popV version: 0.6.0

.gitattributes

@@ -35,3 +35,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 OnClass.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
 minified_ref_adata.h5ad filter=lfs diff=lfs merge=lfs -text
+faiss_index.index filter=lfs diff=lfs merge=lfs -text
+harmony_knn_classifier.index filter=lfs diff=lfs merge=lfs -text
+scvi_knn_classifier.index filter=lfs diff=lfs merge=lfs -text

OnClass.data-00000-of-00001

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OnClass.npz

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accuracies.json

@@ -1,4 +1,4 @@
 {
-    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 1126 | 0.96 | 0.94 | 0.96 | 0.98 | 0.00 | 0.88 | 0.96 | 0.96 | 0.97 |\n| corneal epithelial cell | 391 | 0.94 | 0.84 | 0.95 | 0.96 | 0.00 | 0.95 | 0.95 | 0.94 | 0.95 |\n| B cell | 427 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 192 | 0.98 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 176 | 0.89 | 0.92 | 0.91 | 0.80 | 0.00 | 0.91 | 0.90 | 0.92 | 0.93 |\n| fibroblast | 160 | 0.82 | 0.72 | 0.77 | 0.70 | 0.00 | 0.56 | 0.77 | 0.76 | 0.80 |\n| eye photoreceptor cell | 149 | 0.94 | 0.94 | 0.95 | 0.97 | 0.00 | 0.95 | 0.95 | 0.95 | 0.96 |\n| plasma cell | 148 | 0.96 | 0.94 | 0.97 | 0.93 | 0.00 | 0.95 | 0.99 | 0.97 | 0.99 |\n| acinar cell | 136 | 0.91 | 0.95 | 0.95 | 0.97 | 0.00 | 0.93 | 0.91 | 0.92 | 0.92 |\n| keratocyte | 81 | 0.67 | 0.63 | 0.67 | 0.61 | 0.00 | 0.62 | 0.69 | 0.68 | 0.73 |\n| CD8-positive, alpha-beta T cell | 81 | 0.78 | 0.81 | 0.80 | 0.63 | 0.00 | 0.83 | 0.81 | 0.83 | 0.85 |\n| myeloid leukocyte | 73 | 0.79 | 0.81 | 0.77 | 0.75 | 0.00 | 0.69 | 0.80 | 0.84 | 0.86 |\n| Mueller cell | 54 | 0.82 | 0.78 | 0.84 | 0.92 | 0.00 | 0.84 | 0.85 | 0.82 | 0.86 |\n| smooth muscle cell | 47 | 0.94 | 0.96 | 0.97 | 0.94 | 0.00 | 0.91 | 0.95 | 0.95 | 0.95 |\n| microglial cell | 34 | 0.63 | 0.75 | 0.73 | 0.54 | 0.00 | 0.68 | 0.72 | 0.70 | 0.73 |\n| Schwann cell | 30 | 0.87 | 0.90 | 0.88 | 0.89 | 0.00 | 0.76 | 0.92 | 0.78 | 0.87 |\n| macrophage | 22 | 0.50 | 0.17 | 0.50 | 0.40 | 0.00 | 0.51 | 0.70 | 0.70 | 0.67 |\n| erythrocyte | 14 | 0.97 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.93 | 1.00 |\n| muscle cell | 13 | 0.96 | 0.76 | 0.96 | 0.96 | 0.00 | 0.79 | 0.93 | 0.90 | 1.00 |\n| monocyte | 9 | 0.00 | 0.76 | 0.55 | 0.35 | 0.00 | 0.39 | 0.35 | 0.44 | 0.70 |\n| mature NK T cell | 6 | 0.67 | 0.00 | 0.40 | 0.29 | 0.00 | 0.67 | 0.80 | 0.80 | 0.67 |\n| retinal pigment epithelial cell | 7 | 0.92 | 0.92 | 0.92 | 0.92 | 0.00 | 1.00 | 0.92 | 0.83 | 0.92 |\n| T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 3 | 0.29 | 0.00 | 0.33 | 0.40 | 0.00 | 0.44 | 0.40 | 0.33 | 0.33 |\n| natural killer cell | 3 | 0.57 | 0.50 | 0.00 | 0.50 | 0.00 | 0.57 | 0.33 | 0.33 | 0.40 |\n| neutrophil | 5 | 1.00 | 0.91 | 0.89 | 0.57 | 0.00 | 0.91 | 1.00 | 0.89 | 1.00 |\n| adipocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |\n| mast cell | 5 | 0.62 | 0.67 | 0.75 | 0.89 | 0.00 | 0.83 | 0.91 | 1.00 | 0.91 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |\n| classical monocyte | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| radial glial cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 0.00 | 0.00 | 0.00 |\n| endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stromal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal ganglion cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 9959 | 0.96 | 0.92 | 0.98 | 0.98 | 0.00 | 0.89 | 0.97 | 0.96 | 0.98 |\n| corneal epithelial cell | 3796 | 0.93 | 0.78 | 0.97 | 0.97 | 0.00 | 0.95 | 0.96 | 0.94 | 0.96 |\n| B cell | 3726 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 1893 | 0.98 | 0.97 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 1436 | 0.86 | 0.85 | 0.91 | 0.84 | 0.00 | 0.89 | 0.93 | 0.94 | 0.93 |\n| fibroblast | 1427 | 0.80 | 0.69 | 0.88 | 0.85 | 0.00 | 0.76 | 0.88 | 0.89 | 0.90 |\n| eye photoreceptor cell | 1385 | 0.94 | 0.94 | 0.97 | 0.97 | 0.00 | 0.95 | 0.98 | 0.98 | 0.98 |\n| plasma cell | 1199 | 0.95 | 0.92 | 0.98 | 0.95 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |\n| acinar cell | 1209 | 0.90 | 0.92 | 0.98 | 0.97 | 0.00 | 0.94 | 0.95 | 0.95 | 0.96 |\n| keratocyte | 905 | 0.74 | 0.62 | 0.84 | 0.82 | 0.00 | 0.81 | 0.87 | 0.89 | 0.90 |\n| CD8-positive, alpha-beta T cell | 855 | 0.79 | 0.80 | 0.86 | 0.74 | 0.00 | 0.85 | 0.91 | 0.91 | 0.91 |\n| myeloid leukocyte | 575 | 0.74 | 0.74 | 0.83 | 0.83 | 0.00 | 0.89 | 0.97 | 0.98 | 0.93 |\n| Mueller cell | 451 | 0.80 | 0.74 | 0.89 | 0.88 | 0.00 | 0.89 | 0.95 | 0.95 | 0.93 |\n| smooth muscle cell | 408 | 0.92 | 0.94 | 0.97 | 0.94 | 0.00 | 0.92 | 0.98 | 0.98 | 0.97 |\n| microglial cell | 374 | 0.68 | 0.73 | 0.81 | 0.73 | 0.00 | 0.86 | 0.98 | 0.98 | 0.92 |\n| Schwann cell | 253 | 0.84 | 0.84 | 0.90 | 0.90 | 0.00 | 0.77 | 0.94 | 0.94 | 0.91 |\n| macrophage | 132 | 0.34 | 0.17 | 0.61 | 0.59 | 0.00 | 0.77 | 0.97 | 0.99 | 0.91 |\n| erythrocyte | 134 | 0.94 | 0.92 | 0.98 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 0.98 |\n| muscle cell | 129 | 0.86 | 0.47 | 0.95 | 0.91 | 0.00 | 0.85 | 0.95 | 0.97 | 0.98 |\n| monocyte | 77 | 0.00 | 0.52 | 0.63 | 0.57 | 0.00 | 0.60 | 0.99 | 0.99 | 0.94 |\n| mature NK T cell | 66 | 0.39 | 0.06 | 0.53 | 0.16 | 0.00 | 0.90 | 0.98 | 0.97 | 0.89 |\n| retinal pigment epithelial cell | 60 | 0.98 | 1.00 | 0.98 | 0.95 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |\n| T cell | 61 | 0.00 | 0.00 | 0.17 | 0.00 | 0.00 | 0.48 | 0.95 | 0.88 | 0.78 |\n| retinal bipolar neuron | 58 | 0.84 | 0.83 | 0.91 | 0.78 | 0.00 | 0.84 | 0.99 | 0.99 | 0.92 |\n| natural killer cell | 51 | 0.64 | 0.44 | 0.64 | 0.20 | 0.00 | 0.81 | 0.86 | 0.89 | 0.90 |\n| neutrophil | 46 | 0.92 | 0.85 | 0.86 | 0.69 | 0.00 | 0.93 | 1.00 | 0.99 | 0.99 |\n| adipocyte | 38 | 0.00 | 0.00 | 0.76 | 0.57 | 0.00 | 0.77 | 0.85 | 0.78 | 0.86 |\n| mast cell | 31 | 0.50 | 0.69 | 0.81 | 0.66 | 0.00 | 0.95 | 1.00 | 0.95 | 0.94 |\n| intermediate monocyte | 27 | 0.00 | 0.05 | 0.55 | 0.21 | 0.00 | 0.84 | 0.98 | 1.00 | 0.94 |\n| myeloid dendritic cell | 27 | 0.00 | 0.24 | 0.57 | 0.36 | 0.00 | 0.64 | 0.84 | 0.78 | 0.92 |\n| classical monocyte | 15 | 0.00 | 0.00 | 0.36 | 0.33 | 0.00 | 0.94 | 1.00 | 1.00 | 0.93 |\n| radial glial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.76 | 0.71 | 1.00 |\n| endothelial cell | 13 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.51 | 0.81 | 0.81 | 0.73 |\n| basophil | 5 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.89 |\n| retina horizontal cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.55 | 1.00 | 1.00 | 0.75 |\n| stromal cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 0.60 | 1.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 0.00 |\n| non-classical monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| retinal ganglion cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 1124 | 0.96 | 0.93 | 0.96 | 0.95 | 0.00 | 0.90 | 0.96 | 0.96 | 0.97 |\n| corneal epithelial cell | 388 | 0.93 | 0.81 | 0.94 | 0.93 | 0.00 | 0.93 | 0.95 | 0.93 | 0.95 |\n| B cell | 429 | 0.99 | 0.99 | 1.00 | 0.97 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 210 | 0.99 | 0.97 | 0.98 | 0.97 | 0.00 | 0.95 | 0.98 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 178 | 0.90 | 0.92 | 0.92 | 0.83 | 0.00 | 0.85 | 0.90 | 0.91 | 0.93 |\n| fibroblast | 157 | 0.78 | 0.73 | 0.77 | 0.72 | 0.00 | 0.75 | 0.78 | 0.80 | 0.82 |\n| eye photoreceptor cell | 138 | 0.95 | 0.95 | 0.96 | 0.95 | 0.00 | 0.96 | 0.96 | 0.95 | 0.98 |\n| plasma cell | 137 | 0.96 | 0.93 | 0.96 | 0.94 | 0.00 | 0.91 | 0.99 | 0.98 | 0.97 |\n| acinar cell | 134 | 0.89 | 0.93 | 0.99 | 0.92 | 0.00 | 0.94 | 0.88 | 0.91 | 0.92 |\n| keratocyte | 82 | 0.64 | 0.62 | 0.62 | 0.58 | 0.00 | 0.62 | 0.69 | 0.73 | 0.70 |\n| CD8-positive, alpha-beta T cell | 85 | 0.78 | 0.80 | 0.81 | 0.59 | 0.00 | 0.73 | 0.79 | 0.85 | 0.82 |\n| myeloid leukocyte | 79 | 0.74 | 0.83 | 0.78 | 0.76 | 0.00 | 0.70 | 0.85 | 0.86 | 0.85 |\n| Mueller cell | 54 | 0.85 | 0.83 | 0.86 | 0.85 | 0.00 | 0.90 | 0.87 | 0.85 | 0.92 |\n| smooth muscle cell | 47 | 0.97 | 0.97 | 0.98 | 0.94 | 0.00 | 0.93 | 0.99 | 0.97 | 0.98 |\n| microglial cell | 36 | 0.77 | 0.79 | 0.75 | 0.71 | 0.00 | 0.70 | 0.76 | 0.81 | 0.76 |\n| Schwann cell | 32 | 0.94 | 0.92 | 0.89 | 0.89 | 0.00 | 0.81 | 0.91 | 0.84 | 0.91 |\n| macrophage | 18 | 0.60 | 0.36 | 0.52 | 0.43 | 0.00 | 0.59 | 0.71 | 0.76 | 0.64 |\n| erythrocyte | 13 | 1.00 | 1.00 | 0.96 | 1.00 | 0.00 | 1.00 | 0.96 | 0.93 | 1.00 |\n| muscle cell | 14 | 0.96 | 0.92 | 0.93 | 0.96 | 0.00 | 0.90 | 0.93 | 0.93 | 0.97 |\n| monocyte | 10 | 0.62 | 0.78 | 0.78 | 0.59 | 0.00 | 0.67 | 0.24 | 0.57 | 0.78 |\n| mature NK T cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 0.80 | 0.67 | 0.00 |\n| retinal pigment epithelial cell | 11 | 0.95 | 0.95 | 0.95 | 0.90 | 0.00 | 0.79 | 0.95 | 0.90 | 0.95 |\n| T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 3 | 0.33 | 0.40 | 0.40 | 0.57 | 0.00 | 0.44 | 0.33 | 0.33 | 0.40 |\n| natural killer cell | 5 | 0.80 | 0.57 | 0.33 | 0.00 | 0.00 | 0.55 | 0.29 | 0.50 | 0.50 |\n| neutrophil | 7 | 1.00 | 0.93 | 0.83 | 1.00 | 0.00 | 0.93 | 1.00 | 0.86 | 1.00 |\n| adipocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 |\n| mast cell | 3 | 0.75 | 0.67 | 0.80 | 0.86 | 0.00 | 0.86 | 0.86 | 1.00 | 1.00 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| classical monocyte | 4 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| radial glial cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.00 |\n| endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stromal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal ganglion cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
+    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| conjunctival epithelial cell | 9962 | 0.96 | 0.94 | 0.97 | 0.94 | 0.00 | 0.91 | 0.97 | 0.96 | 0.98 |\n| corneal epithelial cell | 3799 | 0.93 | 0.83 | 0.95 | 0.92 | 0.00 | 0.93 | 0.96 | 0.95 | 0.96 |\n| B cell | 3724 | 0.99 | 0.99 | 0.99 | 0.96 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |\n| retinal blood vessel endothelial cell | 1881 | 0.98 | 0.97 | 0.97 | 0.96 | 0.00 | 0.94 | 0.99 | 0.98 | 0.98 |\n| CD4-positive, alpha-beta T cell | 1435 | 0.86 | 0.87 | 0.89 | 0.80 | 0.00 | 0.85 | 0.94 | 0.94 | 0.93 |\n| fibroblast | 1430 | 0.80 | 0.79 | 0.83 | 0.78 | 0.00 | 0.82 | 0.88 | 0.89 | 0.89 |\n| eye photoreceptor cell | 1396 | 0.94 | 0.95 | 0.96 | 0.92 | 0.00 | 0.95 | 0.98 | 0.98 | 0.98 |\n| plasma cell | 1210 | 0.96 | 0.95 | 0.97 | 0.93 | 0.00 | 0.92 | 0.99 | 0.98 | 0.98 |\n| acinar cell | 1211 | 0.90 | 0.92 | 0.97 | 0.94 | 0.00 | 0.92 | 0.92 | 0.96 | 0.95 |\n| keratocyte | 904 | 0.75 | 0.72 | 0.79 | 0.74 | 0.00 | 0.79 | 0.87 | 0.89 | 0.87 |\n| CD8-positive, alpha-beta T cell | 851 | 0.77 | 0.82 | 0.83 | 0.66 | 0.00 | 0.80 | 0.91 | 0.91 | 0.89 |\n| myeloid leukocyte | 569 | 0.74 | 0.78 | 0.76 | 0.77 | 0.00 | 0.85 | 0.98 | 0.98 | 0.91 |\n| Mueller cell | 451 | 0.81 | 0.80 | 0.85 | 0.80 | 0.00 | 0.90 | 0.94 | 0.94 | 0.91 |\n| smooth muscle cell | 408 | 0.94 | 0.94 | 0.95 | 0.89 | 0.00 | 0.93 | 0.98 | 0.97 | 0.96 |\n| microglial cell | 372 | 0.74 | 0.76 | 0.75 | 0.70 | 0.00 | 0.83 | 0.98 | 0.99 | 0.88 |\n| Schwann cell | 251 | 0.87 | 0.86 | 0.84 | 0.86 | 0.00 | 0.79 | 0.95 | 0.93 | 0.92 |\n| macrophage | 136 | 0.43 | 0.28 | 0.49 | 0.50 | 0.00 | 0.76 | 0.99 | 0.98 | 0.83 |\n| erythrocyte | 135 | 0.93 | 0.93 | 0.96 | 0.98 | 0.00 | 0.99 | 0.98 | 0.99 | 0.97 |\n| muscle cell | 128 | 0.87 | 0.86 | 0.93 | 0.89 | 0.00 | 0.90 | 0.93 | 0.94 | 0.98 |\n| monocyte | 76 | 0.43 | 0.57 | 0.50 | 0.47 | 0.00 | 0.84 | 0.99 | 0.97 | 0.82 |\n| mature NK T cell | 66 | 0.00 | 0.14 | 0.31 | 0.00 | 0.00 | 0.68 | 0.97 | 0.97 | 0.69 |\n| retinal pigment epithelial cell | 56 | 0.99 | 0.98 | 0.98 | 0.97 | 0.00 | 0.84 | 1.00 | 1.00 | 0.98 |\n| T cell | 61 | 0.00 | 0.00 | 0.03 | 0.00 | 0.00 | 0.53 | 0.95 | 0.90 | 0.74 |\n| retinal bipolar neuron | 58 | 0.86 | 0.89 | 0.88 | 0.79 | 0.00 | 0.74 | 1.00 | 0.98 | 0.94 |\n| natural killer cell | 49 | 0.57 | 0.55 | 0.53 | 0.21 | 0.00 | 0.73 | 0.92 | 0.90 | 0.87 |\n| neutrophil | 44 | 0.93 | 0.86 | 0.77 | 0.81 | 0.00 | 0.91 | 0.96 | 0.99 | 0.96 |\n| adipocyte | 38 | 0.00 | 0.05 | 0.70 | 0.30 | 0.00 | 0.41 | 0.85 | 0.71 | 0.80 |\n| mast cell | 33 | 0.59 | 0.75 | 0.82 | 0.77 | 0.00 | 0.85 | 0.99 | 0.94 | 0.98 |\n| intermediate monocyte | 28 | 0.00 | 0.00 | 0.26 | 0.13 | 0.00 | 0.58 | 0.98 | 0.98 | 0.86 |\n| myeloid dendritic cell | 27 | 0.00 | 0.46 | 0.41 | 0.00 | 0.00 | 0.67 | 0.86 | 0.83 | 0.92 |\n| classical monocyte | 15 | 0.00 | 0.11 | 0.00 | 0.00 | 0.00 | 0.72 | 1.00 | 1.00 | 0.85 |\n| radial glial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.09 | 0.81 | 0.65 | 0.95 |\n| endothelial cell | 13 | 0.00 | 0.00 | 0.27 | 0.00 | 0.00 | 0.59 | 0.96 | 0.93 | 0.56 |\n| basophil | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| retina horizontal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.28 | 1.00 | 1.00 | 1.00 |\n| stromal cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 0.75 | 0.50 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 0.67 | 1.00 | 0.00 |\n| non-classical monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.67 |\n| retinal ganglion cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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+oid sha256:0982e9becd209842a1da56b2cf2f575bccfa73358f65fca3d45fb400995aba8b
 size 794123

pynndescent_index.joblib → faiss_index.index

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+size 6169045

harmony_knn_classifier.index

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preprocessing.json

@@ -65,7 +65,6 @@
         "ENSG00000010932",
         "ENSG00000011021",
         "ENSG00000011143",
-        "ENSG00000011376",
         "ENSG00000011422",
         "ENSG00000011426",
         "ENSG00000011465",
@@ -81,7 +80,6 @@
         "ENSG00000013810",
         "ENSG00000014123",
         "ENSG00000014914",
-        "ENSG00000014919",
         "ENSG00000016864",
         "ENSG00000018625",
         "ENSG00000018869",
@@ -141,6 +139,7 @@
         "ENSG00000046653",
         "ENSG00000046889",
         "ENSG00000047597",
+        "ENSG00000047621",
         "ENSG00000047644",
         "ENSG00000048162",
         "ENSG00000048342",
@@ -164,10 +163,8 @@
         "ENSG00000053438",
         "ENSG00000053501",
         "ENSG00000053770",
-        "ENSG00000053900",
         "ENSG00000054219",
         "ENSG00000054356",
-        "ENSG00000054983",
         "ENSG00000055044",
         "ENSG00000055147",
         "ENSG00000055732",
@@ -180,10 +177,10 @@
         "ENSG00000059573",
         "ENSG00000059691",
         "ENSG00000061656",
-        "ENSG00000061676",
         "ENSG00000061794",
         "ENSG00000061918",
         "ENSG00000062038",
+        "ENSG00000062096",
         "ENSG00000062582",
         "ENSG00000062598",
         "ENSG00000062716",
@@ -228,7 +225,6 @@
         "ENSG00000068354",
         "ENSG00000068394",
         "ENSG00000068654",
-        "ENSG00000068697",
         "ENSG00000068885",
         "ENSG00000068903",
         "ENSG00000069122",
@@ -240,10 +236,8 @@
         "ENSG00000069974",
         "ENSG00000070019",
         "ENSG00000070190",
-        "ENSG00000070193",
         "ENSG00000070404",
         "ENSG00000070540",
-        "ENSG00000070614",
         "ENSG00000070718",
         "ENSG00000070731",
         "ENSG00000070759",
@@ -272,10 +266,7 @@
         "ENSG00000073756",
         "ENSG00000073861",
         "ENSG00000073969",
-        "ENSG00000074266",
         "ENSG00000074410",
-        "ENSG00000074416",
-        "ENSG00000074527",
         "ENSG00000074582",
         "ENSG00000074603",
         "ENSG00000074660",
@@ -288,7 +279,6 @@
         "ENSG00000075131",
         "ENSG00000075188",
         "ENSG00000075223",
-        "ENSG00000075234",
         "ENSG00000075336",
         "ENSG00000075340",
         "ENSG00000075624",
@@ -304,15 +294,14 @@
         "ENSG00000076864",
         "ENSG00000077232",
         "ENSG00000077454",
+        "ENSG00000077498",
         "ENSG00000077585",
         "ENSG00000077616",
         "ENSG00000077942",
         "ENSG00000077943",
         "ENSG00000077984",
         "ENSG00000078070",
-        "ENSG00000078098",
         "ENSG00000078246",
-        "ENSG00000078328",
         "ENSG00000078589",
         "ENSG00000078596",
         "ENSG00000078668",
@@ -321,6 +310,7 @@
         "ENSG00000079101",
         "ENSG00000079102",
         "ENSG00000079257",
+        "ENSG00000079393",
         "ENSG00000079459",
         "ENSG00000079739",
         "ENSG00000079974",
@@ -332,12 +322,10 @@
         "ENSG00000081041",
         "ENSG00000081087",
         "ENSG00000081148",
-        "ENSG00000081818",
         "ENSG00000082014",
         "ENSG00000082175",
         "ENSG00000082196",
         "ENSG00000082397",
-        "ENSG00000082497",
         "ENSG00000082516",
         "ENSG00000082684",
         "ENSG00000083067",
@@ -377,7 +365,6 @@
         "ENSG00000087589",
         "ENSG00000088035",
         "ENSG00000088256",
-        "ENSG00000088325",
         "ENSG00000088356",
         "ENSG00000088543",
         "ENSG00000088827",
@@ -422,12 +409,11 @@
         "ENSG00000092847",
         "ENSG00000092853",
         "ENSG00000092969",
+        "ENSG00000093183",
         "ENSG00000094804",
         "ENSG00000094841",
         "ENSG00000094914",
-        "ENSG00000094963",
         "ENSG00000095002",
-        "ENSG00000095261",
         "ENSG00000095303",
         "ENSG00000095319",
         "ENSG00000095370",
@@ -442,7 +428,6 @@
         "ENSG00000097021",
         "ENSG00000097046",
         "ENSG00000099256",
-        "ENSG00000099365",
         "ENSG00000099715",
         "ENSG00000099785",
         "ENSG00000099804",
@@ -451,7 +436,6 @@
         "ENSG00000099889",
         "ENSG00000099942",
         "ENSG00000099985",
-        "ENSG00000099994",
         "ENSG00000099998",
         "ENSG00000100014",
         "ENSG00000100027",
@@ -460,7 +444,6 @@
         "ENSG00000100056",
         "ENSG00000100060",
         "ENSG00000100095",
-        "ENSG00000100124",
         "ENSG00000100146",
         "ENSG00000100156",
         "ENSG00000100162",
@@ -481,7 +464,6 @@
         "ENSG00000100368",
         "ENSG00000100372",
         "ENSG00000100399",
-        "ENSG00000100413",
         "ENSG00000100416",
         "ENSG00000100417",
         "ENSG00000100425",
@@ -507,7 +489,6 @@
         "ENSG00000100865",
         "ENSG00000100890",
         "ENSG00000100906",
-        "ENSG00000100926",
         "ENSG00000100979",
         "ENSG00000100982",
         "ENSG00000101003",
@@ -523,7 +504,6 @@
         "ENSG00000101224",
         "ENSG00000101251",
         "ENSG00000101255",
-        "ENSG00000101290",
         "ENSG00000101307",
         "ENSG00000101310",
         "ENSG00000101331",
@@ -535,7 +515,6 @@
         "ENSG00000101442",
         "ENSG00000101444",
         "ENSG00000101489",
-        "ENSG00000101557",
         "ENSG00000101638",
         "ENSG00000101665",
         "ENSG00000101670",
@@ -544,7 +523,6 @@
         "ENSG00000101844",
         "ENSG00000101850",
         "ENSG00000101856",
-        "ENSG00000101911",
         "ENSG00000101955",
         "ENSG00000101997",
         "ENSG00000102024",
@@ -564,7 +542,6 @@
         "ENSG00000102393",
         "ENSG00000102401",
         "ENSG00000102445",
-        "ENSG00000102466",
         "ENSG00000102543",
         "ENSG00000102554",
         "ENSG00000102575",
@@ -583,6 +560,7 @@
         "ENSG00000102978",
         "ENSG00000102981",
         "ENSG00000103005",
+        "ENSG00000103021",
         "ENSG00000103042",
         "ENSG00000103160",
         "ENSG00000103174",
@@ -615,9 +593,7 @@
         "ENSG00000104312",
         "ENSG00000104320",
         "ENSG00000104324",
-        "ENSG00000104341",
         "ENSG00000104356",
-        "ENSG00000104361",
         "ENSG00000104371",
         "ENSG00000104435",
         "ENSG00000104442",
@@ -641,9 +617,11 @@
         "ENSG00000105248",
         "ENSG00000105278",
         "ENSG00000105290",
+        "ENSG00000105298",
         "ENSG00000105341",
         "ENSG00000105352",
         "ENSG00000105383",
+        "ENSG00000105388",
         "ENSG00000105397",
         "ENSG00000105497",
         "ENSG00000105499",
@@ -652,11 +630,11 @@
         "ENSG00000105609",
         "ENSG00000105613",
         "ENSG00000105641",
+        "ENSG00000105642",
         "ENSG00000105655",
         "ENSG00000105679",
         "ENSG00000105696",
         "ENSG00000105711",
-        "ENSG00000105726",
         "ENSG00000105732",
         "ENSG00000105750",
         "ENSG00000105771",
@@ -672,8 +650,6 @@
         "ENSG00000105971",
         "ENSG00000105974",
         "ENSG00000106025",
-        "ENSG00000106049",
-        "ENSG00000106080",
         "ENSG00000106089",
         "ENSG00000106105",
         "ENSG00000106211",
@@ -692,7 +668,6 @@
         "ENSG00000106624",
         "ENSG00000106628",
         "ENSG00000106635",
-        "ENSG00000106638",
         "ENSG00000106689",
         "ENSG00000106692",
         "ENSG00000106701",
@@ -716,6 +691,7 @@
         "ENSG00000107872",
         "ENSG00000107874",
         "ENSG00000107951",
+        "ENSG00000107960",
         "ENSG00000108176",
         "ENSG00000108244",
         "ENSG00000108262",
@@ -752,6 +728,7 @@
         "ENSG00000109163",
         "ENSG00000109184",
         "ENSG00000109193",
+        "ENSG00000109205",
         "ENSG00000109332",
         "ENSG00000109472",
         "ENSG00000109519",
@@ -761,6 +738,7 @@
         "ENSG00000109743",
         "ENSG00000109814",
         "ENSG00000109917",
+        "ENSG00000109927",
         "ENSG00000109943",
         "ENSG00000109971",
         "ENSG00000110002",
@@ -771,7 +749,6 @@
         "ENSG00000110079",
         "ENSG00000110171",
         "ENSG00000110218",
-        "ENSG00000110367",
         "ENSG00000110429",
         "ENSG00000110448",
         "ENSG00000110455",
@@ -812,7 +789,6 @@
         "ENSG00000111696",
         "ENSG00000111711",
         "ENSG00000111725",
-        "ENSG00000111783",
         "ENSG00000111799",
         "ENSG00000111837",
         "ENSG00000111845",
@@ -842,9 +818,9 @@
         "ENSG00000112769",
         "ENSG00000112796",
         "ENSG00000112818",
-        "ENSG00000112852",
         "ENSG00000112855",
         "ENSG00000112877",
+        "ENSG00000112936",
         "ENSG00000112992",
         "ENSG00000113070",
         "ENSG00000113083",
@@ -865,9 +841,7 @@
         "ENSG00000113569",
         "ENSG00000113583",
         "ENSG00000113597",
-        "ENSG00000113721",
         "ENSG00000113734",
-        "ENSG00000113739",
         "ENSG00000113761",
         "ENSG00000113790",
         "ENSG00000113805",
@@ -877,7 +851,6 @@
         "ENSG00000114107",
         "ENSG00000114115",
         "ENSG00000114200",
-        "ENSG00000114268",
         "ENSG00000114279",
         "ENSG00000114346",
         "ENSG00000114349",
@@ -906,8 +879,6 @@
         "ENSG00000115042",
         "ENSG00000115085",
         "ENSG00000115138",
-        "ENSG00000115165",
-        "ENSG00000115170",
         "ENSG00000115211",
         "ENSG00000115221",
         "ENSG00000115226",
@@ -917,6 +888,7 @@
         "ENSG00000115267",
         "ENSG00000115271",
         "ENSG00000115282",
+        "ENSG00000115289",
         "ENSG00000115325",
         "ENSG00000115363",
         "ENSG00000115380",
@@ -928,7 +900,6 @@
         "ENSG00000115523",
         "ENSG00000115525",
         "ENSG00000115548",
-        "ENSG00000115556",
         "ENSG00000115590",
         "ENSG00000115602",
         "ENSG00000115604",
@@ -967,7 +938,6 @@
         "ENSG00000116455",
         "ENSG00000116521",
         "ENSG00000116525",
-        "ENSG00000116574",
         "ENSG00000116649",
         "ENSG00000116663",
         "ENSG00000116668",
@@ -975,7 +945,6 @@
         "ENSG00000116679",
         "ENSG00000116688",
         "ENSG00000116690",
-        "ENSG00000116691",
         "ENSG00000116701",
         "ENSG00000116711",
         "ENSG00000116741",
@@ -990,6 +959,7 @@
         "ENSG00000116885",
         "ENSG00000116903",
         "ENSG00000116906",
+        "ENSG00000116922",
         "ENSG00000117013",
         "ENSG00000117090",
         "ENSG00000117133",
@@ -997,7 +967,6 @@
         "ENSG00000117153",
         "ENSG00000117154",
         "ENSG00000117228",
-        "ENSG00000117242",
         "ENSG00000117245",
         "ENSG00000117281",
         "ENSG00000117305",
@@ -1005,6 +974,7 @@
         "ENSG00000117394",
         "ENSG00000117408",
         "ENSG00000117472",
+        "ENSG00000117525",
         "ENSG00000117543",
         "ENSG00000117586",
         "ENSG00000117594",
@@ -1044,12 +1014,10 @@
         "ENSG00000118946",
         "ENSG00000118965",
         "ENSG00000119004",
-        "ENSG00000119147",
         "ENSG00000119185",
         "ENSG00000119242",
         "ENSG00000119280",
         "ENSG00000119285",
-        "ENSG00000119326",
         "ENSG00000119328",
         "ENSG00000119431",
         "ENSG00000119523",
@@ -1081,7 +1049,6 @@
         "ENSG00000120280",
         "ENSG00000120314",
         "ENSG00000120318",
-        "ENSG00000120334",
         "ENSG00000120370",
         "ENSG00000120457",
         "ENSG00000120500",
@@ -1089,7 +1056,6 @@
         "ENSG00000120693",
         "ENSG00000120694",
         "ENSG00000120696",
-        "ENSG00000120708",
         "ENSG00000120738",
         "ENSG00000120784",
         "ENSG00000120820",
@@ -1114,7 +1080,6 @@
         "ENSG00000121716",
         "ENSG00000121742",
         "ENSG00000121769",
-        "ENSG00000121775",
         "ENSG00000121797",
         "ENSG00000121807",
         "ENSG00000121898",
@@ -1123,7 +1088,6 @@
         "ENSG00000121966",
         "ENSG00000122008",
         "ENSG00000122012",
-        "ENSG00000122085",
         "ENSG00000122122",
         "ENSG00000122176",
         "ENSG00000122203",
@@ -1131,6 +1095,7 @@
         "ENSG00000122378",
         "ENSG00000122390",
         "ENSG00000122420",
+        "ENSG00000122481",
         "ENSG00000122484",
         "ENSG00000122543",
         "ENSG00000122591",
@@ -1233,17 +1198,16 @@
         "ENSG00000125810",
         "ENSG00000125812",
         "ENSG00000125827",
-        "ENSG00000125841",
         "ENSG00000125843",
         "ENSG00000125851",
         "ENSG00000125875",
-        "ENSG00000125885",
         "ENSG00000125898",
         "ENSG00000125910",
         "ENSG00000126001",
         "ENSG00000126106",
         "ENSG00000126107",
         "ENSG00000126217",
+        "ENSG00000126218",
         "ENSG00000126246",
         "ENSG00000126249",
         "ENSG00000126500",
@@ -1263,14 +1227,15 @@
         "ENSG00000127191",
         "ENSG00000127325",
         "ENSG00000127328",
-        "ENSG00000127337",
         "ENSG00000127415",
         "ENSG00000127423",
         "ENSG00000127463",
         "ENSG00000127472",
         "ENSG00000127507",
+        "ENSG00000127564",
         "ENSG00000127580",
         "ENSG00000127586",
+        "ENSG00000127588",
         "ENSG00000127824",
         "ENSG00000127903",
         "ENSG00000127928",
@@ -1298,7 +1263,6 @@
         "ENSG00000128694",
         "ENSG00000128710",
         "ENSG00000128881",
-        "ENSG00000128915",
         "ENSG00000128944",
         "ENSG00000129009",
         "ENSG00000129028",
@@ -1353,7 +1317,6 @@
         "ENSG00000130962",
         "ENSG00000130988",
         "ENSG00000130997",
-        "ENSG00000131015",
         "ENSG00000131016",
         "ENSG00000131019",
         "ENSG00000131043",
@@ -1367,6 +1330,7 @@
         "ENSG00000131196",
         "ENSG00000131355",
         "ENSG00000131373",
+        "ENSG00000131435",
         "ENSG00000131437",
         "ENSG00000131459",
         "ENSG00000131462",
@@ -1377,7 +1341,6 @@
         "ENSG00000131791",
         "ENSG00000131828",
         "ENSG00000131831",
-        "ENSG00000131845",
         "ENSG00000131931",
         "ENSG00000131943",
         "ENSG00000131951",
@@ -1399,6 +1362,7 @@
         "ENSG00000132423",
         "ENSG00000132436",
         "ENSG00000132437",
+        "ENSG00000132463",
         "ENSG00000132475",
         "ENSG00000132481",
         "ENSG00000132541",
@@ -1415,10 +1379,10 @@
         "ENSG00000132773",
         "ENSG00000132915",
         "ENSG00000132970",
-        "ENSG00000132975",
         "ENSG00000133027",
         "ENSG00000133028",
         "ENSG00000133048",
+        "ENSG00000133056",
         "ENSG00000133059",
         "ENSG00000133110",
         "ENSG00000133114",
@@ -1435,6 +1399,7 @@
         "ENSG00000133574",
         "ENSG00000133619",
         "ENSG00000133640",
+        "ENSG00000133641",
         "ENSG00000133740",
         "ENSG00000133742",
         "ENSG00000133794",
@@ -1531,7 +1496,6 @@
         "ENSG00000136235",
         "ENSG00000136244",
         "ENSG00000136270",
-        "ENSG00000136381",
         "ENSG00000136404",
         "ENSG00000136463",
         "ENSG00000136518",
@@ -1567,6 +1531,7 @@
         "ENSG00000137094",
         "ENSG00000137135",
         "ENSG00000137142",
+        "ENSG00000137168",
         "ENSG00000137185",
         "ENSG00000137193",
         "ENSG00000137198",
@@ -1579,7 +1544,9 @@
         "ENSG00000137310",
         "ENSG00000137337",
         "ENSG00000137338",
+        "ENSG00000137393",
         "ENSG00000137413",
+        "ENSG00000137440",
         "ENSG00000137441",
         "ENSG00000137474",
         "ENSG00000137486",
@@ -1602,6 +1569,7 @@
         "ENSG00000137807",
         "ENSG00000137809",
         "ENSG00000137817",
+        "ENSG00000137822",
         "ENSG00000137824",
         "ENSG00000137841",
         "ENSG00000137868",
@@ -1620,10 +1588,10 @@
         "ENSG00000138073",
         "ENSG00000138075",
         "ENSG00000138079",
-        "ENSG00000138092",
         "ENSG00000138131",
         "ENSG00000138134",
         "ENSG00000138135",
+        "ENSG00000138172",
         "ENSG00000138231",
         "ENSG00000138246",
         "ENSG00000138286",
@@ -1640,7 +1608,6 @@
         "ENSG00000138653",
         "ENSG00000138685",
         "ENSG00000138722",
-        "ENSG00000138744",
         "ENSG00000138769",
         "ENSG00000138795",
         "ENSG00000138796",
@@ -1667,7 +1634,6 @@
         "ENSG00000139641",
         "ENSG00000139832",
         "ENSG00000139880",
-        "ENSG00000139890",
         "ENSG00000139899",
         "ENSG00000139977",
         "ENSG00000139998",
@@ -1681,6 +1647,7 @@
         "ENSG00000140323",
         "ENSG00000140379",
         "ENSG00000140403",
+        "ENSG00000140450",
         "ENSG00000140451",
         "ENSG00000140471",
         "ENSG00000140474",
@@ -1689,12 +1656,10 @@
         "ENSG00000140522",
         "ENSG00000140538",
         "ENSG00000140543",
-        "ENSG00000140682",
         "ENSG00000140691",
         "ENSG00000140740",
         "ENSG00000140795",
         "ENSG00000140829",
-        "ENSG00000140848",
         "ENSG00000140853",
         "ENSG00000140931",
         "ENSG00000140943",
@@ -1736,9 +1701,7 @@
         "ENSG00000142405",
         "ENSG00000142408",
         "ENSG00000142512",
-        "ENSG00000142528",
         "ENSG00000142530",
-        "ENSG00000142552",
         "ENSG00000142556",
         "ENSG00000142583",
         "ENSG00000142609",
@@ -1746,7 +1709,6 @@
         "ENSG00000142686",
         "ENSG00000142731",
         "ENSG00000142871",
-        "ENSG00000142892",
         "ENSG00000142961",
         "ENSG00000143028",
         "ENSG00000143036",
@@ -1793,7 +1755,6 @@
         "ENSG00000143801",
         "ENSG00000143847",
         "ENSG00000143867",
-        "ENSG00000143878",
         "ENSG00000143882",
         "ENSG00000143889",
         "ENSG00000143942",
@@ -1844,10 +1805,8 @@
         "ENSG00000145685",
         "ENSG00000145721",
         "ENSG00000145736",
-        "ENSG00000145824",
         "ENSG00000145882",
         "ENSG00000145908",
-        "ENSG00000145916",
         "ENSG00000145919",
         "ENSG00000145920",
         "ENSG00000145936",
@@ -1875,7 +1834,6 @@
         "ENSG00000146842",
         "ENSG00000146859",
         "ENSG00000146909",
-        "ENSG00000146938",
         "ENSG00000147027",
         "ENSG00000147041",
         "ENSG00000147059",
@@ -1884,6 +1842,7 @@
         "ENSG00000147118",
         "ENSG00000147119",
         "ENSG00000147121",
+        "ENSG00000147138",
         "ENSG00000147164",
         "ENSG00000147174",
         "ENSG00000147257",
@@ -1897,8 +1856,8 @@
         "ENSG00000147570",
         "ENSG00000147576",
         "ENSG00000147604",
-        "ENSG00000147606",
         "ENSG00000147642",
+        "ENSG00000147647",
         "ENSG00000147872",
         "ENSG00000147955",
         "ENSG00000148053",
@@ -1907,15 +1866,14 @@
         "ENSG00000148296",
         "ENSG00000148308",
         "ENSG00000148331",
-        "ENSG00000148343",
         "ENSG00000148346",
         "ENSG00000148384",
         "ENSG00000148399",
         "ENSG00000148411",
         "ENSG00000148488",
+        "ENSG00000148572",
         "ENSG00000148600",
         "ENSG00000148604",
-        "ENSG00000148606",
         "ENSG00000148773",
         "ENSG00000148835",
         "ENSG00000148843",
@@ -1946,7 +1904,6 @@
         "ENSG00000150045",
         "ENSG00000150054",
         "ENSG00000150337",
-        "ENSG00000150433",
         "ENSG00000150455",
         "ENSG00000150457",
         "ENSG00000150510",
@@ -1983,8 +1940,9 @@
         "ENSG00000152137",
         "ENSG00000152193",
         "ENSG00000152213",
+        "ENSG00000152214",
         "ENSG00000152234",
-        "ENSG00000152270",
+        "ENSG00000152242",
         "ENSG00000152377",
         "ENSG00000152422",
         "ENSG00000152433",
@@ -1992,7 +1950,6 @@
         "ENSG00000152443",
         "ENSG00000152454",
         "ENSG00000152455",
-        "ENSG00000152463",
         "ENSG00000152556",
         "ENSG00000152583",
         "ENSG00000152620",
@@ -2006,16 +1963,15 @@
         "ENSG00000152785",
         "ENSG00000152804",
         "ENSG00000152904",
-        "ENSG00000152926",
         "ENSG00000152932",
         "ENSG00000152969",
         "ENSG00000153015",
+        "ENSG00000153029",
         "ENSG00000153044",
         "ENSG00000153064",
         "ENSG00000153086",
         "ENSG00000153132",
         "ENSG00000153165",
-        "ENSG00000153234",
         "ENSG00000153283",
         "ENSG00000153551",
         "ENSG00000153563",
@@ -2032,11 +1988,11 @@
         "ENSG00000154133",
         "ENSG00000154134",
         "ENSG00000154153",
-        "ENSG00000154175",
         "ENSG00000154240",
         "ENSG00000154262",
         "ENSG00000154277",
         "ENSG00000154328",
+        "ENSG00000154330",
         "ENSG00000154451",
         "ENSG00000154548",
         "ENSG00000154553",
@@ -2049,7 +2005,6 @@
         "ENSG00000154889",
         "ENSG00000154917",
         "ENSG00000154930",
-        "ENSG00000154957",
         "ENSG00000155011",
         "ENSG00000155016",
         "ENSG00000155097",
@@ -2093,9 +2048,7 @@
         "ENSG00000156502",
         "ENSG00000156504",
         "ENSG00000156508",
-        "ENSG00000156521",
         "ENSG00000156697",
-        "ENSG00000156709",
         "ENSG00000156735",
         "ENSG00000156738",
         "ENSG00000156795",
@@ -2133,7 +2086,6 @@
         "ENSG00000158106",
         "ENSG00000158163",
         "ENSG00000158186",
-        "ENSG00000158270",
         "ENSG00000158352",
         "ENSG00000158406",
         "ENSG00000158423",
@@ -2145,6 +2097,7 @@
         "ENSG00000158669",
         "ENSG00000158710",
         "ENSG00000158714",
+        "ENSG00000158715",
         "ENSG00000158792",
         "ENSG00000158793",
         "ENSG00000158796",
@@ -2167,6 +2120,7 @@
         "ENSG00000159445",
         "ENSG00000159479",
         "ENSG00000159496",
+        "ENSG00000159593",
         "ENSG00000159685",
         "ENSG00000159713",
         "ENSG00000159763",
@@ -2183,20 +2137,18 @@
         "ENSG00000160307",
         "ENSG00000160326",
         "ENSG00000160336",
+        "ENSG00000160349",
         "ENSG00000160408",
-        "ENSG00000160588",
         "ENSG00000160593",
         "ENSG00000160679",
         "ENSG00000160785",
         "ENSG00000160862",
         "ENSG00000160886",
-        "ENSG00000160908",
         "ENSG00000160917",
         "ENSG00000160949",
         "ENSG00000160959",
         "ENSG00000160961",
         "ENSG00000160991",
-        "ENSG00000161010",
         "ENSG00000161013",
         "ENSG00000161048",
         "ENSG00000161057",
@@ -2207,6 +2159,7 @@
         "ENSG00000161509",
         "ENSG00000161551",
         "ENSG00000161618",
+        "ENSG00000161634",
         "ENSG00000161692",
         "ENSG00000161800",
         "ENSG00000161847",
@@ -2216,7 +2169,6 @@
         "ENSG00000161955",
         "ENSG00000161980",
         "ENSG00000161996",
-        "ENSG00000162065",
         "ENSG00000162073",
         "ENSG00000162078",
         "ENSG00000162144",
@@ -2225,6 +2177,7 @@
         "ENSG00000162367",
         "ENSG00000162377",
         "ENSG00000162407",
+        "ENSG00000162433",
         "ENSG00000162438",
         "ENSG00000162461",
         "ENSG00000162493",
@@ -2255,6 +2208,7 @@
         "ENSG00000162927",
         "ENSG00000162928",
         "ENSG00000162944",
+        "ENSG00000162947",
         "ENSG00000162949",
         "ENSG00000162959",
         "ENSG00000162971",
@@ -2286,6 +2240,7 @@
         "ENSG00000163348",
         "ENSG00000163359",
         "ENSG00000163376",
+        "ENSG00000163377",
         "ENSG00000163430",
         "ENSG00000163435",
         "ENSG00000163444",
@@ -2321,7 +2276,6 @@
         "ENSG00000163746",
         "ENSG00000163754",
         "ENSG00000163762",
-        "ENSG00000163788",
         "ENSG00000163817",
         "ENSG00000163823",
         "ENSG00000163827",
@@ -2340,8 +2294,6 @@
         "ENSG00000164045",
         "ENSG00000164050",
         "ENSG00000164053",
-        "ENSG00000164068",
-        "ENSG00000164070",
         "ENSG00000164073",
         "ENSG00000164080",
         "ENSG00000164086",
@@ -2358,11 +2310,9 @@
         "ENSG00000164175",
         "ENSG00000164180",
         "ENSG00000164181",
-        "ENSG00000164187",
         "ENSG00000164209",
         "ENSG00000164220",
         "ENSG00000164237",
-        "ENSG00000164241",
         "ENSG00000164251",
         "ENSG00000164252",
         "ENSG00000164284",
@@ -2371,12 +2321,10 @@
         "ENSG00000164294",
         "ENSG00000164300",
         "ENSG00000164309",
-        "ENSG00000164331",
         "ENSG00000164338",
         "ENSG00000164398",
         "ENSG00000164465",
         "ENSG00000164530",
-        "ENSG00000164604",
         "ENSG00000164627",
         "ENSG00000164631",
         "ENSG00000164638",
@@ -2399,7 +2347,6 @@
         "ENSG00000164867",
         "ENSG00000164902",
         "ENSG00000164920",
-        "ENSG00000164924",
         "ENSG00000164929",
         "ENSG00000164932",
         "ENSG00000164933",
@@ -2412,10 +2359,9 @@
         "ENSG00000165060",
         "ENSG00000165071",
         "ENSG00000165092",
-        "ENSG00000165124",
-        "ENSG00000165125",
         "ENSG00000165156",
         "ENSG00000165169",
+        "ENSG00000165195",
         "ENSG00000165215",
         "ENSG00000165238",
         "ENSG00000165271",
@@ -2428,7 +2374,6 @@
         "ENSG00000165458",
         "ENSG00000165507",
         "ENSG00000165526",
-        "ENSG00000165555",
         "ENSG00000165572",
         "ENSG00000165685",
         "ENSG00000165689",
@@ -2459,6 +2404,7 @@
         "ENSG00000166199",
         "ENSG00000166224",
         "ENSG00000166260",
+        "ENSG00000166278",
         "ENSG00000166289",
         "ENSG00000166311",
         "ENSG00000166313",
@@ -2494,7 +2440,6 @@
         "ENSG00000166860",
         "ENSG00000166886",
         "ENSG00000166887",
-        "ENSG00000166896",
         "ENSG00000166927",
         "ENSG00000166928",
         "ENSG00000166946",
@@ -2505,6 +2450,7 @@
         "ENSG00000166997",
         "ENSG00000167034",
         "ENSG00000167077",
+        "ENSG00000167083",
         "ENSG00000167105",
         "ENSG00000167112",
         "ENSG00000167114",
@@ -2535,16 +2481,14 @@
         "ENSG00000167705",
         "ENSG00000167711",
         "ENSG00000167721",
-        "ENSG00000167723",
+        "ENSG00000167775",
         "ENSG00000167779",
         "ENSG00000167840",
         "ENSG00000167842",
         "ENSG00000167861",
-        "ENSG00000167881",
         "ENSG00000167912",
         "ENSG00000167914",
         "ENSG00000167930",
-        "ENSG00000167965",
         "ENSG00000167972",
         "ENSG00000167977",
         "ENSG00000167981",
@@ -2565,6 +2509,7 @@
         "ENSG00000168283",
         "ENSG00000168297",
         "ENSG00000168301",
+        "ENSG00000168306",
         "ENSG00000168309",
         "ENSG00000168314",
         "ENSG00000168329",
@@ -2574,7 +2519,6 @@
         "ENSG00000168394",
         "ENSG00000168398",
         "ENSG00000168411",
-        "ENSG00000168476",
         "ENSG00000168481",
         "ENSG00000168496",
         "ENSG00000168497",
@@ -2594,7 +2538,6 @@
         "ENSG00000168874",
         "ENSG00000168883",
         "ENSG00000168884",
-        "ENSG00000168890",
         "ENSG00000168906",
         "ENSG00000168917",
         "ENSG00000169016",
@@ -2615,15 +2558,17 @@
         "ENSG00000169255",
         "ENSG00000169291",
         "ENSG00000169299",
-        "ENSG00000169302",
         "ENSG00000169313",
         "ENSG00000169371",
         "ENSG00000169418",
         "ENSG00000169429",
         "ENSG00000169439",
+        "ENSG00000169446",
         "ENSG00000169490",
         "ENSG00000169507",
         "ENSG00000169508",
+        "ENSG00000169607",
+        "ENSG00000169635",
         "ENSG00000169682",
         "ENSG00000169684",
         "ENSG00000169715",
@@ -2654,6 +2599,7 @@
         "ENSG00000170324",
         "ENSG00000170345",
         "ENSG00000170364",
+        "ENSG00000170373",
         "ENSG00000170379",
         "ENSG00000170385",
         "ENSG00000170421",
@@ -2664,7 +2610,7 @@
         "ENSG00000170464",
         "ENSG00000170468",
         "ENSG00000170473",
-        "ENSG00000170482",
+        "ENSG00000170477",
         "ENSG00000170545",
         "ENSG00000170561",
         "ENSG00000170577",
@@ -2673,6 +2619,7 @@
         "ENSG00000170681",
         "ENSG00000170775",
         "ENSG00000170779",
+        "ENSG00000170846",
         "ENSG00000170876",
         "ENSG00000170881",
         "ENSG00000170891",
@@ -2691,6 +2638,7 @@
         "ENSG00000171161",
         "ENSG00000171169",
         "ENSG00000171174",
+        "ENSG00000171201",
         "ENSG00000171204",
         "ENSG00000171223",
         "ENSG00000171227",
@@ -2699,6 +2647,7 @@
         "ENSG00000171243",
         "ENSG00000171262",
         "ENSG00000171307",
+        "ENSG00000171311",
         "ENSG00000171345",
         "ENSG00000171346",
         "ENSG00000171401",
@@ -2719,6 +2668,7 @@
         "ENSG00000171659",
         "ENSG00000171724",
         "ENSG00000171757",
+        "ENSG00000171763",
         "ENSG00000171777",
         "ENSG00000171792",
         "ENSG00000171793",
@@ -2742,7 +2692,6 @@
         "ENSG00000172037",
         "ENSG00000172113",
         "ENSG00000172116",
-        "ENSG00000172123",
         "ENSG00000172159",
         "ENSG00000172171",
         "ENSG00000172201",
@@ -2805,6 +2754,7 @@
         "ENSG00000173894",
         "ENSG00000173917",
         "ENSG00000173928",
+        "ENSG00000173947",
         "ENSG00000174004",
         "ENSG00000174007",
         "ENSG00000174059",
@@ -2814,6 +2764,7 @@
         "ENSG00000174130",
         "ENSG00000174136",
         "ENSG00000174137",
+        "ENSG00000174145",
         "ENSG00000174175",
         "ENSG00000174206",
         "ENSG00000174236",
@@ -2838,14 +2789,12 @@
         "ENSG00000174943",
         "ENSG00000174946",
         "ENSG00000174951",
-        "ENSG00000174990",
         "ENSG00000175040",
         "ENSG00000175104",
         "ENSG00000175166",
         "ENSG00000175197",
         "ENSG00000175213",
         "ENSG00000175216",
-        "ENSG00000175264",
         "ENSG00000175265",
         "ENSG00000175267",
         "ENSG00000175274",
@@ -2864,7 +2813,6 @@
         "ENSG00000175581",
         "ENSG00000175592",
         "ENSG00000175595",
-        "ENSG00000175611",
         "ENSG00000175707",
         "ENSG00000175766",
         "ENSG00000175785",
@@ -2908,6 +2856,7 @@
         "ENSG00000177133",
         "ENSG00000177150",
         "ENSG00000177181",
+        "ENSG00000177202",
         "ENSG00000177272",
         "ENSG00000177363",
         "ENSG00000177370",
@@ -2922,7 +2871,6 @@
         "ENSG00000177575",
         "ENSG00000177595",
         "ENSG00000177606",
-        "ENSG00000177628",
         "ENSG00000177674",
         "ENSG00000177706",
         "ENSG00000177721",
@@ -2935,13 +2883,13 @@
         "ENSG00000177943",
         "ENSG00000177946",
         "ENSG00000177981",
+        "ENSG00000177989",
         "ENSG00000177990",
         "ENSG00000178033",
         "ENSG00000178093",
         "ENSG00000178149",
         "ENSG00000178199",
         "ENSG00000178202",
-        "ENSG00000178226",
         "ENSG00000178252",
         "ENSG00000178295",
         "ENSG00000178445",
@@ -2949,7 +2897,6 @@
         "ENSG00000178537",
         "ENSG00000178573",
         "ENSG00000178623",
-        "ENSG00000178694",
         "ENSG00000178718",
         "ENSG00000178726",
         "ENSG00000178789",
@@ -2988,6 +2935,7 @@
         "ENSG00000180035",
         "ENSG00000180089",
         "ENSG00000180257",
+        "ENSG00000180264",
         "ENSG00000180287",
         "ENSG00000180318",
         "ENSG00000180329",
@@ -3026,6 +2974,7 @@
         "ENSG00000181467",
         "ENSG00000181523",
         "ENSG00000181544",
+        "ENSG00000181617",
         "ENSG00000181631",
         "ENSG00000181652",
         "ENSG00000181690",
@@ -3046,18 +2995,16 @@
         "ENSG00000182199",
         "ENSG00000182220",
         "ENSG00000182253",
-        "ENSG00000182264",
         "ENSG00000182308",
-        "ENSG00000182318",
         "ENSG00000182326",
         "ENSG00000182481",
-        "ENSG00000182492",
         "ENSG00000182504",
         "ENSG00000182511",
         "ENSG00000182557",
         "ENSG00000182568",
         "ENSG00000182578",
         "ENSG00000182612",
+        "ENSG00000182628",
         "ENSG00000182636",
         "ENSG00000182648",
         "ENSG00000182685",
@@ -3072,7 +3019,6 @@
         "ENSG00000182963",
         "ENSG00000182983",
         "ENSG00000182993",
-        "ENSG00000183010",
         "ENSG00000183036",
         "ENSG00000183077",
         "ENSG00000183091",
@@ -3090,7 +3036,6 @@
         "ENSG00000183615",
         "ENSG00000183624",
         "ENSG00000183682",
-        "ENSG00000183688",
         "ENSG00000183751",
         "ENSG00000183765",
         "ENSG00000183773",
@@ -3114,7 +3059,6 @@
         "ENSG00000184292",
         "ENSG00000184371",
         "ENSG00000184428",
-        "ENSG00000184434",
         "ENSG00000184445",
         "ENSG00000184470",
         "ENSG00000184489",
@@ -3136,8 +3080,8 @@
         "ENSG00000184979",
         "ENSG00000184986",
         "ENSG00000185000",
+        "ENSG00000185010",
         "ENSG00000185019",
-        "ENSG00000185065",
         "ENSG00000185085",
         "ENSG00000185112",
         "ENSG00000185133",
@@ -3167,23 +3111,24 @@
         "ENSG00000185745",
         "ENSG00000185753",
         "ENSG00000185761",
-        "ENSG00000185803",
         "ENSG00000185838",
         "ENSG00000185869",
         "ENSG00000185880",
+        "ENSG00000185900",
         "ENSG00000185909",
         "ENSG00000185917",
         "ENSG00000185958",
         "ENSG00000185963",
-        "ENSG00000185974",
         "ENSG00000185985",
         "ENSG00000185989",
         "ENSG00000186019",
         "ENSG00000186020",
         "ENSG00000186026",
         "ENSG00000186074",
+        "ENSG00000186130",
         "ENSG00000186141",
         "ENSG00000186204",
+        "ENSG00000186205",
         "ENSG00000186222",
         "ENSG00000186230",
         "ENSG00000186280",
@@ -3194,17 +3139,18 @@
         "ENSG00000186376",
         "ENSG00000186417",
         "ENSG00000186431",
+        "ENSG00000186470",
         "ENSG00000186474",
         "ENSG00000186480",
         "ENSG00000186496",
         "ENSG00000186532",
         "ENSG00000186625",
-        "ENSG00000186642",
         "ENSG00000186648",
         "ENSG00000186654",
         "ENSG00000186666",
         "ENSG00000186710",
         "ENSG00000186765",
+        "ENSG00000186806",
         "ENSG00000186810",
         "ENSG00000186818",
         "ENSG00000186834",
@@ -3215,7 +3161,6 @@
         "ENSG00000186907",
         "ENSG00000186918",
         "ENSG00000187010",
-        "ENSG00000187013",
         "ENSG00000187033",
         "ENSG00000187049",
         "ENSG00000187068",
@@ -3256,7 +3201,6 @@
         "ENSG00000188037",
         "ENSG00000188070",
         "ENSG00000188130",
-        "ENSG00000188234",
         "ENSG00000188257",
         "ENSG00000188266",
         "ENSG00000188277",
@@ -3264,7 +3208,6 @@
         "ENSG00000188321",
         "ENSG00000188322",
         "ENSG00000188343",
-        "ENSG00000188352",
         "ENSG00000188389",
         "ENSG00000188404",
         "ENSG00000188467",
@@ -3277,29 +3220,28 @@
         "ENSG00000188610",
         "ENSG00000188611",
         "ENSG00000188659",
+        "ENSG00000188687",
         "ENSG00000188706",
         "ENSG00000188732",
-        "ENSG00000188739",
+        "ENSG00000188770",
         "ENSG00000188783",
         "ENSG00000188785",
         "ENSG00000188786",
-        "ENSG00000188878",
         "ENSG00000188910",
         "ENSG00000188916",
         "ENSG00000188921",
         "ENSG00000188938",
         "ENSG00000188997",
         "ENSG00000189007",
-        "ENSG00000189042",
         "ENSG00000189046",
         "ENSG00000189058",
         "ENSG00000189067",
         "ENSG00000189077",
         "ENSG00000189114",
         "ENSG00000189143",
+        "ENSG00000189184",
         "ENSG00000189221",
         "ENSG00000189298",
-        "ENSG00000189362",
         "ENSG00000189377",
         "ENSG00000189433",
         "ENSG00000196104",
@@ -3320,6 +3262,7 @@
         "ENSG00000196363",
         "ENSG00000196372",
         "ENSG00000196376",
+        "ENSG00000196381",
         "ENSG00000196388",
         "ENSG00000196411",
         "ENSG00000196418",
@@ -3328,7 +3271,6 @@
         "ENSG00000196449",
         "ENSG00000196455",
         "ENSG00000196458",
-        "ENSG00000196502",
         "ENSG00000196505",
         "ENSG00000196517",
         "ENSG00000196544",
@@ -3349,7 +3291,6 @@
         "ENSG00000196843",
         "ENSG00000196867",
         "ENSG00000196912",
-        "ENSG00000196917",
         "ENSG00000196923",
         "ENSG00000196981",
         "ENSG00000197006",
@@ -3367,7 +3308,6 @@
         "ENSG00000197245",
         "ENSG00000197249",
         "ENSG00000197256",
-        "ENSG00000197275",
         "ENSG00000197279",
         "ENSG00000197291",
         "ENSG00000197343",
@@ -3376,7 +3316,6 @@
         "ENSG00000197415",
         "ENSG00000197457",
         "ENSG00000197461",
-        "ENSG00000197479",
         "ENSG00000197535",
         "ENSG00000197565",
         "ENSG00000197586",
@@ -3395,20 +3334,19 @@
         "ENSG00000197872",
         "ENSG00000197905",
         "ENSG00000197928",
+        "ENSG00000197943",
         "ENSG00000197961",
         "ENSG00000197993",
         "ENSG00000198000",
         "ENSG00000198001",
+        "ENSG00000198019",
         "ENSG00000198093",
-        "ENSG00000198203",
         "ENSG00000198205",
         "ENSG00000198231",
         "ENSG00000198246",
         "ENSG00000198298",
         "ENSG00000198331",
-        "ENSG00000198464",
-        "ENSG00000198513",
-        "ENSG00000198542",
+        "ENSG00000198455",
         "ENSG00000198551",
         "ENSG00000198574",
         "ENSG00000198612",
@@ -3418,9 +3356,9 @@
         "ENSG00000198691",
         "ENSG00000198712",
         "ENSG00000198715",
-        "ENSG00000198720",
         "ENSG00000198727",
         "ENSG00000198730",
+        "ENSG00000198734",
         "ENSG00000198736",
         "ENSG00000198746",
         "ENSG00000198756",
@@ -3431,7 +3369,6 @@
         "ENSG00000198805",
         "ENSG00000198821",
         "ENSG00000198824",
-        "ENSG00000198830",
         "ENSG00000198844",
         "ENSG00000198848",
         "ENSG00000198853",
@@ -3439,7 +3376,6 @@
         "ENSG00000198888",
         "ENSG00000198899",
         "ENSG00000198910",
-        "ENSG00000198912",
         "ENSG00000198919",
         "ENSG00000198925",
         "ENSG00000198933",
@@ -3455,7 +3391,6 @@
         "ENSG00000203801",
         "ENSG00000203808",
         "ENSG00000203872",
-        "ENSG00000203883",
         "ENSG00000203952",
         "ENSG00000203993",
         "ENSG00000203999",
@@ -3464,6 +3399,7 @@
         "ENSG00000204147",
         "ENSG00000204149",
         "ENSG00000204152",
+        "ENSG00000204175",
         "ENSG00000204179",
         "ENSG00000204186",
         "ENSG00000204248",
@@ -3480,11 +3416,9 @@
         "ENSG00000204348",
         "ENSG00000204351",
         "ENSG00000204381",
-        "ENSG00000204385",
         "ENSG00000204386",
         "ENSG00000204389",
         "ENSG00000204396",
-        "ENSG00000204410",
         "ENSG00000204427",
         "ENSG00000204475",
         "ENSG00000204516",
@@ -3492,22 +3426,24 @@
         "ENSG00000204520",
         "ENSG00000204524",
         "ENSG00000204536",
+        "ENSG00000204568",
         "ENSG00000204577",
         "ENSG00000204592",
         "ENSG00000204599",
         "ENSG00000204611",
-        "ENSG00000204815",
         "ENSG00000204832",
         "ENSG00000204852",
         "ENSG00000204859",
         "ENSG00000204866",
         "ENSG00000204899",
+        "ENSG00000204928",
         "ENSG00000204952",
         "ENSG00000204977",
         "ENSG00000205038",
         "ENSG00000205056",
         "ENSG00000205084",
         "ENSG00000205138",
+        "ENSG00000205212",
         "ENSG00000205250",
         "ENSG00000205269",
         "ENSG00000205302",
@@ -3521,6 +3457,7 @@
         "ENSG00000205643",
         "ENSG00000205659",
         "ENSG00000205670",
+        "ENSG00000205707",
         "ENSG00000205744",
         "ENSG00000205758",
         "ENSG00000205765",
@@ -3528,6 +3465,7 @@
         "ENSG00000205808",
         "ENSG00000205809",
         "ENSG00000205853",
+        "ENSG00000205929",
         "ENSG00000206043",
         "ENSG00000206075",
         "ENSG00000206190",
@@ -3536,7 +3474,6 @@
         "ENSG00000211445",
         "ENSG00000211460",
         "ENSG00000211584",
-        "ENSG00000211829",
         "ENSG00000212916",
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