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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 | 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 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| B cell | 11660 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 9698 | 0.56 | 0.79 | 0.82 | 0.73 | 0.00 | 0.59 | 0.43 | 0.51 | 0.79 |\n| fibroblast | 8490 | 0.79 | 0.80 | 0.94 | 0.70 | 0.00 | 0.64 | 0.70 | 0.66 | 0.89 |\n| CD8-positive, alpha-beta T cell | 7669 | 0.73 | 0.78 | 0.81 | 0.74 | 0.00 | 0.74 | 0.58 | 0.61 | 0.80 |\n| neutrophil | 6857 | 0.95 | 0.97 | 0.97 | 0.97 | 0.00 | 0.94 | 0.95 | 0.93 | 0.98 |\n| macrophage | 6769 | 0.79 | 0.84 | 0.93 | 0.81 | 0.00 | 0.74 | 0.74 | 0.70 | 0.89 |\n| stromal cell of ovary | 3561 | 0.95 | 0.94 | 0.91 | 0.68 | 0.00 | 0.39 | 0.96 | 0.92 | 0.98 |\n| endothelial cell | 3306 | 0.69 | 0.73 | 0.91 | 0.62 | 0.00 | 0.54 | 0.65 | 0.63 | 0.83 |\n| basal cell | 3386 | 0.89 | 0.86 | 0.89 | 0.68 | 0.00 | 0.63 | 0.85 | 0.82 | 0.93 |\n| plasma cell | 2769 | 0.98 | 0.98 | 0.97 | 0.97 | 0.00 | 0.98 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 2725 | 0.99 | 0.97 | 0.97 | 0.65 | 0.00 | 0.60 | 0.98 | 0.96 | 0.99 |\n| monocyte | 2546 | 0.43 | 0.41 | 0.77 | 0.47 | 0.00 | 0.26 | 0.50 | 0.52 | 0.59 |\n| mesenchymal stem cell | 2373 | 0.89 | 0.81 | 0.90 | 0.40 | 0.00 | 0.10 | 0.90 | 0.81 | 0.91 |\n| smooth muscle cell | 1899 | 0.72 | 0.69 | 0.88 | 0.69 | 0.00 | 0.64 | 0.73 | 0.72 | 0.81 |\n| classical monocyte | 1761 | 0.59 | 0.62 | 0.75 | 0.43 | 0.00 | 0.57 | 0.59 | 0.64 | 0.71 |\n| luminal epithelial cell of mammary gland | 1527 | 0.98 | 0.08 | 0.96 | 0.72 | 0.00 | 0.60 | 0.98 | 0.96 | 0.99 |\n| capillary endothelial cell | 1503 | 0.69 | 0.65 | 0.88 | 0.53 | 0.00 | 0.55 | 0.67 | 0.65 | 0.78 |\n| erythrocyte | 1475 | 0.97 | 0.96 | 0.95 | 0.96 | 0.00 | 0.96 | 0.95 | 0.96 | 0.97 |\n| natural killer cell | 1495 | 0.72 | 0.75 | 0.75 | 0.67 | 0.00 | 0.73 | 0.67 | 0.70 | 0.75 |\n| enterocyte of epithelium proper of duodenum | 1351 | 0.91 | 0.49 | 0.81 | 0.41 | 0.00 | 0.34 | 0.90 | 0.89 | 0.94 |\n| stratified squamous epithelial cell | 1234 | 0.84 | 0.78 | 0.87 | 0.71 | 0.00 | 0.68 | 0.84 | 0.82 | 0.88 |\n| acinar cell of salivary gland | 1210 | 0.95 | 0.85 | 0.94 | 0.61 | 0.00 | 0.43 | 0.95 | 0.93 | 0.97 |\n| pulmonary alveolar type 2 cell | 1212 | 0.97 | 0.96 | 0.97 | 0.83 | 0.00 | 0.91 | 0.97 | 0.96 | 0.98 |\n| conjunctival epithelial cell | 1173 | 0.92 | 0.76 | 0.85 | 0.51 | 0.00 | 0.31 | 0.94 | 0.90 | 0.95 |\n| pericyte | 1110 | 0.64 | 0.58 | 0.84 | 0.53 | 0.00 | 0.55 | 0.67 | 0.66 | 0.75 |\n| luminal cell of prostate epithelium | 1066 | 0.90 | 0.85 | 0.92 | 0.76 | 0.00 | 0.65 | 0.94 | 0.91 | 0.95 |\n| cardiac endothelial cell | 940 | 0.94 | 0.91 | 0.92 | 0.47 | 0.00 | 0.20 | 0.95 | 0.88 | 0.97 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 970 | 0.21 | 0.04 | 0.32 | 0.06 | 0.00 | 0.22 | 0.22 | 0.28 | 0.29 |\n| kidney epithelial cell | 954 | 0.99 | 0.89 | 0.94 | 0.52 | 0.00 | 0.02 | 0.99 | 0.98 | 0.99 |\n| hepatocyte | 764 | 1.00 | 0.99 | 0.95 | 0.64 | 0.00 | 0.70 | 0.99 | 0.96 | 0.99 |\n| blood vessel smooth muscle cell | 630 | 0.73 | 0.49 | 0.89 | 0.42 | 0.00 | 0.21 | 0.89 | 0.76 | 0.91 |\n| enterocyte of epithelium proper of ileum | 640 | 0.97 | 0.01 | 0.79 | 0.36 | 0.00 | 0.02 | 0.98 | 0.95 | 0.97 |\n| T cell | 645 | 0.47 | 0.22 | 0.57 | 0.08 | 0.00 | 0.24 | 0.39 | 0.38 | 0.56 |\n| mast cell | 582 | 0.88 | 0.85 | 0.96 | 0.83 | 0.00 | 0.91 | 0.91 | 0.87 | 0.93 |\n| skeletal muscle satellite stem cell | 589 | 0.96 | 0.94 | 0.96 | 0.80 | 0.00 | 0.81 | 0.95 | 0.91 | 0.97 |\n| regular atrial cardiac myocyte | 555 | 0.83 | 0.81 | 0.82 | 0.28 | 0.00 | 0.09 | 0.91 | 0.91 | 0.94 |\n| pancreatic acinar cell | 560 | 0.95 | 0.26 | 0.93 | 0.55 | 0.00 | 0.45 | 0.98 | 0.96 | 0.98 |\n| intermediate monocyte | 535 | 0.38 | 0.13 | 0.55 | 0.20 | 0.00 | 0.20 | 0.35 | 0.44 | 0.51 |\n| mature NK T cell | 547 | 0.37 | 0.42 | 0.54 | 0.35 | 0.00 | 0.45 | 0.35 | 0.43 | 0.55 |\n| mononuclear phagocyte | 460 | 0.39 | 0.00 | 0.92 | 0.14 | 0.00 | 0.01 | 0.63 | 0.48 | 0.59 |\n| fibroblast of breast | 499 | 0.81 | 0.00 | 0.98 | 0.20 | 0.00 | 0.42 | 0.84 | 0.70 | 0.94 |\n| vascular associated smooth muscle cell | 478 | 0.66 | 0.06 | 0.76 | 0.22 | 0.00 | 0.39 | 0.59 | 0.61 | 0.69 |\n| vein endothelial cell | 461 | 0.42 | 0.15 | 0.74 | 0.23 | 0.00 | 0.32 | 0.46 | 0.43 | 0.59 |\n| CD4-positive, alpha-beta thymocyte | 457 | 0.39 | 0.00 | 0.57 | 0.24 | 0.00 | 0.36 | 0.34 | 0.32 | 0.61 |\n| enterocyte of epithelium of large intestine | 426 | 0.77 | 0.28 | 0.56 | 0.42 | 0.00 | 0.22 | 0.78 | 0.83 | 0.79 |\n| myofibroblast cell | 429 | 0.60 | 0.25 | 0.82 | 0.46 | 0.00 | 0.41 | 0.61 | 0.58 | 0.77 |\n| thymic fibroblast type 2 | 439 | 0.57 | 0.00 | 0.70 | 0.15 | 0.00 | 0.12 | 0.68 | 0.55 | 0.63 |\n| corneal epithelial cell | 393 | 0.90 | 0.01 | 0.92 | 0.81 | 0.00 | 0.89 | 0.96 | 0.93 | 0.96 |\n| spermatid | 412 | 0.96 | 0.00 | 0.96 | 0.83 | 0.00 | 0.97 | 0.98 | 0.96 | 0.98 |\n| duct epithelial cell | 356 | 0.83 | 0.59 | 0.85 | 0.56 | 0.00 | 0.48 | 0.86 | 0.77 | 0.89 |\n| mesenchymal stem cell of adipose tissue | 344 | 0.26 | 0.01 | 0.65 | 0.38 | 0.00 | 0.22 | 0.29 | 0.33 | 0.52 |\n| basal cell of prostate epithelium | 350 | 0.73 | 0.14 | 0.89 | 0.41 | 0.00 | 0.60 | 0.88 | 0.72 | 0.86 |\n| endothelial cell of artery | 362 | 0.52 | 0.45 | 0.78 | 0.46 | 0.00 | 0.57 | 0.63 | 0.55 | 0.76 |\n| stromal cell | 340 | 0.60 | 0.03 | 0.47 | 0.43 | 0.00 | 0.26 | 0.77 | 0.69 | 0.86 |\n| thymic fibroblast type 1 | 333 | 0.29 | 0.01 | 0.84 | 0.22 | 0.00 | 0.04 | 0.66 | 0.43 | 0.49 |\n| pulmonary alveolar type 1 cell | 314 | 0.95 | 0.95 | 0.96 | 0.88 | 0.00 | 0.94 | 0.97 | 0.94 | 0.97 |\n| spermatocyte | 298 | 0.89 | 0.00 | 0.94 | 0.46 | 0.00 | 0.68 | 0.97 | 0.96 | 0.96 |\n| pancreatic ductal cell | 271 | 0.87 | 0.52 | 0.90 | 0.67 | 0.00 | 0.43 | 0.96 | 0.94 | 0.96 |\n| regulatory T cell | 279 | 0.07 | 0.01 | 0.26 | 0.08 | 0.00 | 0.22 | 0.30 | 0.34 | 0.35 |\n| ventricular cardiac muscle cell | 241 | 0.34 | 0.03 | 0.75 | 0.32 | 0.00 | 0.46 | 0.82 | 0.81 | 0.86 |\n| endothelial cell of lymphatic vessel | 250 | 0.69 | 0.57 | 0.87 | 0.57 | 0.00 | 0.60 | 0.60 | 0.62 | 0.72 |\n| hematopoietic precursor cell | 221 | 0.63 | 0.68 | 0.73 | 0.61 | 0.00 | 0.46 | 0.59 | 0.59 | 0.76 |\n| retinal blood vessel endothelial cell | 221 | 0.22 | 0.00 | 0.77 | 0.17 | 0.00 | 0.00 | 0.61 | 0.50 | 0.56 |\n| small intestine goblet cell | 220 | 0.85 | 0.66 | 0.90 | 0.71 | 0.00 | 0.47 | 0.90 | 0.85 | 0.90 |\n| gamma-delta T cell | 168 | 0.20 | 0.15 | 0.66 | 0.11 | 0.00 | 0.37 | 0.62 | 0.45 | 0.65 |\n| fibroblast of cardiac tissue | 183 | 0.94 | 0.49 | 0.93 | 0.07 | 0.00 | 0.21 | 0.71 | 0.64 | 0.93 |\n| paneth cell of epithelium of small intestine | 178 | 0.51 | 0.49 | 0.71 | 0.17 | 0.00 | 0.31 | 0.59 | 0.61 | 0.77 |\n| club cell | 162 | 0.81 | 0.75 | 0.85 | 0.57 | 0.00 | 0.71 | 0.78 | 0.70 | 0.86 |\n| intestinal crypt stem cell of colon | 171 | 0.76 | 0.61 | 0.55 | 0.36 | 0.00 | 0.16 | 0.85 | 0.80 | 0.85 |\n| progenitor cell of mammary luminal epithelium | 174 | 0.99 | 0.00 | 0.96 | 0.94 | 0.00 | 0.92 | 0.96 | 0.93 | 0.99 |\n| epithelial cell | 173 | 0.91 | 0.67 | 0.94 | 0.44 | 0.00 | 0.45 | 0.92 | 0.90 | 0.91 |\n| basophil | 162 | 0.42 | 0.07 | 0.94 | 0.35 | 0.00 | 0.77 | 0.77 | 0.69 | 0.83 |\n| large intestine goblet cell | 142 | 0.88 | 0.71 | 0.85 | 0.51 | 0.00 | 0.45 | 0.94 | 0.86 | 0.91 |\n| eye photoreceptor cell | 143 | 0.88 | 0.88 | 0.92 | 0.87 | 0.00 | 0.90 | 0.97 | 0.94 | 0.95 |\n| epithelial cell of uterus | 150 | 0.93 | 0.43 | 0.91 | 0.30 | 0.00 | 0.50 | 0.88 | 0.82 | 0.95 |\n| enterocyte of epithelium proper of small intestine | 136 | 0.38 | 0.00 | 0.59 | 0.29 | 0.00 | 0.01 | 0.60 | 0.55 | 0.72 |\n| tissue-resident macrophage | 118 | 0.60 | 0.00 | 0.78 | 0.32 | 0.00 | 0.20 | 0.48 | 0.46 | 0.71 |\n| acinar cell | 141 | 0.80 | 0.60 | 0.83 | 0.75 | 0.00 | 0.79 | 0.89 | 0.88 | 0.90 |\n| non-classical monocyte | 136 | 0.29 | 0.28 | 0.27 | 0.07 | 0.00 | 0.22 | 0.27 | 0.34 | 0.43 |\n| lung ciliated cell | 131 | 0.78 | 0.58 | 0.98 | 0.74 | 0.00 | 0.91 | 0.96 | 0.89 | 0.96 |\n| activated CD8-positive, alpha-beta T cell | 109 | 0.35 | 0.00 | 0.72 | 0.02 | 0.00 | 0.04 | 0.29 | 0.28 | 0.38 |\n| alveolar adventitial fibroblast | 111 | 0.72 | 0.05 | 0.89 | 0.21 | 0.00 | 0.57 | 0.54 | 0.73 | 0.85 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 118 | 0.15 | 0.00 | 0.39 | 0.07 | 0.00 | 0.15 | 0.14 | 0.12 | 0.33 |\n| adventitial cell | 106 | 0.13 | 0.00 | 0.74 | 0.12 | 0.00 | 0.31 | 0.28 | 0.29 | 0.62 |\n| respiratory goblet cell | 105 | 0.48 | 0.57 | 0.81 | 0.47 | 0.00 | 0.55 | 0.60 | 0.58 | 0.77 |\n| theca cell | 101 | 0.63 | 0.08 | 0.80 | 0.34 | 0.00 | 0.70 | 0.77 | 0.58 | 0.81 |\n| myeloid leukocyte | 93 | 0.17 | 0.00 | 0.73 | 0.14 | 0.00 | 0.19 | 0.23 | 0.14 | 0.54 |\n| keratocyte | 103 | 0.30 | 0.00 | 0.56 | 0.06 | 0.00 | 0.14 | 0.52 | 0.38 | 0.35 |\n| enteroglial cell | 89 | 0.84 | 0.69 | 0.94 | 0.80 | 0.00 | 0.75 | 0.96 | 0.83 | 0.86 |\n| erythroid progenitor cell | 92 | 0.59 | 0.59 | 0.69 | 0.61 | 0.00 | 0.52 | 0.65 | 0.65 | 0.70 |\n| innate lymphoid cell | 90 | 0.17 | 0.18 | 0.34 | 0.31 | 0.00 | 0.22 | 0.19 | 0.19 | 0.37 |\n| myometrial cell | 86 | 0.78 | 0.00 | 0.78 | 0.15 | 0.00 | 0.21 | 0.64 | 0.53 | 0.80 |\n| endothelial cell of vascular tree | 90 | 0.45 | 0.15 | 0.54 | 0.54 | 0.00 | 0.21 | 0.50 | 0.46 | 0.68 |\n| hematopoietic stem cell | 91 | 0.74 | 0.65 | 0.77 | 0.72 | 0.00 | 0.64 | 0.79 | 0.79 | 0.85 |\n| salivary gland cell | 88 | 0.54 | 0.00 | 0.89 | 0.57 | 0.00 | 0.67 | 0.54 | 0.58 | 0.88 |\n| granulocyte | 76 | 0.23 | 0.03 | 0.50 | 0.35 | 0.00 | 0.15 | 0.24 | 0.19 | 0.47 |\n| CD8-positive, alpha-beta thymocyte | 72 | 0.24 | 0.00 | 0.39 | 0.17 | 0.00 | 0.18 | 0.24 | 0.25 | 0.44 |\n| ciliated columnar cell of tracheobronchial tree | 61 | 0.19 | 0.28 | 0.96 | 0.52 | 0.00 | 0.78 | 0.90 | 0.83 | 0.96 |\n| intrahepatic cholangiocyte | 49 | 0.99 | 0.05 | 0.95 | 0.27 | 0.00 | 0.55 | 0.97 | 0.87 | 0.99 |\n| mural cell | 73 | 0.35 | 0.10 | 0.86 | 0.13 | 0.00 | 0.31 | 0.61 | 0.54 | 0.78 |\n| intestinal crypt stem cell of small intestine | 56 | 0.24 | 0.27 | 0.32 | 0.16 | 0.00 | 0.04 | 0.34 | 0.39 | 0.47 |\n| activated CD4-positive, alpha-beta T cell | 77 | 0.04 | 0.00 | 0.32 | 0.00 | 0.00 | 0.14 | 0.13 | 0.13 | 0.28 |\n| myeloid dendritic cell | 46 | 0.14 | 0.15 | 0.41 | 0.22 | 0.00 | 0.11 | 0.16 | 0.12 | 0.23 |\n| Mueller cell | 47 | 0.54 | 0.34 | 0.59 | 0.64 | 0.00 | 0.72 | 0.88 | 0.72 | 0.82 |\n| fast muscle cell | 52 | 0.71 | 0.56 | 0.93 | 0.74 | 0.00 | 0.88 | 0.81 | 0.81 | 0.93 |\n| platelet | 37 | 0.91 | 0.90 | 0.95 | 0.83 | 0.00 | 0.70 | 0.90 | 0.69 | 0.93 |\n| myoepithelial cell | 41 | 0.76 | 0.41 | 0.72 | 0.43 | 0.00 | 0.38 | 0.62 | 0.38 | 0.89 |\n| common myeloid progenitor | 53 | 0.54 | 0.46 | 0.76 | 0.30 | 0.00 | 0.38 | 0.62 | 0.68 | 0.66 |\n| thymocyte | 42 | 0.00 | 0.00 | 0.33 | 0.33 | 0.00 | 0.39 | 0.33 | 0.21 | 0.67 |\n| intestinal tuft cell | 26 | 0.68 | 0.58 | 0.92 | 0.58 | 0.00 | 0.59 | 0.96 | 0.81 | 0.88 |\n| pancreatic stellate cell | 44 | 0.00 | 0.00 | 0.88 | 0.33 | 0.00 | 0.00 | 0.54 | 0.31 | 0.78 |\n| tendon cell | 35 | 0.43 | 0.00 | 0.52 | 0.44 | 0.00 | 0.30 | 0.45 | 0.21 | 0.67 |\n| microglial cell | 41 | 0.07 | 0.00 | 0.53 | 0.12 | 0.00 | 0.15 | 0.20 | 0.15 | 0.34 |\n| muscle cell | 47 | 0.71 | 0.00 | 0.95 | 0.74 | 0.00 | 0.91 | 0.80 | 0.84 | 0.95 |\n| enterocyte of epithelium proper of jejunum | 52 | 0.00 | 0.00 | 0.20 | 0.27 | 0.00 | 0.11 | 0.55 | 0.37 | 0.63 |\n| mesothelial cell | 34 | 0.67 | 0.65 | 0.86 | 0.75 | 0.00 | 0.41 | 0.44 | 0.72 | 0.72 |\n| colon endothelial cell | 43 | 0.05 | 0.05 | 0.68 | 0.07 | 0.00 | 0.21 | 0.26 | 0.33 | 0.46 |\n| colon macrophage | 35 | 0.19 | 0.00 | 0.76 | 0.04 | 0.00 | 0.03 | 0.24 | 0.18 | 0.57 |\n| serous cell of epithelium of trachea | 27 | 0.37 | 0.00 | 0.79 | 0.25 | 0.00 | 0.10 | 0.38 | 0.39 | 0.76 |\n| ciliated epithelial cell | 34 | 0.90 | 0.00 | 0.96 | 0.48 | 0.00 | 0.85 | 0.96 | 0.86 | 0.94 |\n| Schwann cell | 28 | 0.73 | 0.56 | 0.60 | 0.42 | 0.00 | 0.46 | 0.61 | 0.55 | 0.74 |\n| supporting cell of vestibular epithelium | 31 | 0.86 | 0.12 | 0.52 | 0.64 | 0.00 | 0.36 | 0.98 | 0.77 | 0.94 |\n| mucus secreting cell | 24 | 0.57 | 0.11 | 0.78 | 0.21 | 0.00 | 0.22 | 0.62 | 0.55 | 0.78 |\n| enteroendocrine cell of small intestine | 25 | 0.64 | 0.10 | 0.78 | 0.55 | 0.00 | 0.67 | 0.86 | 0.68 | 0.78 |\n| ovarian surface epithelial cell | 19 | 0.55 | 0.33 | 0.80 | 0.60 | 0.00 | 0.17 | 0.84 | 0.61 | 0.89 |\n| transit amplifying cell of colon | 23 | 0.56 | 0.35 | 0.46 | 0.13 | 0.00 | 0.06 | 0.53 | 0.42 | 0.67 |\n| glandular epithelial cell | 26 | 0.67 | 0.11 | 0.67 | 0.21 | 0.00 | 0.59 | 0.98 | 0.62 | 0.89 |\n| melanocyte | 24 | 0.75 | 0.51 | 0.70 | 0.36 | 0.00 | 0.53 | 0.81 | 0.57 | 0.94 |\n| tracheal goblet cell | 20 | 0.00 | 0.19 | 0.58 | 0.67 | 0.00 | 0.40 | 0.75 | 0.63 | 0.74 |\n| hepatic stellate cell | 26 | 0.36 | 0.00 | 0.71 | 0.13 | 0.00 | 0.15 | 0.54 | 0.38 | 0.69 |\n| bronchial smooth muscle cell | 26 | 0.00 | 0.00 | 0.56 | 0.11 | 0.00 | 0.33 | 0.35 | 0.33 | 0.53 |\n| paneth cell of colon | 21 | 0.58 | 0.29 | 0.50 | 0.41 | 0.00 | 0.18 | 0.77 | 0.34 | 0.88 |\n| tongue muscle cell | 18 | 0.50 | 0.00 | 0.81 | 0.31 | 0.00 | 0.36 | 0.58 | 0.32 | 0.77 |\n| leukocyte | 28 | 0.16 | 0.07 | 0.19 | 0.00 | 0.00 | 0.00 | 0.14 | 0.11 | 0.21 |\n| tuft cell of colon | 32 | 0.00 | 0.00 | 0.72 | 0.37 | 0.00 | 0.70 | 0.89 | 0.83 | 0.85 |\n| slow muscle cell | 19 | 0.70 | 0.25 | 0.73 | 0.40 | 0.00 | 0.64 | 0.76 | 0.73 | 0.80 |\n| ionocyte | 13 | 0.52 | 0.18 | 0.76 | 0.46 | 0.00 | 0.06 | 0.81 | 0.67 | 0.86 |\n| connective tissue cell | 20 | 0.00 | 0.00 | 0.95 | 0.00 | 0.00 | 0.00 | 0.56 | 0.24 | 0.69 |\n| neuro-medullary thymic epithelial cell | 12 | 0.34 | 0.35 | 0.73 | 0.36 | 0.00 | 0.25 | 0.38 | 0.35 | 0.46 |\n| sebum secreting cell | 18 | 0.00 | 0.02 | 0.77 | 0.16 | 0.00 | 0.12 | 0.81 | 0.58 | 0.83 |\n| endothelial cell of arteriole | 11 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.26 | 0.42 | 0.32 | 0.62 |\n| male germ cell | 12 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.21 | 0.96 | 0.81 | 0.96 |\n| type B pancreatic cell | 10 | 0.80 | 0.00 | 0.84 | 0.86 | 0.00 | 0.74 | 0.95 | 0.86 | 0.95 |\n| hematopoietic cell | 10 | 0.00 | 0.00 | 0.53 | 0.00 | 0.00 | 0.18 | 0.62 | 0.42 | 0.86 |\n| plasmacytoid dendritic cell | 5 | 0.13 | 0.29 | 0.33 | 0.22 | 0.00 | 0.06 | 0.35 | 0.17 | 0.35 |\n| neuron | 4 | 0.00 | 0.00 | 0.89 | 0.21 | 0.00 | 0.29 | 0.44 | 0.46 | 0.89 |\n| myeloid cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 0.22 | 0.10 | 0.25 |\n| myo-medullary thymic epithelial cell | 3 | 0.33 | 0.00 | 0.80 | 0.33 | 0.00 | 0.44 | 0.57 | 0.40 | 0.67 |\n| Langerhans cell | 10 | 0.00 | 0.00 | 0.67 | 0.25 | 0.00 | 0.42 | 0.32 | 0.34 | 0.63 |\n| interstitial cell of Cajal | 7 | 0.00 | 0.00 | 1.00 | 0.15 | 0.00 | 0.00 | 0.70 | 0.56 | 0.86 |\n| retinal pigment epithelial cell | 6 | 0.92 | 0.00 | 0.50 | 0.80 | 0.00 | 0.92 | 1.00 | 0.92 | 1.00 |\n| peritubular myoid cell | 8 | 0.32 | 0.00 | 0.55 | 0.00 | 0.00 | 0.00 | 0.35 | 0.35 | 0.43 |\n| spermatogonium | 10 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.25 | 0.82 | 0.86 | 0.75 |\n| retinal bipolar neuron | 10 | 0.00 | 0.18 | 0.46 | 0.40 | 0.00 | 0.26 | 0.76 | 0.67 | 0.67 |\n| endothelial cell of venule | 7 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.73 | 0.30 | 0.00 |\n| vestibular dark cell | 5 | 0.00 | 0.00 | 0.33 | 0.20 | 0.00 | 0.09 | 1.00 | 0.73 | 0.80 |\n| pancreatic A cell | 2 | 0.67 | 0.00 | 0.67 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| type L enteroendocrine cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 1.00 | 0.44 | 0.40 |\n| medullary thymic epithelial cell | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.03 | 1.00 | 0.67 | 0.50 |\n| adipocyte | 2 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.20 | 0.22 | 0.12 | 0.29 |\n| transit amplifying cell of small intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| taste receptor cell | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.07 | 0.50 | 0.09 | 0.80 |\n| enterochromaffin-like cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.40 | 0.00 |\n| enteroendocrine cell | 4 | 0.00 | 0.33 | 1.00 | 0.57 | 0.00 | 0.55 | 0.89 | 0.44 | 0.89 |\n| pulmonary ionocyte | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.21 | 1.00 | 1.00 | 1.00 |\n| glial cell | 1 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.10 | 0.40 | 0.15 | 0.67 |\n| oocyte | 5 | 0.00 | 0.04 | 0.89 | 0.89 | 0.00 | 0.71 | 1.00 | 1.00 | 1.00 |\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 | 0 | 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 | 0.00 | 0.33 | 0.00 |\n| pancreatic D cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T follicular helper cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 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 | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal cell | 1 | 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 | 102833 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 87430 | 0.57 | 0.78 | 0.87 | 0.83 | 0.00 | 0.57 | 0.45 | 0.52 | 0.82 |\n| fibroblast | 74840 | 0.79 | 0.74 | 0.97 | 0.85 | 0.00 | 0.86 | 0.70 | 0.66 | 0.93 |\n| CD8-positive, alpha-beta T cell | 68607 | 0.73 | 0.77 | 0.87 | 0.82 | 0.00 | 0.72 | 0.59 | 0.62 | 0.82 |\n| neutrophil | 62682 | 0.95 | 0.97 | 0.98 | 0.98 | 0.00 | 0.94 | 0.95 | 0.93 | 0.98 |\n| macrophage | 62296 | 0.79 | 0.83 | 0.95 | 0.87 | 0.00 | 0.77 | 0.75 | 0.70 | 0.91 |\n| stromal cell of ovary | 31442 | 0.95 | 0.67 | 0.94 | 0.89 | 0.00 | 0.95 | 0.96 | 0.92 | 0.99 |\n| endothelial cell | 30391 | 0.70 | 0.69 | 0.96 | 0.82 | 0.00 | 0.81 | 0.66 | 0.65 | 0.91 |\n| basal cell | 30140 | 0.88 | 0.80 | 0.94 | 0.81 | 0.00 | 0.84 | 0.85 | 0.83 | 0.94 |\n| plasma cell | 24580 | 0.98 | 0.97 | 0.98 | 0.97 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| bladder urothelial cell | 24516 | 0.98 | 0.96 | 0.98 | 0.78 | 0.00 | 0.95 | 0.98 | 0.97 | 0.99 |\n| monocyte | 23207 | 0.44 | 0.31 | 0.86 | 0.73 | 0.00 | 0.59 | 0.51 | 0.53 | 0.72 |\n| mesenchymal stem cell | 21124 | 0.89 | 0.73 | 0.95 | 0.72 | 0.00 | 0.94 | 0.91 | 0.82 | 0.95 |\n| smooth muscle cell | 16525 | 0.73 | 0.64 | 0.93 | 0.85 | 0.00 | 0.84 | 0.75 | 0.75 | 0.88 |\n| classical monocyte | 16439 | 0.58 | 0.55 | 0.84 | 0.74 | 0.00 | 0.71 | 0.59 | 0.65 | 0.77 |\n| luminal epithelial cell of mammary gland | 13905 | 0.98 | 0.00 | 0.98 | 0.85 | 0.00 | 0.96 | 0.98 | 0.96 | 0.99 |\n| capillary endothelial cell | 13793 | 0.70 | 0.54 | 0.93 | 0.78 | 0.00 | 0.76 | 0.69 | 0.68 | 0.85 |\n| erythrocyte | 13136 | 0.97 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.96 | 0.96 | 0.97 |\n| natural killer cell | 12736 | 0.72 | 0.73 | 0.83 | 0.80 | 0.00 | 0.72 | 0.68 | 0.70 | 0.77 |\n| enterocyte of epithelium proper of duodenum | 12144 | 0.91 | 0.00 | 0.88 | 0.75 | 0.00 | 0.94 | 0.91 | 0.89 | 0.96 |\n| stratified squamous epithelial cell | 11080 | 0.84 | 0.72 | 0.93 | 0.83 | 0.00 | 0.83 | 0.85 | 0.82 | 0.90 |\n| acinar cell of salivary gland | 11027 | 0.95 | 0.74 | 0.97 | 0.80 | 0.00 | 0.95 | 0.95 | 0.93 | 0.98 |\n| pulmonary alveolar type 2 cell | 10382 | 0.97 | 0.96 | 0.99 | 0.89 | 0.00 | 0.96 | 0.97 | 0.96 | 0.98 |\n| conjunctival epithelial cell | 9912 | 0.91 | 0.70 | 0.91 | 0.71 | 0.00 | 0.91 | 0.94 | 0.90 | 0.96 |\n| pericyte | 9774 | 0.64 | 0.49 | 0.90 | 0.77 | 0.00 | 0.72 | 0.69 | 0.67 | 0.81 |\n| luminal cell of prostate epithelium | 9586 | 0.91 | 0.68 | 0.96 | 0.86 | 0.00 | 0.93 | 0.94 | 0.92 | 0.95 |\n| cardiac endothelial cell | 9147 | 0.94 | 0.80 | 0.98 | 0.83 | 0.00 | 0.97 | 0.95 | 0.88 | 0.98 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 8856 | 0.21 | 0.02 | 0.51 | 0.32 | 0.00 | 0.28 | 0.24 | 0.30 | 0.39 |\n| kidney epithelial cell | 8324 | 0.98 | 0.22 | 0.97 | 0.79 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| hepatocyte | 6650 | 1.00 | 0.98 | 0.98 | 0.89 | 0.00 | 0.97 | 0.99 | 0.98 | 1.00 |\n| blood vessel smooth muscle cell | 6012 | 0.73 | 0.20 | 0.95 | 0.87 | 0.00 | 0.94 | 0.90 | 0.79 | 0.95 |\n| enterocyte of epithelium proper of ileum | 5837 | 0.97 | 0.00 | 0.86 | 0.67 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| T cell | 5644 | 0.47 | 0.17 | 0.70 | 0.41 | 0.00 | 0.45 | 0.40 | 0.38 | 0.64 |\n| mast cell | 5639 | 0.87 | 0.84 | 0.97 | 0.94 | 0.00 | 0.95 | 0.92 | 0.88 | 0.95 |\n| skeletal muscle satellite stem cell | 5579 | 0.95 | 0.92 | 0.98 | 0.92 | 0.00 | 0.96 | 0.95 | 0.91 | 0.97 |\n| regular atrial cardiac myocyte | 5261 | 0.82 | 0.62 | 0.91 | 0.75 | 0.00 | 0.96 | 0.91 | 0.91 | 0.95 |\n| pancreatic acinar cell | 4921 | 0.95 | 0.01 | 0.97 | 0.83 | 0.00 | 0.91 | 0.98 | 0.96 | 0.99 |\n| intermediate monocyte | 4943 | 0.38 | 0.10 | 0.71 | 0.53 | 0.00 | 0.27 | 0.38 | 0.46 | 0.57 |\n| mature NK T cell | 4847 | 0.38 | 0.42 | 0.69 | 0.61 | 0.00 | 0.51 | 0.37 | 0.46 | 0.63 |\n| mononuclear phagocyte | 4876 | 0.42 | 0.00 | 0.96 | 0.57 | 0.00 | 0.90 | 0.68 | 0.53 | 0.91 |\n| fibroblast of breast | 4771 | 0.81 | 0.00 | 0.99 | 0.67 | 0.00 | 0.82 | 0.85 | 0.71 | 0.97 |\n| vascular associated smooth muscle cell | 4541 | 0.68 | 0.02 | 0.86 | 0.67 | 0.00 | 0.76 | 0.65 | 0.65 | 0.79 |\n| vein endothelial cell | 4236 | 0.42 | 0.09 | 0.87 | 0.60 | 0.00 | 0.55 | 0.50 | 0.49 | 0.72 |\n| CD4-positive, alpha-beta thymocyte | 4228 | 0.39 | 0.00 | 0.75 | 0.58 | 0.00 | 0.67 | 0.38 | 0.35 | 0.72 |\n| enterocyte of epithelium of large intestine | 4141 | 0.78 | 0.24 | 0.75 | 0.71 | 0.00 | 0.83 | 0.80 | 0.86 | 0.85 |\n| myofibroblast cell | 4007 | 0.64 | 0.14 | 0.91 | 0.76 | 0.00 | 0.71 | 0.63 | 0.61 | 0.86 |\n| thymic fibroblast type 2 | 3766 | 0.58 | 0.00 | 0.86 | 0.52 | 0.00 | 0.86 | 0.67 | 0.56 | 0.90 |\n| corneal epithelial cell | 3792 | 0.90 | 0.00 | 0.95 | 0.89 | 0.00 | 0.94 | 0.96 | 0.92 | 0.96 |\n| spermatid | 3597 | 0.96 | 0.00 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.96 | 0.99 |\n| duct epithelial cell | 3533 | 0.81 | 0.38 | 0.92 | 0.74 | 0.00 | 0.86 | 0.86 | 0.79 | 0.91 |\n| mesenchymal stem cell of adipose tissue | 3433 | 0.28 | 0.00 | 0.75 | 0.58 | 0.00 | 0.48 | 0.32 | 0.37 | 0.55 |\n| basal cell of prostate epithelium | 3145 | 0.73 | 0.01 | 0.93 | 0.77 | 0.00 | 0.83 | 0.88 | 0.75 | 0.88 |\n| endothelial cell of artery | 3109 | 0.47 | 0.28 | 0.84 | 0.66 | 0.00 | 0.69 | 0.63 | 0.55 | 0.79 |\n| stromal cell | 3118 | 0.61 | 0.01 | 0.70 | 0.58 | 0.00 | 0.89 | 0.79 | 0.70 | 0.93 |\n| thymic fibroblast type 1 | 2937 | 0.30 | 0.00 | 0.91 | 0.55 | 0.00 | 0.86 | 0.68 | 0.48 | 0.87 |\n| pulmonary alveolar type 1 cell | 2802 | 0.96 | 0.93 | 0.98 | 0.93 | 0.00 | 0.95 | 0.98 | 0.94 | 0.98 |\n| spermatocyte | 2772 | 0.92 | 0.00 | 0.97 | 0.93 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| pancreatic ductal cell | 2448 | 0.89 | 0.13 | 0.95 | 0.83 | 0.00 | 0.87 | 0.96 | 0.94 | 0.97 |\n| regulatory T cell | 2370 | 0.10 | 0.00 | 0.41 | 0.32 | 0.00 | 0.27 | 0.33 | 0.34 | 0.49 |\n| ventricular cardiac muscle cell | 2358 | 0.30 | 0.00 | 0.81 | 0.67 | 0.00 | 0.96 | 0.83 | 0.84 | 0.88 |\n| endothelial cell of lymphatic vessel | 2188 | 0.66 | 0.46 | 0.94 | 0.76 | 0.00 | 0.76 | 0.63 | 0.64 | 0.80 |\n| hematopoietic precursor cell | 1919 | 0.63 | 0.65 | 0.84 | 0.78 | 0.00 | 0.46 | 0.60 | 0.61 | 0.78 |\n| retinal blood vessel endothelial cell | 1866 | 0.23 | 0.00 | 0.92 | 0.47 | 0.00 | 0.96 | 0.63 | 0.54 | 0.91 |\n| small intestine goblet cell | 1824 | 0.87 | 0.52 | 0.93 | 0.85 | 0.00 | 0.87 | 0.94 | 0.90 | 0.95 |\n| gamma-delta T cell | 1809 | 0.20 | 0.11 | 0.78 | 0.38 | 0.00 | 0.56 | 0.67 | 0.49 | 0.79 |\n| fibroblast of cardiac tissue | 1764 | 0.95 | 0.18 | 0.99 | 0.54 | 0.00 | 0.85 | 0.74 | 0.68 | 0.98 |\n| paneth cell of epithelium of small intestine | 1675 | 0.48 | 0.41 | 0.79 | 0.58 | 0.00 | 0.68 | 0.69 | 0.74 | 0.83 |\n| club cell | 1585 | 0.82 | 0.68 | 0.91 | 0.70 | 0.00 | 0.76 | 0.80 | 0.74 | 0.89 |\n| intestinal crypt stem cell of colon | 1561 | 0.74 | 0.46 | 0.80 | 0.62 | 0.00 | 0.76 | 0.87 | 0.85 | 0.92 |\n| progenitor cell of mammary luminal epithelium | 1520 | 0.98 | 0.00 | 0.99 | 0.97 | 0.00 | 0.94 | 0.96 | 0.93 | 0.99 |\n| epithelial cell | 1502 | 0.90 | 0.29 | 0.98 | 0.73 | 0.00 | 0.90 | 0.92 | 0.92 | 0.95 |\n| basophil | 1507 | 0.44 | 0.01 | 0.96 | 0.85 | 0.00 | 0.86 | 0.80 | 0.69 | 0.92 |\n| large intestine goblet cell | 1415 | 0.88 | 0.15 | 0.93 | 0.77 | 0.00 | 0.77 | 0.94 | 0.89 | 0.94 |\n| eye photoreceptor cell | 1385 | 0.90 | 0.90 | 0.96 | 0.94 | 0.00 | 0.96 | 0.98 | 0.97 | 0.97 |\n| epithelial cell of uterus | 1267 | 0.93 | 0.23 | 0.98 | 0.65 | 0.00 | 0.90 | 0.92 | 0.86 | 0.98 |\n| enterocyte of epithelium proper of small intestine | 1279 | 0.37 | 0.00 | 0.76 | 0.58 | 0.00 | 0.79 | 0.62 | 0.67 | 0.83 |\n| tissue-resident macrophage | 1237 | 0.60 | 0.00 | 0.85 | 0.64 | 0.00 | 0.47 | 0.51 | 0.48 | 0.72 |\n| acinar cell | 1204 | 0.82 | 0.31 | 0.97 | 0.88 | 0.00 | 0.89 | 0.92 | 0.89 | 0.93 |\n| non-classical monocyte | 1148 | 0.35 | 0.30 | 0.55 | 0.37 | 0.00 | 0.24 | 0.35 | 0.37 | 0.60 |\n| lung ciliated cell | 1078 | 0.74 | 0.14 | 0.98 | 0.91 | 0.00 | 0.97 | 0.95 | 0.92 | 0.98 |\n| activated CD8-positive, alpha-beta T cell | 1038 | 0.38 | 0.00 | 0.87 | 0.45 | 0.00 | 0.58 | 0.33 | 0.32 | 0.71 |\n| alveolar adventitial fibroblast | 1002 | 0.76 | 0.01 | 0.94 | 0.61 | 0.00 | 0.64 | 0.61 | 0.75 | 0.95 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 938 | 0.14 | 0.00 | 0.61 | 0.40 | 0.00 | 0.19 | 0.18 | 0.14 | 0.45 |\n| adventitial cell | 939 | 0.16 | 0.00 | 0.89 | 0.55 | 0.00 | 0.64 | 0.32 | 0.35 | 0.83 |\n| respiratory goblet cell | 935 | 0.53 | 0.39 | 0.90 | 0.73 | 0.00 | 0.59 | 0.64 | 0.66 | 0.85 |\n| theca cell | 937 | 0.66 | 0.00 | 0.87 | 0.74 | 0.00 | 0.62 | 0.79 | 0.61 | 0.89 |\n| myeloid leukocyte | 909 | 0.14 | 0.00 | 0.84 | 0.45 | 0.00 | 0.68 | 0.31 | 0.21 | 0.77 |\n| keratocyte | 896 | 0.36 | 0.00 | 0.77 | 0.31 | 0.00 | 0.53 | 0.54 | 0.39 | 0.78 |\n| enteroglial cell | 901 | 0.83 | 0.53 | 0.97 | 0.91 | 0.00 | 0.83 | 0.91 | 0.81 | 0.89 |\n| erythroid progenitor cell | 879 | 0.61 | 0.56 | 0.84 | 0.82 | 0.00 | 0.74 | 0.77 | 0.76 | 0.78 |\n| innate lymphoid cell | 874 | 0.18 | 0.10 | 0.57 | 0.46 | 0.00 | 0.55 | 0.24 | 0.25 | 0.50 |\n| myometrial cell | 831 | 0.82 | 0.00 | 0.88 | 0.67 | 0.00 | 0.79 | 0.68 | 0.62 | 0.89 |\n| endothelial cell of vascular tree | 785 | 0.43 | 0.01 | 0.81 | 0.62 | 0.00 | 0.66 | 0.60 | 0.50 | 0.79 |\n| hematopoietic stem cell | 767 | 0.71 | 0.52 | 0.85 | 0.80 | 0.00 | 0.74 | 0.87 | 0.83 | 0.87 |\n| salivary gland cell | 762 | 0.55 | 0.00 | 0.92 | 0.72 | 0.00 | 0.81 | 0.56 | 0.63 | 0.91 |\n| granulocyte | 693 | 0.23 | 0.00 | 0.70 | 0.66 | 0.00 | 0.23 | 0.28 | 0.22 | 0.58 |\n| CD8-positive, alpha-beta thymocyte | 659 | 0.23 | 0.00 | 0.58 | 0.45 | 0.00 | 0.55 | 0.32 | 0.32 | 0.77 |\n| ciliated columnar cell of tracheobronchial tree | 652 | 0.26 | 0.07 | 0.97 | 0.86 | 0.00 | 0.94 | 0.94 | 0.88 | 0.98 |\n| intrahepatic cholangiocyte | 616 | 0.97 | 0.02 | 0.97 | 0.82 | 0.00 | 0.92 | 0.97 | 0.91 | 0.99 |\n| mural cell | 545 | 0.32 | 0.07 | 0.95 | 0.62 | 0.00 | 0.65 | 0.65 | 0.57 | 0.96 |\n| intestinal crypt stem cell of small intestine | 531 | 0.24 | 0.18 | 0.42 | 0.36 | 0.00 | 0.35 | 0.50 | 0.55 | 0.59 |\n| activated CD4-positive, alpha-beta T cell | 495 | 0.04 | 0.00 | 0.55 | 0.30 | 0.00 | 0.16 | 0.14 | 0.13 | 0.32 |\n| myeloid dendritic cell | 525 | 0.13 | 0.04 | 0.59 | 0.44 | 0.00 | 0.19 | 0.24 | 0.20 | 0.33 |\n| Mueller cell | 459 | 0.64 | 0.30 | 0.84 | 0.79 | 0.00 | 0.86 | 0.95 | 0.83 | 0.91 |\n| fast muscle cell | 443 | 0.69 | 0.49 | 0.94 | 0.87 | 0.00 | 0.92 | 0.80 | 0.89 | 0.94 |\n| platelet | 457 | 0.90 | 0.89 | 0.96 | 0.93 | 0.00 | 0.78 | 0.94 | 0.78 | 0.96 |\n| myoepithelial cell | 445 | 0.72 | 0.17 | 0.91 | 0.77 | 0.00 | 0.64 | 0.63 | 0.45 | 0.92 |\n| common myeloid progenitor | 403 | 0.60 | 0.27 | 0.84 | 0.76 | 0.00 | 0.65 | 0.88 | 0.80 | 0.88 |\n| thymocyte | 413 | 0.00 | 0.00 | 0.65 | 0.53 | 0.00 | 0.53 | 0.45 | 0.32 | 0.88 |\n| intestinal tuft cell | 422 | 0.85 | 0.79 | 0.97 | 0.87 | 0.00 | 0.96 | 0.97 | 0.97 | 0.97 |\n| pancreatic stellate cell | 393 | 0.00 | 0.00 | 0.97 | 0.63 | 0.00 | 0.62 | 0.57 | 0.40 | 0.87 |\n| tendon cell | 385 | 0.63 | 0.01 | 0.74 | 0.54 | 0.00 | 0.42 | 0.55 | 0.33 | 0.81 |\n| microglial cell | 369 | 0.09 | 0.00 | 0.75 | 0.27 | 0.00 | 0.50 | 0.25 | 0.19 | 0.57 |\n| muscle cell | 359 | 0.72 | 0.00 | 0.98 | 0.94 | 0.00 | 0.92 | 0.75 | 0.94 | 0.96 |\n| enterocyte of epithelium proper of jejunum | 353 | 0.00 | 0.00 | 0.65 | 0.56 | 0.00 | 0.93 | 0.56 | 0.40 | 0.93 |\n| mesothelial cell | 316 | 0.61 | 0.47 | 0.94 | 0.83 | 0.00 | 0.61 | 0.50 | 0.74 | 0.78 |\n| colon endothelial cell | 305 | 0.02 | 0.00 | 0.87 | 0.35 | 0.00 | 0.57 | 0.26 | 0.33 | 0.82 |\n| colon macrophage | 293 | 0.20 | 0.00 | 0.83 | 0.46 | 0.00 | 0.80 | 0.30 | 0.27 | 0.88 |\n| serous cell of epithelium of trachea | 299 | 0.40 | 0.00 | 0.87 | 0.65 | 0.00 | 0.34 | 0.49 | 0.55 | 0.84 |\n| ciliated epithelial cell | 286 | 0.87 | 0.00 | 0.98 | 0.83 | 0.00 | 0.96 | 0.98 | 0.95 | 0.98 |\n| Schwann cell | 290 | 0.71 | 0.32 | 0.87 | 0.72 | 0.00 | 0.56 | 0.79 | 0.75 | 0.85 |\n| supporting cell of vestibular epithelium | 239 | 0.84 | 0.00 | 0.72 | 0.78 | 0.00 | 0.80 | 1.00 | 0.88 | 0.99 |\n| mucus secreting cell | 246 | 0.52 | 0.02 | 0.89 | 0.74 | 0.00 | 0.72 | 0.70 | 0.74 | 0.88 |\n| enteroendocrine cell of small intestine | 239 | 0.67 | 0.08 | 0.88 | 0.77 | 0.00 | 0.85 | 0.96 | 0.85 | 0.94 |\n| ovarian surface epithelial cell | 222 | 0.43 | 0.07 | 0.93 | 0.87 | 0.00 | 0.62 | 0.84 | 0.70 | 0.96 |\n| transit amplifying cell of colon | 214 | 0.50 | 0.17 | 0.66 | 0.48 | 0.00 | 0.35 | 0.75 | 0.67 | 0.86 |\n| glandular epithelial cell | 209 | 0.58 | 0.03 | 0.91 | 0.67 | 0.00 | 0.88 | 0.96 | 0.72 | 0.99 |\n| melanocyte | 210 | 0.65 | 0.30 | 0.86 | 0.66 | 0.00 | 0.75 | 0.85 | 0.75 | 0.92 |\n| tracheal goblet cell | 212 | 0.00 | 0.14 | 0.87 | 0.70 | 0.00 | 0.70 | 0.83 | 0.69 | 0.94 |\n| hepatic stellate cell | 197 | 0.36 | 0.00 | 0.83 | 0.40 | 0.00 | 0.51 | 0.54 | 0.36 | 0.73 |\n| bronchial smooth muscle cell | 194 | 0.00 | 0.00 | 0.75 | 0.49 | 0.00 | 0.31 | 0.48 | 0.53 | 0.77 |\n| paneth cell of colon | 196 | 0.44 | 0.07 | 0.76 | 0.62 | 0.00 | 0.47 | 0.81 | 0.37 | 0.90 |\n| tongue muscle cell | 184 | 0.43 | 0.00 | 0.90 | 0.74 | 0.00 | 0.55 | 0.72 | 0.51 | 0.95 |\n| leukocyte | 173 | 0.10 | 0.01 | 0.63 | 0.13 | 0.00 | 0.33 | 0.29 | 0.15 | 0.47 |\n| tuft cell of colon | 146 | 0.00 | 0.03 | 0.88 | 0.60 | 0.00 | 0.83 | 0.90 | 0.90 | 0.98 |\n| slow muscle cell | 155 | 0.70 | 0.15 | 0.87 | 0.77 | 0.00 | 0.58 | 0.91 | 0.91 | 0.95 |\n| ionocyte | 147 | 0.58 | 0.05 | 0.82 | 0.64 | 0.00 | 0.34 | 0.86 | 0.80 | 0.93 |\n| connective tissue cell | 132 | 0.01 | 0.00 | 0.97 | 0.82 | 0.00 | 0.37 | 0.47 | 0.25 | 0.94 |\n| neuro-medullary thymic epithelial cell | 123 | 0.28 | 0.20 | 0.85 | 0.74 | 0.00 | 0.54 | 0.42 | 0.49 | 0.48 |\n| sebum secreting cell | 117 | 0.00 | 0.02 | 0.93 | 0.48 | 0.00 | 0.65 | 0.94 | 0.64 | 0.93 |\n| endothelial cell of arteriole | 121 | 0.00 | 0.00 | 0.94 | 0.32 | 0.00 | 0.72 | 0.52 | 0.49 | 0.98 |\n| male germ cell | 104 | 0.00 | 0.00 | 0.90 | 0.83 | 0.00 | 0.79 | 1.00 | 0.78 | 0.99 |\n| type B pancreatic cell | 92 | 0.81 | 0.00 | 0.94 | 0.86 | 0.00 | 0.92 | 1.00 | 0.96 | 0.99 |\n| hematopoietic cell | 90 | 0.00 | 0.00 | 0.75 | 0.61 | 0.00 | 0.34 | 0.59 | 0.43 | 0.83 |\n| plasmacytoid dendritic cell | 94 | 0.53 | 0.29 | 0.78 | 0.67 | 0.00 | 0.15 | 0.62 | 0.39 | 0.71 |\n| neuron | 78 | 0.00 | 0.00 | 0.99 | 0.81 | 0.00 | 0.61 | 0.65 | 0.79 | 0.96 |\n| myeloid cell | 76 | 0.00 | 0.00 | 0.66 | 0.03 | 0.00 | 0.29 | 0.34 | 0.28 | 0.74 |\n| myo-medullary thymic epithelial cell | 74 | 0.68 | 0.00 | 0.95 | 0.85 | 0.00 | 0.91 | 0.90 | 0.94 | 0.96 |\n| Langerhans cell | 66 | 0.00 | 0.00 | 0.85 | 0.54 | 0.00 | 0.24 | 0.39 | 0.42 | 0.87 |\n| interstitial cell of Cajal | 64 | 0.00 | 0.00 | 0.95 | 0.72 | 0.00 | 0.61 | 0.58 | 0.60 | 0.94 |\n| retinal pigment epithelial cell | 61 | 0.83 | 0.00 | 0.98 | 0.91 | 0.00 | 0.95 | 1.00 | 0.93 | 0.99 |\n| peritubular myoid cell | 59 | 0.20 | 0.00 | 0.72 | 0.63 | 0.00 | 0.55 | 0.53 | 0.62 | 0.83 |\n| spermatogonium | 54 | 0.00 | 0.00 | 0.74 | 0.57 | 0.00 | 0.56 | 0.94 | 0.80 | 0.89 |\n| retinal bipolar neuron | 50 | 0.00 | 0.04 | 0.86 | 0.72 | 0.00 | 0.30 | 0.72 | 0.89 | 0.90 |\n| endothelial cell of venule | 45 | 0.00 | 0.00 | 0.96 | 0.27 | 0.00 | 0.57 | 0.85 | 0.54 | 0.97 |\n| vestibular dark cell | 44 | 0.00 | 0.00 | 0.45 | 0.23 | 0.00 | 0.34 | 1.00 | 0.93 | 0.96 |\n| pancreatic A cell | 46 | 0.67 | 0.00 | 0.92 | 0.87 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |\n| type L enteroendocrine cell | 40 | 0.00 | 0.09 | 0.89 | 0.73 | 0.00 | 0.84 | 0.95 | 0.93 | 1.00 |\n| medullary thymic epithelial cell | 40 | 0.00 | 0.00 | 0.75 | 0.26 | 0.00 | 0.40 | 0.94 | 0.73 | 0.92 |\n| adipocyte | 37 | 0.00 | 0.00 | 0.69 | 0.48 | 0.00 | 0.55 | 0.69 | 0.46 | 0.88 |\n| transit amplifying cell of small intestine | 34 | 0.00 | 0.00 | 0.40 | 0.33 | 0.00 | 0.14 | 0.83 | 0.75 | 0.91 |\n| taste receptor cell | 29 | 0.00 | 0.00 | 0.82 | 0.47 | 0.00 | 0.09 | 0.84 | 0.27 | 0.89 |\n| enterochromaffin-like cell | 25 | 0.00 | 0.01 | 0.83 | 0.59 | 0.00 | 0.85 | 1.00 | 0.89 | 0.96 |\n| enteroendocrine cell | 21 | 0.00 | 0.00 | 0.91 | 0.73 | 0.00 | 0.72 | 0.93 | 0.84 | 0.93 |\n| pulmonary ionocyte | 23 | 0.00 | 0.00 | 0.75 | 0.45 | 0.00 | 0.25 | 0.96 | 0.73 | 0.92 |\n| glial cell | 19 | 0.00 | 0.00 | 0.75 | 0.62 | 0.00 | 0.25 | 0.76 | 0.30 | 0.64 |\n| oocyte | 13 | 0.00 | 0.03 | 0.90 | 0.77 | 0.00 | 0.37 | 0.90 | 0.87 | 0.87 |\n| serous cell of epithelium of bronchus | 15 | 0.00 | 0.00 | 0.93 | 0.12 | 0.00 | 0.14 | 0.71 | 0.94 | 1.00 |\n| radial glial cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 0.25 | 0.17 | 0.40 |\n| Leydig cell | 7 | 0.00 | 0.00 | 0.17 | 0.22 | 0.00 | 0.20 | 0.16 | 0.45 | 0.88 |\n| pancreatic D cell | 8 | 0.00 | 0.00 | 0.50 | 0.57 | 0.00 | 0.89 | 1.00 | 1.00 | 1.00 |\n| T follicular helper cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.62 | 0.42 | 0.89 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 0.89 | 0.86 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.80 | 0.80 | 0.67 |\n| pancreatic PP cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.22 | 1.00 | 1.00 | 1.00 |\n| epithelial fate stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.06 | 0.50 | 1.00 |\n| mesenchymal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.15 | 1.00 | 1.00 |"
 }

celltypist.pkl

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+size 3006483

harmony_knn_classifier.joblib

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+size 788375924

popv_output/predictions.csv

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-size 32729794
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+size 32877310

preprocessing.json

@@ -2,9 +2,12 @@
     "gene_names": [
         "ENSG00000000003",
         "ENSG00000000005",
+        "ENSG00000001631",
         "ENSG00000002745",
-        "ENSG00000003147",
+        "ENSG00000002746",
+        "ENSG00000003096",
         "ENSG00000003249",
+        "ENSG00000003400",
         "ENSG00000004468",
         "ENSG00000004799",
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@@ -13,23 +16,21 @@
         "ENSG00000004948",
         "ENSG00000005102",
         "ENSG00000005206",
-        "ENSG00000005249",
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-        "ENSG00000005844",
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-        "ENSG00000007174",
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         "ENSG00000007350",
@@ -45,15 +46,15 @@
         "ENSG00000008735",
         "ENSG00000008838",
         "ENSG00000009709",
-        "ENSG00000009765",
+        "ENSG00000010030",
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@@ -67,6 +68,7 @@
         "ENSG00000018625",
         "ENSG00000018869",
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+        "ENSG00000019144",
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         "ENSG00000019186",
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@@ -80,37 +82,36 @@
         "ENSG00000023445",
         "ENSG00000024526",
         "ENSG00000025423",
-        "ENSG00000026103",
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         "ENSG00000026751",
+        "ENSG00000028528",
         "ENSG00000030304",
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         "ENSG00000034239",
-        "ENSG00000034533",
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+        "ENSG00000036054",
+        "ENSG00000036448",
         "ENSG00000036473",
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-        "ENSG00000039139",
-        "ENSG00000039560",
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         "ENSG00000040275",
         "ENSG00000040608",
         "ENSG00000040731",
         "ENSG00000041353",
         "ENSG00000041982",
+        "ENSG00000042429",
         "ENSG00000042980",
         "ENSG00000043355",
         "ENSG00000043591",
         "ENSG00000044574",
         "ENSG00000046653",
-        "ENSG00000047188",
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-        "ENSG00000049246",
+        "ENSG00000048707",
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         "ENSG00000049249",
         "ENSG00000049768",
@@ -118,15 +119,17 @@
         "ENSG00000050730",
         "ENSG00000051108",
         "ENSG00000051180",
+        "ENSG00000052723",
         "ENSG00000052850",
         "ENSG00000053328",
         "ENSG00000053438",
-        "ENSG00000053702",
+        "ENSG00000053501",
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+        "ENSG00000055950",
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         "ENSG00000056277",
         "ENSG00000056291",
@@ -136,17 +139,19 @@
         "ENSG00000058804",
         "ENSG00000059573",
         "ENSG00000059691",
+        "ENSG00000059804",
         "ENSG00000060709",
         "ENSG00000060718",
         "ENSG00000061337",
-        "ENSG00000061656",
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         "ENSG00000062096",
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         "ENSG00000062370",
         "ENSG00000062524",
+        "ENSG00000063015",
         "ENSG00000063438",
         "ENSG00000063761",
+        "ENSG00000064012",
         "ENSG00000064195",
         "ENSG00000064651",
         "ENSG00000064886",
@@ -164,17 +169,18 @@
         "ENSG00000066926",
         "ENSG00000067221",
         "ENSG00000067445",
+        "ENSG00000067840",
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-        "ENSG00000069122",
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         "ENSG00000069509",
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         "ENSG00000070182",
+        "ENSG00000070193",
         "ENSG00000070729",
         "ENSG00000070915",
         "ENSG00000071203",
@@ -184,47 +190,47 @@
         "ENSG00000072041",
         "ENSG00000072080",
         "ENSG00000072315",
-        "ENSG00000072694",
+        "ENSG00000072422",
         "ENSG00000072952",
         "ENSG00000073111",
         "ENSG00000073737",
         "ENSG00000073756",
-        "ENSG00000073861",
+        "ENSG00000074047",
+        "ENSG00000074582",
+        "ENSG00000074621",
         "ENSG00000074800",
         "ENSG00000074966",
         "ENSG00000075035",
-        "ENSG00000075223",
         "ENSG00000075290",
-        "ENSG00000075336",
         "ENSG00000075624",
         "ENSG00000075673",
-        "ENSG00000075826",
         "ENSG00000075886",
-        "ENSG00000076003",
-        "ENSG00000076242",
         "ENSG00000076344",
-        "ENSG00000076382",
         "ENSG00000076650",
         "ENSG00000076706",
         "ENSG00000077152",
         "ENSG00000077274",
         "ENSG00000077327",
         "ENSG00000077522",
+        "ENSG00000077616",
         "ENSG00000077942",
         "ENSG00000077984",
         "ENSG00000078018",
         "ENSG00000078081",
-        "ENSG00000078295",
+        "ENSG00000078098",
         "ENSG00000078401",
         "ENSG00000078579",
         "ENSG00000078589",
+        "ENSG00000078687",
         "ENSG00000078898",
+        "ENSG00000078902",
         "ENSG00000079101",
+        "ENSG00000079134",
         "ENSG00000079215",
         "ENSG00000079385",
         "ENSG00000079689",
         "ENSG00000080166",
-        "ENSG00000080200",
+        "ENSG00000080503",
         "ENSG00000080511",
         "ENSG00000080572",
         "ENSG00000080618",
@@ -237,29 +243,39 @@
         "ENSG00000081138",
         "ENSG00000081148",
         "ENSG00000081248",
+        "ENSG00000081818",
         "ENSG00000081853",
         "ENSG00000082126",
+        "ENSG00000082196",
         "ENSG00000082293",
         "ENSG00000082482",
+        "ENSG00000082512",
         "ENSG00000082684",
         "ENSG00000083782",
         "ENSG00000083814",
         "ENSG00000083817",
+        "ENSG00000084093",
         "ENSG00000084207",
         "ENSG00000084444",
+        "ENSG00000084628",
         "ENSG00000084674",
         "ENSG00000084710",
         "ENSG00000084731",
         "ENSG00000085063",
-        "ENSG00000085265",
         "ENSG00000085382",
         "ENSG00000085465",
+        "ENSG00000085563",
         "ENSG00000085644",
         "ENSG00000085662",
+        "ENSG00000085831",
+        "ENSG00000085840",
         "ENSG00000086061",
         "ENSG00000086159",
+        "ENSG00000086289",
+        "ENSG00000086475",
         "ENSG00000086548",
         "ENSG00000086696",
+        "ENSG00000086717",
         "ENSG00000086967",
         "ENSG00000087008",
         "ENSG00000087086",
@@ -272,7 +288,9 @@
         "ENSG00000088053",
         "ENSG00000088305",
         "ENSG00000088320",
+        "ENSG00000088543",
         "ENSG00000088726",
+        "ENSG00000088756",
         "ENSG00000088882",
         "ENSG00000089012",
         "ENSG00000089041",
@@ -280,10 +298,15 @@
         "ENSG00000089169",
         "ENSG00000089199",
         "ENSG00000089225",
+        "ENSG00000089335",
+        "ENSG00000089558",
         "ENSG00000089685",
+        "ENSG00000090006",
         "ENSG00000090104",
         "ENSG00000090339",
+        "ENSG00000090372",
         "ENSG00000090382",
+        "ENSG00000090470",
         "ENSG00000090534",
         "ENSG00000090539",
         "ENSG00000090659",
@@ -298,22 +321,23 @@
         "ENSG00000091513",
         "ENSG00000091583",
         "ENSG00000091622",
+        "ENSG00000091656",
         "ENSG00000091879",
         "ENSG00000091972",
         "ENSG00000091986",
         "ENSG00000092051",
         "ENSG00000092054",
-        "ENSG00000092068",
         "ENSG00000092295",
-        "ENSG00000092330",
         "ENSG00000092445",
         "ENSG00000092529",
         "ENSG00000092850",
+        "ENSG00000092931",
         "ENSG00000093009",
         "ENSG00000094755",
         "ENSG00000094963",
         "ENSG00000095002",
         "ENSG00000095303",
+        "ENSG00000095587",
         "ENSG00000095596",
         "ENSG00000095627",
         "ENSG00000095777",
@@ -324,20 +348,23 @@
         "ENSG00000096006",
         "ENSG00000096088",
         "ENSG00000096093",
+        "ENSG00000096264",
         "ENSG00000096654",
         "ENSG00000096696",
         "ENSG00000099194",
-        "ENSG00000099260",
         "ENSG00000099399",
         "ENSG00000099860",
+        "ENSG00000099864",
         "ENSG00000099937",
+        "ENSG00000099942",
         "ENSG00000099953",
         "ENSG00000099960",
         "ENSG00000099985",
         "ENSG00000100003",
         "ENSG00000100012",
-        "ENSG00000100065",
         "ENSG00000100095",
+        "ENSG00000100099",
+        "ENSG00000100121",
         "ENSG00000100122",
         "ENSG00000100156",
         "ENSG00000100167",
@@ -346,12 +373,14 @@
         "ENSG00000100206",
         "ENSG00000100211",
         "ENSG00000100219",
+        "ENSG00000100221",
         "ENSG00000100228",
         "ENSG00000100234",
         "ENSG00000100253",
         "ENSG00000100285",
         "ENSG00000100290",
         "ENSG00000100292",
+        "ENSG00000100297",
         "ENSG00000100298",
         "ENSG00000100311",
         "ENSG00000100336",
@@ -359,9 +388,6 @@
         "ENSG00000100351",
         "ENSG00000100385",
         "ENSG00000100427",
-        "ENSG00000100433",
-        "ENSG00000100439",
-        "ENSG00000100441",
         "ENSG00000100450",
         "ENSG00000100453",
         "ENSG00000100473",
@@ -369,6 +395,7 @@
         "ENSG00000100557",
         "ENSG00000100558",
         "ENSG00000100583",
+        "ENSG00000100592",
         "ENSG00000100593",
         "ENSG00000100604",
         "ENSG00000100628",
@@ -376,19 +403,17 @@
         "ENSG00000100721",
         "ENSG00000100739",
         "ENSG00000100802",
-        "ENSG00000100804",
         "ENSG00000100867",
         "ENSG00000100884",
         "ENSG00000100906",
         "ENSG00000100911",
+        "ENSG00000100918",
         "ENSG00000100987",
+        "ENSG00000101003",
         "ENSG00000101049",
         "ENSG00000101082",
-        "ENSG00000101115",
-        "ENSG00000101144",
-        "ENSG00000101146",
+        "ENSG00000101104",
         "ENSG00000101162",
-        "ENSG00000101166",
         "ENSG00000101188",
         "ENSG00000101200",
         "ENSG00000101203",
@@ -400,7 +425,6 @@
         "ENSG00000101310",
         "ENSG00000101323",
         "ENSG00000101331",
-        "ENSG00000101405",
         "ENSG00000101412",
         "ENSG00000101443",
         "ENSG00000101447",
@@ -408,13 +432,14 @@
         "ENSG00000101470",
         "ENSG00000101638",
         "ENSG00000101680",
-        "ENSG00000101751",
         "ENSG00000101811",
         "ENSG00000101842",
         "ENSG00000101850",
         "ENSG00000101856",
+        "ENSG00000101890",
         "ENSG00000101892",
         "ENSG00000101911",
+        "ENSG00000101940",
         "ENSG00000101955",
         "ENSG00000101977",
         "ENSG00000102001",
@@ -449,7 +474,6 @@
         "ENSG00000102962",
         "ENSG00000102970",
         "ENSG00000103034",
-        "ENSG00000103037",
         "ENSG00000103044",
         "ENSG00000103056",
         "ENSG00000103066",
@@ -460,11 +484,12 @@
         "ENSG00000103269",
         "ENSG00000103316",
         "ENSG00000103319",
+        "ENSG00000103351",
         "ENSG00000103355",
         "ENSG00000103356",
         "ENSG00000103375",
         "ENSG00000103494",
-        "ENSG00000103534",
+        "ENSG00000103496",
         "ENSG00000103546",
         "ENSG00000103710",
         "ENSG00000103740",
@@ -472,9 +497,9 @@
         "ENSG00000103888",
         "ENSG00000104044",
         "ENSG00000104055",
+        "ENSG00000104081",
         "ENSG00000104112",
         "ENSG00000104213",
-        "ENSG00000104219",
         "ENSG00000104267",
         "ENSG00000104321",
         "ENSG00000104327",
@@ -486,7 +511,7 @@
         "ENSG00000104415",
         "ENSG00000104435",
         "ENSG00000104497",
-        "ENSG00000104499",
+        "ENSG00000104518",
         "ENSG00000104537",
         "ENSG00000104611",
         "ENSG00000104691",
@@ -498,15 +523,12 @@
         "ENSG00000104879",
         "ENSG00000104921",
         "ENSG00000104938",
-        "ENSG00000104951",
         "ENSG00000104953",
         "ENSG00000104972",
         "ENSG00000104974",
-        "ENSG00000105011",
         "ENSG00000105048",
         "ENSG00000105141",
         "ENSG00000105143",
-        "ENSG00000105146",
         "ENSG00000105173",
         "ENSG00000105185",
         "ENSG00000105205",
@@ -519,11 +541,13 @@
         "ENSG00000105366",
         "ENSG00000105370",
         "ENSG00000105374",
-        "ENSG00000105376",
         "ENSG00000105392",
+        "ENSG00000105397",
         "ENSG00000105398",
         "ENSG00000105427",
+        "ENSG00000105447",
         "ENSG00000105492",
+        "ENSG00000105499",
         "ENSG00000105507",
         "ENSG00000105509",
         "ENSG00000105610",
@@ -539,17 +563,17 @@
         "ENSG00000105855",
         "ENSG00000105880",
         "ENSG00000105894",
+        "ENSG00000105928",
         "ENSG00000105974",
         "ENSG00000105989",
         "ENSG00000105991",
         "ENSG00000105996",
-        "ENSG00000106025",
         "ENSG00000106066",
         "ENSG00000106128",
         "ENSG00000106178",
         "ENSG00000106211",
         "ENSG00000106236",
-        "ENSG00000106278",
+        "ENSG00000106266",
         "ENSG00000106302",
         "ENSG00000106327",
         "ENSG00000106341",
@@ -560,6 +584,7 @@
         "ENSG00000106484",
         "ENSG00000106511",
         "ENSG00000106541",
+        "ENSG00000106588",
         "ENSG00000106631",
         "ENSG00000106633",
         "ENSG00000106636",
@@ -573,15 +598,13 @@
         "ENSG00000107018",
         "ENSG00000107021",
         "ENSG00000107105",
-        "ENSG00000107147",
         "ENSG00000107159",
         "ENSG00000107165",
-        "ENSG00000107282",
-        "ENSG00000107290",
         "ENSG00000107447",
         "ENSG00000107537",
         "ENSG00000107562",
         "ENSG00000107593",
+        "ENSG00000107771",
         "ENSG00000107796",
         "ENSG00000107798",
         "ENSG00000107815",
@@ -589,6 +612,7 @@
         "ENSG00000107954",
         "ENSG00000107984",
         "ENSG00000108018",
+        "ENSG00000108094",
         "ENSG00000108176",
         "ENSG00000108231",
         "ENSG00000108244",
@@ -596,15 +620,17 @@
         "ENSG00000108342",
         "ENSG00000108387",
         "ENSG00000108405",
-        "ENSG00000108468",
         "ENSG00000108515",
         "ENSG00000108551",
         "ENSG00000108576",
         "ENSG00000108602",
+        "ENSG00000108679",
         "ENSG00000108688",
         "ENSG00000108691",
         "ENSG00000108700",
+        "ENSG00000108733",
         "ENSG00000108821",
+        "ENSG00000108828",
         "ENSG00000108839",
         "ENSG00000108878",
         "ENSG00000108924",
@@ -615,15 +641,14 @@
         "ENSG00000109063",
         "ENSG00000109065",
         "ENSG00000109072",
+        "ENSG00000109089",
+        "ENSG00000109103",
         "ENSG00000109107",
         "ENSG00000109158",
         "ENSG00000109182",
-        "ENSG00000109193",
-        "ENSG00000109255",
         "ENSG00000109272",
         "ENSG00000109321",
         "ENSG00000109471",
-        "ENSG00000109472",
         "ENSG00000109511",
         "ENSG00000109832",
         "ENSG00000109846",
@@ -653,12 +678,11 @@
         "ENSG00000110944",
         "ENSG00000111012",
         "ENSG00000111046",
-        "ENSG00000111052",
         "ENSG00000111057",
         "ENSG00000111181",
-        "ENSG00000111218",
         "ENSG00000111245",
         "ENSG00000111331",
+        "ENSG00000111335",
         "ENSG00000111339",
         "ENSG00000111341",
         "ENSG00000111364",
@@ -667,21 +691,20 @@
         "ENSG00000111432",
         "ENSG00000111536",
         "ENSG00000111537",
-        "ENSG00000111554",
         "ENSG00000111602",
         "ENSG00000111640",
         "ENSG00000111644",
         "ENSG00000111665",
-        "ENSG00000111704",
-        "ENSG00000111732",
+        "ENSG00000111674",
+        "ENSG00000111799",
         "ENSG00000111801",
         "ENSG00000111834",
+        "ENSG00000111845",
         "ENSG00000111886",
         "ENSG00000111981",
-        "ENSG00000112029",
-        "ENSG00000112041",
         "ENSG00000112077",
         "ENSG00000112116",
+        "ENSG00000112137",
         "ENSG00000112149",
         "ENSG00000112164",
         "ENSG00000112183",
@@ -693,25 +716,27 @@
         "ENSG00000112238",
         "ENSG00000112246",
         "ENSG00000112303",
-        "ENSG00000112309",
+        "ENSG00000112304",
         "ENSG00000112333",
         "ENSG00000112378",
+        "ENSG00000112425",
         "ENSG00000112539",
         "ENSG00000112562",
+        "ENSG00000112599",
         "ENSG00000112619",
+        "ENSG00000112742",
         "ENSG00000112761",
         "ENSG00000112782",
         "ENSG00000112796",
         "ENSG00000112941",
-        "ENSG00000112981",
         "ENSG00000112984",
         "ENSG00000113083",
         "ENSG00000113088",
         "ENSG00000113140",
         "ENSG00000113196",
-        "ENSG00000113209",
         "ENSG00000113212",
         "ENSG00000113240",
+        "ENSG00000113248",
         "ENSG00000113249",
         "ENSG00000113262",
         "ENSG00000113263",
@@ -722,7 +747,6 @@
         "ENSG00000113520",
         "ENSG00000113569",
         "ENSG00000113594",
-        "ENSG00000113643",
         "ENSG00000113739",
         "ENSG00000113758",
         "ENSG00000113812",
@@ -739,15 +763,18 @@
         "ENSG00000114473",
         "ENSG00000114487",
         "ENSG00000114638",
-        "ENSG00000114654",
-        "ENSG00000114739",
+        "ENSG00000114742",
+        "ENSG00000114745",
         "ENSG00000114771",
+        "ENSG00000114790",
         "ENSG00000114854",
         "ENSG00000114923",
         "ENSG00000114988",
         "ENSG00000115009",
         "ENSG00000115085",
         "ENSG00000115155",
+        "ENSG00000115165",
+        "ENSG00000115271",
         "ENSG00000115282",
         "ENSG00000115297",
         "ENSG00000115318",
@@ -756,6 +783,7 @@
         "ENSG00000115380",
         "ENSG00000115414",
         "ENSG00000115474",
+        "ENSG00000115486",
         "ENSG00000115523",
         "ENSG00000115526",
         "ENSG00000115592",
@@ -771,20 +799,20 @@
         "ENSG00000115827",
         "ENSG00000115828",
         "ENSG00000115850",
-        "ENSG00000115902",
         "ENSG00000115956",
+        "ENSG00000115993",
         "ENSG00000116016",
         "ENSG00000116031",
         "ENSG00000116106",
         "ENSG00000116176",
         "ENSG00000116183",
-        "ENSG00000116285",
+        "ENSG00000116205",
+        "ENSG00000116254",
         "ENSG00000116299",
         "ENSG00000116329",
-        "ENSG00000116685",
+        "ENSG00000116525",
         "ENSG00000116688",
         "ENSG00000116690",
-        "ENSG00000116703",
         "ENSG00000116741",
         "ENSG00000116745",
         "ENSG00000116819",
@@ -792,6 +820,7 @@
         "ENSG00000116863",
         "ENSG00000116906",
         "ENSG00000116962",
+        "ENSG00000116983",
         "ENSG00000117010",
         "ENSG00000117013",
         "ENSG00000117016",
@@ -801,6 +830,7 @@
         "ENSG00000117152",
         "ENSG00000117215",
         "ENSG00000117226",
+        "ENSG00000117228",
         "ENSG00000117281",
         "ENSG00000117318",
         "ENSG00000117322",
@@ -810,12 +840,11 @@
         "ENSG00000117472",
         "ENSG00000117479",
         "ENSG00000117480",
+        "ENSG00000117543",
         "ENSG00000117560",
         "ENSG00000117586",
-        "ENSG00000117594",
         "ENSG00000117597",
         "ENSG00000117600",
-        "ENSG00000117601",
         "ENSG00000117632",
         "ENSG00000117650",
         "ENSG00000117707",
@@ -825,8 +854,10 @@
         "ENSG00000117984",
         "ENSG00000118004",
         "ENSG00000118017",
+        "ENSG00000118096",
         "ENSG00000118137",
         "ENSG00000118231",
+        "ENSG00000118246",
         "ENSG00000118271",
         "ENSG00000118298",
         "ENSG00000118369",
@@ -846,13 +877,17 @@
         "ENSG00000118946",
         "ENSG00000119147",
         "ENSG00000119401",
+        "ENSG00000119414",
         "ENSG00000119599",
         "ENSG00000119608",
         "ENSG00000119614",
         "ENSG00000119630",
         "ENSG00000119681",
+        "ENSG00000119699",
+        "ENSG00000119812",
         "ENSG00000119888",
         "ENSG00000119900",
+        "ENSG00000119906",
         "ENSG00000119915",
         "ENSG00000119917",
         "ENSG00000119922",
@@ -869,16 +904,15 @@
         "ENSG00000120215",
         "ENSG00000120251",
         "ENSG00000120279",
-        "ENSG00000120280",
         "ENSG00000120306",
         "ENSG00000120324",
-        "ENSG00000120327",
         "ENSG00000120332",
+        "ENSG00000120333",
         "ENSG00000120334",
         "ENSG00000120337",
-        "ENSG00000120437",
         "ENSG00000120457",
         "ENSG00000120471",
+        "ENSG00000120539",
         "ENSG00000120645",
         "ENSG00000120659",
         "ENSG00000120669",
@@ -886,11 +920,12 @@
         "ENSG00000120708",
         "ENSG00000120729",
         "ENSG00000120738",
-        "ENSG00000120833",
+        "ENSG00000120832",
         "ENSG00000120875",
         "ENSG00000120885",
         "ENSG00000120903",
         "ENSG00000121005",
+        "ENSG00000121058",
         "ENSG00000121152",
         "ENSG00000121207",
         "ENSG00000121236",
@@ -903,9 +938,9 @@
         "ENSG00000121552",
         "ENSG00000121570",
         "ENSG00000121594",
+        "ENSG00000121690",
         "ENSG00000121742",
         "ENSG00000121769",
-        "ENSG00000121797",
         "ENSG00000121807",
         "ENSG00000121853",
         "ENSG00000121871",
@@ -923,6 +958,7 @@
         "ENSG00000122641",
         "ENSG00000122644",
         "ENSG00000122679",
+        "ENSG00000122694",
         "ENSG00000122711",
         "ENSG00000122735",
         "ENSG00000122778",
@@ -930,24 +966,29 @@
         "ENSG00000122852",
         "ENSG00000122859",
         "ENSG00000122861",
-        "ENSG00000122862",
+        "ENSG00000122870",
         "ENSG00000122877",
+        "ENSG00000122882",
         "ENSG00000122952",
         "ENSG00000123131",
+        "ENSG00000123191",
         "ENSG00000123243",
         "ENSG00000123342",
         "ENSG00000123405",
+        "ENSG00000123415",
         "ENSG00000123416",
         "ENSG00000123453",
         "ENSG00000123454",
         "ENSG00000123485",
         "ENSG00000123496",
         "ENSG00000123560",
+        "ENSG00000123570",
         "ENSG00000123610",
+        "ENSG00000123643",
         "ENSG00000123689",
-        "ENSG00000123836",
         "ENSG00000123838",
         "ENSG00000123843",
+        "ENSG00000123892",
         "ENSG00000123901",
         "ENSG00000123977",
         "ENSG00000123999",
@@ -956,21 +997,20 @@
         "ENSG00000124102",
         "ENSG00000124107",
         "ENSG00000124134",
-        "ENSG00000124159",
         "ENSG00000124164",
-        "ENSG00000124205",
+        "ENSG00000124217",
         "ENSG00000124253",
         "ENSG00000124260",
         "ENSG00000124302",
-        "ENSG00000124343",
-        "ENSG00000124374",
         "ENSG00000124391",
+        "ENSG00000124459",
         "ENSG00000124466",
         "ENSG00000124479",
         "ENSG00000124490",
         "ENSG00000124491",
         "ENSG00000124493",
         "ENSG00000124507",
+        "ENSG00000124508",
         "ENSG00000124557",
         "ENSG00000124564",
         "ENSG00000124568",
@@ -995,19 +1035,15 @@
         "ENSG00000125247",
         "ENSG00000125285",
         "ENSG00000125319",
-        "ENSG00000125337",
         "ENSG00000125355",
         "ENSG00000125378",
         "ENSG00000125430",
         "ENSG00000125450",
-        "ENSG00000125462",
-        "ENSG00000125482",
         "ENSG00000125485",
         "ENSG00000125538",
         "ENSG00000125571",
         "ENSG00000125675",
         "ENSG00000125735",
-        "ENSG00000125787",
         "ENSG00000125810",
         "ENSG00000125813",
         "ENSG00000125820",
@@ -1027,6 +1063,7 @@
         "ENSG00000126785",
         "ENSG00000126787",
         "ENSG00000126838",
+        "ENSG00000126858",
         "ENSG00000126861",
         "ENSG00000126878",
         "ENSG00000126895",
@@ -1039,15 +1076,18 @@
         "ENSG00000127324",
         "ENSG00000127325",
         "ENSG00000127329",
+        "ENSG00000127337",
+        "ENSG00000127364",
         "ENSG00000127366",
         "ENSG00000127423",
+        "ENSG00000127507",
         "ENSG00000127530",
         "ENSG00000127533",
         "ENSG00000127561",
         "ENSG00000127580",
-        "ENSG00000127743",
         "ENSG00000127824",
         "ENSG00000127903",
+        "ENSG00000127928",
         "ENSG00000127951",
         "ENSG00000127954",
         "ENSG00000128016",
@@ -1058,7 +1098,6 @@
         "ENSG00000128322",
         "ENSG00000128342",
         "ENSG00000128383",
-        "ENSG00000128394",
         "ENSG00000128422",
         "ENSG00000128510",
         "ENSG00000128564",
@@ -1068,6 +1107,7 @@
         "ENSG00000128610",
         "ENSG00000128656",
         "ENSG00000128683",
+        "ENSG00000128881",
         "ENSG00000128917",
         "ENSG00000128965",
         "ENSG00000129028",
@@ -1077,14 +1117,15 @@
         "ENSG00000129195",
         "ENSG00000129204",
         "ENSG00000129221",
+        "ENSG00000129347",
         "ENSG00000129467",
-        "ENSG00000129484",
         "ENSG00000129521",
         "ENSG00000129538",
         "ENSG00000129596",
         "ENSG00000129988",
         "ENSG00000129991",
         "ENSG00000130037",
+        "ENSG00000130038",
         "ENSG00000130054",
         "ENSG00000130066",
         "ENSG00000130182",
@@ -1094,16 +1135,18 @@
         "ENSG00000130294",
         "ENSG00000130300",
         "ENSG00000130307",
+        "ENSG00000130309",
+        "ENSG00000130347",
         "ENSG00000130427",
         "ENSG00000130477",
         "ENSG00000130513",
         "ENSG00000130528",
         "ENSG00000130558",
         "ENSG00000130561",
+        "ENSG00000130590",
         "ENSG00000130595",
         "ENSG00000130598",
         "ENSG00000130649",
-        "ENSG00000130762",
         "ENSG00000130768",
         "ENSG00000130830",
         "ENSG00000130876",
@@ -1120,7 +1163,6 @@
         "ENSG00000131153",
         "ENSG00000131183",
         "ENSG00000131203",
-        "ENSG00000131386",
         "ENSG00000131400",
         "ENSG00000131459",
         "ENSG00000131482",
@@ -1136,12 +1178,16 @@
         "ENSG00000131910",
         "ENSG00000132000",
         "ENSG00000132002",
+        "ENSG00000132026",
         "ENSG00000132031",
         "ENSG00000132164",
         "ENSG00000132185",
         "ENSG00000132204",
+        "ENSG00000132254",
+        "ENSG00000132256",
         "ENSG00000132297",
         "ENSG00000132321",
+        "ENSG00000132329",
         "ENSG00000132386",
         "ENSG00000132429",
         "ENSG00000132437",
@@ -1149,7 +1195,7 @@
         "ENSG00000132465",
         "ENSG00000132475",
         "ENSG00000132514",
-        "ENSG00000132561",
+        "ENSG00000132541",
         "ENSG00000132622",
         "ENSG00000132623",
         "ENSG00000132639",
@@ -1159,7 +1205,6 @@
         "ENSG00000132677",
         "ENSG00000132681",
         "ENSG00000132692",
-        "ENSG00000132704",
         "ENSG00000132744",
         "ENSG00000132746",
         "ENSG00000132773",
@@ -1167,9 +1212,10 @@
         "ENSG00000132855",
         "ENSG00000132872",
         "ENSG00000132911",
+        "ENSG00000132912",
         "ENSG00000132915",
         "ENSG00000132932",
-        "ENSG00000132964",
+        "ENSG00000132938",
         "ENSG00000132965",
         "ENSG00000132972",
         "ENSG00000132975",
@@ -1178,12 +1224,11 @@
         "ENSG00000133067",
         "ENSG00000133069",
         "ENSG00000133101",
-        "ENSG00000133105",
         "ENSG00000133110",
         "ENSG00000133115",
         "ENSG00000133116",
         "ENSG00000133138",
-        "ENSG00000133169",
+        "ENSG00000133256",
         "ENSG00000133302",
         "ENSG00000133317",
         "ENSG00000133392",
@@ -1214,29 +1259,30 @@
         "ENSG00000134258",
         "ENSG00000134321",
         "ENSG00000134323",
-        "ENSG00000134333",
         "ENSG00000134339",
         "ENSG00000134363",
-        "ENSG00000134376",
         "ENSG00000134443",
+        "ENSG00000134452",
         "ENSG00000134460",
         "ENSG00000134489",
         "ENSG00000134539",
         "ENSG00000134545",
         "ENSG00000134548",
         "ENSG00000134690",
+        "ENSG00000134755",
+        "ENSG00000134757",
         "ENSG00000134760",
+        "ENSG00000134765",
         "ENSG00000134817",
         "ENSG00000134824",
         "ENSG00000134827",
         "ENSG00000134853",
+        "ENSG00000134864",
         "ENSG00000134873",
         "ENSG00000134901",
-        "ENSG00000134917",
         "ENSG00000134962",
         "ENSG00000135046",
         "ENSG00000135047",
-        "ENSG00000135069",
         "ENSG00000135094",
         "ENSG00000135111",
         "ENSG00000135114",
@@ -1250,6 +1296,8 @@
         "ENSG00000135424",
         "ENSG00000135426",
         "ENSG00000135454",
+        "ENSG00000135457",
+        "ENSG00000135469",
         "ENSG00000135480",
         "ENSG00000135519",
         "ENSG00000135547",
@@ -1258,27 +1306,29 @@
         "ENSG00000135638",
         "ENSG00000135697",
         "ENSG00000135744",
+        "ENSG00000135749",
         "ENSG00000135773",
         "ENSG00000135821",
         "ENSG00000135824",
         "ENSG00000135898",
         "ENSG00000135903",
+        "ENSG00000135917",
         "ENSG00000135919",
         "ENSG00000135960",
         "ENSG00000136011",
+        "ENSG00000136045",
         "ENSG00000136099",
+        "ENSG00000136108",
         "ENSG00000136110",
         "ENSG00000136114",
         "ENSG00000136160",
         "ENSG00000136167",
         "ENSG00000136235",
         "ENSG00000136244",
-        "ENSG00000136270",
+        "ENSG00000136327",
         "ENSG00000136378",
-        "ENSG00000136379",
         "ENSG00000136444",
         "ENSG00000136449",
-        "ENSG00000136457",
         "ENSG00000136514",
         "ENSG00000136531",
         "ENSG00000136535",
@@ -1298,7 +1348,6 @@
         "ENSG00000136943",
         "ENSG00000136960",
         "ENSG00000136999",
-        "ENSG00000137040",
         "ENSG00000137077",
         "ENSG00000137098",
         "ENSG00000137101",
@@ -1309,10 +1358,9 @@
         "ENSG00000137200",
         "ENSG00000137203",
         "ENSG00000137204",
-        "ENSG00000137216",
         "ENSG00000137225",
         "ENSG00000137265",
-        "ENSG00000137310",
+        "ENSG00000137337",
         "ENSG00000137434",
         "ENSG00000137441",
         "ENSG00000137449",
@@ -1321,22 +1369,26 @@
         "ENSG00000137491",
         "ENSG00000137502",
         "ENSG00000137507",
+        "ENSG00000137509",
         "ENSG00000137558",
+        "ENSG00000137561",
         "ENSG00000137563",
         "ENSG00000137573",
         "ENSG00000137634",
+        "ENSG00000137672",
         "ENSG00000137673",
-        "ENSG00000137691",
         "ENSG00000137699",
         "ENSG00000137700",
         "ENSG00000137707",
         "ENSG00000137714",
+        "ENSG00000137720",
         "ENSG00000137731",
         "ENSG00000137745",
         "ENSG00000137747",
         "ENSG00000137760",
         "ENSG00000137766",
         "ENSG00000137801",
+        "ENSG00000137807",
         "ENSG00000137814",
         "ENSG00000137860",
         "ENSG00000137868",
@@ -1346,6 +1398,7 @@
         "ENSG00000137975",
         "ENSG00000137976",
         "ENSG00000138028",
+        "ENSG00000138039",
         "ENSG00000138061",
         "ENSG00000138100",
         "ENSG00000138109",
@@ -1356,19 +1409,19 @@
         "ENSG00000138311",
         "ENSG00000138315",
         "ENSG00000138379",
-        "ENSG00000138380",
         "ENSG00000138395",
         "ENSG00000138400",
         "ENSG00000138435",
+        "ENSG00000138442",
         "ENSG00000138496",
+        "ENSG00000138604",
         "ENSG00000138615",
-        "ENSG00000138653",
         "ENSG00000138722",
         "ENSG00000138755",
         "ENSG00000138772",
         "ENSG00000138778",
-        "ENSG00000138794",
         "ENSG00000138813",
+        "ENSG00000138829",
         "ENSG00000138835",
         "ENSG00000138944",
         "ENSG00000139053",
@@ -1383,9 +1436,9 @@
         "ENSG00000139318",
         "ENSG00000139323",
         "ENSG00000139329",
-        "ENSG00000139350",
         "ENSG00000139352",
         "ENSG00000139364",
+        "ENSG00000139445",
         "ENSG00000139547",
         "ENSG00000139549",
         "ENSG00000139572",
@@ -1398,6 +1451,8 @@
         "ENSG00000139914",
         "ENSG00000139985",
         "ENSG00000139988",
+        "ENSG00000139990",
+        "ENSG00000140015",
         "ENSG00000140022",
         "ENSG00000140030",
         "ENSG00000140057",
@@ -1409,13 +1464,13 @@
         "ENSG00000140265",
         "ENSG00000140274",
         "ENSG00000140279",
-        "ENSG00000140284",
         "ENSG00000140285",
         "ENSG00000140287",
         "ENSG00000140297",
         "ENSG00000140323",
         "ENSG00000140368",
         "ENSG00000140403",
+        "ENSG00000140450",
         "ENSG00000140451",
         "ENSG00000140459",
         "ENSG00000140463",
@@ -1426,49 +1481,58 @@
         "ENSG00000140522",
         "ENSG00000140525",
         "ENSG00000140538",
+        "ENSG00000140543",
         "ENSG00000140557",
         "ENSG00000140675",
+        "ENSG00000140749",
         "ENSG00000140835",
         "ENSG00000140854",
+        "ENSG00000140931",
         "ENSG00000140986",
         "ENSG00000141034",
         "ENSG00000141096",
         "ENSG00000141194",
-        "ENSG00000141232",
         "ENSG00000141294",
         "ENSG00000141338",
         "ENSG00000141433",
         "ENSG00000141469",
         "ENSG00000141485",
-        "ENSG00000141577",
         "ENSG00000141665",
         "ENSG00000141668",
         "ENSG00000141682",
         "ENSG00000141744",
+        "ENSG00000141965",
+        "ENSG00000142156",
+        "ENSG00000142173",
         "ENSG00000142224",
+        "ENSG00000142319",
         "ENSG00000142449",
         "ENSG00000142494",
-        "ENSG00000142528",
+        "ENSG00000142512",
+        "ENSG00000142552",
         "ENSG00000142556",
+        "ENSG00000142677",
         "ENSG00000142686",
-        "ENSG00000142700",
+        "ENSG00000142731",
         "ENSG00000142748",
         "ENSG00000142871",
-        "ENSG00000142920",
         "ENSG00000142945",
         "ENSG00000142959",
         "ENSG00000142961",
         "ENSG00000142973",
+        "ENSG00000143110",
         "ENSG00000143127",
         "ENSG00000143178",
         "ENSG00000143184",
         "ENSG00000143185",
         "ENSG00000143194",
+        "ENSG00000143195",
+        "ENSG00000143196",
         "ENSG00000143248",
         "ENSG00000143318",
         "ENSG00000143333",
+        "ENSG00000143353",
         "ENSG00000143355",
-        "ENSG00000143363",
         "ENSG00000143365",
         "ENSG00000143369",
         "ENSG00000143387",
@@ -1485,9 +1549,8 @@
         "ENSG00000143556",
         "ENSG00000143595",
         "ENSG00000143603",
-        "ENSG00000143630",
+        "ENSG00000143621",
         "ENSG00000143632",
-        "ENSG00000143643",
         "ENSG00000143768",
         "ENSG00000143776",
         "ENSG00000143839",
@@ -1504,6 +1567,7 @@
         "ENSG00000144230",
         "ENSG00000144290",
         "ENSG00000144339",
+        "ENSG00000144354",
         "ENSG00000144355",
         "ENSG00000144362",
         "ENSG00000144381",
@@ -1516,24 +1580,28 @@
         "ENSG00000144596",
         "ENSG00000144644",
         "ENSG00000144649",
-        "ENSG00000144712",
+        "ENSG00000144730",
         "ENSG00000144792",
         "ENSG00000144834",
         "ENSG00000144837",
         "ENSG00000144843",
+        "ENSG00000144857",
         "ENSG00000144891",
+        "ENSG00000144895",
         "ENSG00000145014",
         "ENSG00000145040",
-        "ENSG00000145088",
+        "ENSG00000145103",
         "ENSG00000145113",
+        "ENSG00000145147",
         "ENSG00000145192",
         "ENSG00000145198",
         "ENSG00000145244",
         "ENSG00000145248",
         "ENSG00000145335",
+        "ENSG00000145348",
         "ENSG00000145358",
+        "ENSG00000145365",
         "ENSG00000145386",
-        "ENSG00000145388",
         "ENSG00000145423",
         "ENSG00000145451",
         "ENSG00000145491",
@@ -1544,10 +1612,11 @@
         "ENSG00000145708",
         "ENSG00000145721",
         "ENSG00000145777",
+        "ENSG00000145779",
         "ENSG00000145794",
         "ENSG00000145824",
         "ENSG00000145861",
-        "ENSG00000145864",
+        "ENSG00000145868",
         "ENSG00000145882",
         "ENSG00000145908",
         "ENSG00000145936",
@@ -1559,6 +1628,8 @@
         "ENSG00000146250",
         "ENSG00000146267",
         "ENSG00000146276",
+        "ENSG00000146386",
+        "ENSG00000146409",
         "ENSG00000146411",
         "ENSG00000146453",
         "ENSG00000146469",
@@ -1566,15 +1637,17 @@
         "ENSG00000146666",
         "ENSG00000146674",
         "ENSG00000146678",
-        "ENSG00000146859",
+        "ENSG00000146842",
+        "ENSG00000146909",
         "ENSG00000146918",
-        "ENSG00000147003",
         "ENSG00000147036",
         "ENSG00000147082",
+        "ENSG00000147099",
         "ENSG00000147113",
         "ENSG00000147117",
         "ENSG00000147127",
         "ENSG00000147144",
+        "ENSG00000147160",
         "ENSG00000147166",
         "ENSG00000147206",
         "ENSG00000147255",
@@ -1587,14 +1660,13 @@
         "ENSG00000147465",
         "ENSG00000147573",
         "ENSG00000147655",
+        "ENSG00000147689",
         "ENSG00000147872",
         "ENSG00000147874",
         "ENSG00000147896",
-        "ENSG00000148175",
         "ENSG00000148180",
         "ENSG00000148344",
         "ENSG00000148346",
-        "ENSG00000148384",
         "ENSG00000148400",
         "ENSG00000148513",
         "ENSG00000148600",
@@ -1613,7 +1685,6 @@
         "ENSG00000149201",
         "ENSG00000149295",
         "ENSG00000149435",
-        "ENSG00000149474",
         "ENSG00000149488",
         "ENSG00000149489",
         "ENSG00000149506",
@@ -1627,7 +1698,6 @@
         "ENSG00000149596",
         "ENSG00000149635",
         "ENSG00000149679",
-        "ENSG00000149735",
         "ENSG00000149742",
         "ENSG00000149781",
         "ENSG00000149922",
@@ -1638,24 +1708,20 @@
         "ENSG00000150401",
         "ENSG00000150455",
         "ENSG00000150594",
+        "ENSG00000150636",
         "ENSG00000150681",
         "ENSG00000150687",
-        "ENSG00000150722",
         "ENSG00000150750",
-        "ENSG00000150776",
         "ENSG00000150783",
         "ENSG00000150873",
         "ENSG00000151006",
-        "ENSG00000151093",
+        "ENSG00000151117",
         "ENSG00000151239",
-        "ENSG00000151287",
         "ENSG00000151365",
-        "ENSG00000151468",
-        "ENSG00000151470",
+        "ENSG00000151388",
         "ENSG00000151577",
         "ENSG00000151611",
         "ENSG00000151632",
-        "ENSG00000151640",
         "ENSG00000151655",
         "ENSG00000151704",
         "ENSG00000151725",
@@ -1669,8 +1735,8 @@
         "ENSG00000152092",
         "ENSG00000152154",
         "ENSG00000152192",
+        "ENSG00000152217",
         "ENSG00000152292",
-        "ENSG00000152377",
         "ENSG00000152382",
         "ENSG00000152433",
         "ENSG00000152454",
@@ -1681,6 +1747,7 @@
         "ENSG00000152592",
         "ENSG00000152611",
         "ENSG00000152669",
+        "ENSG00000152670",
         "ENSG00000152672",
         "ENSG00000152684",
         "ENSG00000152760",
@@ -1690,11 +1757,14 @@
         "ENSG00000152910",
         "ENSG00000152932",
         "ENSG00000152954",
+        "ENSG00000153015",
+        "ENSG00000153064",
         "ENSG00000153071",
         "ENSG00000153208",
         "ENSG00000153233",
         "ENSG00000153283",
         "ENSG00000153347",
+        "ENSG00000153404",
         "ENSG00000153446",
         "ENSG00000153563",
         "ENSG00000153789",
@@ -1703,7 +1773,6 @@
         "ENSG00000154096",
         "ENSG00000154099",
         "ENSG00000154118",
-        "ENSG00000154127",
         "ENSG00000154143",
         "ENSG00000154165",
         "ENSG00000154175",
@@ -1713,7 +1782,6 @@
         "ENSG00000154319",
         "ENSG00000154342",
         "ENSG00000154451",
-        "ENSG00000154473",
         "ENSG00000154485",
         "ENSG00000154548",
         "ENSG00000154553",
@@ -1723,13 +1791,16 @@
         "ENSG00000154734",
         "ENSG00000154736",
         "ENSG00000154764",
+        "ENSG00000154920",
         "ENSG00000154975",
         "ENSG00000155011",
         "ENSG00000155275",
+        "ENSG00000155304",
+        "ENSG00000155367",
+        "ENSG00000155380",
         "ENSG00000155657",
         "ENSG00000155659",
         "ENSG00000155666",
-        "ENSG00000155714",
         "ENSG00000155816",
         "ENSG00000155827",
         "ENSG00000155850",
@@ -1739,69 +1810,67 @@
         "ENSG00000155897",
         "ENSG00000155961",
         "ENSG00000156076",
+        "ENSG00000156096",
         "ENSG00000156097",
         "ENSG00000156172",
-        "ENSG00000156194",
+        "ENSG00000156218",
         "ENSG00000156219",
         "ENSG00000156234",
         "ENSG00000156265",
         "ENSG00000156298",
-        "ENSG00000156345",
         "ENSG00000156466",
         "ENSG00000156486",
+        "ENSG00000156515",
         "ENSG00000156574",
         "ENSG00000156689",
-        "ENSG00000156697",
         "ENSG00000156711",
         "ENSG00000156738",
+        "ENSG00000156853",
         "ENSG00000156885",
         "ENSG00000156886",
         "ENSG00000156959",
+        "ENSG00000156973",
+        "ENSG00000156983",
         "ENSG00000157005",
-        "ENSG00000157017",
-        "ENSG00000157111",
+        "ENSG00000157036",
         "ENSG00000157150",
         "ENSG00000157152",
         "ENSG00000157193",
+        "ENSG00000157214",
         "ENSG00000157330",
+        "ENSG00000157335",
         "ENSG00000157353",
         "ENSG00000157404",
         "ENSG00000157423",
         "ENSG00000157429",
         "ENSG00000157456",
-        "ENSG00000157510",
         "ENSG00000157514",
-        "ENSG00000157601",
         "ENSG00000157653",
         "ENSG00000157693",
         "ENSG00000157765",
         "ENSG00000157766",
         "ENSG00000157833",
-        "ENSG00000157851",
         "ENSG00000157856",
         "ENSG00000157999",
         "ENSG00000158008",
         "ENSG00000158022",
+        "ENSG00000158023",
         "ENSG00000158050",
         "ENSG00000158077",
         "ENSG00000158104",
-        "ENSG00000158113",
         "ENSG00000158164",
         "ENSG00000158290",
         "ENSG00000158301",
         "ENSG00000158406",
         "ENSG00000158423",
-        "ENSG00000158457",
         "ENSG00000158477",
         "ENSG00000158481",
         "ENSG00000158486",
-        "ENSG00000158497",
         "ENSG00000158578",
         "ENSG00000158683",
         "ENSG00000158691",
         "ENSG00000158748",
         "ENSG00000158764",
-        "ENSG00000158786",
         "ENSG00000158805",
         "ENSG00000158806",
         "ENSG00000158815",
@@ -1835,10 +1904,10 @@
         "ENSG00000159763",
         "ENSG00000159784",
         "ENSG00000159871",
-        "ENSG00000159882",
         "ENSG00000159905",
         "ENSG00000159915",
         "ENSG00000160013",
+        "ENSG00000160055",
         "ENSG00000160111",
         "ENSG00000160117",
         "ENSG00000160180",
@@ -1848,16 +1917,17 @@
         "ENSG00000160185",
         "ENSG00000160188",
         "ENSG00000160213",
+        "ENSG00000160224",
         "ENSG00000160233",
         "ENSG00000160282",
         "ENSG00000160307",
         "ENSG00000160339",
-        "ENSG00000160345",
+        "ENSG00000160352",
         "ENSG00000160401",
-        "ENSG00000160408",
-        "ENSG00000160471",
         "ENSG00000160472",
         "ENSG00000160505",
+        "ENSG00000160593",
+        "ENSG00000160654",
         "ENSG00000160716",
         "ENSG00000160781",
         "ENSG00000160789",
@@ -1869,6 +1939,7 @@
         "ENSG00000160862",
         "ENSG00000160868",
         "ENSG00000160993",
+        "ENSG00000161021",
         "ENSG00000161055",
         "ENSG00000161180",
         "ENSG00000161381",
@@ -1876,8 +1947,9 @@
         "ENSG00000161513",
         "ENSG00000161594",
         "ENSG00000161649",
+        "ENSG00000161653",
         "ENSG00000161671",
-        "ENSG00000161798",
+        "ENSG00000161692",
         "ENSG00000161800",
         "ENSG00000161896",
         "ENSG00000161905",
@@ -1888,16 +1960,14 @@
         "ENSG00000162078",
         "ENSG00000162188",
         "ENSG00000162267",
-        "ENSG00000162367",
         "ENSG00000162374",
-        "ENSG00000162377",
         "ENSG00000162391",
         "ENSG00000162396",
         "ENSG00000162399",
+        "ENSG00000162433",
         "ENSG00000162461",
         "ENSG00000162482",
         "ENSG00000162490",
-        "ENSG00000162494",
         "ENSG00000162543",
         "ENSG00000162592",
         "ENSG00000162594",
@@ -1909,11 +1979,14 @@
         "ENSG00000162631",
         "ENSG00000162639",
         "ENSG00000162643",
+        "ENSG00000162645",
         "ENSG00000162650",
         "ENSG00000162676",
         "ENSG00000162692",
+        "ENSG00000162714",
         "ENSG00000162722",
         "ENSG00000162739",
+        "ENSG00000162782",
         "ENSG00000162817",
         "ENSG00000162873",
         "ENSG00000162877",
@@ -1934,7 +2007,6 @@
         "ENSG00000163040",
         "ENSG00000163053",
         "ENSG00000163060",
-        "ENSG00000163072",
         "ENSG00000163081",
         "ENSG00000163092",
         "ENSG00000163106",
@@ -1942,11 +2014,9 @@
         "ENSG00000163141",
         "ENSG00000163154",
         "ENSG00000163157",
-        "ENSG00000163161",
         "ENSG00000163220",
         "ENSG00000163273",
         "ENSG00000163283",
-        "ENSG00000163285",
         "ENSG00000163291",
         "ENSG00000163347",
         "ENSG00000163354",
@@ -1955,10 +2025,8 @@
         "ENSG00000163395",
         "ENSG00000163421",
         "ENSG00000163430",
-        "ENSG00000163435",
         "ENSG00000163449",
         "ENSG00000163453",
-        "ENSG00000163462",
         "ENSG00000163464",
         "ENSG00000163497",
         "ENSG00000163499",
@@ -1968,15 +2036,11 @@
         "ENSG00000163520",
         "ENSG00000163521",
         "ENSG00000163530",
-        "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163554",
-        "ENSG00000163564",
-        "ENSG00000163581",
-        "ENSG00000163599",
         "ENSG00000163600",
         "ENSG00000163606",
-        "ENSG00000163623",
+        "ENSG00000163608",
         "ENSG00000163631",
         "ENSG00000163638",
         "ENSG00000163661",
@@ -1990,10 +2054,11 @@
         "ENSG00000163739",
         "ENSG00000163751",
         "ENSG00000163762",
+        "ENSG00000163812",
         "ENSG00000163817",
         "ENSG00000163818",
-        "ENSG00000163823",
         "ENSG00000163833",
+        "ENSG00000163900",
         "ENSG00000163914",
         "ENSG00000163975",
         "ENSG00000163993",
@@ -2001,13 +2066,11 @@
         "ENSG00000164007",
         "ENSG00000164032",
         "ENSG00000164035",
-        "ENSG00000164047",
         "ENSG00000164049",
         "ENSG00000164076",
         "ENSG00000164082",
         "ENSG00000164089",
         "ENSG00000164112",
-        "ENSG00000164116",
         "ENSG00000164120",
         "ENSG00000164122",
         "ENSG00000164128",
@@ -2016,16 +2079,15 @@
         "ENSG00000164175",
         "ENSG00000164185",
         "ENSG00000164220",
+        "ENSG00000164237",
         "ENSG00000164265",
         "ENSG00000164283",
         "ENSG00000164284",
         "ENSG00000164287",
         "ENSG00000164303",
-        "ENSG00000164305",
         "ENSG00000164318",
         "ENSG00000164338",
         "ENSG00000164344",
-        "ENSG00000164347",
         "ENSG00000164366",
         "ENSG00000164398",
         "ENSG00000164400",
@@ -2043,8 +2105,7 @@
         "ENSG00000164542",
         "ENSG00000164611",
         "ENSG00000164631",
-        "ENSG00000164638",
-        "ENSG00000164649",
+        "ENSG00000164651",
         "ENSG00000164663",
         "ENSG00000164675",
         "ENSG00000164683",
@@ -2060,12 +2121,10 @@
         "ENSG00000164764",
         "ENSG00000164778",
         "ENSG00000164794",
-        "ENSG00000164823",
         "ENSG00000164825",
         "ENSG00000164850",
         "ENSG00000164879",
         "ENSG00000164920",
-        "ENSG00000164929",
         "ENSG00000164932",
         "ENSG00000164941",
         "ENSG00000164949",
@@ -2078,14 +2137,12 @@
         "ENSG00000165188",
         "ENSG00000165194",
         "ENSG00000165215",
-        "ENSG00000165219",
         "ENSG00000165244",
         "ENSG00000165269",
         "ENSG00000165272",
         "ENSG00000165300",
         "ENSG00000165309",
         "ENSG00000165312",
-        "ENSG00000165323",
         "ENSG00000165325",
         "ENSG00000165349",
         "ENSG00000165376",
@@ -2094,41 +2151,35 @@
         "ENSG00000165474",
         "ENSG00000165480",
         "ENSG00000165507",
-        "ENSG00000165511",
         "ENSG00000165566",
         "ENSG00000165572",
         "ENSG00000165588",
         "ENSG00000165606",
         "ENSG00000165621",
         "ENSG00000165646",
-        "ENSG00000165675",
+        "ENSG00000165661",
         "ENSG00000165682",
         "ENSG00000165694",
         "ENSG00000165702",
-        "ENSG00000165724",
         "ENSG00000165731",
         "ENSG00000165794",
         "ENSG00000165799",
         "ENSG00000165810",
-        "ENSG00000165832",
         "ENSG00000165887",
         "ENSG00000165899",
         "ENSG00000165914",
         "ENSG00000165917",
         "ENSG00000165923",
+        "ENSG00000165934",
         "ENSG00000165949",
         "ENSG00000165970",
         "ENSG00000165972",
-        "ENSG00000165985",
         "ENSG00000166033",
         "ENSG00000166035",
         "ENSG00000166091",
         "ENSG00000166147",
         "ENSG00000166148",
-        "ENSG00000166159",
         "ENSG00000166183",
-        "ENSG00000166192",
-        "ENSG00000166206",
         "ENSG00000166257",
         "ENSG00000166261",
         "ENSG00000166265",
@@ -2139,14 +2190,13 @@
         "ENSG00000166396",
         "ENSG00000166407",
         "ENSG00000166426",
-        "ENSG00000166428",
         "ENSG00000166482",
         "ENSG00000166509",
         "ENSG00000166558",
         "ENSG00000166562",
-        "ENSG00000166569",
         "ENSG00000166573",
         "ENSG00000166589",
+        "ENSG00000166592",
         "ENSG00000166596",
         "ENSG00000166598",
         "ENSG00000166664",
@@ -2158,6 +2208,7 @@
         "ENSG00000166736",
         "ENSG00000166741",
         "ENSG00000166770",
+        "ENSG00000166788",
         "ENSG00000166793",
         "ENSG00000166800",
         "ENSG00000166819",
@@ -2167,6 +2218,7 @@
         "ENSG00000166856",
         "ENSG00000166860",
         "ENSG00000166917",
+        "ENSG00000166922",
         "ENSG00000166923",
         "ENSG00000166927",
         "ENSG00000166928",
@@ -2174,15 +2226,15 @@
         "ENSG00000166959",
         "ENSG00000166961",
         "ENSG00000166963",
-        "ENSG00000167077",
+        "ENSG00000167074",
         "ENSG00000167083",
         "ENSG00000167094",
         "ENSG00000167103",
         "ENSG00000167207",
         "ENSG00000167208",
         "ENSG00000167244",
+        "ENSG00000167261",
         "ENSG00000167264",
-        "ENSG00000167272",
         "ENSG00000167311",
         "ENSG00000167325",
         "ENSG00000167332",
@@ -2208,6 +2260,7 @@
         "ENSG00000167664",
         "ENSG00000167676",
         "ENSG00000167723",
+        "ENSG00000167748",
         "ENSG00000167754",
         "ENSG00000167755",
         "ENSG00000167759",
@@ -2215,7 +2268,7 @@
         "ENSG00000167768",
         "ENSG00000167772",
         "ENSG00000167779",
-        "ENSG00000167785",
+        "ENSG00000167792",
         "ENSG00000167840",
         "ENSG00000167842",
         "ENSG00000167850",
@@ -2224,6 +2277,7 @@
         "ENSG00000167900",
         "ENSG00000167912",
         "ENSG00000167914",
+        "ENSG00000167930",
         "ENSG00000167941",
         "ENSG00000167967",
         "ENSG00000167972",
@@ -2231,10 +2285,10 @@
         "ENSG00000167984",
         "ENSG00000167995",
         "ENSG00000167996",
+        "ENSG00000168062",
         "ENSG00000168065",
         "ENSG00000168078",
         "ENSG00000168079",
-        "ENSG00000168135",
         "ENSG00000168209",
         "ENSG00000168229",
         "ENSG00000168263",
@@ -2244,13 +2298,12 @@
         "ENSG00000168314",
         "ENSG00000168329",
         "ENSG00000168334",
-        "ENSG00000168348",
         "ENSG00000168350",
         "ENSG00000168389",
         "ENSG00000168398",
         "ENSG00000168418",
-        "ENSG00000168434",
         "ENSG00000168454",
+        "ENSG00000168477",
         "ENSG00000168484",
         "ENSG00000168491",
         "ENSG00000168496",
@@ -2261,28 +2314,28 @@
         "ENSG00000168661",
         "ENSG00000168671",
         "ENSG00000168685",
+        "ENSG00000168734",
         "ENSG00000168748",
         "ENSG00000168754",
         "ENSG00000168778",
         "ENSG00000168806",
+        "ENSG00000168818",
         "ENSG00000168824",
         "ENSG00000168878",
         "ENSG00000168995",
-        "ENSG00000169031",
         "ENSG00000169035",
         "ENSG00000169064",
         "ENSG00000169067",
         "ENSG00000169071",
-        "ENSG00000169085",
         "ENSG00000169116",
         "ENSG00000169129",
-        "ENSG00000169131",
         "ENSG00000169139",
         "ENSG00000169184",
         "ENSG00000169194",
         "ENSG00000169213",
         "ENSG00000169218",
         "ENSG00000169224",
+        "ENSG00000169231",
         "ENSG00000169242",
         "ENSG00000169245",
         "ENSG00000169247",
@@ -2292,6 +2345,7 @@
         "ENSG00000169282",
         "ENSG00000169291",
         "ENSG00000169297",
+        "ENSG00000169306",
         "ENSG00000169313",
         "ENSG00000169314",
         "ENSG00000169330",
@@ -2304,15 +2358,14 @@
         "ENSG00000169607",
         "ENSG00000169679",
         "ENSG00000169704",
-        "ENSG00000169710",
-        "ENSG00000169783",
         "ENSG00000169836",
+        "ENSG00000169851",
+        "ENSG00000169855",
         "ENSG00000169856",
         "ENSG00000169876",
         "ENSG00000169877",
         "ENSG00000169884",
         "ENSG00000169894",
-        "ENSG00000169900",
         "ENSG00000169903",
         "ENSG00000169908",
         "ENSG00000169962",
@@ -2320,21 +2373,21 @@
         "ENSG00000170075",
         "ENSG00000170099",
         "ENSG00000170113",
+        "ENSG00000170153",
         "ENSG00000170180",
-        "ENSG00000170191",
         "ENSG00000170209",
         "ENSG00000170231",
+        "ENSG00000170242",
         "ENSG00000170289",
         "ENSG00000170290",
-        "ENSG00000170310",
         "ENSG00000170312",
+        "ENSG00000170322",
         "ENSG00000170323",
-        "ENSG00000170324",
         "ENSG00000170345",
         "ENSG00000170364",
-        "ENSG00000170381",
+        "ENSG00000170382",
         "ENSG00000170385",
-        "ENSG00000170412",
+        "ENSG00000170417",
         "ENSG00000170419",
         "ENSG00000170421",
         "ENSG00000170425",
@@ -2348,8 +2401,8 @@
         "ENSG00000170627",
         "ENSG00000170631",
         "ENSG00000170703",
+        "ENSG00000170745",
         "ENSG00000170775",
-        "ENSG00000170786",
         "ENSG00000170801",
         "ENSG00000170837",
         "ENSG00000170848",
@@ -2359,8 +2412,6 @@
         "ENSG00000170954",
         "ENSG00000170961",
         "ENSG00000171049",
-        "ENSG00000171056",
-        "ENSG00000171169",
         "ENSG00000171217",
         "ENSG00000171236",
         "ENSG00000171243",
@@ -2372,6 +2423,7 @@
         "ENSG00000171368",
         "ENSG00000171388",
         "ENSG00000171401",
+        "ENSG00000171408",
         "ENSG00000171428",
         "ENSG00000171446",
         "ENSG00000171462",
@@ -2393,24 +2445,24 @@
         "ENSG00000171766",
         "ENSG00000171786",
         "ENSG00000171806",
+        "ENSG00000171812",
         "ENSG00000171819",
         "ENSG00000171848",
         "ENSG00000171855",
         "ENSG00000171860",
         "ENSG00000171864",
-        "ENSG00000171872",
         "ENSG00000171885",
         "ENSG00000171916",
         "ENSG00000171951",
-        "ENSG00000171954",
         "ENSG00000171956",
         "ENSG00000171962",
         "ENSG00000172000",
         "ENSG00000172005",
+        "ENSG00000172006",
         "ENSG00000172020",
         "ENSG00000172031",
         "ENSG00000172061",
-        "ENSG00000172115",
+        "ENSG00000172081",
         "ENSG00000172116",
         "ENSG00000172123",
         "ENSG00000172137",
@@ -2420,27 +2472,23 @@
         "ENSG00000172236",
         "ENSG00000172273",
         "ENSG00000172331",
+        "ENSG00000172348",
         "ENSG00000172379",
         "ENSG00000172399",
         "ENSG00000172403",
         "ENSG00000172426",
-        "ENSG00000172461",
         "ENSG00000172482",
         "ENSG00000172508",
         "ENSG00000172543",
         "ENSG00000172551",
-        "ENSG00000172602",
         "ENSG00000172671",
         "ENSG00000172724",
-        "ENSG00000172733",
         "ENSG00000172752",
         "ENSG00000172794",
-        "ENSG00000172831",
         "ENSG00000172867",
         "ENSG00000172901",
         "ENSG00000172927",
         "ENSG00000172935",
-        "ENSG00000172955",
         "ENSG00000172967",
         "ENSG00000172995",
         "ENSG00000173080",
@@ -2453,26 +2501,25 @@
         "ENSG00000173237",
         "ENSG00000173250",
         "ENSG00000173269",
-        "ENSG00000173275",
         "ENSG00000173369",
         "ENSG00000173391",
         "ENSG00000173404",
         "ENSG00000173421",
         "ENSG00000173432",
+        "ENSG00000173451",
         "ENSG00000173452",
         "ENSG00000173467",
         "ENSG00000173546",
         "ENSG00000173578",
         "ENSG00000173585",
         "ENSG00000173626",
-        "ENSG00000173641",
         "ENSG00000173705",
         "ENSG00000173809",
         "ENSG00000173868",
         "ENSG00000173894",
         "ENSG00000173976",
         "ENSG00000173991",
-        "ENSG00000174123",
+        "ENSG00000174125",
         "ENSG00000174156",
         "ENSG00000174175",
         "ENSG00000174255",
@@ -2482,13 +2529,11 @@
         "ENSG00000174348",
         "ENSG00000174370",
         "ENSG00000174429",
-        "ENSG00000174448",
         "ENSG00000174460",
-        "ENSG00000174469",
         "ENSG00000174473",
         "ENSG00000174529",
-        "ENSG00000174564",
         "ENSG00000174599",
+        "ENSG00000174600",
         "ENSG00000174611",
         "ENSG00000174640",
         "ENSG00000174652",
@@ -2500,29 +2545,29 @@
         "ENSG00000174827",
         "ENSG00000174844",
         "ENSG00000174946",
-        "ENSG00000174951",
         "ENSG00000174992",
         "ENSG00000175063",
+        "ENSG00000175073",
         "ENSG00000175084",
         "ENSG00000175097",
+        "ENSG00000175170",
         "ENSG00000175189",
+        "ENSG00000175262",
         "ENSG00000175267",
-        "ENSG00000175311",
         "ENSG00000175336",
+        "ENSG00000175354",
         "ENSG00000175426",
         "ENSG00000175445",
-        "ENSG00000175489",
-        "ENSG00000175505",
         "ENSG00000175518",
+        "ENSG00000175536",
+        "ENSG00000175548",
         "ENSG00000175567",
         "ENSG00000175575",
         "ENSG00000175592",
         "ENSG00000175691",
         "ENSG00000175766",
-        "ENSG00000175779",
-        "ENSG00000175820",
         "ENSG00000175832",
-        "ENSG00000175857",
+        "ENSG00000175894",
         "ENSG00000175899",
         "ENSG00000175906",
         "ENSG00000175967",
@@ -2536,12 +2581,12 @@
         "ENSG00000176160",
         "ENSG00000176165",
         "ENSG00000176222",
+        "ENSG00000176225",
         "ENSG00000176244",
         "ENSG00000176293",
         "ENSG00000176302",
         "ENSG00000176381",
         "ENSG00000176435",
-        "ENSG00000176444",
         "ENSG00000176485",
         "ENSG00000176532",
         "ENSG00000176678",
@@ -2554,38 +2599,35 @@
         "ENSG00000176919",
         "ENSG00000176971",
         "ENSG00000176994",
-        "ENSG00000177096",
         "ENSG00000177098",
         "ENSG00000177108",
-        "ENSG00000177112",
-        "ENSG00000177125",
         "ENSG00000177181",
         "ENSG00000177272",
         "ENSG00000177301",
         "ENSG00000177324",
-        "ENSG00000177338",
+        "ENSG00000177398",
         "ENSG00000177455",
         "ENSG00000177459",
         "ENSG00000177464",
         "ENSG00000177483",
         "ENSG00000177494",
+        "ENSG00000177519",
         "ENSG00000177535",
         "ENSG00000177551",
         "ENSG00000177575",
         "ENSG00000177599",
         "ENSG00000177614",
         "ENSG00000177675",
+        "ENSG00000177688",
         "ENSG00000177692",
-        "ENSG00000177706",
         "ENSG00000177710",
         "ENSG00000177752",
         "ENSG00000177791",
         "ENSG00000177800",
         "ENSG00000177807",
         "ENSG00000177842",
+        "ENSG00000177854",
         "ENSG00000177873",
-        "ENSG00000177943",
-        "ENSG00000177946",
         "ENSG00000177984",
         "ENSG00000177993",
         "ENSG00000178033",
@@ -2594,7 +2636,6 @@
         "ENSG00000178172",
         "ENSG00000178175",
         "ENSG00000178177",
-        "ENSG00000178202",
         "ENSG00000178229",
         "ENSG00000178343",
         "ENSG00000178363",
@@ -2611,24 +2652,24 @@
         "ENSG00000178878",
         "ENSG00000178882",
         "ENSG00000178904",
-        "ENSG00000178919",
         "ENSG00000178934",
         "ENSG00000178935",
         "ENSG00000178947",
         "ENSG00000178965",
         "ENSG00000178966",
+        "ENSG00000178988",
         "ENSG00000178996",
         "ENSG00000178999",
         "ENSG00000179023",
-        "ENSG00000179029",
-        "ENSG00000179083",
+        "ENSG00000179044",
         "ENSG00000179097",
         "ENSG00000179133",
         "ENSG00000179136",
         "ENSG00000179141",
+        "ENSG00000179144",
         "ENSG00000179219",
-        "ENSG00000179240",
         "ENSG00000179314",
+        "ENSG00000179344",
         "ENSG00000179348",
         "ENSG00000179455",
         "ENSG00000179477",
@@ -2636,7 +2677,6 @@
         "ENSG00000179528",
         "ENSG00000179542",
         "ENSG00000179546",
-        "ENSG00000179564",
         "ENSG00000179593",
         "ENSG00000179639",
         "ENSG00000179709",
@@ -2648,12 +2688,11 @@
         "ENSG00000179813",
         "ENSG00000179826",
         "ENSG00000179841",
-        "ENSG00000179855",
         "ENSG00000179873",
+        "ENSG00000179889",
         "ENSG00000179902",
         "ENSG00000179909",
         "ENSG00000179914",
-        "ENSG00000179918",
         "ENSG00000179934",
         "ENSG00000180044",
         "ENSG00000180113",
@@ -2700,12 +2739,10 @@
         "ENSG00000181215",
         "ENSG00000181274",
         "ENSG00000181374",
-        "ENSG00000181418",
         "ENSG00000181450",
         "ENSG00000181513",
         "ENSG00000181585",
         "ENSG00000181626",
-        "ENSG00000181631",
         "ENSG00000181634",
         "ENSG00000181656",
         "ENSG00000181754",
@@ -2713,48 +2750,41 @@
         "ENSG00000181817",
         "ENSG00000181847",
         "ENSG00000181856",
-        "ENSG00000181896",
+        "ENSG00000181894",
         "ENSG00000181908",
         "ENSG00000181938",
+        "ENSG00000182010",
         "ENSG00000182040",
-        "ENSG00000182050",
         "ENSG00000182057",
         "ENSG00000182107",
         "ENSG00000182134",
         "ENSG00000182158",
-        "ENSG00000182168",
         "ENSG00000182177",
         "ENSG00000182223",
-        "ENSG00000182253",
         "ENSG00000182255",
         "ENSG00000182257",
         "ENSG00000182264",
         "ENSG00000182308",
         "ENSG00000182318",
         "ENSG00000182326",
-        "ENSG00000182333",
         "ENSG00000182389",
         "ENSG00000182405",
         "ENSG00000182481",
         "ENSG00000182489",
-        "ENSG00000182492",
         "ENSG00000182508",
-        "ENSG00000182521",
         "ENSG00000182545",
-        "ENSG00000182648",
         "ENSG00000182687",
         "ENSG00000182704",
         "ENSG00000182718",
         "ENSG00000182747",
         "ENSG00000182782",
         "ENSG00000182791",
-        "ENSG00000182795",
         "ENSG00000182810",
         "ENSG00000182866",
         "ENSG00000182873",
         "ENSG00000182885",
-        "ENSG00000182916",
         "ENSG00000182963",
+        "ENSG00000182993",
         "ENSG00000183019",
         "ENSG00000183034",
         "ENSG00000183036",
@@ -2766,14 +2796,12 @@
         "ENSG00000183150",
         "ENSG00000183160",
         "ENSG00000183196",
-        "ENSG00000183250",
         "ENSG00000183307",
         "ENSG00000183309",
         "ENSG00000183346",
         "ENSG00000183347",
         "ENSG00000183379",
         "ENSG00000183423",
-        "ENSG00000183439",
         "ENSG00000183454",
         "ENSG00000183484",
         "ENSG00000183569",
@@ -2794,22 +2822,18 @@
         "ENSG00000183747",
         "ENSG00000183760",
         "ENSG00000183763",
-        "ENSG00000183765",
         "ENSG00000183775",
-        "ENSG00000183784",
         "ENSG00000183798",
-        "ENSG00000183801",
-        "ENSG00000183813",
         "ENSG00000183814",
         "ENSG00000183837",
         "ENSG00000183856",
         "ENSG00000183876",
         "ENSG00000183888",
         "ENSG00000183918",
+        "ENSG00000183943",
         "ENSG00000184009",
         "ENSG00000184113",
         "ENSG00000184226",
-        "ENSG00000184271",
         "ENSG00000184274",
         "ENSG00000184292",
         "ENSG00000184343",
@@ -2825,26 +2849,25 @@
         "ENSG00000184530",
         "ENSG00000184564",
         "ENSG00000184571",
-        "ENSG00000184574",
         "ENSG00000184599",
         "ENSG00000184678",
         "ENSG00000184786",
+        "ENSG00000184809",
         "ENSG00000184845",
-        "ENSG00000184857",
         "ENSG00000184898",
         "ENSG00000184905",
         "ENSG00000184908",
+        "ENSG00000184923",
         "ENSG00000184933",
         "ENSG00000184937",
         "ENSG00000184956",
         "ENSG00000184986",
         "ENSG00000185002",
         "ENSG00000185028",
-        "ENSG00000185049",
         "ENSG00000185065",
         "ENSG00000185085",
+        "ENSG00000185127",
         "ENSG00000185156",
-        "ENSG00000185220",
         "ENSG00000185245",
         "ENSG00000185250",
         "ENSG00000185252",
@@ -2853,24 +2876,21 @@
         "ENSG00000185303",
         "ENSG00000185467",
         "ENSG00000185479",
-        "ENSG00000185499",
         "ENSG00000185513",
+        "ENSG00000185518",
         "ENSG00000185523",
         "ENSG00000185527",
         "ENSG00000185559",
-        "ENSG00000185585",
         "ENSG00000185610",
         "ENSG00000185614",
         "ENSG00000185621",
         "ENSG00000185633",
-        "ENSG00000185652",
         "ENSG00000185664",
         "ENSG00000185669",
         "ENSG00000185681",
         "ENSG00000185686",
         "ENSG00000185739",
         "ENSG00000185742",
-        "ENSG00000185745",
         "ENSG00000185792",
         "ENSG00000185823",
         "ENSG00000185838",
@@ -2884,7 +2904,6 @@
         "ENSG00000185974",
         "ENSG00000185985",
         "ENSG00000186009",
-        "ENSG00000186017",
         "ENSG00000186026",
         "ENSG00000186038",
         "ENSG00000186049",
@@ -2912,11 +2931,11 @@
         "ENSG00000186470",
         "ENSG00000186471",
         "ENSG00000186474",
+        "ENSG00000186479",
         "ENSG00000186480",
-        "ENSG00000186496",
+        "ENSG00000186510",
         "ENSG00000186526",
         "ENSG00000186603",
-        "ENSG00000186642",
         "ENSG00000186648",
         "ENSG00000186652",
         "ENSG00000186675",
@@ -2925,7 +2944,6 @@
         "ENSG00000186766",
         "ENSG00000186767",
         "ENSG00000186792",
-        "ENSG00000186806",
         "ENSG00000186810",
         "ENSG00000186812",
         "ENSG00000186818",
@@ -2935,12 +2953,11 @@
         "ENSG00000186867",
         "ENSG00000186889",
         "ENSG00000186910",
+        "ENSG00000186919",
         "ENSG00000186960",
         "ENSG00000186973",
         "ENSG00000187010",
         "ENSG00000187033",
-        "ENSG00000187054",
-        "ENSG00000187066",
         "ENSG00000187094",
         "ENSG00000187098",
         "ENSG00000187123",
@@ -2954,14 +2971,12 @@
         "ENSG00000187486",
         "ENSG00000187492",
         "ENSG00000187513",
-        "ENSG00000187527",
         "ENSG00000187553",
         "ENSG00000187566",
         "ENSG00000187569",
         "ENSG00000187608",
         "ENSG00000187642",
         "ENSG00000187682",
-        "ENSG00000187730",
         "ENSG00000187758",
         "ENSG00000187773",
         "ENSG00000187796",
@@ -2971,13 +2986,16 @@
         "ENSG00000187905",
         "ENSG00000187908",
         "ENSG00000187944",
+        "ENSG00000187955",
+        "ENSG00000187957",
         "ENSG00000187959",
         "ENSG00000187980",
         "ENSG00000187997",
         "ENSG00000188011",
+        "ENSG00000188032",
         "ENSG00000188051",
         "ENSG00000188060",
-        "ENSG00000188064",
+        "ENSG00000188070",
         "ENSG00000188124",
         "ENSG00000188133",
         "ENSG00000188175",
@@ -2986,14 +3004,11 @@
         "ENSG00000188257",
         "ENSG00000188263",
         "ENSG00000188282",
-        "ENSG00000188295",
-        "ENSG00000188321",
         "ENSG00000188322",
         "ENSG00000188338",
         "ENSG00000188372",
         "ENSG00000188385",
         "ENSG00000188389",
-        "ENSG00000188396",
         "ENSG00000188404",
         "ENSG00000188467",
         "ENSG00000188487",
@@ -3011,34 +3026,40 @@
         "ENSG00000188710",
         "ENSG00000188729",
         "ENSG00000188730",
+        "ENSG00000188738",
         "ENSG00000188778",
         "ENSG00000188783",
         "ENSG00000188785",
         "ENSG00000188816",
         "ENSG00000188817",
         "ENSG00000188822",
+        "ENSG00000188828",
         "ENSG00000188868",
         "ENSG00000188910",
         "ENSG00000188931",
         "ENSG00000188958",
-        "ENSG00000188996",
         "ENSG00000189013",
         "ENSG00000189030",
+        "ENSG00000189042",
+        "ENSG00000189050",
         "ENSG00000189051",
         "ENSG00000189056",
         "ENSG00000189057",
         "ENSG00000189058",
+        "ENSG00000189120",
         "ENSG00000189127",
         "ENSG00000189143",
         "ENSG00000189144",
         "ENSG00000189167",
         "ENSG00000189195",
-        "ENSG00000189238",
+        "ENSG00000189298",
+        "ENSG00000189320",
         "ENSG00000189334",
         "ENSG00000189350",
         "ENSG00000189377",
         "ENSG00000189410",
         "ENSG00000189420",
+        "ENSG00000189430",
         "ENSG00000189431",
         "ENSG00000189433",
         "ENSG00000196071",
@@ -3048,24 +3069,26 @@
         "ENSG00000196136",
         "ENSG00000196172",
         "ENSG00000196188",
-        "ENSG00000196214",
         "ENSG00000196220",
+        "ENSG00000196230",
+        "ENSG00000196236",
         "ENSG00000196263",
         "ENSG00000196290",
         "ENSG00000196296",
         "ENSG00000196337",
         "ENSG00000196344",
-        "ENSG00000196352",
         "ENSG00000196366",
         "ENSG00000196368",
         "ENSG00000196376",
-        "ENSG00000196378",
         "ENSG00000196391",
+        "ENSG00000196405",
+        "ENSG00000196407",
         "ENSG00000196415",
-        "ENSG00000196420",
         "ENSG00000196431",
         "ENSG00000196437",
+        "ENSG00000196459",
         "ENSG00000196466",
+        "ENSG00000196503",
         "ENSG00000196611",
         "ENSG00000196616",
         "ENSG00000196620",
@@ -3075,12 +3098,14 @@
         "ENSG00000196664",
         "ENSG00000196666",
         "ENSG00000196711",
-        "ENSG00000196724",
         "ENSG00000196741",
         "ENSG00000196754",
+        "ENSG00000196778",
         "ENSG00000196793",
         "ENSG00000196844",
+        "ENSG00000196865",
         "ENSG00000196867",
+        "ENSG00000196890",
         "ENSG00000196912",
         "ENSG00000196917",
         "ENSG00000196946",
@@ -3089,24 +3114,23 @@
         "ENSG00000196975",
         "ENSG00000196981",
         "ENSG00000197016",
+        "ENSG00000197046",
         "ENSG00000197050",
+        "ENSG00000197054",
         "ENSG00000197057",
         "ENSG00000197061",
-        "ENSG00000197062",
         "ENSG00000197093",
-        "ENSG00000197106",
         "ENSG00000197128",
         "ENSG00000197177",
         "ENSG00000197191",
-        "ENSG00000197208",
         "ENSG00000197213",
         "ENSG00000197249",
         "ENSG00000197251",
         "ENSG00000197253",
+        "ENSG00000197256",
         "ENSG00000197279",
         "ENSG00000197299",
         "ENSG00000197301",
-        "ENSG00000197362",
         "ENSG00000197372",
         "ENSG00000197380",
         "ENSG00000197381",
@@ -3114,7 +3138,6 @@
         "ENSG00000197410",
         "ENSG00000197417",
         "ENSG00000197446",
-        "ENSG00000197461",
         "ENSG00000197465",
         "ENSG00000197467",
         "ENSG00000197472",
@@ -3123,8 +3146,9 @@
         "ENSG00000197520",
         "ENSG00000197561",
         "ENSG00000197566",
-        "ENSG00000197584",
+        "ENSG00000197579",
         "ENSG00000197599",
+        "ENSG00000197608",
         "ENSG00000197614",
         "ENSG00000197616",
         "ENSG00000197620",
@@ -3132,6 +3156,7 @@
         "ENSG00000197646",
         "ENSG00000197653",
         "ENSG00000197712",
+        "ENSG00000197714",
         "ENSG00000197766",
         "ENSG00000197769",
         "ENSG00000197816",
@@ -3139,6 +3164,7 @@
         "ENSG00000197870",
         "ENSG00000197888",
         "ENSG00000197893",
+        "ENSG00000197912",
         "ENSG00000197928",
         "ENSG00000197933",
         "ENSG00000197959",
@@ -3147,7 +3173,6 @@
         "ENSG00000198028",
         "ENSG00000198046",
         "ENSG00000198074",
-        "ENSG00000198075",
         "ENSG00000198099",
         "ENSG00000198125",
         "ENSG00000198131",
@@ -3160,12 +3185,13 @@
         "ENSG00000198331",
         "ENSG00000198342",
         "ENSG00000198354",
+        "ENSG00000198466",
         "ENSG00000198467",
         "ENSG00000198468",
+        "ENSG00000198478",
         "ENSG00000198502",
         "ENSG00000198523",
         "ENSG00000198547",
-        "ENSG00000198551",
         "ENSG00000198570",
         "ENSG00000198574",
         "ENSG00000198576",
@@ -3182,31 +3208,33 @@
         "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",
         "ENSG00000198959",
         "ENSG00000203288",
-        "ENSG00000203326",
         "ENSG00000203446",
         "ENSG00000203645",
-        "ENSG00000203663",
+        "ENSG00000203685",
         "ENSG00000203697",
+        "ENSG00000203705",
         "ENSG00000203722",
         "ENSG00000203730",
         "ENSG00000203747",
@@ -3214,15 +3242,18 @@
         "ENSG00000203801",
         "ENSG00000203805",
         "ENSG00000203907",
+        "ENSG00000203963",
         "ENSG00000203985",
         "ENSG00000204001",
         "ENSG00000204010",
         "ENSG00000204020",
         "ENSG00000204022",
+        "ENSG00000204025",
         "ENSG00000204161",
         "ENSG00000204195",
         "ENSG00000204241",
         "ENSG00000204248",
+        "ENSG00000204252",
         "ENSG00000204287",
         "ENSG00000204301",
         "ENSG00000204305",
@@ -3232,11 +3263,8 @@
         "ENSG00000204389",
         "ENSG00000204420",
         "ENSG00000204421",
-        "ENSG00000204520",
-        "ENSG00000204592",
         "ENSG00000204595",
         "ENSG00000204599",
-        "ENSG00000204604",
         "ENSG00000204611",
         "ENSG00000204618",
         "ENSG00000204644",
@@ -3263,7 +3291,6 @@
         "ENSG00000205106",
         "ENSG00000205111",
         "ENSG00000205126",
-        "ENSG00000205143",
         "ENSG00000205277",
         "ENSG00000205334",
         "ENSG00000205420",
@@ -3272,6 +3299,7 @@
         "ENSG00000205488",
         "ENSG00000205542",
         "ENSG00000205562",
+        "ENSG00000205592",
         "ENSG00000205611",
         "ENSG00000205628",
         "ENSG00000205639",
@@ -3281,12 +3309,12 @@
         "ENSG00000205786",
         "ENSG00000205809",
         "ENSG00000205837",
+        "ENSG00000205857",
         "ENSG00000206069",
         "ENSG00000206075",
         "ENSG00000206177",
         "ENSG00000206432",
         "ENSG00000206535",
-        "ENSG00000206561",
         "ENSG00000211445",
         "ENSG00000211448",
         "ENSG00000211452",
@@ -3300,23 +3328,25 @@
         "ENSG00000213171",
         "ENSG00000213190",
         "ENSG00000213231",
-        "ENSG00000213341",
-        "ENSG00000213366",
         "ENSG00000213588",
+        "ENSG00000213699",
         "ENSG00000213760",
         "ENSG00000213799",
+        "ENSG00000213809",
         "ENSG00000213888",
         "ENSG00000213937",
         "ENSG00000213973",
         "ENSG00000214128",
+        "ENSG00000214140",
         "ENSG00000214145",
         "ENSG00000214353",
         "ENSG00000214376",
         "ENSG00000214510",
         "ENSG00000214548",
+        "ENSG00000214595",
         "ENSG00000214652",
         "ENSG00000214688",
-        "ENSG00000214700",
+        "ENSG00000214814",
         "ENSG00000214842",
         "ENSG00000214866",
         "ENSG00000214870",
@@ -3332,7 +3362,6 @@
         "ENSG00000215595",
         "ENSG00000215808",
         "ENSG00000215866",
-        "ENSG00000215912",
         "ENSG00000215915",
         "ENSG00000217236",
         "ENSG00000218018",
@@ -3341,21 +3370,19 @@
         "ENSG00000219545",
         "ENSG00000221818",
         "ENSG00000221845",
-        "ENSG00000221949",
         "ENSG00000221953",
         "ENSG00000221986",
         "ENSG00000222005",
+        "ENSG00000223382",
         "ENSG00000223466",
         "ENSG00000223501",
         "ENSG00000223561",
         "ENSG00000223609",
-        "ENSG00000223658",
         "ENSG00000223749",
         "ENSG00000223764",
         "ENSG00000223776",
         "ENSG00000223791",
         "ENSG00000223865",
-        "ENSG00000223923",
         "ENSG00000224086",
         "ENSG00000224093",
         "ENSG00000224184",
@@ -3364,10 +3391,12 @@
         "ENSG00000224424",
         "ENSG00000224511",
         "ENSG00000224559",
+        "ENSG00000224596",
         "ENSG00000224616",
+        "ENSG00000224687",
+        "ENSG00000224714",
         "ENSG00000224934",
         "ENSG00000224939",
-        "ENSG00000224940",
         "ENSG00000224944",
         "ENSG00000224958",
         "ENSG00000224995",
@@ -3375,23 +3404,24 @@
         "ENSG00000225077",
         "ENSG00000225083",
         "ENSG00000225194",
+        "ENSG00000225206",
         "ENSG00000225231",
         "ENSG00000225269",
+        "ENSG00000225376",
         "ENSG00000225526",
+        "ENSG00000225535",
         "ENSG00000225556",
         "ENSG00000225675",
         "ENSG00000225697",
         "ENSG00000225706",
-        "ENSG00000225756",
+        "ENSG00000225792",
         "ENSG00000225826",
         "ENSG00000225937",
         "ENSG00000225938",
         "ENSG00000225978",
-        "ENSG00000225979",
-        "ENSG00000225981",
         "ENSG00000226029",
         "ENSG00000226031",
-        "ENSG00000226200",
+        "ENSG00000226125",
         "ENSG00000226235",
         "ENSG00000226397",
         "ENSG00000226445",
@@ -3410,18 +3440,14 @@
         "ENSG00000227145",
         "ENSG00000227210",
         "ENSG00000227213",
-        "ENSG00000227256",
         "ENSG00000227268",
-        "ENSG00000227354",
         "ENSG00000227373",
         "ENSG00000227456",
         "ENSG00000227467",
         "ENSG00000227477",
         "ENSG00000227495",
+        "ENSG00000227502",
         "ENSG00000227508",
-        "ENSG00000227544",
-        "ENSG00000227676",
-        "ENSG00000227954",
         "ENSG00000228013",
         "ENSG00000228022",
         "ENSG00000228063",
@@ -3445,7 +3471,6 @@
         "ENSG00000229214",
         "ENSG00000229246",
         "ENSG00000229404",
-        "ENSG00000229414",
         "ENSG00000229474",
         "ENSG00000229525",
         "ENSG00000229536",
@@ -3454,18 +3479,16 @@
         "ENSG00000229676",
         "ENSG00000229780",
         "ENSG00000229847",
-        "ENSG00000229859",
-        "ENSG00000229876",
         "ENSG00000229921",
         "ENSG00000230046",
         "ENSG00000230061",
         "ENSG00000230062",
-        "ENSG00000230091",
-        "ENSG00000230138",
+        "ENSG00000230266",
         "ENSG00000230314",
         "ENSG00000230316",
         "ENSG00000230366",
         "ENSG00000230417",
+        "ENSG00000230453",
         "ENSG00000230658",
         "ENSG00000230710",
         "ENSG00000230798",
@@ -3473,12 +3496,9 @@
         "ENSG00000230873",
         "ENSG00000230910",
         "ENSG00000230918",
-        "ENSG00000230923",
-        "ENSG00000231023",
         "ENSG00000231057",
         "ENSG00000231105",
         "ENSG00000231106",
-        "ENSG00000231107",
         "ENSG00000231133",
         "ENSG00000231154",
         "ENSG00000231231",
@@ -3492,7 +3512,6 @@
         "ENSG00000231560",
         "ENSG00000231652",
         "ENSG00000231690",
-        "ENSG00000231728",
         "ENSG00000231738",
         "ENSG00000231742",
         "ENSG00000231764",
@@ -3506,15 +3525,15 @@
         "ENSG00000232445",
         "ENSG00000232480",
         "ENSG00000232629",
-        "ENSG00000232803",
+        "ENSG00000232774",
         "ENSG00000232810",
         "ENSG00000232832",
         "ENSG00000232850",
+        "ENSG00000232973",
         "ENSG00000232977",
         "ENSG00000233056",
-        "ENSG00000233117",
-        "ENSG00000233198",
-        "ENSG00000233436",
+        "ENSG00000233098",
+        "ENSG00000233208",
         "ENSG00000233532",
         "ENSG00000233670",
         "ENSG00000233672",
@@ -3535,6 +3554,7 @@
         "ENSG00000234577",
         "ENSG00000234602",
         "ENSG00000234661",
+        "ENSG00000234663",
         "ENSG00000234754",
         "ENSG00000234787",
         "ENSG00000234817",
@@ -3551,10 +3571,9 @@
         "ENSG00000235532",
         "ENSG00000235597",
         "ENSG00000235621",
-        "ENSG00000235725",
-        "ENSG00000235740",
         "ENSG00000235770",
         "ENSG00000235777",
+        "ENSG00000235947",
         "ENSG00000235997",
         "ENSG00000236078",
         "ENSG00000236144",
@@ -3581,31 +3600,24 @@
         "ENSG00000237686",
         "ENSG00000237693",
         "ENSG00000237807",
-        "ENSG00000237819",
         "ENSG00000237879",
         "ENSG00000237914",
         "ENSG00000237945",
         "ENSG00000237980",
-        "ENSG00000237990",
         "ENSG00000238097",
-        "ENSG00000238099",
         "ENSG00000238121",
         "ENSG00000238160",
-        "ENSG00000239445",
         "ENSG00000239474",
         "ENSG00000239713",
         "ENSG00000239774",
         "ENSG00000239961",
-        "ENSG00000240184",
-        "ENSG00000240288",
         "ENSG00000240403",
         "ENSG00000240498",
         "ENSG00000240549",
-        "ENSG00000240563",
         "ENSG00000240583",
         "ENSG00000240654",
-        "ENSG00000241313",
-        "ENSG00000241316",
+        "ENSG00000240891",
+        "ENSG00000241258",
         "ENSG00000241563",
         "ENSG00000241570",
         "ENSG00000241644",
@@ -3614,6 +3626,7 @@
         "ENSG00000241935",
         "ENSG00000242252",
         "ENSG00000242258",
+        "ENSG00000242259",
         "ENSG00000242474",
         "ENSG00000242512",
         "ENSG00000242516",
@@ -3622,7 +3635,6 @@
         "ENSG00000242686",
         "ENSG00000242715",
         "ENSG00000242866",
-        "ENSG00000242950",
         "ENSG00000243137",
         "ENSG00000243144",
         "ENSG00000243150",
@@ -3648,24 +3660,19 @@
         "ENSG00000245384",
         "ENSG00000245498",
         "ENSG00000245571",
-        "ENSG00000245680",
         "ENSG00000245954",
         "ENSG00000245975",
-        "ENSG00000246084",
         "ENSG00000246100",
         "ENSG00000246223",
         "ENSG00000246334",
-        "ENSG00000246394",
         "ENSG00000246526",
         "ENSG00000246863",
         "ENSG00000246898",
-        "ENSG00000247081",
         "ENSG00000247092",
         "ENSG00000247157",
         "ENSG00000247363",
         "ENSG00000247626",
         "ENSG00000247735",
-        "ENSG00000247775",
         "ENSG00000248027",
         "ENSG00000248227",
         "ENSG00000248319",
@@ -3674,11 +3681,10 @@
         "ENSG00000248489",
         "ENSG00000248538",
         "ENSG00000248550",
+        "ENSG00000248690",
         "ENSG00000248713",
         "ENSG00000248898",
-        "ENSG00000249096",
         "ENSG00000249167",
-        "ENSG00000249249",
         "ENSG00000249487",
         "ENSG00000249500",
         "ENSG00000249532",
@@ -3687,15 +3693,13 @@
         "ENSG00000249628",
         "ENSG00000249637",
         "ENSG00000249699",
-        "ENSG00000249736",
         "ENSG00000249790",
         "ENSG00000249825",
-        "ENSG00000249898",
         "ENSG00000249923",
         "ENSG00000250056",
         "ENSG00000250072",
+        "ENSG00000250107",
         "ENSG00000250127",
-        "ENSG00000250155",
         "ENSG00000250254",
         "ENSG00000250331",
         "ENSG00000250334",
@@ -3703,12 +3707,10 @@
         "ENSG00000250361",
         "ENSG00000250366",
         "ENSG00000250423",
-        "ENSG00000250486",
         "ENSG00000250490",
         "ENSG00000250508",
         "ENSG00000250673",
         "ENSG00000250799",
-        "ENSG00000250891",
         "ENSG00000250900",
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