0.00 | 0.73 | 0.78 | 0.00 | 0.98 | 1.00 | 0.82 | 0.99 |\n| enteroendocrine cell of small intestine | 247 | 0.53 | 0.07 | 0.89 | 0.64 | 0.00 | 0.82 | 0.92 | 0.82 | 0.93 |\n| ovarian surface epithelial cell | 215 | 0.00 | 0.09 | 0.93 | 0.87 | 0.00 | 0.77 | 0.82 | 0.69 | 0.94 |\n| transit amplifying cell of colon | 216 | 0.44 | 0.23 | 0.65 | 0.43 | 0.00 | 0.49 | 0.74 | 0.63 | 0.86 |\n| glandular epithelial cell | 221 | 0.00 | 0.03 | 0.89 | 0.72 | 0.00 | 0.71 | 0.79 | 0.70 | 0.97 |\n| melanocyte | 198 | 0.00 | 0.22 | 0.85 | 0.52 | 0.00 | 0.62 | 0.80 | 0.73 | 0.93 |\n| tracheal goblet cell | 211 | 0.00 | 0.06 | 0.88 | 0.73 | 0.00 | 0.53 | 0.82 | 0.67 | 0.94 |\n| hepatic stellate cell | 211 | 0.53 | 0.00 | 0.83 | 0.35 | 0.00 | 0.51 | 0.54 | 0.39 | 0.78 |\n| bronchial smooth muscle cell | 197 | 0.00 | 0.00 | 0.80 | 0.46 | 0.00 | 0.53 | 0.40 | 0.40 | 0.78 |\n| paneth cell of colon | 204 | 0.00 | 0.07 | 0.80 | 0.66 | 0.00 | 0.58 | 0.84 | 0.39 | 0.93 |\n| tongue muscle cell | 169 | 0.45 | 0.00 | 0.89 | 0.61 | 0.00 | 0.71 | 0.68 | 0.47 | 0.93 |\n| leukocyte | 179 | 0.05 | 0.01 | 0.64 | 0.14 | 0.00 | 0.23 | 0.27 | 0.19 | 0.51 |\n| tuft cell of colon | 160 | 0.00 | 0.00 | 0.89 | 0.50 | 0.00 | 0.85 | 0.96 | 0.84 | 0.97 |\n| slow muscle cell | 159 | 0.36 | 0.19 | 0.89 | 0.75 | 0.00 | 0.77 | 0.95 | 0.87 | 0.95 |\n| ionocyte | 137 | 0.00 | 0.04 | 0.82 | 0.64 | 0.00 | 0.58 | 0.87 | 0.75 | 0.91 |\n| connective tissue cell | 134 | 0.00 | 0.00 | 0.97 | 0.83 | 0.00 | 0.45 | 0.35 | 0.25 | 0.96 |\n| sebum secreting cell | 126 | 0.59 | 0.02 | 0.91 | 0.44 | 0.00 | 0.70 | 0.89 | 0.63 | 0.92 |\n| neuro-medullary thymic epithelial cell | 125 | 0.30 | 0.27 | 0.83 | 0.78 | 0.00 | 0.40 | 0.46 | 0.56 | 0.46 |\n| endothelial cell of arteriole | 119 | 0.00 | 0.00 | 0.92 | 0.27 | 0.00 | 0.62 | 0.82 | 0.45 | 0.97 |\n| male germ cell | 106 | 0.00 | 0.00 | 0.92 | 0.85 | 0.00 | 0.82 | 1.00 | 0.84 | 0.99 |\n| type B pancreatic cell | 92 | 0.00 | 0.00 | 0.95 | 0.86 | 0.00 | 0.99 | 1.00 | 0.92 | 0.99 |\n| hematopoietic cell | 91 | 0.00 | 0.00 | 0.74 | 0.65 | 0.00 | 0.20 | 0.61 | 0.43 | 0.75 |\n| plasmacytoid dendritic cell | 84 | 0.00 | 0.32 | 0.75 | 0.64 | 0.00 | 0.20 | 0.49 | 0.42 | 0.73 |\n| neuron | 70 | 0.00 | 0.00 | 0.97 | 0.80 | 0.00 | 0.35 | 0.66 | 0.66 | 0.87 |\n| myeloid cell | 74 | 0.00 | 0.00 | 0.61 | 0.05 | 0.00 | 0.42 | 0.33 | 0.27 | 0.88 |\n| myo-medullary thymic epithelial cell | 67 | 0.00 | 0.00 | 0.94 | 0.85 | 0.00 | 0.92 | 0.86 | 0.89 | 0.99 |\n| Langerhans cell | 68 | 0.00 | 0.05 | 0.83 | 0.59 | 0.00 | 0.07 | 0.49 | 0.31 | 0.85 |\n| interstitial cell of Cajal | 60 | 0.00 | 0.00 | 0.97 | 0.35 | 0.00 | 0.18 | 0.45 | 0.47 | 0.96 |\n| peritubular myoid cell | 61 | 0.00 | 0.00 | 0.73 | 0.58 | 0.00 | 0.32 | 0.45 | 0.55 | 0.91 |\n| retinal pigment epithelial cell | 59 | 0.00 | 0.06 | 0.97 | 0.87 | 0.00 | 0.73 | 1.00 | 0.94 | 0.99 |\n| spermatogonium | 57 | 0.00 | 0.00 | 0.74 | 0.57 | 0.00 | 0.21 | 0.95 | 0.86 | 0.88 |\n| retinal bipolar neuron | 59 | 0.00 | 0.06 | 0.87 | 0.70 | 0.00 | 0.58 | 0.93 | 0.91 | 0.94 |\n| endothelial cell of venule | 47 | 0.00 | 0.00 | 0.91 | 0.28 | 0.00 | 0.27 | 0.90 | 0.52 | 0.92 |\n| vestibular dark cell | 46 | 0.00 | 0.00 | 0.43 | 0.08 | 0.00 | 0.73 | 1.00 | 0.81 | 0.94 |\n| pancreatic A cell | 43 | 0.00 | 0.00 | 0.94 | 0.91 | 0.00 | 0.73 | 1.00 | 1.00 | 1.00 |\n| type L enteroendocrine cell | 39 | 0.00 | 0.00 | 0.89 | 0.39 | 0.00 | 0.47 | 0.97 | 0.96 | 0.93 |\n| medullary thymic epithelial cell | 38 | 0.00 | 0.00 | 0.81 | 0.36 | 0.00 | 0.47 | 0.97 | 0.68 | 0.92 |\n| adipocyte | 36 | 0.00 | 0.00 | 0.76 | 0.38 | 0.00 | 0.36 | 0.63 | 0.50 | 0.86 |\n| transit amplifying cell of small intestine | 31 | 0.00 | 0.00 | 0.43 | 0.44 | 0.00 | 0.39 | 0.86 | 0.71 | 0.90 |\n| taste receptor cell | 30 | 0.00 | 0.00 | 0.82 | 0.49 | 0.00 | 0.19 | 0.81 | 0.34 | 0.93 |\n| enterochromaffin-like cell | 26 | 0.00 | 0.00 | 0.86 | 0.32 | 0.00 | 0.73 | 0.98 | 0.95 | 0.98 |\n| enteroendocrine cell | 20 | 0.00 | 0.00 | 0.88 | 0.40 | 0.00 | 0.63 | 0.89 | 0.85 | 0.91 |\n| pulmonary ionocyte | 23 | 0.00 | 0.00 | 0.85 | 0.63 | 0.00 | 0.36 | 0.98 | 0.88 | 0.98 |\n| glial cell | 17 | 0.00 | 0.00 | 0.68 | 0.42 | 0.00 | 0.31 | 0.46 | 0.30 | 0.85 |\n| oocyte | 17 | 0.00 | 0.00 | 0.94 | 0.80 | 0.00 | 0.26 | 0.87 | 0.94 | 0.92 |\n| serous cell of epithelium of bronchus | 15 | 0.00 | 0.00 | 0.93 | 0.52 | 0.00 | 0.07 | 0.79 | 0.97 | 1.00 |\n| radial glial cell | 12 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.23 | 0.23 | 0.53 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.33 | 0.00 | 0.18 | 0.38 | 0.62 | 0.80 |\n| pancreatic D cell | 6 | 0.00 | 0.00 | 0.67 | 0.67 | 0.00 | 0.36 | 1.00 | 0.92 | 0.91 |\n| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.75 | 0.41 | 0.67 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 0.73 | 0.67 |\n| pancreatic PP cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 0.80 | 1.00 |\n| epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 1.00 | 0.67 | 0.67 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.25 | 0.57 | 0.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 1.00 | 0.67 | 0.00 |\n| retinal ganglion cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.33 | 0.33 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 11340 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 9623 | 0.58 | 0.78 | 0.82 | 0.73 | 0.00 | 0.34 | 0.44 | 0.53 | 0.78 |\n| fibroblast | 8327 | 0.79 | 0.78 | 0.93 | 0.70 | 0.00 | 0.59 | 0.71 | 0.67 | 0.88 |\n| CD8-positive, alpha-beta T cell | 7597 | 0.71 | 0.77 | 0.81 | 0.73 | 0.00 | 0.72 | 0.59 | 0.61 | 0.80 |\n| neutrophil | 6941 | 0.94 | 0.97 | 0.97 | 0.97 | 0.00 | 0.94 | 0.95 | 0.92 | 0.98 |\n| macrophage | 6962 | 0.77 | 0.84 | 0.93 | 0.81 | 0.00 | 0.77 | 0.73 | 0.70 | 0.89 |\n| stromal cell of ovary | 3562 | 0.95 | 0.93 | 0.92 | 0.63 | 0.00 | 0.08 | 0.96 | 0.93 | 0.97 |\n| endothelial cell | 3356 | 0.74 | 0.74 | 0.91 | 0.64 | 0.00 | 0.66 | 0.68 | 0.64 | 0.83 |\n| basal cell | 3382 | 0.89 | 0.86 | 0.88 | 0.70 | 0.00 | 0.70 | 0.86 | 0.84 | 0.93 |\n| plasma cell | 2799 | 0.98 | 0.98 | 0.97 | 0.98 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 2795 | 0.98 | 0.97 | 0.97 | 0.70 | 0.00 | 0.51 | 0.98 | 0.96 | 0.99 |\n| monocyte | 2521 | 0.46 | 0.38 | 0.77 | 0.46 | 0.00 | 0.35 | 0.48 | 0.50 | 0.60 |\n| mesenchymal stem cell | 2365 | 0.88 | 0.76 | 0.90 | 0.51 | 0.00 | 0.21 | 0.90 | 0.82 | 0.93 |\n| smooth muscle cell | 1776 | 0.71 | 0.67 | 0.88 | 0.69 | 0.00 | 0.67 | 0.73 | 0.72 | 0.81 |\n| classical monocyte | 1787 | 0.60 | 0.61 | 0.76 | 0.46 | 0.00 | 0.50 | 0.55 | 0.62 | 0.69 |\n| luminal epithelial cell of mammary gland | 1536 | 0.99 | 0.05 | 0.96 | 0.66 | 0.00 | 0.64 | 0.97 | 0.95 | 0.99 |\n| capillary endothelial cell | 1527 | 0.71 | 0.65 | 0.87 | 0.59 | 0.00 | 0.61 | 0.67 | 0.66 | 0.79 |\n| erythrocyte | 1404 | 0.98 | 0.97 | 0.95 | 0.97 | 0.00 | 0.96 | 0.96 | 0.96 | 0.98 |\n| natural killer cell | 1462 | 0.73 | 0.75 | 0.75 | 0.70 | 0.00 | 0.69 | 0.69 | 0.71 | 0.76 |\n| enterocyte of epithelium proper of duodenum | 1367 | 0.90 | 0.50 | 0.81 | 0.57 | 0.00 | 0.56 | 0.89 | 0.87 | 0.95 |\n| stratified squamous epithelial cell | 1237 | 0.84 | 0.79 | 0.87 | 0.71 | 0.00 | 0.70 | 0.84 | 0.83 | 0.89 |\n| acinar cell of salivary gland | 1220 | 0.95 | 0.84 | 0.93 | 0.77 | 0.00 | 0.72 | 0.92 | 0.89 | 0.96 |\n| pulmonary alveolar type 2 cell | 1158 | 0.96 | 0.96 | 0.97 | 0.88 | 0.00 | 0.91 | 0.96 | 0.94 | 0.97 |\n| conjunctival epithelial cell | 1061 | 0.93 | 0.71 | 0.86 | 0.45 | 0.00 | 0.02 | 0.94 | 0.90 | 0.94 |\n| pericyte | 1121 | 0.63 | 0.57 | 0.83 | 0.60 | 0.00 | 0.55 | 0.67 | 0.65 | 0.75 |\n| luminal cell of prostate epithelium | 1056 | 0.90 | 0.84 | 0.93 | 0.76 | 0.00 | 0.54 | 0.95 | 0.92 | 0.95 |\n| cardiac endothelial cell | 1000 | 0.93 | 0.88 | 0.93 | 0.59 | 0.00 | 0.11 | 0.95 | 0.89 | 0.96 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 1004 | 0.23 | 0.04 | 0.32 | 0.05 | 0.00 | 0.26 | 0.22 | 0.29 | 0.30 |\n| kidney epithelial cell | 974 | 0.98 | 0.93 | 0.94 | 0.76 | 0.00 | 0.63 | 0.99 | 0.97 | 0.99 |\n| hepatocyte | 703 | 0.99 | 0.99 | 0.97 | 0.83 | 0.00 | 0.62 | 0.99 | 0.98 | 1.00 |\n| blood vessel smooth muscle cell | 666 | 0.71 | 0.52 | 0.90 | 0.59 | 0.00 | 0.10 | 0.88 | 0.81 | 0.91 |\n| enterocyte of epithelium proper of ileum | 666 | 0.96 | 0.00 | 0.76 | 0.34 | 0.00 | 0.35 | 0.98 | 0.95 | 0.97 |\n| T cell | 626 | 0.45 | 0.23 | 0.55 | 0.15 | 0.00 | 0.19 | 0.31 | 0.38 | 0.54 |\n| mast cell | 600 | 0.88 | 0.84 | 0.94 | 0.86 | 0.00 | 0.91 | 0.89 | 0.90 | 0.93 |\n| skeletal muscle satellite stem cell | 644 | 0.95 | 0.93 | 0.95 | 0.84 | 0.00 | 0.86 | 0.95 | 0.88 | 0.96 |\n| regular atrial cardiac myocyte | 572 | 0.81 | 0.63 | 0.83 | 0.28 | 0.00 | 0.02 | 0.88 | 0.90 | 0.93 |\n| intermediate monocyte | 547 | 0.37 | 0.15 | 0.56 | 0.25 | 0.00 | 0.28 | 0.37 | 0.43 | 0.50 |\n| pancreatic acinar cell | 577 | 0.96 | 0.19 | 0.93 | 0.50 | 0.00 | 0.05 | 0.98 | 0.95 | 0.98 |\n| mature NK T cell | 550 | 0.46 | 0.45 | 0.53 | 0.42 | 0.00 | 0.42 | 0.38 | 0.45 | 0.59 |\n| mononuclear phagocyte | 509 | 0.38 | 0.00 | 0.90 | 0.16 | 0.00 | 0.05 | 0.69 | 0.50 | 0.70 |\n| fibroblast of breast | 535 | 0.95 | 0.00 | 0.97 | 0.35 | 0.00 | 0.28 | 0.84 | 0.72 | 0.95 |\n| vascular associated smooth muscle cell | 502 | 0.62 | 0.05 | 0.73 | 0.17 | 0.00 | 0.27 | 0.60 | 0.62 | 0.66 |\n| vein endothelial cell | 450 | 0.41 | 0.17 | 0.73 | 0.30 | 0.00 | 0.37 | 0.45 | 0.46 | 0.59 |\n| CD4-positive, alpha-beta thymocyte | 487 | 0.37 | 0.00 | 0.60 | 0.38 | 0.00 | 0.39 | 0.40 | 0.34 | 0.60 |\n| enterocyte of epithelium of large intestine | 453 | 0.77 | 0.29 | 0.58 | 0.34 | 0.00 | 0.49 | 0.80 | 0.80 | 0.80 |\n| myofibroblast cell | 439 | 0.63 | 0.22 | 0.82 | 0.46 | 0.00 | 0.46 | 0.57 | 0.60 | 0.77 |\n| thymic fibroblast type 2 | 405 | 0.56 | 0.00 | 0.71 | 0.15 | 0.00 | 0.07 | 0.69 | 0.57 | 0.58 |\n| corneal epithelial cell | 479 | 0.94 | 0.01 | 0.93 | 0.68 | 0.00 | 0.49 | 0.96 | 0.94 | 0.97 |\n| spermatid | 376 | 0.96 | 0.00 | 0.96 | 0.70 | 0.00 | 0.87 | 0.99 | 0.96 | 0.99 |\n| duct epithelial cell | 383 | 0.76 | 0.57 | 0.82 | 0.44 | 0.00 | 0.29 | 0.83 | 0.74 | 0.85 |\n| mesenchymal stem cell of adipose tissue | 369 | 0.24 | 0.00 | 0.63 | 0.34 | 0.00 | 0.28 | 0.34 | 0.34 | 0.49 |\n| basal cell of prostate epithelium | 353 | 0.71 | 0.09 | 0.90 | 0.50 | 0.00 | 0.39 | 0.87 | 0.76 | 0.86 |\n| endothelial cell of artery | 373 | 0.53 | 0.39 | 0.75 | 0.44 | 0.00 | 0.49 | 0.58 | 0.56 | 0.68 |\n| stromal cell | 345 | 0.58 | 0.04 | 0.53 | 0.27 | 0.00 | 0.19 | 0.77 | 0.73 | 0.85 |\n| thymic fibroblast type 1 | 337 | 0.04 | 0.01 | 0.84 | 0.23 | 0.00 | 0.23 | 0.64 | 0.46 | 0.60 |\n| pulmonary alveolar type 1 cell | 340 | 0.97 | 0.94 | 0.95 | 0.90 | 0.00 | 0.92 | 0.97 | 0.91 | 0.97 |\n| spermatocyte | 343 | 0.94 | 0.00 | 0.94 | 0.71 | 0.00 | 0.65 | 0.98 | 0.95 | 0.98 |\n| pancreatic ductal cell | 271 | 0.90 | 0.56 | 0.90 | 0.76 | 0.00 | 0.64 | 0.95 | 0.92 | 0.95 |\n| regulatory T cell | 274 | 0.18 | 0.01 | 0.26 | 0.14 | 0.00 | 0.23 | 0.34 | 0.35 | 0.43 |\n| ventricular cardiac muscle cell | 263 | 0.44 | 0.05 | 0.73 | 0.31 | 0.00 | 0.41 | 0.78 | 0.81 | 0.83 |\n| endothelial cell of lymphatic vessel | 233 | 0.65 | 0.51 | 0.87 | 0.50 | 0.00 | 0.51 | 0.59 | 0.57 | 0.68 |\n| hematopoietic precursor cell | 209 | 0.52 | 0.67 | 0.72 | 0.61 | 0.00 | 0.52 | 0.49 | 0.54 | 0.68 |\n| retinal blood vessel endothelial cell | 213 | 0.11 | 0.01 | 0.78 | 0.13 | 0.00 | 0.09 | 0.64 | 0.51 | 0.54 |\n| small intestine goblet cell | 200 | 0.88 | 0.58 | 0.88 | 0.56 | 0.00 | 0.57 | 0.95 | 0.88 | 0.93 |\n| gamma-delta T cell | 201 | 0.30 | 0.09 | 0.59 | 0.23 | 0.00 | 0.45 | 0.68 | 0.48 | 0.71 |\n| fibroblast of cardiac tissue | 195 | 0.96 | 0.54 | 0.90 | 0.07 | 0.00 | 0.32 | 0.77 | 0.70 | 0.95 |\n| paneth cell of epithelium of small intestine | 191 | 0.51 | 0.47 | 0.72 | 0.31 | 0.00 | 0.46 | 0.59 | 0.66 | 0.78 |\n| club cell | 172 | 0.84 | 0.73 | 0.85 | 0.54 | 0.00 | 0.79 | 0.83 | 0.72 | 0.87 |\n| intestinal crypt stem cell of colon | 179 | 0.73 | 0.63 | 0.57 | 0.45 | 0.00 | 0.37 | 0.80 | 0.77 | 0.82 |\n| progenitor cell of mammary luminal epithelium | 169 | 0.98 | 0.00 | 0.99 | 0.97 | 0.00 | 0.94 | 0.96 | 0.88 | 0.98 |\n| epithelial cell | 163 | 0.92 | 0.63 | 0.96 | 0.36 | 0.00 | 0.62 | 0.92 | 0.89 | 0.93 |\n| basophil | 160 | 0.52 | 0.06 | 0.90 | 0.40 | 0.00 | 0.71 | 0.69 | 0.74 | 0.80 |\n| large intestine goblet cell | 132 | 0.82 | 0.67 | 0.82 | 0.38 | 0.00 | 0.56 | 0.92 | 0.84 | 0.90 |\n| eye photoreceptor cell | 138 | 0.90 | 0.88 | 0.91 | 0.95 | 0.00 | 0.89 | 0.95 | 0.96 | 0.96 |\n| epithelial cell of uterus | 143 | 0.95 | 0.42 | 0.92 | 0.24 | 0.00 | 0.56 | 0.93 | 0.87 | 0.97 |\n| enterocyte of epithelium proper of small intestine | 149 | 0.33 | 0.01 | 0.63 | 0.17 | 0.00 | 0.42 | 0.53 | 0.57 | 0.72 |\n| tissue-resident macrophage | 116 | 0.53 | 0.00 | 0.82 | 0.33 | 0.00 | 0.24 | 0.37 | 0.40 | 0.66 |\n| acinar cell | 120 | 0.84 | 0.56 | 0.89 | 0.81 | 0.00 | 0.87 | 0.88 | 0.85 | 0.94 |\n| non-classical monocyte | 122 | 0.27 | 0.34 | 0.31 | 0.04 | 0.00 | 0.33 | 0.38 | 0.31 | 0.49 |\n| lung ciliated cell | 119 | 0.79 | 0.42 | 0.96 | 0.77 | 0.00 | 0.82 | 0.91 | 0.88 | 0.94 |\n| activated CD8-positive, alpha-beta T cell | 103 | 0.21 | 0.02 | 0.67 | 0.03 | 0.00 | 0.08 | 0.31 | 0.23 | 0.54 |\n| alveolar adventitial fibroblast | 106 | 0.71 | 0.10 | 0.84 | 0.25 | 0.00 | 0.54 | 0.76 | 0.66 | 0.82 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 112 | 0.16 | 0.00 | 0.45 | 0.00 | 0.00 | 0.17 | 0.14 | 0.14 | 0.42 |\n| adventitial cell | 91 | 0.18 | 0.00 | 0.62 | 0.06 | 0.00 | 0.13 | 0.21 | 0.31 | 0.49 |\n| respiratory goblet cell | 114 | 0.60 | 0.54 | 0.82 | 0.58 | 0.00 | 0.69 | 0.61 | 0.64 | 0.78 |\n| theca cell | 118 | 0.54 | 0.00 | 0.75 | 0.62 | 0.00 | 0.73 | 0.73 | 0.59 | 0.77 |\n| myeloid leukocyte | 96 | 0.16 | 0.00 | 0.70 | 0.21 | 0.00 | 0.08 | 0.21 | 0.20 | 0.60 |\n| keratocyte | 112 | 0.12 | 0.02 | 0.53 | 0.11 | 0.00 | 0.02 | 0.50 | 0.38 | 0.23 |\n| enteroglial cell | 105 | 0.85 | 0.68 | 0.97 | 0.79 | 0.00 | 0.84 | 0.95 | 0.83 | 0.92 |\n| innate lymphoid cell | 89 | 0.16 | 0.11 | 0.27 | 0.25 | 0.00 | 0.18 | 0.15 | 0.19 | 0.27 |\n| erythroid progenitor cell | 94 | 0.59 | 0.63 | 0.68 | 0.58 | 0.00 | 0.67 | 0.68 | 0.66 | 0.75 |\n| myometrial cell | 100 | 0.65 | 0.00 | 0.74 | 0.39 | 0.00 | 0.37 | 0.69 | 0.57 | 0.78 |\n| endothelial cell of vascular tree | 85 | 0.42 | 0.02 | 0.60 | 0.28 | 0.00 | 0.37 | 0.53 | 0.38 | 0.65 |\n| hematopoietic stem cell | 76 | 0.71 | 0.65 | 0.74 | 0.72 | 0.00 | 0.68 | 0.76 | 0.68 | 0.80 |\n| salivary gland cell | 77 | 0.50 | 0.00 | 0.81 | 0.47 | 0.00 | 0.49 | 0.60 | 0.56 | 0.84 |\n| granulocyte | 84 | 0.24 | 0.00 | 0.51 | 0.25 | 0.00 | 0.23 | 0.31 | 0.17 | 0.61 |\n| CD8-positive, alpha-beta thymocyte | 82 | 0.19 | 0.02 | 0.40 | 0.27 | 0.00 | 0.27 | 0.29 | 0.25 | 0.52 |\n| ciliated columnar cell of tracheobronchial tree | 81 | 0.58 | 0.15 | 0.94 | 0.73 | 0.00 | 0.64 | 0.93 | 0.86 | 0.94 |\n| intrahepatic cholangiocyte | 73 | 0.97 | 0.12 | 0.95 | 0.60 | 0.00 | 0.60 | 0.97 | 0.89 | 0.97 |\n| mural cell | 58 | 0.29 | 0.16 | 0.86 | 0.12 | 0.00 | 0.30 | 0.62 | 0.39 | 0.74 |\n| intestinal crypt stem cell of small intestine | 61 | 0.13 | 0.24 | 0.26 | 0.15 | 0.00 | 0.23 | 0.36 | 0.38 | 0.44 |\n| activated CD4-positive, alpha-beta T cell | 51 | 0.03 | 0.00 | 0.32 | 0.06 | 0.00 | 0.08 | 0.09 | 0.08 | 0.17 |\n| myeloid dendritic cell | 68 | 0.20 | 0.18 | 0.40 | 0.22 | 0.00 | 0.19 | 0.16 | 0.16 | 0.31 |\n| Mueller cell | 45 | 0.56 | 0.46 | 0.56 | 0.72 | 0.00 | 0.55 | 0.80 | 0.81 | 0.82 |\n| fast muscle cell | 45 | 0.68 | 0.57 | 0.90 | 0.71 | 0.00 | 0.73 | 0.72 | 0.77 | 0.87 |\n| platelet | 54 | 0.91 | 0.88 | 0.92 | 0.90 | 0.00 | 0.69 | 0.91 | 0.73 | 0.86 |\n| myoepithelial cell | 49 | 0.47 | 0.30 | 0.82 | 0.52 | 0.00 | 0.39 | 0.61 | 0.38 | 0.77 |\n| common myeloid progenitor | 48 | 0.47 | 0.48 | 0.72 | 0.38 | 0.00 | 0.53 | 0.52 | 0.60 | 0.65 |\n| thymocyte | 42 | 0.00 | 0.00 | 0.34 | 0.36 | 0.00 | 0.17 | 0.18 | 0.19 | 0.75 |\n| intestinal tuft cell | 53 | 0.80 | 0.75 | 0.93 | 0.70 | 0.00 | 0.87 | 0.93 | 0.94 | 0.91 |\n| pancreatic stellate cell | 46 | 0.00 | 0.00 | 0.88 | 0.21 | 0.00 | 0.11 | 0.77 | 0.35 | 0.65 |\n| tendon cell | 43 | 0.12 | 0.09 | 0.42 | 0.20 | 0.00 | 0.47 | 0.45 | 0.30 | 0.57 |\n| microglial cell | 41 | 0.09 | 0.00 | 0.66 | 0.04 | 0.00 | 0.09 | 0.25 | 0.13 | 0.33 |\n| muscle cell | 39 | 0.77 | 0.00 | 0.95 | 0.86 | 0.00 | 0.58 | 0.82 | 0.90 | 0.95 |\n| enterocyte of epithelium proper of jejunum | 33 | 0.00 | 0.00 | 0.08 | 0.19 | 0.00 | 0.04 | 0.39 | 0.25 | 0.34 |\n| mesothelial cell | 41 | 0.64 | 0.65 | 0.92 | 0.71 | 0.00 | 0.47 | 0.78 | 0.71 | 0.73 |\n| colon endothelial cell | 33 | 0.00 | 0.00 | 0.61 | 0.00 | 0.00 | 0.00 | 0.28 | 0.24 | 0.29 |\n| colon macrophage | 29 | 0.18 | 0.00 | 0.73 | 0.21 | 0.00 | 0.08 | 0.31 | 0.15 | 0.75 |\n| serous cell of epithelium of trachea | 33 | 0.34 | 0.00 | 0.74 | 0.34 | 0.00 | 0.15 | 0.34 | 0.45 | 0.74 |\n| ciliated epithelial cell | 29 | 0.86 | 0.04 | 0.89 | 0.58 | 0.00 | 0.64 | 0.97 | 0.86 | 0.93 |\n| Schwann cell | 28 | 0.58 | 0.47 | 0.67 | 0.57 | 0.00 | 0.49 | 0.71 | 0.58 | 0.74 |\n| mucus secreting cell | 37 | 0.63 | 0.07 | 0.79 | 0.50 | 0.00 | 0.46 | 0.63 | 0.68 | 0.84 |\n| supporting cell of vestibular epithelium | 27 | 0.79 | 0.00 | 0.63 | 0.65 | 0.00 | 0.12 | 0.98 | 0.81 | 0.93 |\n| enteroendocrine cell of small intestine | 27 | 0.72 | 0.11 | 0.80 | 0.63 | 0.00 | 0.81 | 0.85 | 0.74 | 0.87 |\n| ovarian surface epithelial cell | 24 | 0.38 | 0.31 | 0.85 | 0.41 | 0.00 | 0.42 | 0.84 | 0.60 | 0.69 |\n| transit amplifying cell of colon | 33 | 0.73 | 0.47 | 0.42 | 0.18 | 0.00 | 0.25 | 0.58 | 0.51 | 0.83 |\n| glandular epithelial cell | 23 | 0.69 | 0.12 | 0.74 | 0.37 | 0.00 | 0.15 | 0.79 | 0.59 | 0.88 |\n| melanocyte | 26 | 0.61 | 0.41 | 0.68 | 0.45 | 0.00 | 0.38 | 0.80 | 0.65 | 0.89 |\n| tracheal goblet cell | 19 | 0.60 | 0.18 | 0.57 | 0.53 | 0.00 | 0.63 | 0.68 | 0.45 | 0.78 |\n| hepatic stellate cell | 29 | 0.60 | 0.00 | 0.60 | 0.05 | 0.00 | 0.23 | 0.62 | 0.47 | 0.73 |\n| bronchial smooth muscle cell | 27 | 0.11 | 0.00 | 0.54 | 0.11 | 0.00 | 0.32 | 0.42 | 0.31 | 0.42 |\n| paneth cell of colon | 31 | 0.00 | 0.05 | 0.52 | 0.47 | 0.00 | 0.19 | 0.63 | 0.37 | 0.69 |\n| tongue muscle cell | 24 | 0.34 | 0.00 | 0.83 | 0.08 | 0.00 | 0.16 | 0.65 | 0.36 | 0.74 |\n| leukocyte | 11 | 0.09 | 0.00 | 0.03 | 0.00 | 0.00 | 0.07 | 0.05 | 0.05 | 0.10 |\n| tuft cell of colon | 23 | 0.00 | 0.19 | 0.77 | 0.45 | 0.00 | 0.60 | 0.90 | 0.83 | 0.77 |\n| slow muscle cell | 9 | 0.00 | 0.06 | 0.74 | 0.30 | 0.00 | 0.42 | 0.90 | 0.67 | 0.80 |\n| ionocyte | 16 | 0.71 | 0.13 | 0.55 | 0.62 | 0.00 | 0.61 | 0.86 | 0.70 | 0.90 |\n| connective tissue cell | 19 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.08 | 0.48 | 0.22 | 0.52 |\n| sebum secreting cell | 16 | 0.00 | 0.02 | 0.81 | 0.10 | 0.00 | 0.24 | 0.81 | 0.49 | 0.86 |\n| neuro-medullary thymic epithelial cell | 14 | 0.24 | 0.42 | 0.52 | 0.29 | 0.00 | 0.20 | 0.30 | 0.44 | 0.34 |\n| endothelial cell of arteriole | 18 | 0.00 | 0.00 | 0.88 | 0.00 | 0.00 | 0.00 | 0.67 | 0.35 | 0.20 |\n| male germ cell | 13 | 0.79 | 0.00 | 0.67 | 0.00 | 0.00 | 0.67 | 0.92 | 0.65 | 0.88 |\n| type B pancreatic cell | 15 | 0.83 | 0.00 | 0.89 | 0.54 | 0.00 | 0.71 | 0.97 | 0.80 | 1.00 |\n| hematopoietic cell | 8 | 0.00 | 0.00 | 0.40 | 0.46 | 0.00 | 0.11 | 0.41 | 0.39 | 0.71 |\n| plasmacytoid dendritic cell | 8 | 0.33 | 0.00 | 0.50 | 0.14 | 0.00 | 0.03 | 0.45 | 0.18 | 0.44 |\n| neuron | 6 | 0.00 | 0.00 | 1.00 | 0.36 | 0.00 | 0.06 | 0.67 | 0.67 | 0.92 |\n| myeloid cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.30 | 0.20 | 0.00 |\n| myo-medullary thymic epithelial cell | 7 | 0.50 | 0.00 | 0.86 | 0.60 | 0.00 | 0.17 | 0.53 | 0.62 | 0.71 |\n| Langerhans cell | 8 | 0.39 | 0.00 | 0.40 | 0.14 | 0.00 | 0.10 | 0.20 | 0.24 | 0.45 |\n| interstitial cell of Cajal | 8 | 0.00 | 0.00 | 1.00 | 0.35 | 0.00 | 0.09 | 0.57 | 0.57 | 1.00 |\n| peritubular myoid cell | 6 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.41 | 0.32 | 0.44 |\n| retinal pigment epithelial cell | 5 | 0.00 | 0.00 | 0.50 | 0.55 | 0.00 | 0.53 | 1.00 | 0.77 | 1.00 |\n| spermatogonium | 12 | 0.00 | 0.00 | 0.67 | 0.40 | 0.00 | 0.24 | 0.96 | 0.85 | 0.80 |\n| retinal bipolar neuron | 6 | 0.00 | 0.50 | 0.25 | 0.50 | 0.00 | 0.62 | 0.71 | 0.83 | 0.91 |\n| endothelial cell of venule | 3 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.09 | 0.80 | 0.29 | 0.80 |\n| vestibular dark cell | 7 | 0.00 | 0.00 | 0.25 | 0.25 | 0.00 | 0.23 | 1.00 | 0.80 | 0.83 |\n| pancreatic A cell | 2 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| type L enteroendocrine cell | 6 | 0.00 | 0.00 | 0.25 | 0.29 | 0.00 | 0.16 | 0.92 | 0.71 | 0.80 |\n| medullary thymic epithelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| adipocyte | 2 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.50 | 0.20 | 1.00 |\n| transit amplifying cell of small intestine | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.33 | 0.00 | 0.00 |\n| taste receptor cell | 4 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.12 | 0.40 | 0.27 | 0.57 |\n| enterochromaffin-like cell | 3 | 0.00 | 0.00 | 0.33 | 0.40 | 0.00 | 0.86 | 1.00 | 0.80 | 0.80 |\n| enteroendocrine cell | 2 | 0.00 | 0.14 | 0.67 | 0.50 | 0.00 | 0.09 | 0.67 | 0.67 | 0.80 |\n| pulmonary ionocyte | 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 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 |\n| oocyte | 1 | 0.00 | 0.03 | 1.00 | 0.50 | 0.00 | 0.07 | 1.00 | 0.67 | 0.67 |\n| serous cell of epithelium of bronchus | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 1.00 | 0.40 | 0.00 |\n| radial glial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| Leydig cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.33 | 0.00 |\n| pancreatic D cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic PP cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial fate stem 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 |\n| erythroid lineage cell | 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| B cell | 103155 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 87505 | 0.58 | 0.78 | 0.87 | 0.82 | 0.00 | 0.43 | 0.45 | 0.53 | 0.82 |\n| fibroblast | 75007 | 0.79 | 0.73 | 0.97 | 0.83 | 0.00 | 0.84 | 0.70 | 0.67 | 0.92 |\n| CD8-positive, alpha-beta T cell | 68678 | 0.71 | 0.77 | 0.87 | 0.82 | 0.00 | 0.70 | 0.59 | 0.61 | 0.82 |\n| neutrophil | 62597 | 0.95 | 0.97 | 0.98 | 0.97 | 0.00 | 0.95 | 0.95 | 0.92 | 0.98 |\n| macrophage | 62108 | 0.77 | 0.83 | 0.95 | 0.87 | 0.00 | 0.78 | 0.74 | 0.70 | 0.91 |\n| stromal cell of ovary | 31441 | 0.95 | 0.65 | 0.94 | 0.85 | 0.00 | 0.96 | 0.96 | 0.94 | 0.98 |\n| endothelial cell | 30345 | 0.74 | 0.69 | 0.96 | 0.82 | 0.00 | 0.88 | 0.69 | 0.65 | 0.92 |\n| basal cell | 30144 | 0.89 | 0.78 | 0.94 | 0.81 | 0.00 | 0.85 | 0.86 | 0.84 | 0.94 |\n| plasma cell | 24544 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 24446 | 0.98 | 0.97 | 0.98 | 0.81 | 0.00 | 0.88 | 0.98 | 0.96 | 0.99 |\n| monocyte | 23231 | 0.47 | 0.30 | 0.86 | 0.70 | 0.00 | 0.59 | 0.50 | 0.53 | 0.72 |\n| mesenchymal stem cell | 21132 | 0.87 | 0.65 | 0.95 | 0.69 | 0.00 | 0.94 | 0.89 | 0.82 | 0.96 |\n| smooth muscle cell | 16649 | 0.73 | 0.64 | 0.93 | 0.84 | 0.00 | 0.84 | 0.75 | 0.74 | 0.88 |\n| classical monocyte | 16413 | 0.59 | 0.54 | 0.84 | 0.73 | 0.00 | 0.67 | 0.58 | 0.63 | 0.77 |\n| luminal epithelial cell of mammary gland | 13896 | 0.98 | 0.00 | 0.98 | 0.83 | 0.00 | 0.95 | 0.98 | 0.95 | 0.99 |\n| capillary endothelial cell | 13769 | 0.73 | 0.56 | 0.93 | 0.80 | 0.00 | 0.82 | 0.69 | 0.69 | 0.86 |\n| erythrocyte | 13207 | 0.97 | 0.96 | 0.98 | 0.98 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |\n| natural killer cell | 12769 | 0.72 | 0.73 | 0.83 | 0.80 | 0.00 | 0.71 | 0.69 | 0.70 | 0.76 |\n| enterocyte of epithelium proper of duodenum | 12128 | 0.90 | 0.00 | 0.87 | 0.74 | 0.00 | 0.94 | 0.90 | 0.88 | 0.97 |\n| stratified squamous epithelial cell | 11086 | 0.84 | 0.75 | 0.92 | 0.83 | 0.00 | 0.85 | 0.85 | 0.83 | 0.90 |\n| acinar cell of salivary gland | 11017 | 0.95 | 0.75 | 0.97 | 0.89 | 0.00 | 0.95 | 0.93 | 0.91 | 0.97 |\n| pulmonary alveolar type 2 cell | 10436 | 0.96 | 0.96 | 0.99 | 0.93 | 0.00 | 0.96 | 0.97 | 0.96 | 0.98 |\n| conjunctival epithelial cell | 10025 | 0.94 | 0.71 | 0.91 | 0.66 | 0.00 | 0.91 | 0.95 | 0.91 | 0.96 |\n| pericyte | 9763 | 0.62 | 0.48 | 0.90 | 0.77 | 0.00 | 0.72 | 0.67 | 0.66 | 0.81 |\n| luminal cell of prostate epithelium | 9596 | 0.90 | 0.57 | 0.96 | 0.86 | 0.00 | 0.94 | 0.95 | 0.92 | 0.96 |\n| cardiac endothelial cell | 9092 | 0.94 | 0.78 | 0.98 | 0.80 | 0.00 | 0.97 | 0.95 | 0.90 | 0.98 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8823 | 0.22 | 0.02 | 0.50 | 0.29 | 0.00 | 0.27 | 0.24 | 0.30 | 0.39 |\n| kidney epithelial cell | 8304 | 0.98 | 0.06 | 0.97 | 0.86 | 0.00 | 0.94 | 0.99 | 0.97 | 0.99 |\n| hepatocyte | 6711 | 0.99 | 0.98 | 0.97 | 0.90 | 0.00 | 0.95 | 0.99 | 0.97 | 1.00 |\n| blood vessel smooth muscle cell | 5976 | 0.71 | 0.20 | 0.95 | 0.87 | 0.00 | 0.93 | 0.89 | 0.82 | 0.95 |\n| enterocyte of epithelium proper of ileum | 5811 | 0.96 | 0.00 | 0.85 | 0.61 | 0.00 | 0.95 | 0.98 | 0.96 | 0.98 |\n| T cell | 5663 | 0.45 | 0.16 | 0.70 | 0.43 | 0.00 | 0.34 | 0.35 | 0.41 | 0.64 |\n| mast cell | 5620 | 0.89 | 0.84 | 0.97 | 0.93 | 0.00 | 0.96 | 0.90 | 0.92 | 0.96 |\n| skeletal muscle satellite stem cell | 5524 | 0.96 | 0.93 | 0.98 | 0.93 | 0.00 | 0.95 | 0.95 | 0.89 | 0.97 |\n| regular atrial cardiac myocyte | 5244 | 0.80 | 0.23 | 0.91 | 0.81 | 0.00 | 0.98 | 0.89 | 0.91 | 0.96 |\n| intermediate monocyte | 4931 | 0.37 | 0.10 | 0.70 | 0.56 | 0.00 | 0.37 | 0.41 | 0.44 | 0.57 |\n| pancreatic acinar cell | 4899 | 0.95 | 0.01 | 0.97 | 0.87 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| mature NK T cell | 4844 | 0.47 | 0.41 | 0.69 | 0.59 | 0.00 | 0.46 | 0.39 | 0.47 | 0.63 |\n| mononuclear phagocyte | 4827 | 0.42 | 0.00 | 0.96 | 0.52 | 0.00 | 0.72 | 0.73 | 0.53 | 0.92 |\n| fibroblast of breast | 4735 | 0.96 | 0.00 | 0.99 | 0.70 | 0.00 | 0.88 | 0.85 | 0.73 | 0.98 |\n| vascular associated smooth muscle cell | 4517 | 0.66 | 0.01 | 0.86 | 0.67 | 0.00 | 0.72 | 0.66 | 0.65 | 0.80 |\n| vein endothelial cell | 4248 | 0.40 | 0.09 | 0.86 | 0.63 | 0.00 | 0.62 | 0.48 | 0.48 | 0.70 |\n| CD4-positive, alpha-beta thymocyte | 4198 | 0.35 | 0.00 | 0.76 | 0.61 | 0.00 | 0.65 | 0.39 | 0.36 | 0.69 |\n| enterocyte of epithelium of large intestine | 4114 | 0.78 | 0.22 | 0.74 | 0.62 | 0.00 | 0.86 | 0.83 | 0.85 | 0.85 |\n| myofibroblast cell | 3997 | 0.67 | 0.15 | 0.91 | 0.73 | 0.00 | 0.68 | 0.60 | 0.61 | 0.87 |\n| thymic fibroblast type 2 | 3800 | 0.59 | 0.00 | 0.86 | 0.52 | 0.00 | 0.90 | 0.70 | 0.59 | 0.90 |\n| corneal epithelial cell | 3707 | 0.93 | 0.00 | 0.95 | 0.83 | 0.00 | 0.93 | 0.95 | 0.93 | 0.96 |\n| spermatid | 3633 | 0.96 | 0.00 | 0.99 | 0.92 | 0.00 | 0.96 | 0.99 | 0.97 | 0.99 |\n| duct epithelial cell | 3506 | 0.75 | 0.38 | 0.91 | 0.72 | 0.00 | 0.86 | 0.84 | 0.75 | 0.90 |\n| mesenchymal stem cell of adipose tissue | 3408 | 0.24 | 0.00 | 0.74 | 0.55 | 0.00 | 0.47 | 0.34 | 0.34 | 0.53 |\n| basal cell of prostate epithelium | 3142 | 0.71 | 0.01 | 0.92 | 0.74 | 0.00 | 0.87 | 0.86 | 0.77 | 0.89 |\n| endothelial cell of artery | 3098 | 0.52 | 0.28 | 0.84 | 0.67 | 0.00 | 0.69 | 0.62 | 0.57 | 0.80 |\n| stromal cell | 3112 | 0.64 | 0.00 | 0.70 | 0.48 | 0.00 | 0.79 | 0.79 | 0.77 | 0.92 |\n| thymic fibroblast type 1 | 2933 | 0.02 | 0.00 | 0.91 | 0.52 | 0.00 | 0.69 | 0.67 | 0.51 | 0.86 |\n| pulmonary alveolar type 1 cell | 2776 | 0.98 | 0.86 | 0.98 | 0.93 | 0.00 | 0.94 | 0.98 | 0.94 | 0.98 |\n| spermatocyte | 2727 | 0.93 | 0.00 | 0.97 | 0.92 | 0.00 | 0.89 | 0.98 | 0.95 | 0.98 |\n| pancreatic ductal cell | 2447 | 0.89 | 0.10 | 0.95 | 0.86 | 0.00 | 0.92 | 0.96 | 0.93 | 0.97 |\n| regulatory T cell | 2375 | 0.17 | 0.01 | 0.45 | 0.32 | 0.00 | 0.26 | 0.36 | 0.35 | 0.48 |\n| ventricular cardiac muscle cell | 2336 | 0.40 | 0.00 | 0.81 | 0.72 | 0.00 | 0.95 | 0.80 | 0.82 | 0.90 |\n| endothelial cell of lymphatic vessel | 2205 | 0.66 | 0.49 | 0.94 | 0.74 | 0.00 | 0.75 | 0.67 | 0.63 | 0.79 |\n| hematopoietic precursor cell | 1931 | 0.54 | 0.65 | 0.85 | 0.79 | 0.00 | 0.59 | 0.55 | 0.61 | 0.76 |\n| retinal blood vessel endothelial cell | 1877 | 0.12 | 0.00 | 0.93 | 0.45 | 0.00 | 0.87 | 0.68 | 0.53 | 0.90 |\n| small intestine goblet cell | 1844 | 0.85 | 0.43 | 0.92 | 0.75 | 0.00 | 0.90 | 0.94 | 0.91 | 0.95 |\n| gamma-delta T cell | 1776 | 0.33 | 0.08 | 0.77 | 0.54 | 0.00 | 0.55 | 0.67 | 0.47 | 0.80 |\n| fibroblast of cardiac tissue | 1752 | 0.95 | 0.28 | 0.99 | 0.49 | 0.00 | 0.94 | 0.78 | 0.72 | 0.97 |\n| paneth cell of epithelium of small intestine | 1662 | 0.51 | 0.40 | 0.79 | 0.63 | 0.00 | 0.70 | 0.68 | 0.71 | 0.82 |\n| club cell | 1575 | 0.83 | 0.68 | 0.91 | 0.71 | 0.00 | 0.81 | 0.82 | 0.77 | 0.89 |\n| intestinal crypt stem cell of colon | 1553 | 0.77 | 0.42 | 0.78 | 0.71 | 0.00 | 0.82 | 0.86 | 0.84 | 0.91 |\n| progenitor cell of mammary luminal epithelium | 1525 | 0.98 | 0.00 | 0.99 | 0.97 | 0.00 | 0.88 | 0.95 | 0.87 | 0.99 |\n| epithelial cell | 1512 | 0.91 | 0.22 | 0.97 | 0.78 | 0.00 | 0.91 | 0.93 | 0.91 | 0.96 |\n| basophil | 1509 | 0.56 | 0.00 | 0.97 | 0.86 | 0.00 | 0.88 | 0.73 | 0.79 | 0.94 |\n| large intestine goblet cell | 1425 | 0.89 | 0.14 | 0.93 | 0.68 | 0.00 | 0.89 | 0.94 | 0.89 | 0.95 |\n| eye photoreceptor cell | 1394 | 0.92 | 0.91 | 0.97 | 0.96 | 0.00 | 0.95 | 0.99 | 0.98 | 0.98 |\n| epithelial cell of uterus | 1274 | 0.95 | 0.23 | 0.98 | 0.62 | 0.00 | 0.94 | 0.95 | 0.87 | 0.98 |\n| enterocyte of epithelium proper of small intestine | 1266 | 0.35 | 0.00 | 0.78 | 0.55 | 0.00 | 0.83 | 0.61 | 0.67 | 0.82 |\n| tissue-resident macrophage | 1239 | 0.60 | 0.00 | 0.86 | 0.60 | 0.00 | 0.37 | 0.43 | 0.50 | 0.72 |\n| acinar cell | 1225 | 0.86 | 0.21 | 0.97 | 0.87 | 0.00 | 0.89 | 0.90 | 0.89 | 0.94 |\n| non-classical monocyte | 1162 | 0.23 | 0.29 | 0.54 | 0.37 | 0.00 | 0.35 | 0.40 | 0.37 | 0.55 |\n| lung ciliated cell | 1090 | 0.75 | 0.28 | 0.98 | 0.93 | 0.00 | 0.96 | 0.94 | 0.94 | 0.97 |\n| activated CD8-positive, alpha-beta T cell | 1044 | 0.22 | 0.00 | 0.85 | 0.56 | 0.00 | 0.55 | 0.36 | 0.29 | 0.72 |\n| alveolar adventitial fibroblast | 1007 | 0.75 | 0.02 | 0.94 | 0.56 | 0.00 | 0.81 | 0.77 | 0.72 | 0.95 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 944 | 0.13 | 0.00 | 0.60 | 0.31 | 0.00 | 0.26 | 0.15 | 0.14 | 0.53 |\n| adventitial cell | 954 | 0.18 | 0.00 | 0.89 | 0.51 | 0.00 | 0.45 | 0.27 | 0.37 | 0.75 |\n| respiratory goblet cell | 926 | 0.65 | 0.42 | 0.91 | 0.73 | 0.00 | 0.62 | 0.63 | 0.65 | 0.87 |\n| theca cell | 920 | 0.63 | 0.00 | 0.87 | 0.84 | 0.00 | 0.62 | 0.72 | 0.57 | 0.89 |\n| myeloid leukocyte | 906 | 0.18 | 0.00 | 0.85 | 0.40 | 0.00 | 0.67 | 0.24 | 0.25 | 0.80 |\n| keratocyte | 887 | 0.14 | 0.00 | 0.78 | 0.24 | 0.00 | 0.49 | 0.49 | 0.39 | 0.78 |\n| enteroglial cell | 885 | 0.83 | 0.61 | 0.97 | 0.92 | 0.00 | 0.93 | 0.93 | 0.82 | 0.92 |\n| innate lymphoid cell | 882 | 0.21 | 0.13 | 0.59 | 0.45 | 0.00 | 0.50 | 0.23 | 0.26 | 0.47 |\n| erythroid progenitor cell | 877 | 0.57 | 0.54 | 0.82 | 0.80 | 0.00 | 0.77 | 0.76 | 0.72 | 0.79 |\n| myometrial cell | 817 | 0.74 | 0.00 | 0.87 | 0.76 | 0.00 | 0.56 | 0.67 | 0.59 | 0.83 |\n| endothelial cell of vascular tree | 790 | 0.46 | 0.01 | 0.81 | 0.51 | 0.00 | 0.70 | 0.57 | 0.47 | 0.80 |\n| hematopoietic stem cell | 782 | 0.72 | 0.60 | 0.85 | 0.80 | 0.00 | 0.74 | 0.85 | 0.83 | 0.87 |\n| salivary gland cell | 773 | 0.53 | 0.00 | 0.93 | 0.73 | 0.00 | 0.86 | 0.68 | 0.64 | 0.91 |\n| granulocyte | 685 | 0.22 | 0.00 | 0.71 | 0.62 | 0.00 | 0.49 | 0.29 | 0.20 | 0.77 |\n| CD8-positive, alpha-beta thymocyte | 649 | 0.23 | 0.00 | 0.60 | 0.38 | 0.00 | 0.37 | 0.33 | 0.31 | 0.72 |\n| ciliated columnar cell of tracheobronchial tree | 632 | 0.38 | 0.04 | 0.97 | 0.87 | 0.00 | 0.83 | 0.93 | 0.91 | 0.98 |\n| intrahepatic cholangiocyte | 592 | 0.96 | 0.03 | 0.98 | 0.84 | 0.00 | 0.96 | 0.98 | 0.91 | 0.99 |\n| mural cell | 560 | 0.26 | 0.06 | 0.97 | 0.68 | 0.00 | 0.67 | 0.68 | 0.48 | 0.96 |\n| intestinal crypt stem cell of small intestine | 526 | 0.12 | 0.09 | 0.45 | 0.35 | 0.00 | 0.37 | 0.50 | 0.57 | 0.65 |\n| activated CD4-positive, alpha-beta T cell | 521 | 0.04 | 0.00 | 0.54 | 0.32 | 0.00 | 0.30 | 0.13 | 0.13 | 0.28 |\n| myeloid dendritic cell | 502 | 0.14 | 0.06 | 0.56 | 0.38 | 0.00 | 0.21 | 0.17 | 0.20 | 0.33 |\n| Mueller cell | 461 | 0.67 | 0.42 | 0.85 | 0.82 | 0.00 | 0.73 | 0.94 | 0.93 | 0.92 |\n| fast muscle cell | 450 | 0.62 | 0.56 | 0.94 | 0.86 | 0.00 | 0.87 | 0.81 | 0.85 | 0.93 |\n| platelet | 440 | 0.91 | 0.88 | 0.95 | 0.94 | 0.00 | 0.75 | 0.95 | 0.81 | 0.95 |\n| myoepithelial cell | 437 | 0.49 | 0.18 | 0.92 | 0.75 | 0.00 | 0.62 | 0.64 | 0.44 | 0.87 |\n| common myeloid progenitor | 408 | 0.43 | 0.34 | 0.82 | 0.75 | 0.00 | 0.78 | 0.74 | 0.81 | 0.87 |\n| thymocyte | 413 | 0.00 | 0.00 | 0.68 | 0.47 | 0.00 | 0.28 | 0.21 | 0.33 | 0.89 |\n| intestinal tuft cell | 395 | 0.83 | 0.77 | 0.97 | 0.86 | 0.00 | 0.92 | 0.97 | 0.97 | 0.96 |\n| pancreatic stellate cell | 392 | 0.00 | 0.00 | 0.97 | 0.61 | 0.00 | 0.67 | 0.74 | 0.44 | 0.94 |\n| tendon cell | 377 | 0.16 | 0.01 | 0.73 | 0.48 | 0.00 | 0.54 | 0.53 | 0.33 | 0.76 |\n| microglial cell | 366 | 0.10 | 0.00 | 0.75 | 0.24 | 0.00 | 0.18 | 0.31 | 0.18 | 0.49 |\n| muscle cell | 367 | 0.71 | 0.01 | 0.98 | 0.95 | 0.00 | 0.76 | 0.81 | 0.94 | 0.96 |\n| enterocyte of epithelium proper of jejunum | 372 | 0.00 | 0.00 | 0.58 | 0.54 | 0.00 | 0.85 | 0.57 | 0.41 | 0.93 |\n| mesothelial cell | 309 | 0.62 | 0.45 | 0.93 | 0.88 | 0.00 | 0.68 | 0.75 | 0.70 | 0.78 |\n| colon endothelial cell | 315 | 0.00 | 0.00 | 0.87 | 0.38 | 0.00 | 0.80 | 0.38 | 0.35 | 0.91 |\n| colon macrophage | 299 | 0.19 | 0.00 | 0.85 | 0.44 | 0.00 | 0.53 | 0.40 | 0.24 | 0.88 |\n| serous cell of epithelium of trachea | 293 | 0.40 | 0.00 | 0.87 | 0.66 | 0.00 | 0.47 | 0.48 | 0.54 | 0.79 |\n| ciliated epithelial cell | 291 | 0.87 | 0.00 | 0.97 | 0.81 | 0.00 | 0.94 | 0.98 | 0.92 | 0.99 |\n| Schwann cell | 290 | 0.64 | 0.42 | 0.87 | 0.80 | 0.00 | 0.69 | 0.89 | 0.74 | 0.89 |\n| mucus secreting cell | 233 | 0.56 | 0.02 | 0.89 | 0.73 | 0.00 | 0.68 | 0.67 | 0.74 | 0.86 |\n| supporting cell of vestibular epithelium | 243 | 0.84 | 0.00 | 0.70 | 0.77 | 0.00 | 0.71 | 1.00 | 0.86 | 0.99 |\n| enteroendocrine cell of small intestine | 237 | 0.69 | 0.07 | 0.88 | 0.73 | 0.00 | 0.79 | 0.96 | 0.89 | 0.94 |\n| ovarian surface epithelial cell | 217 | 0.45 | 0.06 | 0.93 | 0.88 | 0.00 | 0.68 | 0.88 | 0.71 | 0.95 |\n| transit amplifying cell of colon | 204 | 0.56 | 0.24 | 0.62 | 0.50 | 0.00 | 0.43 | 0.69 | 0.57 | 0.85 |\n| glandular epithelial cell | 212 | 0.56 | 0.02 | 0.90 | 0.70 | 0.00 | 0.74 | 0.87 | 0.71 | 0.98 |\n| melanocyte | 208 | 0.54 | 0.23 | 0.86 | 0.64 | 0.00 | 0.75 | 0.79 | 0.65 | 0.91 |\n| tracheal goblet cell | 213 | 0.61 | 0.15 | 0.88 | 0.67 | 0.00 | 0.66 | 0.83 | 0.67 | 0.95 |\n| hepatic stellate cell | 194 | 0.51 | 0.00 | 0.82 | 0.44 | 0.00 | 0.62 | 0.60 | 0.44 | 0.84 |\n| bronchial smooth muscle cell | 193 | 0.08 | 0.01 | 0.76 | 0.46 | 0.00 | 0.57 | 0.49 | 0.46 | 0.78 |\n| paneth cell of colon | 186 | 0.00 | 0.05 | 0.76 | 0.70 | 0.00 | 0.37 | 0.75 | 0.37 | 0.91 |\n| tongue muscle cell | 178 | 0.45 | 0.00 | 0.89 | 0.70 | 0.00 | 0.35 | 0.85 | 0.53 | 0.92 |\n| leukocyte | 190 | 0.11 | 0.03 | 0.64 | 0.09 | 0.00 | 0.46 | 0.28 | 0.18 | 0.47 |\n| tuft cell of colon | 155 | 0.00 | 0.02 | 0.88 | 0.61 | 0.00 | 0.81 | 0.93 | 0.91 | 0.96 |\n| slow muscle cell | 165 | 0.00 | 0.06 | 0.88 | 0.72 | 0.00 | 0.75 | 0.95 | 0.91 | 0.95 |\n| ionocyte | 144 | 0.62 | 0.08 | 0.82 | 0.74 | 0.00 | 0.76 | 0.85 | 0.73 | 0.92 |\n| connective tissue cell | 133 | 0.00 | 0.00 | 0.96 | 0.90 | 0.00 | 0.25 | 0.51 | 0.25 | 0.93 |\n| sebum secreting cell | 119 | 0.00 | 0.01 | 0.91 | 0.53 | 0.00 | 0.88 | 0.90 | 0.66 | 0.93 |\n| neuro-medullary thymic epithelial cell | 121 | 0.30 | 0.24 | 0.85 | 0.71 | 0.00 | 0.39 | 0.45 | 0.58 | 0.50 |\n| endothelial cell of arteriole | 114 | 0.00 | 0.00 | 0.93 | 0.30 | 0.00 | 0.57 | 0.75 | 0.43 | 0.98 |\n| male germ cell | 103 | 0.80 | 0.00 | 0.92 | 0.88 | 0.00 | 0.85 | 1.00 | 0.80 | 0.99 |\n| type B pancreatic cell | 87 | 0.66 | 0.00 | 0.93 | 0.86 | 0.00 | 0.82 | 1.00 | 0.94 | 0.99 |\n| hematopoietic cell | 92 | 0.00 | 0.00 | 0.76 | 0.69 | 0.00 | 0.14 | 0.64 | 0.49 | 0.85 |\n| plasmacytoid dendritic cell | 91 | 0.52 | 0.30 | 0.76 | 0.63 | 0.00 | 0.09 | 0.58 | 0.32 | 0.72 |\n| neuron | 76 | 0.00 | 0.00 | 0.98 | 0.81 | 0.00 | 0.57 | 0.67 | 0.74 | 0.96 |\n| myeloid cell | 72 | 0.00 | 0.00 | 0.62 | 0.00 | 0.00 | 0.36 | 0.38 | 0.24 | 0.87 |\n| myo-medullary thymic epithelial cell | 70 | 0.65 | 0.00 | 0.95 | 0.79 | 0.00 | 0.65 | 0.77 | 0.92 | 0.93 |\n| Langerhans cell | 68 | 0.35 | 0.03 | 0.84 | 0.58 | 0.00 | 0.10 | 0.32 | 0.35 | 0.54 |\n| interstitial cell of Cajal | 63 | 0.00 | 0.00 | 0.95 | 0.54 | 0.00 | 0.37 | 0.56 | 0.51 | 0.94 |\n| peritubular myoid cell | 61 | 0.24 | 0.00 | 0.71 | 0.51 | 0.00 | 0.45 | 0.69 | 0.58 | 0.76 |\n| retinal pigment epithelial cell | 62 | 0.00 | 0.00 | 0.94 | 0.89 | 0.00 | 0.76 | 1.00 | 0.95 | 0.98 |\n| spermatogonium | 52 | 0.00 | 0.00 | 0.75 | 0.65 | 0.00 | 0.39 | 0.90 | 0.75 | 0.88 |\n| retinal bipolar neuron | 55 | 0.00 | 0.03 | 0.85 | 0.70 | 0.00 | 0.65 | 0.85 | 0.95 | 0.89 |\n| endothelial cell of venule | 49 | 0.00 | 0.00 | 0.95 | 0.19 | 0.00 | 0.46 | 0.96 | 0.50 | 0.98 |\n| vestibular dark cell | 42 | 0.00 | 0.00 | 0.41 | 0.24 | 0.00 | 0.48 | 1.00 | 0.90 | 0.95 |\n| pancreatic A cell | 46 | 0.00 | 0.00 | 0.95 | 0.85 | 0.00 | 0.62 | 1.00 | 0.99 | 1.00 |\n| type L enteroendocrine cell | 38 | 0.00 | 0.00 | 0.85 | 0.63 | 0.00 | 0.27 | 0.99 | 0.94 | 0.97 |\n| medullary thymic epithelial cell | 40 | 0.00 | 0.00 | 0.81 | 0.48 | 0.00 | 0.66 | 0.99 | 0.74 | 0.87 |\n| adipocyte | 37 | 0.00 | 0.00 | 0.67 | 0.55 | 0.00 | 0.41 | 0.69 | 0.60 | 0.86 |\n| transit amplifying cell of small intestine | 33 | 0.00 | 0.00 | 0.52 | 0.34 | 0.00 | 0.30 | 0.79 | 0.70 | 0.90 |\n| taste receptor cell | 28 | 0.00 | 0.00 | 0.86 | 0.48 | 0.00 | 0.16 | 0.88 | 0.36 | 0.93 |\n| enterochromaffin-like cell | 24 | 0.00 | 0.03 | 0.81 | 0.44 | 0.00 | 0.79 | 0.96 | 0.91 | 0.96 |\n| enteroendocrine cell | 23 | 0.00 | 0.00 | 0.91 | 0.51 | 0.00 | 0.48 | 0.94 | 0.94 | 0.96 |\n| pulmonary ionocyte | 25 | 0.00 | 0.00 | 0.78 | 0.38 | 0.00 | 0.70 | 1.00 | 0.86 | 0.96 |\n| glial cell | 19 | 0.00 | 0.00 | 0.73 | 0.58 | 0.00 | 0.26 | 0.43 | 0.38 | 0.78 |\n| oocyte | 17 | 0.00 | 0.00 | 0.91 | 0.76 | 0.00 | 0.26 | 0.92 | 0.94 | 0.92 |\n| serous cell of epithelium of bronchus | 13 | 0.00 | 0.00 | 0.82 | 0.38 | 0.00 | 0.24 | 0.74 | 0.96 | 0.92 |\n| radial glial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.05 | 0.31 | 0.30 | 0.48 |\n| Leydig cell | 7 | 0.00 | 0.00 | 0.00 | 0.18 | 0.00 | 0.34 | 0.35 | 0.88 | 0.93 |\n| pancreatic D cell | 9 | 0.00 | 0.00 | 0.71 | 0.53 | 0.00 | 0.95 | 1.00 | 0.90 | 1.00 |\n| T follicular helper cell | 6 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.03 | 0.55 | 0.43 | 0.77 |\n| retina horizontal cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.21 | 1.00 | 1.00 | 0.50 |\n| pancreatic PP cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 1.00 | 1.00 |\n| epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.17 | 1.00 | 1.00 | 0.67 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.09 | 0.67 | 0.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 1.00 | 0.36 | 0.00 |\n| retinal ganglion cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.08 | 0.33 | 0.67 |"
 }

celltypist.pkl

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 size 3022511

harmony_knn_classifier.joblib

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popv_output/predictions.csv

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preprocessing.json

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     "gene_names": [
         "ENSG00000000003",
         "ENSG00000000005",
-        "ENSG00000001631",
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-        "ENSG00000002746",
-        "ENSG00000003096",
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         "ENSG00000004948",
         "ENSG00000005102",
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         "ENSG00000066926",
         "ENSG00000067221",
-        "ENSG00000067840",
+        "ENSG00000067445",
         "ENSG00000067842",
         "ENSG00000068001",
         "ENSG00000068079",
         "ENSG00000068615",
         "ENSG00000068976",
+        "ENSG00000069122",
         "ENSG00000069431",
         "ENSG00000069482",
         "ENSG00000069509",
         "ENSG00000069535",
         "ENSG00000070182",
-        "ENSG00000070193",
         "ENSG00000070729",
         "ENSG00000070915",
         "ENSG00000071203",
@@ -186,22 +182,25 @@
         "ENSG00000071539",
         "ENSG00000071991",
         "ENSG00000072041",
+        "ENSG00000072080",
         "ENSG00000072315",
-        "ENSG00000072422",
+        "ENSG00000072694",
         "ENSG00000072952",
+        "ENSG00000073111",
         "ENSG00000073737",
         "ENSG00000073756",
-        "ENSG00000074047",
-        "ENSG00000074582",
+        "ENSG00000073861",
         "ENSG00000074800",
         "ENSG00000074966",
         "ENSG00000075035",
         "ENSG00000075223",
-        "ENSG00000075234",
         "ENSG00000075290",
+        "ENSG00000075336",
         "ENSG00000075624",
         "ENSG00000075673",
+        "ENSG00000075826",
         "ENSG00000075886",
+        "ENSG00000076003",
         "ENSG00000076242",
         "ENSG00000076344",
         "ENSG00000076382",
@@ -211,23 +210,21 @@
         "ENSG00000077274",
         "ENSG00000077327",
         "ENSG00000077522",
-        "ENSG00000077616",
         "ENSG00000077942",
         "ENSG00000077984",
+        "ENSG00000078018",
         "ENSG00000078081",
         "ENSG00000078295",
         "ENSG00000078401",
         "ENSG00000078579",
         "ENSG00000078589",
-        "ENSG00000078687",
         "ENSG00000078898",
-        "ENSG00000078902",
         "ENSG00000079101",
         "ENSG00000079215",
         "ENSG00000079385",
         "ENSG00000079689",
         "ENSG00000080166",
-        "ENSG00000080503",
+        "ENSG00000080200",
         "ENSG00000080511",
         "ENSG00000080572",
         "ENSG00000080618",
@@ -240,10 +237,8 @@
         "ENSG00000081138",
         "ENSG00000081148",
         "ENSG00000081248",
-        "ENSG00000081818",
         "ENSG00000081853",
-        "ENSG00000082196",
-        "ENSG00000082269",
+        "ENSG00000082126",
         "ENSG00000082293",
         "ENSG00000082482",
         "ENSG00000082684",
@@ -252,8 +247,6 @@
         "ENSG00000083817",
         "ENSG00000084207",
         "ENSG00000084444",
-        "ENSG00000084628",
-        "ENSG00000084652",
         "ENSG00000084674",
         "ENSG00000084710",
         "ENSG00000084731",
@@ -261,13 +254,10 @@
         "ENSG00000085265",
         "ENSG00000085382",
         "ENSG00000085465",
-        "ENSG00000085563",
         "ENSG00000085644",
         "ENSG00000085662",
-        "ENSG00000085831",
         "ENSG00000086061",
         "ENSG00000086159",
-        "ENSG00000086289",
         "ENSG00000086548",
         "ENSG00000086696",
         "ENSG00000086967",
@@ -276,13 +266,12 @@
         "ENSG00000087111",
         "ENSG00000087237",
         "ENSG00000087245",
-        "ENSG00000087303",
         "ENSG00000087494",
         "ENSG00000087495",
         "ENSG00000087586",
         "ENSG00000088053",
+        "ENSG00000088305",
         "ENSG00000088320",
-        "ENSG00000088543",
         "ENSG00000088726",
         "ENSG00000088882",
         "ENSG00000089012",
@@ -291,13 +280,9 @@
         "ENSG00000089169",
         "ENSG00000089199",
         "ENSG00000089225",
-        "ENSG00000089335",
-        "ENSG00000089558",
         "ENSG00000089685",
-        "ENSG00000090006",
         "ENSG00000090104",
         "ENSG00000090339",
-        "ENSG00000090372",
         "ENSG00000090382",
         "ENSG00000090534",
         "ENSG00000090539",
@@ -318,16 +303,17 @@
         "ENSG00000091986",
         "ENSG00000092051",
         "ENSG00000092054",
+        "ENSG00000092068",
         "ENSG00000092295",
+        "ENSG00000092330",
         "ENSG00000092445",
         "ENSG00000092529",
         "ENSG00000092850",
-        "ENSG00000092931",
         "ENSG00000093009",
         "ENSG00000094755",
         "ENSG00000094963",
+        "ENSG00000095002",
         "ENSG00000095303",
-        "ENSG00000095587",
         "ENSG00000095596",
         "ENSG00000095627",
         "ENSG00000095777",
@@ -341,19 +327,17 @@
         "ENSG00000096654",
         "ENSG00000096696",
         "ENSG00000099194",
+        "ENSG00000099260",
         "ENSG00000099399",
         "ENSG00000099860",
-        "ENSG00000099864",
         "ENSG00000099937",
-        "ENSG00000099942",
         "ENSG00000099953",
         "ENSG00000099960",
         "ENSG00000099985",
         "ENSG00000100003",
         "ENSG00000100012",
+        "ENSG00000100065",
         "ENSG00000100095",
-        "ENSG00000100099",
-        "ENSG00000100121",
         "ENSG00000100122",
         "ENSG00000100156",
         "ENSG00000100167",
@@ -362,10 +346,10 @@
         "ENSG00000100206",
         "ENSG00000100211",
         "ENSG00000100219",
-        "ENSG00000100221",
         "ENSG00000100228",
         "ENSG00000100234",
         "ENSG00000100253",
+        "ENSG00000100285",
         "ENSG00000100290",
         "ENSG00000100292",
         "ENSG00000100298",
@@ -376,6 +360,8 @@
         "ENSG00000100385",
         "ENSG00000100427",
         "ENSG00000100433",
+        "ENSG00000100439",
+        "ENSG00000100441",
         "ENSG00000100450",
         "ENSG00000100453",
         "ENSG00000100473",
@@ -390,17 +376,19 @@
         "ENSG00000100721",
         "ENSG00000100739",
         "ENSG00000100802",
+        "ENSG00000100804",
         "ENSG00000100867",
         "ENSG00000100884",
         "ENSG00000100906",
         "ENSG00000100911",
-        "ENSG00000100918",
-        "ENSG00000100949",
         "ENSG00000100987",
         "ENSG00000101049",
         "ENSG00000101082",
         "ENSG00000101115",
+        "ENSG00000101144",
+        "ENSG00000101146",
         "ENSG00000101162",
+        "ENSG00000101166",
         "ENSG00000101188",
         "ENSG00000101200",
         "ENSG00000101203",
@@ -410,25 +398,23 @@
         "ENSG00000101298",
         "ENSG00000101306",
         "ENSG00000101310",
+        "ENSG00000101323",
         "ENSG00000101331",
         "ENSG00000101405",
         "ENSG00000101412",
-        "ENSG00000101439",
         "ENSG00000101443",
+        "ENSG00000101447",
         "ENSG00000101463",
         "ENSG00000101470",
         "ENSG00000101638",
         "ENSG00000101680",
         "ENSG00000101751",
         "ENSG00000101811",
-        "ENSG00000101825",
         "ENSG00000101842",
         "ENSG00000101850",
         "ENSG00000101856",
-        "ENSG00000101890",
         "ENSG00000101892",
         "ENSG00000101911",
-        "ENSG00000101940",
         "ENSG00000101955",
         "ENSG00000101977",
         "ENSG00000102001",
@@ -437,25 +423,25 @@
         "ENSG00000102096",
         "ENSG00000102104",
         "ENSG00000102145",
+        "ENSG00000102174",
         "ENSG00000102230",
         "ENSG00000102243",
         "ENSG00000102245",
         "ENSG00000102265",
         "ENSG00000102271",
         "ENSG00000102316",
-        "ENSG00000102359",
         "ENSG00000102387",
         "ENSG00000102393",
         "ENSG00000102468",
         "ENSG00000102554",
         "ENSG00000102575",
+        "ENSG00000102678",
         "ENSG00000102683",
         "ENSG00000102755",
         "ENSG00000102760",
         "ENSG00000102794",
         "ENSG00000102802",
         "ENSG00000102804",
-        "ENSG00000102805",
         "ENSG00000102837",
         "ENSG00000102854",
         "ENSG00000102904",
@@ -463,6 +449,7 @@
         "ENSG00000102962",
         "ENSG00000102970",
         "ENSG00000103034",
+        "ENSG00000103037",
         "ENSG00000103044",
         "ENSG00000103056",
         "ENSG00000103066",
@@ -473,11 +460,11 @@
         "ENSG00000103269",
         "ENSG00000103316",
         "ENSG00000103319",
-        "ENSG00000103351",
         "ENSG00000103355",
         "ENSG00000103356",
         "ENSG00000103375",
         "ENSG00000103494",
+        "ENSG00000103534",
         "ENSG00000103546",
         "ENSG00000103710",
         "ENSG00000103740",
@@ -485,7 +472,6 @@
         "ENSG00000103888",
         "ENSG00000104044",
         "ENSG00000104055",
-        "ENSG00000104081",
         "ENSG00000104112",
         "ENSG00000104213",
         "ENSG00000104219",
@@ -498,15 +484,14 @@
         "ENSG00000104371",
         "ENSG00000104413",
         "ENSG00000104415",
-        "ENSG00000104432",
         "ENSG00000104435",
         "ENSG00000104497",
         "ENSG00000104499",
-        "ENSG00000104518",
         "ENSG00000104537",
         "ENSG00000104611",
         "ENSG00000104691",
         "ENSG00000104722",
+        "ENSG00000104738",
         "ENSG00000104760",
         "ENSG00000104833",
         "ENSG00000104848",
@@ -517,10 +502,12 @@
         "ENSG00000104953",
         "ENSG00000104972",
         "ENSG00000104974",
-        "ENSG00000104980",
+        "ENSG00000105011",
         "ENSG00000105048",
         "ENSG00000105141",
         "ENSG00000105143",
+        "ENSG00000105146",
+        "ENSG00000105173",
         "ENSG00000105185",
         "ENSG00000105205",
         "ENSG00000105219",
@@ -528,17 +515,15 @@
         "ENSG00000105255",
         "ENSG00000105290",
         "ENSG00000105339",
+        "ENSG00000105352",
         "ENSG00000105366",
         "ENSG00000105370",
         "ENSG00000105374",
         "ENSG00000105376",
         "ENSG00000105392",
-        "ENSG00000105397",
         "ENSG00000105398",
         "ENSG00000105427",
-        "ENSG00000105447",
         "ENSG00000105492",
-        "ENSG00000105499",
         "ENSG00000105507",
         "ENSG00000105509",
         "ENSG00000105610",
@@ -547,23 +532,23 @@
         "ENSG00000105668",
         "ENSG00000105697",
         "ENSG00000105707",
+        "ENSG00000105708",
         "ENSG00000105784",
         "ENSG00000105825",
         "ENSG00000105835",
         "ENSG00000105855",
         "ENSG00000105880",
         "ENSG00000105894",
-        "ENSG00000105928",
         "ENSG00000105974",
         "ENSG00000105989",
         "ENSG00000105991",
         "ENSG00000105996",
+        "ENSG00000106025",
         "ENSG00000106066",
         "ENSG00000106128",
         "ENSG00000106178",
         "ENSG00000106211",
         "ENSG00000106236",
-        "ENSG00000106266",
         "ENSG00000106278",
         "ENSG00000106302",
         "ENSG00000106327",
@@ -573,8 +558,8 @@
         "ENSG00000106477",
         "ENSG00000106483",
         "ENSG00000106484",
+        "ENSG00000106511",
         "ENSG00000106541",
-        "ENSG00000106588",
         "ENSG00000106631",
         "ENSG00000106633",
         "ENSG00000106636",
@@ -588,19 +573,22 @@
         "ENSG00000107018",
         "ENSG00000107021",
         "ENSG00000107105",
+        "ENSG00000107147",
         "ENSG00000107159",
         "ENSG00000107165",
+        "ENSG00000107282",
+        "ENSG00000107290",
         "ENSG00000107447",
         "ENSG00000107537",
         "ENSG00000107562",
-        "ENSG00000107771",
+        "ENSG00000107593",
         "ENSG00000107796",
+        "ENSG00000107798",
         "ENSG00000107815",
         "ENSG00000107821",
         "ENSG00000107954",
         "ENSG00000107984",
         "ENSG00000108018",
-        "ENSG00000108039",
         "ENSG00000108176",
         "ENSG00000108231",
         "ENSG00000108244",
@@ -613,16 +601,13 @@
         "ENSG00000108551",
         "ENSG00000108576",
         "ENSG00000108602",
-        "ENSG00000108679",
         "ENSG00000108688",
         "ENSG00000108691",
         "ENSG00000108700",
-        "ENSG00000108733",
-        "ENSG00000108784",
         "ENSG00000108821",
-        "ENSG00000108828",
         "ENSG00000108839",
         "ENSG00000108878",
+        "ENSG00000108924",
         "ENSG00000108932",
         "ENSG00000108947",
         "ENSG00000108984",
@@ -630,17 +615,16 @@
         "ENSG00000109063",
         "ENSG00000109065",
         "ENSG00000109072",
-        "ENSG00000109089",
-        "ENSG00000109099",
-        "ENSG00000109103",
+        "ENSG00000109107",
         "ENSG00000109158",
         "ENSG00000109182",
         "ENSG00000109193",
+        "ENSG00000109255",
         "ENSG00000109272",
         "ENSG00000109321",
         "ENSG00000109471",
+        "ENSG00000109472",
         "ENSG00000109511",
-        "ENSG00000109794",
         "ENSG00000109832",
         "ENSG00000109846",
         "ENSG00000109927",
@@ -663,10 +647,13 @@
         "ENSG00000110799",
         "ENSG00000110848",
         "ENSG00000110852",
+        "ENSG00000110876",
         "ENSG00000110887",
+        "ENSG00000110934",
         "ENSG00000110944",
         "ENSG00000111012",
         "ENSG00000111046",
+        "ENSG00000111052",
         "ENSG00000111057",
         "ENSG00000111181",
         "ENSG00000111218",
@@ -674,20 +661,27 @@
         "ENSG00000111331",
         "ENSG00000111339",
         "ENSG00000111341",
+        "ENSG00000111364",
         "ENSG00000111404",
         "ENSG00000111405",
         "ENSG00000111432",
+        "ENSG00000111536",
         "ENSG00000111537",
+        "ENSG00000111554",
+        "ENSG00000111602",
+        "ENSG00000111640",
         "ENSG00000111644",
         "ENSG00000111665",
-        "ENSG00000111674",
         "ENSG00000111704",
+        "ENSG00000111732",
         "ENSG00000111801",
         "ENSG00000111834",
         "ENSG00000111886",
         "ENSG00000111981",
+        "ENSG00000112029",
+        "ENSG00000112041",
         "ENSG00000112077",
-        "ENSG00000112137",
+        "ENSG00000112116",
         "ENSG00000112149",
         "ENSG00000112164",
         "ENSG00000112183",
@@ -699,18 +693,17 @@
         "ENSG00000112238",
         "ENSG00000112246",
         "ENSG00000112303",
-        "ENSG00000112304",
+        "ENSG00000112309",
         "ENSG00000112333",
         "ENSG00000112378",
-        "ENSG00000112425",
         "ENSG00000112539",
         "ENSG00000112562",
-        "ENSG00000112599",
         "ENSG00000112619",
         "ENSG00000112761",
         "ENSG00000112782",
         "ENSG00000112796",
         "ENSG00000112941",
+        "ENSG00000112981",
         "ENSG00000112984",
         "ENSG00000113083",
         "ENSG00000113088",
@@ -719,6 +712,7 @@
         "ENSG00000113209",
         "ENSG00000113212",
         "ENSG00000113240",
+        "ENSG00000113249",
         "ENSG00000113262",
         "ENSG00000113263",
         "ENSG00000113296",
@@ -728,10 +722,12 @@
         "ENSG00000113520",
         "ENSG00000113569",
         "ENSG00000113594",
+        "ENSG00000113643",
         "ENSG00000113739",
         "ENSG00000113758",
         "ENSG00000113812",
         "ENSG00000113889",
+        "ENSG00000113905",
         "ENSG00000113924",
         "ENSG00000114013",
         "ENSG00000114115",
@@ -742,20 +738,16 @@
         "ENSG00000114378",
         "ENSG00000114473",
         "ENSG00000114487",
-        "ENSG00000114491",
         "ENSG00000114638",
         "ENSG00000114654",
         "ENSG00000114739",
-        "ENSG00000114745",
         "ENSG00000114771",
-        "ENSG00000114790",
         "ENSG00000114854",
+        "ENSG00000114923",
         "ENSG00000114988",
         "ENSG00000115009",
         "ENSG00000115085",
         "ENSG00000115155",
-        "ENSG00000115165",
-        "ENSG00000115271",
         "ENSG00000115282",
         "ENSG00000115297",
         "ENSG00000115318",
@@ -763,9 +755,7 @@
         "ENSG00000115355",
         "ENSG00000115380",
         "ENSG00000115414",
-        "ENSG00000115468",
         "ENSG00000115474",
-        "ENSG00000115486",
         "ENSG00000115523",
         "ENSG00000115526",
         "ENSG00000115592",
@@ -778,22 +768,19 @@
         "ENSG00000115665",
         "ENSG00000115718",
         "ENSG00000115738",
+        "ENSG00000115827",
         "ENSG00000115828",
         "ENSG00000115850",
         "ENSG00000115902",
         "ENSG00000115956",
-        "ENSG00000115963",
-        "ENSG00000115993",
         "ENSG00000116016",
         "ENSG00000116031",
         "ENSG00000116106",
         "ENSG00000116176",
         "ENSG00000116183",
-        "ENSG00000116254",
         "ENSG00000116285",
         "ENSG00000116299",
         "ENSG00000116329",
-        "ENSG00000116525",
         "ENSG00000116685",
         "ENSG00000116688",
         "ENSG00000116690",
@@ -802,21 +789,20 @@
         "ENSG00000116745",
         "ENSG00000116819",
         "ENSG00000116824",
+        "ENSG00000116863",
         "ENSG00000116906",
         "ENSG00000116962",
-        "ENSG00000116983",
         "ENSG00000117010",
         "ENSG00000117013",
         "ENSG00000117016",
-        "ENSG00000117114",
         "ENSG00000117122",
         "ENSG00000117143",
         "ENSG00000117148",
         "ENSG00000117152",
         "ENSG00000117215",
         "ENSG00000117226",
-        "ENSG00000117228",
         "ENSG00000117281",
+        "ENSG00000117318",
         "ENSG00000117322",
         "ENSG00000117394",
         "ENSG00000117399",
@@ -824,9 +810,9 @@
         "ENSG00000117472",
         "ENSG00000117479",
         "ENSG00000117480",
-        "ENSG00000117543",
         "ENSG00000117560",
         "ENSG00000117586",
+        "ENSG00000117594",
         "ENSG00000117597",
         "ENSG00000117600",
         "ENSG00000117601",
@@ -841,7 +827,6 @@
         "ENSG00000118017",
         "ENSG00000118137",
         "ENSG00000118231",
-        "ENSG00000118246",
         "ENSG00000118271",
         "ENSG00000118298",
         "ENSG00000118369",
@@ -861,24 +846,18 @@
         "ENSG00000118946",
         "ENSG00000119147",
         "ENSG00000119401",
-        "ENSG00000119414",
         "ENSG00000119599",
         "ENSG00000119608",
         "ENSG00000119614",
         "ENSG00000119630",
-        "ENSG00000119650",
         "ENSG00000119681",
-        "ENSG00000119699",
-        "ENSG00000119812",
         "ENSG00000119888",
         "ENSG00000119900",
-        "ENSG00000119906",
         "ENSG00000119915",
         "ENSG00000119917",
         "ENSG00000119922",
         "ENSG00000119927",
         "ENSG00000119938",
-        "ENSG00000119965",
         "ENSG00000119973",
         "ENSG00000119986",
         "ENSG00000120049",
@@ -890,38 +869,41 @@
         "ENSG00000120215",
         "ENSG00000120251",
         "ENSG00000120279",
+        "ENSG00000120280",
         "ENSG00000120306",
         "ENSG00000120324",
+        "ENSG00000120327",
         "ENSG00000120332",
-        "ENSG00000120333",
         "ENSG00000120334",
         "ENSG00000120337",
+        "ENSG00000120437",
         "ENSG00000120457",
+        "ENSG00000120471",
+        "ENSG00000120645",
+        "ENSG00000120659",
         "ENSG00000120669",
         "ENSG00000120694",
         "ENSG00000120708",
         "ENSG00000120729",
         "ENSG00000120738",
-        "ENSG00000120832",
+        "ENSG00000120833",
         "ENSG00000120875",
         "ENSG00000120885",
         "ENSG00000120903",
         "ENSG00000121005",
-        "ENSG00000121039",
-        "ENSG00000121058",
         "ENSG00000121152",
         "ENSG00000121207",
+        "ENSG00000121236",
         "ENSG00000121335",
         "ENSG00000121351",
         "ENSG00000121361",
+        "ENSG00000121406",
         "ENSG00000121417",
         "ENSG00000121454",
         "ENSG00000121552",
         "ENSG00000121570",
         "ENSG00000121594",
-        "ENSG00000121690",
         "ENSG00000121742",
-        "ENSG00000121753",
         "ENSG00000121769",
         "ENSG00000121797",
         "ENSG00000121807",
@@ -941,36 +923,31 @@
         "ENSG00000122641",
         "ENSG00000122644",
         "ENSG00000122679",
-        "ENSG00000122694",
         "ENSG00000122711",
         "ENSG00000122735",
+        "ENSG00000122778",
         "ENSG00000122824",
         "ENSG00000122852",
         "ENSG00000122859",
         "ENSG00000122861",
-        "ENSG00000122870",
+        "ENSG00000122862",
         "ENSG00000122877",
-        "ENSG00000122882",
         "ENSG00000122952",
         "ENSG00000123131",
-        "ENSG00000123191",
         "ENSG00000123243",
         "ENSG00000123342",
-        "ENSG00000123358",
         "ENSG00000123405",
-        "ENSG00000123415",
         "ENSG00000123416",
         "ENSG00000123453",
         "ENSG00000123454",
         "ENSG00000123485",
         "ENSG00000123496",
         "ENSG00000123560",
-        "ENSG00000123570",
         "ENSG00000123610",
-        "ENSG00000123643",
         "ENSG00000123689",
+        "ENSG00000123836",
         "ENSG00000123838",
-        "ENSG00000123892",
+        "ENSG00000123843",
         "ENSG00000123901",
         "ENSG00000123977",
         "ENSG00000123999",
@@ -985,9 +962,9 @@
         "ENSG00000124253",
         "ENSG00000124260",
         "ENSG00000124302",
+        "ENSG00000124343",
         "ENSG00000124374",
         "ENSG00000124391",
-        "ENSG00000124459",
         "ENSG00000124466",
         "ENSG00000124479",
         "ENSG00000124490",
@@ -996,13 +973,13 @@
         "ENSG00000124507",
         "ENSG00000124557",
         "ENSG00000124564",
-        "ENSG00000124587",
+        "ENSG00000124568",
         "ENSG00000124657",
         "ENSG00000124664",
+        "ENSG00000124701",
         "ENSG00000124721",
         "ENSG00000124731",
         "ENSG00000124743",
-        "ENSG00000124762",
         "ENSG00000124780",
         "ENSG00000124827",
         "ENSG00000124875",
@@ -1014,11 +991,15 @@
         "ENSG00000125084",
         "ENSG00000125144",
         "ENSG00000125148",
+        "ENSG00000125245",
+        "ENSG00000125247",
         "ENSG00000125285",
         "ENSG00000125319",
+        "ENSG00000125337",
         "ENSG00000125355",
         "ENSG00000125378",
         "ENSG00000125430",
+        "ENSG00000125450",
         "ENSG00000125462",
         "ENSG00000125482",
         "ENSG00000125485",
@@ -1027,11 +1008,13 @@
         "ENSG00000125675",
         "ENSG00000125735",
         "ENSG00000125787",
+        "ENSG00000125810",
         "ENSG00000125813",
         "ENSG00000125820",
         "ENSG00000125851",
         "ENSG00000125864",
         "ENSG00000125869",
+        "ENSG00000125879",
         "ENSG00000125965",
         "ENSG00000125998",
         "ENSG00000125999",
@@ -1044,7 +1027,6 @@
         "ENSG00000126785",
         "ENSG00000126787",
         "ENSG00000126838",
-        "ENSG00000126858",
         "ENSG00000126861",
         "ENSG00000126878",
         "ENSG00000126895",
@@ -1052,24 +1034,22 @@
         "ENSG00000127081",
         "ENSG00000127129",
         "ENSG00000127241",
+        "ENSG00000127249",
         "ENSG00000127318",
         "ENSG00000127324",
         "ENSG00000127325",
         "ENSG00000127329",
-        "ENSG00000127337",
         "ENSG00000127366",
         "ENSG00000127423",
-        "ENSG00000127507",
         "ENSG00000127530",
         "ENSG00000127533",
         "ENSG00000127561",
         "ENSG00000127580",
+        "ENSG00000127743",
         "ENSG00000127824",
         "ENSG00000127903",
-        "ENSG00000127928",
         "ENSG00000127951",
         "ENSG00000127954",
-        "ENSG00000128011",
         "ENSG00000128016",
         "ENSG00000128040",
         "ENSG00000128052",
@@ -1078,44 +1058,42 @@
         "ENSG00000128322",
         "ENSG00000128342",
         "ENSG00000128383",
+        "ENSG00000128394",
         "ENSG00000128422",
+        "ENSG00000128510",
         "ENSG00000128564",
+        "ENSG00000128567",
         "ENSG00000128578",
         "ENSG00000128602",
         "ENSG00000128610",
         "ENSG00000128656",
         "ENSG00000128683",
-        "ENSG00000128881",
         "ENSG00000128917",
         "ENSG00000128965",
         "ENSG00000129028",
-        "ENSG00000129103",
         "ENSG00000129151",
         "ENSG00000129167",
         "ENSG00000129170",
         "ENSG00000129195",
         "ENSG00000129204",
         "ENSG00000129221",
-        "ENSG00000129347",
         "ENSG00000129467",
         "ENSG00000129484",
         "ENSG00000129521",
         "ENSG00000129538",
         "ENSG00000129596",
         "ENSG00000129988",
-        "ENSG00000130032",
+        "ENSG00000129991",
         "ENSG00000130037",
-        "ENSG00000130038",
         "ENSG00000130054",
         "ENSG00000130066",
         "ENSG00000130182",
         "ENSG00000130203",
+        "ENSG00000130270",
         "ENSG00000130287",
         "ENSG00000130294",
         "ENSG00000130300",
         "ENSG00000130307",
-        "ENSG00000130309",
-        "ENSG00000130347",
         "ENSG00000130427",
         "ENSG00000130477",
         "ENSG00000130513",
@@ -1127,9 +1105,7 @@
         "ENSG00000130649",
         "ENSG00000130762",
         "ENSG00000130768",
-        "ENSG00000130818",
         "ENSG00000130830",
-        "ENSG00000130844",
         "ENSG00000130876",
         "ENSG00000130943",
         "ENSG00000130957",
@@ -1148,11 +1124,12 @@
         "ENSG00000131400",
         "ENSG00000131459",
         "ENSG00000131482",
-        "ENSG00000131650",
+        "ENSG00000131634",
         "ENSG00000131686",
         "ENSG00000131711",
         "ENSG00000131730",
         "ENSG00000131747",
+        "ENSG00000131771",
         "ENSG00000131828",
         "ENSG00000131849",
         "ENSG00000131899",
@@ -1163,8 +1140,6 @@
         "ENSG00000132164",
         "ENSG00000132185",
         "ENSG00000132204",
-        "ENSG00000132254",
-        "ENSG00000132256",
         "ENSG00000132297",
         "ENSG00000132321",
         "ENSG00000132386",
@@ -1174,7 +1149,6 @@
         "ENSG00000132465",
         "ENSG00000132475",
         "ENSG00000132514",
-        "ENSG00000132541",
         "ENSG00000132561",
         "ENSG00000132622",
         "ENSG00000132623",
@@ -1188,13 +1162,13 @@
         "ENSG00000132704",
         "ENSG00000132744",
         "ENSG00000132746",
+        "ENSG00000132773",
         "ENSG00000132801",
         "ENSG00000132855",
         "ENSG00000132872",
         "ENSG00000132911",
-        "ENSG00000132912",
         "ENSG00000132915",
-        "ENSG00000132938",
+        "ENSG00000132932",
         "ENSG00000132964",
         "ENSG00000132965",
         "ENSG00000132972",
@@ -1210,7 +1184,6 @@
         "ENSG00000133116",
         "ENSG00000133138",
         "ENSG00000133169",
-        "ENSG00000133256",
         "ENSG00000133302",
         "ENSG00000133317",
         "ENSG00000133392",
@@ -1227,6 +1200,7 @@
         "ENSG00000134028",
         "ENSG00000134042",
         "ENSG00000134057",
+        "ENSG00000134115",
         "ENSG00000134160",
         "ENSG00000134184",
         "ENSG00000134193",
@@ -1243,8 +1217,8 @@
         "ENSG00000134333",
         "ENSG00000134339",
         "ENSG00000134363",
+        "ENSG00000134376",
         "ENSG00000134443",
-        "ENSG00000134452",
         "ENSG00000134460",
         "ENSG00000134489",
         "ENSG00000134539",
@@ -1252,20 +1226,21 @@
         "ENSG00000134548",
         "ENSG00000134690",
         "ENSG00000134760",
-        "ENSG00000134765",
         "ENSG00000134817",
         "ENSG00000134824",
         "ENSG00000134827",
         "ENSG00000134853",
-        "ENSG00000134864",
         "ENSG00000134873",
+        "ENSG00000134901",
         "ENSG00000134917",
         "ENSG00000134962",
         "ENSG00000135046",
         "ENSG00000135047",
         "ENSG00000135069",
         "ENSG00000135094",
+        "ENSG00000135111",
         "ENSG00000135114",
+        "ENSG00000135116",
         "ENSG00000135119",
         "ENSG00000135218",
         "ENSG00000135245",
@@ -1273,29 +1248,25 @@
         "ENSG00000135374",
         "ENSG00000135409",
         "ENSG00000135424",
+        "ENSG00000135426",
         "ENSG00000135454",
-        "ENSG00000135457",
-        "ENSG00000135469",
         "ENSG00000135480",
         "ENSG00000135519",
+        "ENSG00000135547",
         "ENSG00000135577",
         "ENSG00000135625",
         "ENSG00000135638",
         "ENSG00000135697",
         "ENSG00000135744",
-        "ENSG00000135749",
         "ENSG00000135773",
         "ENSG00000135821",
         "ENSG00000135824",
         "ENSG00000135898",
         "ENSG00000135903",
-        "ENSG00000135917",
         "ENSG00000135919",
         "ENSG00000135960",
         "ENSG00000136011",
-        "ENSG00000136045",
         "ENSG00000136099",
-        "ENSG00000136108",
         "ENSG00000136110",
         "ENSG00000136114",
         "ENSG00000136160",
@@ -1304,6 +1275,7 @@
         "ENSG00000136244",
         "ENSG00000136270",
         "ENSG00000136378",
+        "ENSG00000136379",
         "ENSG00000136444",
         "ENSG00000136449",
         "ENSG00000136457",
@@ -1334,36 +1306,31 @@
         "ENSG00000137135",
         "ENSG00000137142",
         "ENSG00000137198",
+        "ENSG00000137200",
         "ENSG00000137203",
         "ENSG00000137204",
         "ENSG00000137216",
         "ENSG00000137225",
         "ENSG00000137265",
         "ENSG00000137310",
-        "ENSG00000137337",
         "ENSG00000137434",
         "ENSG00000137441",
+        "ENSG00000137449",
         "ENSG00000137463",
         "ENSG00000137474",
         "ENSG00000137491",
         "ENSG00000137502",
         "ENSG00000137507",
-        "ENSG00000137509",
         "ENSG00000137558",
-        "ENSG00000137561",
         "ENSG00000137563",
         "ENSG00000137573",
-        "ENSG00000137575",
         "ENSG00000137634",
-        "ENSG00000137672",
         "ENSG00000137673",
         "ENSG00000137691",
         "ENSG00000137699",
         "ENSG00000137700",
         "ENSG00000137707",
         "ENSG00000137714",
-        "ENSG00000137720",
-        "ENSG00000137727",
         "ENSG00000137731",
         "ENSG00000137745",
         "ENSG00000137747",
@@ -1375,12 +1342,10 @@
         "ENSG00000137868",
         "ENSG00000137869",
         "ENSG00000137875",
-        "ENSG00000137947",
         "ENSG00000137959",
         "ENSG00000137975",
         "ENSG00000137976",
         "ENSG00000138028",
-        "ENSG00000138039",
         "ENSG00000138061",
         "ENSG00000138100",
         "ENSG00000138109",
@@ -1395,17 +1360,15 @@
         "ENSG00000138395",
         "ENSG00000138400",
         "ENSG00000138435",
-        "ENSG00000138442",
         "ENSG00000138496",
-        "ENSG00000138604",
         "ENSG00000138615",
         "ENSG00000138653",
         "ENSG00000138722",
         "ENSG00000138755",
         "ENSG00000138772",
         "ENSG00000138778",
+        "ENSG00000138794",
         "ENSG00000138813",
-        "ENSG00000138829",
         "ENSG00000138835",
         "ENSG00000138944",
         "ENSG00000139053",
@@ -1417,32 +1380,31 @@
         "ENSG00000139223",
         "ENSG00000139269",
         "ENSG00000139287",
-        "ENSG00000139289",
         "ENSG00000139318",
         "ENSG00000139323",
         "ENSG00000139329",
+        "ENSG00000139350",
         "ENSG00000139352",
         "ENSG00000139364",
         "ENSG00000139547",
         "ENSG00000139549",
-        "ENSG00000139567",
         "ENSG00000139572",
-        "ENSG00000139624",
         "ENSG00000139636",
         "ENSG00000139651",
+        "ENSG00000139679",
         "ENSG00000139767",
+        "ENSG00000139874",
         "ENSG00000139880",
         "ENSG00000139914",
         "ENSG00000139985",
         "ENSG00000139988",
-        "ENSG00000139990",
-        "ENSG00000140015",
         "ENSG00000140022",
         "ENSG00000140030",
         "ENSG00000140057",
         "ENSG00000140067",
         "ENSG00000140090",
         "ENSG00000140092",
+        "ENSG00000140105",
         "ENSG00000140107",
         "ENSG00000140265",
         "ENSG00000140274",
@@ -1454,7 +1416,6 @@
         "ENSG00000140323",
         "ENSG00000140368",
         "ENSG00000140403",
-        "ENSG00000140450",
         "ENSG00000140451",
         "ENSG00000140459",
         "ENSG00000140463",
@@ -1465,73 +1426,72 @@
         "ENSG00000140522",
         "ENSG00000140525",
         "ENSG00000140538",
-        "ENSG00000140543",
         "ENSG00000140557",
         "ENSG00000140675",
-        "ENSG00000140682",
         "ENSG00000140835",
-        "ENSG00000140931",
+        "ENSG00000140854",
         "ENSG00000140986",
+        "ENSG00000141034",
         "ENSG00000141096",
+        "ENSG00000141194",
+        "ENSG00000141232",
         "ENSG00000141294",
         "ENSG00000141338",
         "ENSG00000141433",
         "ENSG00000141469",
         "ENSG00000141485",
+        "ENSG00000141577",
         "ENSG00000141665",
         "ENSG00000141668",
         "ENSG00000141682",
         "ENSG00000141744",
-        "ENSG00000141965",
-        "ENSG00000142156",
-        "ENSG00000142173",
         "ENSG00000142224",
-        "ENSG00000142319",
         "ENSG00000142449",
         "ENSG00000142494",
-        "ENSG00000142512",
-        "ENSG00000142552",
+        "ENSG00000142528",
         "ENSG00000142556",
-        "ENSG00000142677",
         "ENSG00000142686",
         "ENSG00000142700",
-        "ENSG00000142731",
         "ENSG00000142748",
         "ENSG00000142871",
+        "ENSG00000142920",
         "ENSG00000142945",
         "ENSG00000142959",
         "ENSG00000142961",
         "ENSG00000142973",
-        "ENSG00000143110",
         "ENSG00000143127",
         "ENSG00000143178",
         "ENSG00000143184",
+        "ENSG00000143185",
         "ENSG00000143194",
-        "ENSG00000143196",
         "ENSG00000143248",
         "ENSG00000143318",
         "ENSG00000143333",
-        "ENSG00000143353",
         "ENSG00000143355",
+        "ENSG00000143363",
         "ENSG00000143365",
+        "ENSG00000143369",
         "ENSG00000143387",
         "ENSG00000143409",
         "ENSG00000143416",
         "ENSG00000143469",
         "ENSG00000143486",
         "ENSG00000143494",
+        "ENSG00000143499",
         "ENSG00000143507",
         "ENSG00000143512",
         "ENSG00000143520",
         "ENSG00000143546",
         "ENSG00000143556",
+        "ENSG00000143595",
         "ENSG00000143603",
-        "ENSG00000143621",
+        "ENSG00000143630",
         "ENSG00000143632",
         "ENSG00000143643",
         "ENSG00000143768",
         "ENSG00000143776",
         "ENSG00000143839",
+        "ENSG00000143851",
         "ENSG00000143869",
         "ENSG00000143994",
         "ENSG00000144035",
@@ -1547,6 +1507,7 @@
         "ENSG00000144355",
         "ENSG00000144362",
         "ENSG00000144381",
+        "ENSG00000144395",
         "ENSG00000144401",
         "ENSG00000144481",
         "ENSG00000144485",
@@ -1555,33 +1516,31 @@
         "ENSG00000144596",
         "ENSG00000144644",
         "ENSG00000144649",
-        "ENSG00000144730",
+        "ENSG00000144712",
         "ENSG00000144792",
         "ENSG00000144834",
         "ENSG00000144837",
         "ENSG00000144843",
-        "ENSG00000144857",
         "ENSG00000144891",
-        "ENSG00000144895",
         "ENSG00000145014",
         "ENSG00000145040",
-        "ENSG00000145103",
+        "ENSG00000145088",
         "ENSG00000145113",
-        "ENSG00000145147",
         "ENSG00000145192",
         "ENSG00000145198",
         "ENSG00000145244",
         "ENSG00000145248",
         "ENSG00000145335",
-        "ENSG00000145348",
         "ENSG00000145358",
-        "ENSG00000145365",
         "ENSG00000145386",
+        "ENSG00000145388",
         "ENSG00000145423",
         "ENSG00000145451",
         "ENSG00000145491",
+        "ENSG00000145632",
         "ENSG00000145649",
         "ENSG00000145681",
+        "ENSG00000145700",
         "ENSG00000145708",
         "ENSG00000145721",
         "ENSG00000145777",
@@ -1589,7 +1548,6 @@
         "ENSG00000145824",
         "ENSG00000145861",
         "ENSG00000145864",
-        "ENSG00000145868",
         "ENSG00000145882",
         "ENSG00000145908",
         "ENSG00000145936",
@@ -1601,26 +1559,22 @@
         "ENSG00000146250",
         "ENSG00000146267",
         "ENSG00000146276",
-        "ENSG00000146386",
-        "ENSG00000146409",
-        "ENSG00000146410",
         "ENSG00000146411",
         "ENSG00000146453",
         "ENSG00000146469",
+        "ENSG00000146587",
         "ENSG00000146666",
         "ENSG00000146674",
         "ENSG00000146678",
-        "ENSG00000146842",
-        "ENSG00000146909",
+        "ENSG00000146859",
         "ENSG00000146918",
+        "ENSG00000147003",
         "ENSG00000147036",
         "ENSG00000147082",
-        "ENSG00000147099",
         "ENSG00000147113",
         "ENSG00000147117",
         "ENSG00000147127",
         "ENSG00000147144",
-        "ENSG00000147160",
         "ENSG00000147166",
         "ENSG00000147206",
         "ENSG00000147255",
@@ -1628,6 +1582,7 @@
         "ENSG00000147378",
         "ENSG00000147394",
         "ENSG00000147437",
+        "ENSG00000147443",
         "ENSG00000147454",
         "ENSG00000147465",
         "ENSG00000147573",
@@ -1635,9 +1590,11 @@
         "ENSG00000147872",
         "ENSG00000147874",
         "ENSG00000147896",
+        "ENSG00000148175",
         "ENSG00000148180",
         "ENSG00000148344",
         "ENSG00000148346",
+        "ENSG00000148384",
         "ENSG00000148400",
         "ENSG00000148513",
         "ENSG00000148600",
@@ -1648,9 +1605,11 @@
         "ENSG00000148926",
         "ENSG00000148942",
         "ENSG00000149021",
+        "ENSG00000149043",
         "ENSG00000149090",
         "ENSG00000149124",
         "ENSG00000149131",
+        "ENSG00000149150",
         "ENSG00000149201",
         "ENSG00000149295",
         "ENSG00000149435",
@@ -1662,6 +1621,7 @@
         "ENSG00000149534",
         "ENSG00000149557",
         "ENSG00000149564",
+        "ENSG00000149573",
         "ENSG00000149575",
         "ENSG00000149591",
         "ENSG00000149596",
@@ -1676,20 +1636,22 @@
         "ENSG00000150048",
         "ENSG00000150051",
         "ENSG00000150401",
+        "ENSG00000150455",
         "ENSG00000150594",
-        "ENSG00000150636",
         "ENSG00000150681",
         "ENSG00000150687",
         "ENSG00000150722",
         "ENSG00000150750",
+        "ENSG00000150776",
         "ENSG00000150783",
         "ENSG00000150873",
         "ENSG00000151006",
-        "ENSG00000151117",
+        "ENSG00000151093",
         "ENSG00000151239",
+        "ENSG00000151287",
         "ENSG00000151365",
-        "ENSG00000151388",
         "ENSG00000151468",
+        "ENSG00000151470",
         "ENSG00000151577",
         "ENSG00000151611",
         "ENSG00000151632",
@@ -1707,17 +1669,18 @@
         "ENSG00000152092",
         "ENSG00000152154",
         "ENSG00000152192",
-        "ENSG00000152217",
         "ENSG00000152292",
+        "ENSG00000152377",
         "ENSG00000152382",
         "ENSG00000152433",
         "ENSG00000152454",
         "ENSG00000152463",
         "ENSG00000152465",
         "ENSG00000152583",
+        "ENSG00000152591",
+        "ENSG00000152592",
         "ENSG00000152611",
         "ENSG00000152669",
-        "ENSG00000152670",
         "ENSG00000152672",
         "ENSG00000152684",
         "ENSG00000152760",
@@ -1727,15 +1690,11 @@
         "ENSG00000152910",
         "ENSG00000152932",
         "ENSG00000152954",
-        "ENSG00000153012",
-        "ENSG00000153015",
-        "ENSG00000153064",
         "ENSG00000153071",
         "ENSG00000153208",
         "ENSG00000153233",
         "ENSG00000153283",
         "ENSG00000153347",
-        "ENSG00000153404",
         "ENSG00000153446",
         "ENSG00000153563",
         "ENSG00000153789",
@@ -1754,65 +1713,63 @@
         "ENSG00000154319",
         "ENSG00000154342",
         "ENSG00000154451",
+        "ENSG00000154473",
+        "ENSG00000154485",
         "ENSG00000154548",
         "ENSG00000154553",
         "ENSG00000154556",
         "ENSG00000154611",
+        "ENSG00000154620",
         "ENSG00000154734",
         "ENSG00000154736",
         "ENSG00000154764",
-        "ENSG00000154920",
         "ENSG00000154975",
         "ENSG00000155011",
         "ENSG00000155275",
-        "ENSG00000155304",
-        "ENSG00000155367",
-        "ENSG00000155380",
         "ENSG00000155657",
         "ENSG00000155659",
+        "ENSG00000155666",
         "ENSG00000155714",
         "ENSG00000155816",
         "ENSG00000155827",
+        "ENSG00000155850",
         "ENSG00000155875",
         "ENSG00000155886",
         "ENSG00000155893",
         "ENSG00000155897",
         "ENSG00000155961",
         "ENSG00000156076",
-        "ENSG00000156096",
         "ENSG00000156097",
         "ENSG00000156172",
-        "ENSG00000156218",
+        "ENSG00000156194",
         "ENSG00000156219",
         "ENSG00000156234",
         "ENSG00000156265",
         "ENSG00000156298",
         "ENSG00000156345",
-        "ENSG00000156384",
         "ENSG00000156466",
         "ENSG00000156486",
-        "ENSG00000156515",
+        "ENSG00000156574",
         "ENSG00000156689",
+        "ENSG00000156697",
         "ENSG00000156711",
         "ENSG00000156738",
-        "ENSG00000156853",
         "ENSG00000156885",
         "ENSG00000156886",
         "ENSG00000156959",
-        "ENSG00000156973",
-        "ENSG00000156983",
         "ENSG00000157005",
         "ENSG00000157017",
-        "ENSG00000157036",
+        "ENSG00000157111",
         "ENSG00000157150",
         "ENSG00000157152",
         "ENSG00000157193",
-        "ENSG00000157214",
         "ENSG00000157330",
-        "ENSG00000157335",
+        "ENSG00000157353",
         "ENSG00000157404",
+        "ENSG00000157423",
         "ENSG00000157429",
         "ENSG00000157456",
+        "ENSG00000157510",
         "ENSG00000157514",
         "ENSG00000157601",
         "ENSG00000157653",
@@ -1820,6 +1777,7 @@
         "ENSG00000157765",
         "ENSG00000157766",
         "ENSG00000157833",
+        "ENSG00000157851",
         "ENSG00000157856",
         "ENSG00000157999",
         "ENSG00000158008",
@@ -1841,6 +1799,7 @@
         "ENSG00000158578",
         "ENSG00000158683",
         "ENSG00000158691",
+        "ENSG00000158748",
         "ENSG00000158764",
         "ENSG00000158786",
         "ENSG00000158805",
@@ -1860,7 +1819,6 @@
         "ENSG00000159217",
         "ENSG00000159228",
         "ENSG00000159251",
-        "ENSG00000159259",
         "ENSG00000159261",
         "ENSG00000159337",
         "ENSG00000159374",
@@ -1868,6 +1826,7 @@
         "ENSG00000159388",
         "ENSG00000159403",
         "ENSG00000159409",
+        "ENSG00000159450",
         "ENSG00000159495",
         "ENSG00000159588",
         "ENSG00000159618",
@@ -1876,15 +1835,16 @@
         "ENSG00000159763",
         "ENSG00000159784",
         "ENSG00000159871",
+        "ENSG00000159882",
         "ENSG00000159905",
         "ENSG00000159915",
         "ENSG00000160013",
-        "ENSG00000160055",
         "ENSG00000160111",
         "ENSG00000160117",
         "ENSG00000160180",
         "ENSG00000160181",
         "ENSG00000160182",
+        "ENSG00000160183",
         "ENSG00000160185",
         "ENSG00000160188",
         "ENSG00000160213",
@@ -1892,13 +1852,12 @@
         "ENSG00000160282",
         "ENSG00000160307",
         "ENSG00000160339",
-        "ENSG00000160352",
+        "ENSG00000160345",
+        "ENSG00000160401",
         "ENSG00000160408",
         "ENSG00000160471",
         "ENSG00000160472",
         "ENSG00000160505",
-        "ENSG00000160593",
-        "ENSG00000160654",
         "ENSG00000160716",
         "ENSG00000160781",
         "ENSG00000160789",
@@ -1910,7 +1869,6 @@
         "ENSG00000160862",
         "ENSG00000160868",
         "ENSG00000160993",
-        "ENSG00000161021",
         "ENSG00000161055",
         "ENSG00000161180",
         "ENSG00000161381",
@@ -1918,9 +1876,7 @@
         "ENSG00000161513",
         "ENSG00000161594",
         "ENSG00000161649",
-        "ENSG00000161653",
         "ENSG00000161671",
-        "ENSG00000161692",
         "ENSG00000161798",
         "ENSG00000161800",
         "ENSG00000161896",
@@ -1938,14 +1894,11 @@
         "ENSG00000162391",
         "ENSG00000162396",
         "ENSG00000162399",
-        "ENSG00000162433",
-        "ENSG00000162437",
         "ENSG00000162461",
         "ENSG00000162482",
         "ENSG00000162490",
         "ENSG00000162494",
         "ENSG00000162543",
-        "ENSG00000162576",
         "ENSG00000162592",
         "ENSG00000162594",
         "ENSG00000162595",
@@ -1953,15 +1906,14 @@
         "ENSG00000162616",
         "ENSG00000162618",
         "ENSG00000162630",
+        "ENSG00000162631",
         "ENSG00000162639",
         "ENSG00000162643",
         "ENSG00000162650",
         "ENSG00000162676",
         "ENSG00000162692",
-        "ENSG00000162714",
         "ENSG00000162722",
         "ENSG00000162739",
-        "ENSG00000162782",
         "ENSG00000162817",
         "ENSG00000162873",
         "ENSG00000162877",
@@ -1982,6 +1934,7 @@
         "ENSG00000163040",
         "ENSG00000163053",
         "ENSG00000163060",
+        "ENSG00000163072",
         "ENSG00000163081",
         "ENSG00000163092",
         "ENSG00000163106",
@@ -1989,6 +1942,7 @@
         "ENSG00000163141",
         "ENSG00000163154",
         "ENSG00000163157",
+        "ENSG00000163161",
         "ENSG00000163220",
         "ENSG00000163273",
         "ENSG00000163283",
@@ -2001,8 +1955,10 @@
         "ENSG00000163395",
         "ENSG00000163421",
         "ENSG00000163430",
+        "ENSG00000163435",
         "ENSG00000163449",
         "ENSG00000163453",
+        "ENSG00000163462",
         "ENSG00000163464",
         "ENSG00000163497",
         "ENSG00000163499",
@@ -2010,13 +1966,16 @@
         "ENSG00000163518",
         "ENSG00000163519",
         "ENSG00000163520",
+        "ENSG00000163521",
         "ENSG00000163530",
+        "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163554",
+        "ENSG00000163564",
+        "ENSG00000163581",
         "ENSG00000163599",
         "ENSG00000163600",
         "ENSG00000163606",
-        "ENSG00000163608",
         "ENSG00000163623",
         "ENSG00000163631",
         "ENSG00000163638",
@@ -2031,24 +1990,24 @@
         "ENSG00000163739",
         "ENSG00000163751",
         "ENSG00000163762",
-        "ENSG00000163812",
         "ENSG00000163817",
         "ENSG00000163818",
         "ENSG00000163823",
         "ENSG00000163833",
-        "ENSG00000163864",
-        "ENSG00000163900",
         "ENSG00000163914",
         "ENSG00000163975",
         "ENSG00000163993",
+        "ENSG00000164002",
         "ENSG00000164007",
         "ENSG00000164032",
         "ENSG00000164035",
+        "ENSG00000164047",
         "ENSG00000164049",
         "ENSG00000164076",
         "ENSG00000164082",
         "ENSG00000164089",
         "ENSG00000164112",
+        "ENSG00000164116",
         "ENSG00000164120",
         "ENSG00000164122",
         "ENSG00000164128",
@@ -2057,35 +2016,36 @@
         "ENSG00000164175",
         "ENSG00000164185",
         "ENSG00000164220",
-        "ENSG00000164237",
         "ENSG00000164265",
         "ENSG00000164283",
         "ENSG00000164284",
         "ENSG00000164287",
         "ENSG00000164303",
+        "ENSG00000164305",
         "ENSG00000164318",
-        "ENSG00000164330",
         "ENSG00000164338",
         "ENSG00000164344",
+        "ENSG00000164347",
         "ENSG00000164366",
         "ENSG00000164398",
         "ENSG00000164400",
         "ENSG00000164404",
         "ENSG00000164411",
+        "ENSG00000164465",
         "ENSG00000164483",
         "ENSG00000164484",
         "ENSG00000164485",
         "ENSG00000164488",
         "ENSG00000164509",
         "ENSG00000164512",
+        "ENSG00000164520",
         "ENSG00000164530",
         "ENSG00000164542",
         "ENSG00000164611",
         "ENSG00000164631",
         "ENSG00000164638",
-        "ENSG00000164647",
         "ENSG00000164649",
-        "ENSG00000164651",
+        "ENSG00000164663",
         "ENSG00000164675",
         "ENSG00000164683",
         "ENSG00000164687",
@@ -2096,23 +2056,23 @@
         "ENSG00000164695",
         "ENSG00000164733",
         "ENSG00000164743",
-        "ENSG00000164751",
         "ENSG00000164761",
         "ENSG00000164764",
         "ENSG00000164778",
         "ENSG00000164794",
         "ENSG00000164823",
         "ENSG00000164825",
+        "ENSG00000164850",
         "ENSG00000164879",
-        "ENSG00000164889",
         "ENSG00000164920",
         "ENSG00000164929",
         "ENSG00000164932",
         "ENSG00000164941",
         "ENSG00000164949",
-        "ENSG00000165023",
+        "ENSG00000164976",
         "ENSG00000165046",
         "ENSG00000165061",
+        "ENSG00000165071",
         "ENSG00000165124",
         "ENSG00000165186",
         "ENSG00000165188",
@@ -2126,6 +2086,7 @@
         "ENSG00000165309",
         "ENSG00000165312",
         "ENSG00000165323",
+        "ENSG00000165325",
         "ENSG00000165349",
         "ENSG00000165376",
         "ENSG00000165383",
@@ -2140,11 +2101,11 @@
         "ENSG00000165606",
         "ENSG00000165621",
         "ENSG00000165646",
-        "ENSG00000165661",
         "ENSG00000165675",
         "ENSG00000165682",
         "ENSG00000165694",
         "ENSG00000165702",
+        "ENSG00000165724",
         "ENSG00000165731",
         "ENSG00000165794",
         "ENSG00000165799",
@@ -2167,6 +2128,7 @@
         "ENSG00000166159",
         "ENSG00000166183",
         "ENSG00000166192",
+        "ENSG00000166206",
         "ENSG00000166257",
         "ENSG00000166261",
         "ENSG00000166265",
@@ -2175,17 +2137,16 @@
         "ENSG00000166349",
         "ENSG00000166387",
         "ENSG00000166396",
-        "ENSG00000166401",
         "ENSG00000166407",
         "ENSG00000166426",
         "ENSG00000166428",
         "ENSG00000166482",
         "ENSG00000166509",
         "ENSG00000166558",
+        "ENSG00000166562",
         "ENSG00000166569",
         "ENSG00000166573",
         "ENSG00000166589",
-        "ENSG00000166592",
         "ENSG00000166596",
         "ENSG00000166598",
         "ENSG00000166664",
@@ -2196,6 +2157,7 @@
         "ENSG00000166710",
         "ENSG00000166736",
         "ENSG00000166741",
+        "ENSG00000166770",
         "ENSG00000166793",
         "ENSG00000166800",
         "ENSG00000166819",
@@ -2204,7 +2166,6 @@
         "ENSG00000166851",
         "ENSG00000166856",
         "ENSG00000166860",
-        "ENSG00000166900",
         "ENSG00000166917",
         "ENSG00000166923",
         "ENSG00000166927",
@@ -2213,15 +2174,15 @@
         "ENSG00000166959",
         "ENSG00000166961",
         "ENSG00000166963",
-        "ENSG00000167074",
         "ENSG00000167077",
         "ENSG00000167083",
         "ENSG00000167094",
         "ENSG00000167103",
+        "ENSG00000167207",
         "ENSG00000167208",
         "ENSG00000167244",
-        "ENSG00000167261",
         "ENSG00000167264",
+        "ENSG00000167272",
         "ENSG00000167311",
         "ENSG00000167325",
         "ENSG00000167332",
@@ -2247,7 +2208,6 @@
         "ENSG00000167664",
         "ENSG00000167676",
         "ENSG00000167723",
-        "ENSG00000167748",
         "ENSG00000167754",
         "ENSG00000167755",
         "ENSG00000167759",
@@ -2255,7 +2215,7 @@
         "ENSG00000167768",
         "ENSG00000167772",
         "ENSG00000167779",
-        "ENSG00000167792",
+        "ENSG00000167785",
         "ENSG00000167840",
         "ENSG00000167842",
         "ENSG00000167850",
@@ -2264,16 +2224,17 @@
         "ENSG00000167900",
         "ENSG00000167912",
         "ENSG00000167914",
-        "ENSG00000167930",
         "ENSG00000167941",
         "ENSG00000167967",
         "ENSG00000167972",
         "ENSG00000167981",
         "ENSG00000167984",
         "ENSG00000167995",
+        "ENSG00000167996",
         "ENSG00000168065",
         "ENSG00000168078",
         "ENSG00000168079",
+        "ENSG00000168135",
         "ENSG00000168209",
         "ENSG00000168229",
         "ENSG00000168263",
@@ -2286,12 +2247,10 @@
         "ENSG00000168348",
         "ENSG00000168350",
         "ENSG00000168389",
-        "ENSG00000168395",
         "ENSG00000168398",
         "ENSG00000168418",
         "ENSG00000168434",
         "ENSG00000168454",
-        "ENSG00000168477",
         "ENSG00000168484",
         "ENSG00000168491",
         "ENSG00000168496",
@@ -2302,34 +2261,37 @@
         "ENSG00000168661",
         "ENSG00000168671",
         "ENSG00000168685",
-        "ENSG00000168734",
         "ENSG00000168748",
         "ENSG00000168754",
-        "ENSG00000168781",
+        "ENSG00000168778",
+        "ENSG00000168806",
         "ENSG00000168824",
         "ENSG00000168878",
         "ENSG00000168995",
+        "ENSG00000169031",
         "ENSG00000169035",
+        "ENSG00000169064",
         "ENSG00000169067",
         "ENSG00000169071",
         "ENSG00000169085",
+        "ENSG00000169116",
         "ENSG00000169129",
+        "ENSG00000169131",
         "ENSG00000169139",
-        "ENSG00000169180",
         "ENSG00000169184",
         "ENSG00000169194",
         "ENSG00000169213",
         "ENSG00000169218",
         "ENSG00000169224",
-        "ENSG00000169231",
+        "ENSG00000169242",
         "ENSG00000169245",
+        "ENSG00000169247",
         "ENSG00000169248",
         "ENSG00000169252",
         "ENSG00000169271",
         "ENSG00000169282",
         "ENSG00000169291",
         "ENSG00000169297",
-        "ENSG00000169306",
         "ENSG00000169313",
         "ENSG00000169314",
         "ENSG00000169330",
@@ -2337,20 +2299,19 @@
         "ENSG00000169427",
         "ENSG00000169429",
         "ENSG00000169436",
-        "ENSG00000169439",
         "ENSG00000169508",
         "ENSG00000169594",
         "ENSG00000169607",
         "ENSG00000169679",
         "ENSG00000169704",
+        "ENSG00000169710",
         "ENSG00000169783",
         "ENSG00000169836",
-        "ENSG00000169851",
-        "ENSG00000169855",
         "ENSG00000169856",
         "ENSG00000169876",
         "ENSG00000169877",
         "ENSG00000169884",
+        "ENSG00000169894",
         "ENSG00000169900",
         "ENSG00000169903",
         "ENSG00000169908",
@@ -2359,23 +2320,21 @@
         "ENSG00000170075",
         "ENSG00000170099",
         "ENSG00000170113",
-        "ENSG00000170153",
         "ENSG00000170180",
         "ENSG00000170191",
         "ENSG00000170209",
         "ENSG00000170231",
-        "ENSG00000170242",
-        "ENSG00000170271",
         "ENSG00000170289",
         "ENSG00000170290",
         "ENSG00000170310",
         "ENSG00000170312",
-        "ENSG00000170322",
         "ENSG00000170323",
+        "ENSG00000170324",
         "ENSG00000170345",
         "ENSG00000170364",
+        "ENSG00000170381",
         "ENSG00000170385",
-        "ENSG00000170417",
+        "ENSG00000170412",
         "ENSG00000170419",
         "ENSG00000170421",
         "ENSG00000170425",
@@ -2389,9 +2348,10 @@
         "ENSG00000170627",
         "ENSG00000170631",
         "ENSG00000170703",
-        "ENSG00000170745",
         "ENSG00000170775",
+        "ENSG00000170786",
         "ENSG00000170801",
+        "ENSG00000170837",
         "ENSG00000170848",
         "ENSG00000170891",
         "ENSG00000170893",
@@ -2399,6 +2359,8 @@
         "ENSG00000170954",
         "ENSG00000170961",
         "ENSG00000171049",
+        "ENSG00000171056",
+        "ENSG00000171169",
         "ENSG00000171217",
         "ENSG00000171236",
         "ENSG00000171243",
@@ -2410,14 +2372,12 @@
         "ENSG00000171368",
         "ENSG00000171388",
         "ENSG00000171401",
-        "ENSG00000171408",
         "ENSG00000171428",
         "ENSG00000171446",
         "ENSG00000171462",
         "ENSG00000171476",
         "ENSG00000171492",
         "ENSG00000171496",
-        "ENSG00000171502",
         "ENSG00000171551",
         "ENSG00000171564",
         "ENSG00000171596",
@@ -2433,7 +2393,6 @@
         "ENSG00000171766",
         "ENSG00000171786",
         "ENSG00000171806",
-        "ENSG00000171812",
         "ENSG00000171819",
         "ENSG00000171848",
         "ENSG00000171855",
@@ -2448,11 +2407,10 @@
         "ENSG00000171962",
         "ENSG00000172000",
         "ENSG00000172005",
-        "ENSG00000172006",
         "ENSG00000172020",
         "ENSG00000172031",
         "ENSG00000172061",
-        "ENSG00000172081",
+        "ENSG00000172115",
         "ENSG00000172116",
         "ENSG00000172123",
         "ENSG00000172137",
@@ -2485,6 +2443,7 @@
         "ENSG00000172955",
         "ENSG00000172967",
         "ENSG00000172995",
+        "ENSG00000173080",
         "ENSG00000173083",
         "ENSG00000173110",
         "ENSG00000173198",
@@ -2496,27 +2455,24 @@
         "ENSG00000173269",
         "ENSG00000173275",
         "ENSG00000173369",
-        "ENSG00000173376",
         "ENSG00000173391",
         "ENSG00000173404",
         "ENSG00000173421",
         "ENSG00000173432",
-        "ENSG00000173451",
         "ENSG00000173452",
         "ENSG00000173467",
         "ENSG00000173546",
         "ENSG00000173578",
         "ENSG00000173585",
         "ENSG00000173626",
+        "ENSG00000173641",
         "ENSG00000173705",
-        "ENSG00000173706",
         "ENSG00000173809",
         "ENSG00000173868",
         "ENSG00000173894",
-        "ENSG00000173926",
         "ENSG00000173976",
         "ENSG00000173991",
-        "ENSG00000174125",
+        "ENSG00000174123",
         "ENSG00000174156",
         "ENSG00000174175",
         "ENSG00000174255",
@@ -2529,11 +2485,10 @@
         "ENSG00000174448",
         "ENSG00000174460",
         "ENSG00000174469",
+        "ENSG00000174473",
         "ENSG00000174529",
         "ENSG00000174564",
-        "ENSG00000174576",
         "ENSG00000174599",
-        "ENSG00000174600",
         "ENSG00000174611",
         "ENSG00000174640",
         "ENSG00000174652",
@@ -2545,99 +2500,101 @@
         "ENSG00000174827",
         "ENSG00000174844",
         "ENSG00000174946",
+        "ENSG00000174951",
         "ENSG00000174992",
         "ENSG00000175063",
-        "ENSG00000175073",
         "ENSG00000175084",
         "ENSG00000175097",
-        "ENSG00000175170",
         "ENSG00000175189",
         "ENSG00000175267",
+        "ENSG00000175311",
         "ENSG00000175336",
-        "ENSG00000175354",
         "ENSG00000175426",
         "ENSG00000175445",
         "ENSG00000175489",
         "ENSG00000175505",
         "ENSG00000175518",
-        "ENSG00000175536",
-        "ENSG00000175548",
         "ENSG00000175567",
         "ENSG00000175575",
         "ENSG00000175592",
         "ENSG00000175691",
+        "ENSG00000175766",
         "ENSG00000175779",
         "ENSG00000175820",
         "ENSG00000175832",
         "ENSG00000175857",
-        "ENSG00000175894",
         "ENSG00000175899",
+        "ENSG00000175906",
         "ENSG00000175967",
-        "ENSG00000176014",
         "ENSG00000176018",
+        "ENSG00000176024",
         "ENSG00000176029",
+        "ENSG00000176055",
         "ENSG00000176076",
         "ENSG00000176083",
         "ENSG00000176153",
         "ENSG00000176160",
         "ENSG00000176165",
         "ENSG00000176222",
-        "ENSG00000176225",
         "ENSG00000176244",
         "ENSG00000176293",
         "ENSG00000176302",
         "ENSG00000176381",
         "ENSG00000176435",
         "ENSG00000176444",
+        "ENSG00000176485",
         "ENSG00000176532",
         "ENSG00000176678",
         "ENSG00000176749",
         "ENSG00000176769",
         "ENSG00000176783",
         "ENSG00000176840",
+        "ENSG00000176887",
         "ENSG00000176907",
         "ENSG00000176919",
         "ENSG00000176971",
         "ENSG00000176994",
+        "ENSG00000177096",
         "ENSG00000177098",
         "ENSG00000177108",
         "ENSG00000177112",
+        "ENSG00000177125",
         "ENSG00000177181",
         "ENSG00000177272",
         "ENSG00000177301",
         "ENSG00000177324",
         "ENSG00000177338",
-        "ENSG00000177363",
-        "ENSG00000177398",
         "ENSG00000177455",
         "ENSG00000177459",
         "ENSG00000177464",
-        "ENSG00000177519",
+        "ENSG00000177483",
+        "ENSG00000177494",
         "ENSG00000177535",
         "ENSG00000177551",
         "ENSG00000177575",
         "ENSG00000177599",
         "ENSG00000177614",
         "ENSG00000177675",
-        "ENSG00000177688",
         "ENSG00000177692",
         "ENSG00000177706",
         "ENSG00000177710",
+        "ENSG00000177752",
         "ENSG00000177791",
         "ENSG00000177800",
+        "ENSG00000177807",
         "ENSG00000177842",
-        "ENSG00000177854",
         "ENSG00000177873",
+        "ENSG00000177943",
+        "ENSG00000177946",
         "ENSG00000177984",
+        "ENSG00000177993",
         "ENSG00000178033",
         "ENSG00000178084",
         "ENSG00000178150",
-        "ENSG00000178163",
         "ENSG00000178172",
         "ENSG00000178175",
         "ENSG00000178177",
         "ENSG00000178202",
-        "ENSG00000178209",
         "ENSG00000178229",
         "ENSG00000178343",
         "ENSG00000178363",
@@ -2647,7 +2604,6 @@
         "ENSG00000178522",
         "ENSG00000178538",
         "ENSG00000178665",
-        "ENSG00000178685",
         "ENSG00000178726",
         "ENSG00000178732",
         "ENSG00000178752",
@@ -2656,6 +2612,7 @@
         "ENSG00000178882",
         "ENSG00000178904",
         "ENSG00000178919",
+        "ENSG00000178934",
         "ENSG00000178935",
         "ENSG00000178947",
         "ENSG00000178965",
@@ -2663,17 +2620,15 @@
         "ENSG00000178996",
         "ENSG00000178999",
         "ENSG00000179023",
-        "ENSG00000179044",
-        "ENSG00000179071",
+        "ENSG00000179029",
         "ENSG00000179083",
         "ENSG00000179097",
         "ENSG00000179133",
         "ENSG00000179136",
-        "ENSG00000179144",
+        "ENSG00000179141",
         "ENSG00000179219",
         "ENSG00000179240",
         "ENSG00000179314",
-        "ENSG00000179344",
         "ENSG00000179348",
         "ENSG00000179455",
         "ENSG00000179477",
@@ -2681,6 +2636,8 @@
         "ENSG00000179528",
         "ENSG00000179542",
         "ENSG00000179546",
+        "ENSG00000179564",
+        "ENSG00000179593",
         "ENSG00000179639",
         "ENSG00000179709",
         "ENSG00000179750",
@@ -2689,12 +2646,10 @@
         "ENSG00000179774",
         "ENSG00000179796",
         "ENSG00000179813",
-        "ENSG00000179820",
         "ENSG00000179826",
         "ENSG00000179841",
         "ENSG00000179855",
         "ENSG00000179873",
-        "ENSG00000179889",
         "ENSG00000179902",
         "ENSG00000179909",
         "ENSG00000179914",
@@ -2702,6 +2657,7 @@
         "ENSG00000179934",
         "ENSG00000180044",
         "ENSG00000180113",
+        "ENSG00000180138",
         "ENSG00000180176",
         "ENSG00000180209",
         "ENSG00000180245",
@@ -2718,6 +2674,7 @@
         "ENSG00000180532",
         "ENSG00000180537",
         "ENSG00000180543",
+        "ENSG00000180549",
         "ENSG00000180616",
         "ENSG00000180638",
         "ENSG00000180644",
@@ -2735,6 +2692,7 @@
         "ENSG00000181007",
         "ENSG00000181019",
         "ENSG00000181036",
+        "ENSG00000181074",
         "ENSG00000181092",
         "ENSG00000181104",
         "ENSG00000181143",
@@ -2745,25 +2703,27 @@
         "ENSG00000181418",
         "ENSG00000181450",
         "ENSG00000181513",
+        "ENSG00000181585",
+        "ENSG00000181626",
+        "ENSG00000181631",
         "ENSG00000181634",
         "ENSG00000181656",
         "ENSG00000181754",
         "ENSG00000181778",
         "ENSG00000181817",
-        "ENSG00000181826",
         "ENSG00000181847",
         "ENSG00000181856",
+        "ENSG00000181896",
         "ENSG00000181908",
         "ENSG00000181938",
-        "ENSG00000182010",
         "ENSG00000182040",
         "ENSG00000182050",
         "ENSG00000182057",
         "ENSG00000182107",
         "ENSG00000182134",
         "ENSG00000182158",
+        "ENSG00000182168",
         "ENSG00000182177",
-        "ENSG00000182179",
         "ENSG00000182223",
         "ENSG00000182253",
         "ENSG00000182255",
@@ -2777,6 +2737,7 @@
         "ENSG00000182405",
         "ENSG00000182481",
         "ENSG00000182489",
+        "ENSG00000182492",
         "ENSG00000182508",
         "ENSG00000182521",
         "ENSG00000182545",
@@ -2790,9 +2751,10 @@
         "ENSG00000182795",
         "ENSG00000182810",
         "ENSG00000182866",
+        "ENSG00000182873",
         "ENSG00000182885",
+        "ENSG00000182916",
         "ENSG00000182963",
-        "ENSG00000182993",
         "ENSG00000183019",
         "ENSG00000183034",
         "ENSG00000183036",
@@ -2800,6 +2762,7 @@
         "ENSG00000183091",
         "ENSG00000183092",
         "ENSG00000183134",
+        "ENSG00000183145",
         "ENSG00000183150",
         "ENSG00000183160",
         "ENSG00000183196",
@@ -2811,6 +2774,7 @@
         "ENSG00000183379",
         "ENSG00000183423",
         "ENSG00000183439",
+        "ENSG00000183454",
         "ENSG00000183484",
         "ENSG00000183569",
         "ENSG00000183571",
@@ -2828,9 +2792,11 @@
         "ENSG00000183695",
         "ENSG00000183733",
         "ENSG00000183747",
+        "ENSG00000183760",
         "ENSG00000183763",
         "ENSG00000183765",
         "ENSG00000183775",
+        "ENSG00000183784",
         "ENSG00000183798",
         "ENSG00000183801",
         "ENSG00000183813",
@@ -2840,10 +2806,8 @@
         "ENSG00000183876",
         "ENSG00000183888",
         "ENSG00000183918",
-        "ENSG00000183943",
         "ENSG00000184009",
         "ENSG00000184113",
-        "ENSG00000184144",
         "ENSG00000184226",
         "ENSG00000184271",
         "ENSG00000184274",
@@ -2851,21 +2815,22 @@
         "ENSG00000184343",
         "ENSG00000184344",
         "ENSG00000184368",
+        "ENSG00000184371",
         "ENSG00000184378",
-        "ENSG00000184465",
         "ENSG00000184486",
         "ENSG00000184492",
         "ENSG00000184502",
         "ENSG00000184517",
         "ENSG00000184524",
         "ENSG00000184530",
-        "ENSG00000184557",
         "ENSG00000184564",
         "ENSG00000184571",
-        "ENSG00000184584",
+        "ENSG00000184574",
         "ENSG00000184599",
         "ENSG00000184678",
+        "ENSG00000184786",
         "ENSG00000184845",
+        "ENSG00000184857",
         "ENSG00000184898",
         "ENSG00000184905",
         "ENSG00000184908",
@@ -2877,10 +2842,9 @@
         "ENSG00000185028",
         "ENSG00000185049",
         "ENSG00000185065",
-        "ENSG00000185070",
         "ENSG00000185085",
-        "ENSG00000185127",
         "ENSG00000185156",
+        "ENSG00000185220",
         "ENSG00000185245",
         "ENSG00000185250",
         "ENSG00000185252",
@@ -2889,11 +2853,12 @@
         "ENSG00000185303",
         "ENSG00000185467",
         "ENSG00000185479",
+        "ENSG00000185499",
         "ENSG00000185513",
-        "ENSG00000185518",
         "ENSG00000185523",
         "ENSG00000185527",
         "ENSG00000185559",
+        "ENSG00000185585",
         "ENSG00000185610",
         "ENSG00000185614",
         "ENSG00000185621",
@@ -2905,6 +2870,7 @@
         "ENSG00000185686",
         "ENSG00000185739",
         "ENSG00000185742",
+        "ENSG00000185745",
         "ENSG00000185792",
         "ENSG00000185823",
         "ENSG00000185838",
@@ -2914,20 +2880,23 @@
         "ENSG00000185904",
         "ENSG00000185915",
         "ENSG00000185933",
+        "ENSG00000185972",
         "ENSG00000185974",
         "ENSG00000185985",
         "ENSG00000186009",
+        "ENSG00000186017",
         "ENSG00000186026",
         "ENSG00000186038",
         "ENSG00000186049",
         "ENSG00000186051",
-        "ENSG00000186074",
         "ENSG00000186081",
         "ENSG00000186105",
+        "ENSG00000186106",
         "ENSG00000186115",
         "ENSG00000186188",
         "ENSG00000186191",
         "ENSG00000186197",
+        "ENSG00000186205",
         "ENSG00000186272",
         "ENSG00000186281",
         "ENSG00000186300",
@@ -2945,12 +2914,14 @@
         "ENSG00000186474",
         "ENSG00000186480",
         "ENSG00000186496",
-        "ENSG00000186510",
         "ENSG00000186526",
         "ENSG00000186603",
+        "ENSG00000186642",
         "ENSG00000186648",
         "ENSG00000186652",
         "ENSG00000186675",
+        "ENSG00000186714",
+        "ENSG00000186765",
         "ENSG00000186766",
         "ENSG00000186767",
         "ENSG00000186792",
@@ -2975,6 +2946,7 @@
         "ENSG00000187123",
         "ENSG00000187134",
         "ENSG00000187187",
+        "ENSG00000187210",
         "ENSG00000187268",
         "ENSG00000187288",
         "ENSG00000187372",
@@ -2999,36 +2971,41 @@
         "ENSG00000187905",
         "ENSG00000187908",
         "ENSG00000187944",
-        "ENSG00000187955",
-        "ENSG00000187957",
         "ENSG00000187959",
         "ENSG00000187980",
         "ENSG00000187997",
+        "ENSG00000188011",
+        "ENSG00000188051",
         "ENSG00000188060",
-        "ENSG00000188070",
+        "ENSG00000188064",
         "ENSG00000188124",
         "ENSG00000188133",
         "ENSG00000188175",
         "ENSG00000188176",
+        "ENSG00000188211",
         "ENSG00000188257",
         "ENSG00000188263",
         "ENSG00000188282",
         "ENSG00000188295",
+        "ENSG00000188321",
         "ENSG00000188322",
         "ENSG00000188338",
         "ENSG00000188372",
         "ENSG00000188385",
         "ENSG00000188389",
+        "ENSG00000188396",
         "ENSG00000188404",
         "ENSG00000188467",
         "ENSG00000188487",
         "ENSG00000188488",
+        "ENSG00000188501",
         "ENSG00000188505",
         "ENSG00000188508",
         "ENSG00000188536",
         "ENSG00000188549",
         "ENSG00000188582",
         "ENSG00000188643",
+        "ENSG00000188659",
         "ENSG00000188672",
         "ENSG00000188676",
         "ENSG00000188710",
@@ -3040,41 +3017,39 @@
         "ENSG00000188816",
         "ENSG00000188817",
         "ENSG00000188822",
-        "ENSG00000188828",
         "ENSG00000188868",
+        "ENSG00000188910",
         "ENSG00000188931",
         "ENSG00000188958",
+        "ENSG00000188996",
         "ENSG00000189013",
         "ENSG00000189030",
-        "ENSG00000189050",
         "ENSG00000189051",
         "ENSG00000189056",
         "ENSG00000189057",
         "ENSG00000189058",
-        "ENSG00000189120",
         "ENSG00000189127",
         "ENSG00000189143",
+        "ENSG00000189144",
         "ENSG00000189167",
-        "ENSG00000189180",
         "ENSG00000189195",
-        "ENSG00000189196",
         "ENSG00000189238",
-        "ENSG00000189298",
-        "ENSG00000189320",
         "ENSG00000189334",
+        "ENSG00000189350",
         "ENSG00000189377",
         "ENSG00000189410",
         "ENSG00000189420",
+        "ENSG00000189431",
         "ENSG00000189433",
         "ENSG00000196071",
         "ENSG00000196074",
         "ENSG00000196091",
         "ENSG00000196126",
         "ENSG00000196136",
+        "ENSG00000196172",
         "ENSG00000196188",
+        "ENSG00000196214",
         "ENSG00000196220",
-        "ENSG00000196230",
-        "ENSG00000196236",
         "ENSG00000196263",
         "ENSG00000196290",
         "ENSG00000196296",
@@ -3086,14 +3061,11 @@
         "ENSG00000196376",
         "ENSG00000196378",
         "ENSG00000196391",
-        "ENSG00000196405",
-        "ENSG00000196407",
         "ENSG00000196415",
+        "ENSG00000196420",
         "ENSG00000196431",
         "ENSG00000196437",
-        "ENSG00000196459",
         "ENSG00000196466",
-        "ENSG00000196503",
         "ENSG00000196611",
         "ENSG00000196616",
         "ENSG00000196620",
@@ -3103,25 +3075,26 @@
         "ENSG00000196664",
         "ENSG00000196666",
         "ENSG00000196711",
+        "ENSG00000196724",
         "ENSG00000196741",
         "ENSG00000196754",
-        "ENSG00000196778",
         "ENSG00000196793",
-        "ENSG00000196843",
         "ENSG00000196844",
         "ENSG00000196867",
-        "ENSG00000196890",
+        "ENSG00000196912",
         "ENSG00000196917",
-        "ENSG00000196923",
         "ENSG00000196946",
         "ENSG00000196967",
         "ENSG00000196972",
         "ENSG00000196975",
         "ENSG00000196981",
         "ENSG00000197016",
-        "ENSG00000197054",
+        "ENSG00000197050",
         "ENSG00000197057",
         "ENSG00000197061",
+        "ENSG00000197062",
+        "ENSG00000197093",
+        "ENSG00000197106",
         "ENSG00000197128",
         "ENSG00000197177",
         "ENSG00000197191",
@@ -3130,25 +3103,28 @@
         "ENSG00000197249",
         "ENSG00000197251",
         "ENSG00000197253",
-        "ENSG00000197256",
         "ENSG00000197279",
         "ENSG00000197299",
         "ENSG00000197301",
+        "ENSG00000197362",
+        "ENSG00000197372",
         "ENSG00000197380",
         "ENSG00000197381",
         "ENSG00000197406",
         "ENSG00000197410",
         "ENSG00000197417",
         "ENSG00000197446",
+        "ENSG00000197461",
         "ENSG00000197465",
         "ENSG00000197467",
+        "ENSG00000197472",
         "ENSG00000197497",
         "ENSG00000197503",
         "ENSG00000197520",
         "ENSG00000197561",
         "ENSG00000197566",
         "ENSG00000197584",
-        "ENSG00000197608",
+        "ENSG00000197599",
         "ENSG00000197614",
         "ENSG00000197616",
         "ENSG00000197620",
@@ -3156,37 +3132,37 @@
         "ENSG00000197646",
         "ENSG00000197653",
         "ENSG00000197712",
-        "ENSG00000197714",
-        "ENSG00000197746",
         "ENSG00000197766",
         "ENSG00000197769",
+        "ENSG00000197816",
         "ENSG00000197838",
         "ENSG00000197870",
         "ENSG00000197888",
         "ENSG00000197893",
-        "ENSG00000197912",
+        "ENSG00000197928",
         "ENSG00000197933",
+        "ENSG00000197959",
         "ENSG00000197977",
         "ENSG00000197992",
         "ENSG00000198028",
         "ENSG00000198046",
         "ENSG00000198074",
-        "ENSG00000198088",
+        "ENSG00000198075",
         "ENSG00000198099",
         "ENSG00000198125",
+        "ENSG00000198131",
         "ENSG00000198133",
         "ENSG00000198178",
         "ENSG00000198182",
         "ENSG00000198203",
         "ENSG00000198205",
-        "ENSG00000198246",
         "ENSG00000198298",
         "ENSG00000198331",
         "ENSG00000198342",
         "ENSG00000198354",
-        "ENSG00000198466",
         "ENSG00000198467",
         "ENSG00000198468",
+        "ENSG00000198502",
         "ENSG00000198523",
         "ENSG00000198547",
         "ENSG00000198551",
@@ -3194,9 +3170,9 @@
         "ENSG00000198574",
         "ENSG00000198576",
         "ENSG00000198598",
+        "ENSG00000198610",
         "ENSG00000198633",
         "ENSG00000198650",
-        "ENSG00000198663",
         "ENSG00000198670",
         "ENSG00000198691",
         "ENSG00000198711",
@@ -3206,33 +3182,31 @@
         "ENSG00000198753",
         "ENSG00000198759",
         "ENSG00000198763",
-        "ENSG00000198768",
-        "ENSG00000198785",
         "ENSG00000198786",
+        "ENSG00000198797",
         "ENSG00000198804",
         "ENSG00000198829",
         "ENSG00000198830",
         "ENSG00000198842",
+        "ENSG00000198844",
         "ENSG00000198848",
-        "ENSG00000198865",
         "ENSG00000198881",
         "ENSG00000198886",
         "ENSG00000198888",
         "ENSG00000198899",
+        "ENSG00000198910",
         "ENSG00000198915",
-        "ENSG00000198934",
         "ENSG00000198937",
         "ENSG00000198938",
         "ENSG00000198939",
         "ENSG00000198944",
-        "ENSG00000198954",
         "ENSG00000198959",
         "ENSG00000203288",
+        "ENSG00000203326",
         "ENSG00000203446",
+        "ENSG00000203645",
         "ENSG00000203663",
-        "ENSG00000203685",
         "ENSG00000203697",
-        "ENSG00000203705",
         "ENSG00000203722",
         "ENSG00000203730",
         "ENSG00000203747",
@@ -3245,12 +3219,10 @@
         "ENSG00000204010",
         "ENSG00000204020",
         "ENSG00000204022",
-        "ENSG00000204025",
         "ENSG00000204161",
         "ENSG00000204195",
         "ENSG00000204241",
         "ENSG00000204248",
-        "ENSG00000204252",
         "ENSG00000204287",
         "ENSG00000204301",
         "ENSG00000204305",
@@ -3263,6 +3235,7 @@
         "ENSG00000204520",
         "ENSG00000204592",
         "ENSG00000204595",
+        "ENSG00000204599",
         "ENSG00000204604",
         "ENSG00000204611",
         "ENSG00000204618",
@@ -3275,8 +3248,10 @@
         "ENSG00000204860",
         "ENSG00000204866",
         "ENSG00000204882",
+        "ENSG00000204934",
         "ENSG00000204936",
         "ENSG00000204941",
+        "ENSG00000204947",
         "ENSG00000204949",
         "ENSG00000204954",
         "ENSG00000204956",
@@ -3296,16 +3271,16 @@
         "ENSG00000205426",
         "ENSG00000205488",
         "ENSG00000205542",
-        "ENSG00000205592",
+        "ENSG00000205562",
         "ENSG00000205611",
         "ENSG00000205628",
         "ENSG00000205639",
+        "ENSG00000205669",
         "ENSG00000205678",
         "ENSG00000205744",
         "ENSG00000205786",
         "ENSG00000205809",
         "ENSG00000205837",
-        "ENSG00000205857",
         "ENSG00000206069",
         "ENSG00000206075",
         "ENSG00000206177",
@@ -3328,13 +3303,13 @@
         "ENSG00000213341",
         "ENSG00000213366",
         "ENSG00000213588",
-        "ENSG00000213699",
         "ENSG00000213760",
         "ENSG00000213799",
-        "ENSG00000213809",
         "ENSG00000213888",
+        "ENSG00000213937",
+        "ENSG00000213973",
         "ENSG00000214128",
-        "ENSG00000214140",
+        "ENSG00000214145",
         "ENSG00000214353",
         "ENSG00000214376",
         "ENSG00000214510",
@@ -3342,11 +3317,14 @@
         "ENSG00000214652",
         "ENSG00000214688",
         "ENSG00000214700",
+        "ENSG00000214842",
         "ENSG00000214866",
+        "ENSG00000214870",
         "ENSG00000214872",
         "ENSG00000215018",
         "ENSG00000215182",
         "ENSG00000215217",
+        "ENSG00000215218",
         "ENSG00000215246",
         "ENSG00000215251",
         "ENSG00000215458",
@@ -3354,6 +3332,7 @@
         "ENSG00000215595",
         "ENSG00000215808",
         "ENSG00000215866",
+        "ENSG00000215912",
         "ENSG00000215915",
         "ENSG00000217236",
         "ENSG00000218018",
@@ -3366,11 +3345,11 @@
         "ENSG00000221953",
         "ENSG00000221986",
         "ENSG00000222005",
-        "ENSG00000223382",
         "ENSG00000223466",
         "ENSG00000223501",
         "ENSG00000223561",
         "ENSG00000223609",
+        "ENSG00000223658",
         "ENSG00000223749",
         "ENSG00000223764",
         "ENSG00000223776",
@@ -3378,13 +3357,14 @@
         "ENSG00000223865",
         "ENSG00000223923",
         "ENSG00000224086",
+        "ENSG00000224093",
         "ENSG00000224184",
+        "ENSG00000224238",
+        "ENSG00000224418",
         "ENSG00000224424",
         "ENSG00000224511",
         "ENSG00000224559",
-        "ENSG00000224596",
         "ENSG00000224616",
-        "ENSG00000224714",
         "ENSG00000224934",
         "ENSG00000224939",
         "ENSG00000224940",
@@ -3395,18 +3375,15 @@
         "ENSG00000225077",
         "ENSG00000225083",
         "ENSG00000225194",
-        "ENSG00000225206",
         "ENSG00000225231",
         "ENSG00000225269",
-        "ENSG00000225376",
         "ENSG00000225526",
-        "ENSG00000225535",
         "ENSG00000225556",
         "ENSG00000225675",
         "ENSG00000225697",
+        "ENSG00000225706",
         "ENSG00000225756",
-        "ENSG00000225791",
-        "ENSG00000225792",
+        "ENSG00000225826",
         "ENSG00000225937",
         "ENSG00000225938",
         "ENSG00000225978",
@@ -3414,13 +3391,11 @@
         "ENSG00000225981",
         "ENSG00000226029",
         "ENSG00000226031",
-        "ENSG00000226125",
+        "ENSG00000226200",
         "ENSG00000226235",
         "ENSG00000226397",
         "ENSG00000226445",
-        "ENSG00000226479",
         "ENSG00000226510",
-        "ENSG00000226562",
         "ENSG00000226609",
         "ENSG00000226673",
         "ENSG00000226806",
@@ -3428,7 +3403,9 @@
         "ENSG00000226833",
         "ENSG00000226913",
         "ENSG00000226979",
+        "ENSG00000227014",
         "ENSG00000227060",
+        "ENSG00000227115",
         "ENSG00000227124",
         "ENSG00000227145",
         "ENSG00000227210",
@@ -3438,11 +3415,15 @@
         "ENSG00000227354",
         "ENSG00000227373",
         "ENSG00000227456",
+        "ENSG00000227467",
         "ENSG00000227477",
         "ENSG00000227495",
+        "ENSG00000227508",
         "ENSG00000227544",
+        "ENSG00000227676",
         "ENSG00000227954",
         "ENSG00000228013",
+        "ENSG00000228022",
         "ENSG00000228063",
         "ENSG00000228124",
         "ENSG00000228140",
@@ -3450,7 +3431,6 @@
         "ENSG00000228293",
         "ENSG00000228317",
         "ENSG00000228397",
-        "ENSG00000228422",
         "ENSG00000228495",
         "ENSG00000228536",
         "ENSG00000228672",
@@ -3459,6 +3439,7 @@
         "ENSG00000228775",
         "ENSG00000228784",
         "ENSG00000228789",
+        "ENSG00000228817",
         "ENSG00000229056",
         "ENSG00000229205",
         "ENSG00000229214",
@@ -3472,6 +3453,7 @@
         "ENSG00000229589",
         "ENSG00000229676",
         "ENSG00000229780",
+        "ENSG00000229847",
         "ENSG00000229859",
         "ENSG00000229876",
         "ENSG00000229921",
@@ -3479,10 +3461,11 @@
         "ENSG00000230061",
         "ENSG00000230062",
         "ENSG00000230091",
+        "ENSG00000230138",
         "ENSG00000230314",
         "ENSG00000230316",
+        "ENSG00000230366",
         "ENSG00000230417",
-        "ENSG00000230453",
         "ENSG00000230658",
         "ENSG00000230710",
         "ENSG00000230798",
@@ -3492,10 +3475,12 @@
         "ENSG00000230918",
         "ENSG00000230923",
         "ENSG00000231023",
+        "ENSG00000231057",
         "ENSG00000231105",
         "ENSG00000231106",
         "ENSG00000231107",
         "ENSG00000231133",
+        "ENSG00000231154",
         "ENSG00000231231",
         "ENSG00000231233",
         "ENSG00000231249",
@@ -3509,6 +3494,7 @@
         "ENSG00000231690",
         "ENSG00000231728",
         "ENSG00000231738",
+        "ENSG00000231742",
         "ENSG00000231764",
         "ENSG00000231768",
         "ENSG00000231882",
@@ -3520,14 +3506,13 @@
         "ENSG00000232445",
         "ENSG00000232480",
         "ENSG00000232629",
-        "ENSG00000232774",
         "ENSG00000232803",
         "ENSG00000232810",
+        "ENSG00000232832",
         "ENSG00000232850",
-        "ENSG00000232973",
         "ENSG00000232977",
         "ENSG00000233056",
-        "ENSG00000233098",
+        "ENSG00000233117",
         "ENSG00000233198",
         "ENSG00000233436",
         "ENSG00000233532",
@@ -3544,14 +3529,12 @@
         "ENSG00000234068",
         "ENSG00000234142",
         "ENSG00000234264",
-        "ENSG00000234277",
         "ENSG00000234284",
         "ENSG00000234380",
         "ENSG00000234390",
         "ENSG00000234577",
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