popV version: 0.6.0

.gitattributes

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+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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README.md

@@ -1,76 +0,0 @@
----
-library_name: popV
-license: cc-by-4.0
-tags:
-- biology
-- genomics
-- single-cell
-- anndata_version:0.11.3
-- python_version:3.11.11
-- popV
-- 'tissue: Testis'
----
-
-Popular Vote (popV) model for automated cell type annotation of single-cell RNA-seq data. We provide here pretrained models
-for plug-in use in your own analysis.
-Follow our [tutorial](https://github.com/YosefLab/popV/blob/main/tabula_sapiens_tutorial.ipynb) to learn how to use the model for cell type annotation.
-
-# Model description
-
-Tabula Sapiens is a benchmark, first-draft human cell atlas of over 1.1M cells from 28 organs of 24 normal human subjects. This work is the product of the Tabula Sapiens Consortium. Taking the organs from the same individual controls for genetic background, age, environment, and epigenetic effects, and allows detailed analysis and comparison of cell types that are shared between tissues.
-
-**Link to CELLxGENE**:
-Link to the [data](https://cellxgene.cziscience.com/e/ec6ef004-5f30-4a40-b282-980cca20a561.cxg/) in the CELLxGENE browser for interactive exploration of the data and download of the source data.
-
-**Training Code URL**:
-Not provided by uploader.
-
-# Metrics
-
-We provide here accuracies for each of the experts and the ensemble model. The validation set accuracies are
-computed on a 10% random subset of the data that was not used for training.
-
-| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| spermatid | 397 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
-| spermatocyte | 305 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |
-| male germ cell | 11 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.96 | 1.00 |
-| peritubular myoid cell | 12 | 0.77 | 0.83 | 0.83 | 0.57 | 0.00 | 0.80 | 0.83 | 0.87 | 0.83 |
-| spermatogonium | 6 | 0.92 | 0.83 | 0.92 | 0.91 | 0.00 | 0.86 | 0.92 | 0.92 | 0.92 |
-| stromal cell | 5 | 0.71 | 0.50 | 0.62 | 0.46 | 0.00 | 0.71 | 0.71 | 0.77 | 0.71 |
-| tissue-resident macrophage | 7 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 1.00 | 1.00 | 0.92 | 1.00 |
-| endothelial cell | 7 | 0.83 | 0.83 | 0.92 | 0.25 | 0.00 | 0.92 | 0.92 | 0.83 | 0.92 |
-| Leydig cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-
-The train accuracies are computed on the training data.
-
-| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| spermatid | 3612 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
-| spermatocyte | 2765 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |
-| male germ cell | 105 | 0.98 | 0.98 | 0.99 | 0.94 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| peritubular myoid cell | 55 | 0.78 | 0.79 | 0.86 | 0.64 | 0.00 | 0.91 | 0.98 | 0.98 | 0.92 |
-| spermatogonium | 58 | 0.89 | 0.86 | 0.92 | 0.85 | 0.00 | 0.84 | 0.93 | 0.90 | 0.94 |
-| stromal cell | 56 | 0.82 | 0.68 | 0.88 | 0.78 | 0.00 | 0.98 | 1.00 | 0.99 | 0.93 |
-| tissue-resident macrophage | 47 | 0.90 | 0.96 | 0.97 | 0.88 | 0.00 | 1.00 | 1.00 | 1.00 | 0.99 |
-| endothelial cell | 46 | 1.00 | 1.00 | 1.00 | 0.89 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |
-| Leydig cell | 8 | 0.00 | 0.09 | 0.50 | 0.31 | 0.00 | 0.93 | 1.00 | 1.00 | 0.62 |
-| CD8-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.80 |
-| CD4-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.50 | 0.67 | 0.00 | 0.50 | 1.00 | 1.00 | 0.80 |
-| mast cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 1.00 | 1.00 |
-| macrophage | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |
-| B cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-
-</details>
-
-
-# References
-
-Tabula Sapiens reveals transcription factor expression, senescence effects, and sex-specific features in cell types from 28 human organs and tissues, The Tabula Sapiens Consortium; bioRxiv, doi: https://doi.org/10.1101/2024.12.03.626516

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| spermatid | 397 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| spermatocyte | 305 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| male germ cell | 11 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.96 | 1.00 |\n| peritubular myoid cell | 12 | 0.77 | 0.83 | 0.83 | 0.57 | 0.00 | 0.80 | 0.83 | 0.87 | 0.83 |\n| spermatogonium | 6 | 0.92 | 0.83 | 0.92 | 0.91 | 0.00 | 0.86 | 0.92 | 0.92 | 0.92 |\n| stromal cell | 5 | 0.71 | 0.50 | 0.62 | 0.46 | 0.00 | 0.71 | 0.71 | 0.77 | 0.71 |\n| tissue-resident macrophage | 7 | 1.00 | 1.00 | 1.00 | 0.67 | 0.00 | 1.00 | 1.00 | 0.92 | 1.00 |\n| endothelial cell | 7 | 0.83 | 0.83 | 0.92 | 0.25 | 0.00 | 0.92 | 0.92 | 0.83 | 0.92 |\n| Leydig cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 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| spermatid | 3612 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| spermatocyte | 2765 | 0.98 | 0.98 | 0.99 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| male germ cell | 105 | 0.98 | 0.98 | 0.99 | 0.94 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| peritubular myoid cell | 55 | 0.78 | 0.79 | 0.86 | 0.64 | 0.00 | 0.91 | 0.98 | 0.98 | 0.92 |\n| spermatogonium | 58 | 0.89 | 0.86 | 0.92 | 0.85 | 0.00 | 0.84 | 0.93 | 0.90 | 0.94 |\n| stromal cell | 56 | 0.82 | 0.68 | 0.88 | 0.78 | 0.00 | 0.98 | 1.00 | 0.99 | 0.93 |\n| tissue-resident macrophage | 47 | 0.90 | 0.96 | 0.97 | 0.88 | 0.00 | 1.00 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 46 | 1.00 | 1.00 | 1.00 | 0.89 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| Leydig cell | 8 | 0.00 | 0.09 | 0.50 | 0.31 | 0.00 | 0.93 | 1.00 | 1.00 | 0.62 |\n| CD8-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.80 |\n| CD4-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.50 | 0.67 | 0.00 | 0.50 | 1.00 | 1.00 | 0.80 |\n| mast cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 1.00 | 1.00 |\n| macrophage | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| B cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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| spermatid | 400 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 0.99 | 0.99 | 1.00 |\n| spermatocyte | 304 | 0.98 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.98 | 1.00 |\n| male germ cell | 11 | 1.00 | 1.00 | 1.00 | 0.96 | 0.00 | 0.92 | 1.00 | 1.00 | 1.00 |\n| peritubular myoid cell | 12 | 0.85 | 0.85 | 0.92 | 0.76 | 0.00 | 0.85 | 0.92 | 0.92 | 0.92 |\n| spermatogonium | 6 | 0.86 | 0.92 | 0.92 | 0.92 | 0.00 | 0.86 | 0.92 | 0.92 | 0.92 |\n| stromal cell | 7 | 0.88 | 0.88 | 0.88 | 0.78 | 0.00 | 0.82 | 0.88 | 0.93 | 0.88 |\n| tissue-resident macrophage | 4 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 0.86 | 1.00 | 0.86 | 1.00 |\n| endothelial cell | 7 | 0.83 | 0.83 | 0.92 | 0.86 | 0.00 | 0.86 | 0.92 | 0.92 | 0.92 |\n| Leydig cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mast cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| B cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 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| spermatid | 3609 | 0.98 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| spermatocyte | 2766 | 0.98 | 0.99 | 0.99 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |\n| male germ cell | 105 | 0.98 | 0.99 | 0.98 | 0.99 | 0.00 | 0.91 | 1.00 | 1.00 | 0.99 |\n| peritubular myoid cell | 55 | 0.76 | 0.90 | 0.80 | 0.73 | 0.00 | 0.87 | 0.98 | 0.97 | 0.90 |\n| spermatogonium | 58 | 0.85 | 0.94 | 0.90 | 0.89 | 0.00 | 0.83 | 0.94 | 0.90 | 0.92 |\n| stromal cell | 54 | 0.81 | 0.88 | 0.82 | 0.77 | 0.00 | 0.95 | 1.00 | 1.00 | 0.89 |\n| tissue-resident macrophage | 50 | 0.91 | 0.98 | 0.94 | 0.89 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 46 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 0.99 | 1.00 |\n| Leydig cell | 9 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 0.84 | 1.00 | 1.00 | 0.62 |\n| CD8-positive, alpha-beta T cell | 3 | 0.00 | 0.67 | 0.50 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 2 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| mast cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| macrophage | 1 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| B cell | 1 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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metadata.json

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-{
-    "popv_version": "0.5.0",
-    "anndata_version": "0.11.3",
-    "setup_dict": {
-        "ref_labels_key": "popv_labels",
-        "ref_batch_key": "batch_key",
-        "unknown_celltype_label": "unassigned"
-    },
-    "prediction_keys": [
-        "popv_celltypist_prediction",
-        "popv_knn_bbknn_prediction",
-        "popv_knn_harmony_prediction",
-        "popv_knn_on_scvi_prediction",
-        "popv_onclass_prediction",
-        "popv_scanvi_prediction",
-        "popv_svm_prediction",
-        "popv_xgboost_prediction"
-    ],
-    "method_kwargs": {},
-    "methods": [
-        "CELLTYPIST",
-        "KNN_BBKNN",
-        "KNN_HARMONY",
-        "KNN_SCVI",
-        "ONCLASS",
-        "SCANVI_POPV",
-        "Support_Vector",
-        "XGboost"
-    ],
-    "cellxgene_url": "https://cellxgene.cziscience.com/e/ec6ef004-5f30-4a40-b282-980cca20a561.cxg/"
-}

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preprocessing.json

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         "ENSG00000089012",
         "ENSG00000089041",
@@ -457,7 +444,6 @@
         "ENSG00000090376",
         "ENSG00000090470",
         "ENSG00000090621",
-        "ENSG00000090863",
         "ENSG00000090889",
         "ENSG00000090905",
         "ENSG00000090924",
@@ -470,6 +456,7 @@
         "ENSG00000091732",
         "ENSG00000091879",
         "ENSG00000092010",
+        "ENSG00000092068",
         "ENSG00000092108",
         "ENSG00000092140",
         "ENSG00000092148",
@@ -502,7 +489,6 @@
         "ENSG00000099968",
         "ENSG00000099999",
         "ENSG00000100029",
-        "ENSG00000100030",
         "ENSG00000100068",
         "ENSG00000100077",
         "ENSG00000100083",
@@ -546,7 +532,6 @@
         "ENSG00000101040",
         "ENSG00000101079",
         "ENSG00000101109",
-        "ENSG00000101138",
         "ENSG00000101146",
         "ENSG00000101160",
         "ENSG00000101189",
@@ -644,23 +629,20 @@
         "ENSG00000104381",
         "ENSG00000104412",
         "ENSG00000104450",
-        "ENSG00000104490",
         "ENSG00000104499",
         "ENSG00000104517",
         "ENSG00000104549",
         "ENSG00000104722",
-        "ENSG00000104728",
         "ENSG00000104763",
         "ENSG00000104852",
         "ENSG00000104856",
+        "ENSG00000104870",
         "ENSG00000104872",
         "ENSG00000104884",
         "ENSG00000104941",
         "ENSG00000104964",
         "ENSG00000105011",
         "ENSG00000105171",
-        "ENSG00000105185",
-        "ENSG00000105227",
         "ENSG00000105278",
         "ENSG00000105281",
         "ENSG00000105289",
@@ -697,6 +679,7 @@
         "ENSG00000106211",
         "ENSG00000106236",
         "ENSG00000106245",
+        "ENSG00000106304",
         "ENSG00000106305",
         "ENSG00000106415",
         "ENSG00000106459",
@@ -739,7 +722,6 @@
         "ENSG00000107859",
         "ENSG00000107862",
         "ENSG00000107863",
-        "ENSG00000107902",
         "ENSG00000107929",
         "ENSG00000108018",
         "ENSG00000108055",
@@ -768,12 +750,10 @@
         "ENSG00000109390",
         "ENSG00000109452",
         "ENSG00000109458",
-        "ENSG00000109472",
         "ENSG00000109511",
         "ENSG00000109534",
         "ENSG00000109610",
         "ENSG00000109670",
-        "ENSG00000109680",
         "ENSG00000109684",
         "ENSG00000109685",
         "ENSG00000109686",
@@ -823,11 +803,9 @@
         "ENSG00000111667",
         "ENSG00000111670",
         "ENSG00000111684",
-        "ENSG00000111696",
         "ENSG00000111716",
         "ENSG00000111725",
         "ENSG00000111726",
-        "ENSG00000111728",
         "ENSG00000111731",
         "ENSG00000111775",
         "ENSG00000111783",
@@ -874,8 +852,8 @@
         "ENSG00000112742",
         "ENSG00000112773",
         "ENSG00000112851",
-        "ENSG00000112852",
         "ENSG00000112893",
+        "ENSG00000112936",
         "ENSG00000112964",
         "ENSG00000112977",
         "ENSG00000112983",
@@ -885,7 +863,6 @@
         "ENSG00000113140",
         "ENSG00000113141",
         "ENSG00000113194",
-        "ENSG00000113209",
         "ENSG00000113269",
         "ENSG00000113273",
         "ENSG00000113356",
@@ -961,7 +938,6 @@
         "ENSG00000115616",
         "ENSG00000115652",
         "ENSG00000115677",
-        "ENSG00000115694",
         "ENSG00000115738",
         "ENSG00000115760",
         "ENSG00000115762",
@@ -990,7 +966,6 @@
         "ENSG00000116580",
         "ENSG00000116641",
         "ENSG00000116678",
-        "ENSG00000116703",
         "ENSG00000116729",
         "ENSG00000116731",
         "ENSG00000116741",
@@ -1014,6 +989,7 @@
         "ENSG00000117480",
         "ENSG00000117501",
         "ENSG00000117523",
+        "ENSG00000117525",
         "ENSG00000117569",
         "ENSG00000117600",
         "ENSG00000117650",
@@ -1097,7 +1073,6 @@
         "ENSG00000120690",
         "ENSG00000120694",
         "ENSG00000120699",
-        "ENSG00000120798",
         "ENSG00000120802",
         "ENSG00000120899",
         "ENSG00000120910",
@@ -1147,7 +1122,6 @@
         "ENSG00000122783",
         "ENSG00000122786",
         "ENSG00000122862",
-        "ENSG00000122870",
         "ENSG00000122884",
         "ENSG00000122970",
         "ENSG00000122986",
@@ -1178,6 +1152,7 @@
         "ENSG00000124251",
         "ENSG00000124370",
         "ENSG00000124374",
+        "ENSG00000124467",
         "ENSG00000124486",
         "ENSG00000124491",
         "ENSG00000124496",
@@ -1191,6 +1166,7 @@
         "ENSG00000124782",
         "ENSG00000124787",
         "ENSG00000124788",
+        "ENSG00000124818",
         "ENSG00000124831",
         "ENSG00000124942",
         "ENSG00000125107",
@@ -1216,14 +1192,13 @@
         "ENSG00000125835",
         "ENSG00000125843",
         "ENSG00000125851",
+        "ENSG00000125863",
         "ENSG00000125944",
-        "ENSG00000125965",
         "ENSG00000125970",
         "ENSG00000125995",
         "ENSG00000126226",
         "ENSG00000126247",
         "ENSG00000126261",
-        "ENSG00000126698",
         "ENSG00000126777",
         "ENSG00000126785",
         "ENSG00000126787",
@@ -1233,7 +1208,6 @@
         "ENSG00000126856",
         "ENSG00000126870",
         "ENSG00000127081",
-        "ENSG00000127083",
         "ENSG00000127184",
         "ENSG00000127329",
         "ENSG00000127337",
@@ -1266,7 +1240,6 @@
         "ENSG00000128731",
         "ENSG00000128791",
         "ENSG00000128908",
-        "ENSG00000128918",
         "ENSG00000128928",
         "ENSG00000128951",
         "ENSG00000129038",
@@ -1331,7 +1304,6 @@
         "ENSG00000131437",
         "ENSG00000131446",
         "ENSG00000131459",
-        "ENSG00000131558",
         "ENSG00000131711",
         "ENSG00000131724",
         "ENSG00000131725",
@@ -1354,7 +1326,6 @@
         "ENSG00000132300",
         "ENSG00000132334",
         "ENSG00000132341",
-        "ENSG00000132383",
         "ENSG00000132386",
         "ENSG00000132424",
         "ENSG00000132466",
@@ -1362,11 +1333,9 @@
         "ENSG00000132549",
         "ENSG00000132669",
         "ENSG00000132670",
-        "ENSG00000132676",
         "ENSG00000132681",
         "ENSG00000132694",
         "ENSG00000132749",
-        "ENSG00000132763",
         "ENSG00000132773",
         "ENSG00000132780",
         "ENSG00000132912",
@@ -1544,7 +1513,6 @@
         "ENSG00000137513",
         "ENSG00000137571",
         "ENSG00000137575",
-        "ENSG00000137656",
         "ENSG00000137674",
         "ENSG00000137693",
         "ENSG00000137710",
@@ -1589,6 +1557,7 @@
         "ENSG00000138449",
         "ENSG00000138463",
         "ENSG00000138468",
+        "ENSG00000138472",
         "ENSG00000138496",
         "ENSG00000138587",
         "ENSG00000138592",
@@ -1615,7 +1584,6 @@
         "ENSG00000138829",
         "ENSG00000138835",
         "ENSG00000139083",
-        "ENSG00000139112",
         "ENSG00000139117",
         "ENSG00000139144",
         "ENSG00000139154",
@@ -1631,7 +1599,6 @@
         "ENSG00000139351",
         "ENSG00000139354",
         "ENSG00000139436",
-        "ENSG00000139445",
         "ENSG00000139514",
         "ENSG00000139537",
         "ENSG00000139618",
@@ -1641,6 +1608,8 @@
         "ENSG00000139726",
         "ENSG00000139734",
         "ENSG00000139793",
+        "ENSG00000139797",
+        "ENSG00000139800",
         "ENSG00000139865",
         "ENSG00000139908",
         "ENSG00000139910",
@@ -1649,7 +1618,6 @@
         "ENSG00000139971",
         "ENSG00000140009",
         "ENSG00000140015",
-        "ENSG00000140022",
         "ENSG00000140067",
         "ENSG00000140092",
         "ENSG00000140199",
@@ -1698,7 +1666,6 @@
         "ENSG00000141665",
         "ENSG00000141696",
         "ENSG00000141753",
-        "ENSG00000142039",
         "ENSG00000142089",
         "ENSG00000142156",
         "ENSG00000142166",
@@ -1708,6 +1675,7 @@
         "ENSG00000142599",
         "ENSG00000142606",
         "ENSG00000142661",
+        "ENSG00000142698",
         "ENSG00000142798",
         "ENSG00000142856",
         "ENSG00000142864",
@@ -1733,10 +1701,8 @@
         "ENSG00000143398",
         "ENSG00000143401",
         "ENSG00000143437",
-        "ENSG00000143443",
         "ENSG00000143452",
         "ENSG00000143469",
-        "ENSG00000143479",
         "ENSG00000143498",
         "ENSG00000143512",
         "ENSG00000143514",
@@ -1816,10 +1782,10 @@
         "ENSG00000145349",
         "ENSG00000145358",
         "ENSG00000145365",
+        "ENSG00000145375",
         "ENSG00000145390",
         "ENSG00000145416",
         "ENSG00000145431",
-        "ENSG00000145495",
         "ENSG00000145526",
         "ENSG00000145569",
         "ENSG00000145626",
@@ -1836,7 +1802,6 @@
         "ENSG00000145779",
         "ENSG00000145781",
         "ENSG00000145808",
-        "ENSG00000145817",
         "ENSG00000145826",
         "ENSG00000145832",
         "ENSG00000145833",
@@ -1904,6 +1869,7 @@
         "ENSG00000147862",
         "ENSG00000147872",
         "ENSG00000147883",
+        "ENSG00000147894",
         "ENSG00000148019",
         "ENSG00000148090",
         "ENSG00000148110",
@@ -1946,7 +1912,6 @@
         "ENSG00000149591",
         "ENSG00000149634",
         "ENSG00000149636",
-        "ENSG00000149658",
         "ENSG00000149926",
         "ENSG00000149929",
         "ENSG00000149948",
@@ -1963,7 +1928,6 @@
         "ENSG00000150687",
         "ENSG00000150712",
         "ENSG00000150722",
-        "ENSG00000150750",
         "ENSG00000150760",
         "ENSG00000150764",
         "ENSG00000150782",
@@ -1972,6 +1936,7 @@
         "ENSG00000150938",
         "ENSG00000151005",
         "ENSG00000151025",
+        "ENSG00000151033",
         "ENSG00000151090",
         "ENSG00000151150",
         "ENSG00000151151",
@@ -1992,8 +1957,8 @@
         "ENSG00000151468",
         "ENSG00000151475",
         "ENSG00000151503",
-        "ENSG00000151577",
         "ENSG00000151611",
+        "ENSG00000151615",
         "ENSG00000151718",
         "ENSG00000151746",
         "ENSG00000151773",
@@ -2014,7 +1979,6 @@
         "ENSG00000152133",
         "ENSG00000152217",
         "ENSG00000152229",
-        "ENSG00000152234",
         "ENSG00000152240",
         "ENSG00000152270",
         "ENSG00000152291",
@@ -2048,7 +2012,6 @@
         "ENSG00000153060",
         "ENSG00000153064",
         "ENSG00000153086",
-        "ENSG00000153113",
         "ENSG00000153132",
         "ENSG00000153140",
         "ENSG00000153157",
@@ -2067,7 +2030,6 @@
         "ENSG00000153707",
         "ENSG00000153823",
         "ENSG00000153904",
-        "ENSG00000153930",
         "ENSG00000153933",
         "ENSG00000153936",
         "ENSG00000153944",
@@ -2089,6 +2051,7 @@
         "ENSG00000154269",
         "ENSG00000154277",
         "ENSG00000154305",
+        "ENSG00000154415",
         "ENSG00000154438",
         "ENSG00000154479",
         "ENSG00000154511",
@@ -2114,12 +2077,10 @@
         "ENSG00000155324",
         "ENSG00000155329",
         "ENSG00000155330",
-        "ENSG00000155368",
         "ENSG00000155393",
         "ENSG00000155506",
         "ENSG00000155511",
         "ENSG00000155530",
-        "ENSG00000155561",
         "ENSG00000155621",
         "ENSG00000155629",
         "ENSG00000155657",
@@ -2175,14 +2136,13 @@
         "ENSG00000156976",
         "ENSG00000157036",
         "ENSG00000157060",
+        "ENSG00000157093",
         "ENSG00000157106",
         "ENSG00000157107",
         "ENSG00000157152",
         "ENSG00000157168",
         "ENSG00000157181",
-        "ENSG00000157212",
         "ENSG00000157216",
-        "ENSG00000157326",
         "ENSG00000157456",
         "ENSG00000157483",
         "ENSG00000157514",
@@ -2198,7 +2158,6 @@
         "ENSG00000157827",
         "ENSG00000157837",
         "ENSG00000157869",
-        "ENSG00000157884",
         "ENSG00000157985",
         "ENSG00000158019",
         "ENSG00000158092",
@@ -2211,6 +2170,7 @@
         "ENSG00000158417",
         "ENSG00000158486",
         "ENSG00000158528",
+        "ENSG00000158553",
         "ENSG00000158560",
         "ENSG00000158623",
         "ENSG00000158636",
@@ -2237,7 +2197,6 @@
         "ENSG00000159592",
         "ENSG00000159593",
         "ENSG00000159685",
-        "ENSG00000159733",
         "ENSG00000159788",
         "ENSG00000159885",
         "ENSG00000159915",
@@ -2245,7 +2204,6 @@
         "ENSG00000160188",
         "ENSG00000160199",
         "ENSG00000160201",
-        "ENSG00000160218",
         "ENSG00000160229",
         "ENSG00000160256",
         "ENSG00000160294",
@@ -2285,8 +2243,6 @@
         "ENSG00000162520",
         "ENSG00000162521",
         "ENSG00000162592",
-        "ENSG00000162594",
-        "ENSG00000162599",
         "ENSG00000162604",
         "ENSG00000162607",
         "ENSG00000162618",
@@ -2302,6 +2258,7 @@
         "ENSG00000162702",
         "ENSG00000162736",
         "ENSG00000162753",
+        "ENSG00000162761",
         "ENSG00000162769",
         "ENSG00000162771",
         "ENSG00000162772",
@@ -2311,6 +2268,7 @@
         "ENSG00000162813",
         "ENSG00000162924",
         "ENSG00000162929",
+        "ENSG00000162947",
         "ENSG00000163029",
         "ENSG00000163032",
         "ENSG00000163046",
@@ -2325,6 +2283,7 @@
         "ENSG00000163239",
         "ENSG00000163293",
         "ENSG00000163320",
+        "ENSG00000163377",
         "ENSG00000163393",
         "ENSG00000163421",
         "ENSG00000163430",
@@ -2346,7 +2305,6 @@
         "ENSG00000163602",
         "ENSG00000163605",
         "ENSG00000163606",
-        "ENSG00000163607",
         "ENSG00000163617",
         "ENSG00000163623",
         "ENSG00000163624",
@@ -2400,6 +2358,7 @@
         "ENSG00000164105",
         "ENSG00000164109",
         "ENSG00000164118",
+        "ENSG00000164123",
         "ENSG00000164125",
         "ENSG00000164129",
         "ENSG00000164134",
@@ -2419,11 +2378,11 @@
         "ENSG00000164300",
         "ENSG00000164308",
         "ENSG00000164323",
+        "ENSG00000164326",
         "ENSG00000164327",
         "ENSG00000164329",
         "ENSG00000164330",
         "ENSG00000164331",
-        "ENSG00000164342",
         "ENSG00000164366",
         "ENSG00000164398",
         "ENSG00000164418",
@@ -2462,6 +2421,7 @@
         "ENSG00000164989",
         "ENSG00000165025",
         "ENSG00000165029",
+        "ENSG00000165076",
         "ENSG00000165084",
         "ENSG00000165091",
         "ENSG00000165092",
@@ -2504,7 +2464,6 @@
         "ENSG00000165972",
         "ENSG00000165973",
         "ENSG00000166006",
-        "ENSG00000166024",
         "ENSG00000166086",
         "ENSG00000166164",
         "ENSG00000166200",
@@ -2534,7 +2493,6 @@
         "ENSG00000166510",
         "ENSG00000166535",
         "ENSG00000166548",
-        "ENSG00000166573",
         "ENSG00000166575",
         "ENSG00000166596",
         "ENSG00000166598",
@@ -2547,7 +2505,7 @@
         "ENSG00000166796",
         "ENSG00000166800",
         "ENSG00000166848",
-        "ENSG00000166881",
+        "ENSG00000166897",
         "ENSG00000166917",
         "ENSG00000166920",
         "ENSG00000166926",
@@ -2564,9 +2522,9 @@
         "ENSG00000167281",
         "ENSG00000167311",
         "ENSG00000167323",
+        "ENSG00000167346",
         "ENSG00000167460",
         "ENSG00000167461",
-        "ENSG00000167522",
         "ENSG00000167524",
         "ENSG00000167543",
         "ENSG00000167595",
@@ -2591,8 +2549,6 @@
         "ENSG00000168070",
         "ENSG00000168078",
         "ENSG00000168079",
-        "ENSG00000168101",
-        "ENSG00000168137",
         "ENSG00000168209",
         "ENSG00000168214",
         "ENSG00000168263",
@@ -2604,6 +2560,7 @@
         "ENSG00000168461",
         "ENSG00000168476",
         "ENSG00000168491",
+        "ENSG00000168619",
         "ENSG00000168676",
         "ENSG00000168702",
         "ENSG00000168724",
@@ -2612,12 +2569,11 @@
         "ENSG00000168754",
         "ENSG00000168779",
         "ENSG00000168781",
-        "ENSG00000168785",
+        "ENSG00000168830",
         "ENSG00000168843",
         "ENSG00000168887",
         "ENSG00000168916",
         "ENSG00000168959",
-        "ENSG00000169018",
         "ENSG00000169019",
         "ENSG00000169031",
         "ENSG00000169057",
@@ -2634,6 +2590,7 @@
         "ENSG00000169302",
         "ENSG00000169306",
         "ENSG00000169313",
+        "ENSG00000169344",
         "ENSG00000169379",
         "ENSG00000169397",
         "ENSG00000169398",
@@ -2677,7 +2634,6 @@
         "ENSG00000170325",
         "ENSG00000170345",
         "ENSG00000170348",
-        "ENSG00000170381",
         "ENSG00000170385",
         "ENSG00000170396",
         "ENSG00000170448",
@@ -2685,6 +2641,7 @@
         "ENSG00000170485",
         "ENSG00000170486",
         "ENSG00000170498",
+        "ENSG00000170516",
         "ENSG00000170525",
         "ENSG00000170540",
         "ENSG00000170561",
@@ -2694,8 +2651,8 @@
         "ENSG00000170748",
         "ENSG00000170759",
         "ENSG00000170788",
+        "ENSG00000170820",
         "ENSG00000170832",
-        "ENSG00000170921",
         "ENSG00000170955",
         "ENSG00000170959",
         "ENSG00000170961",
@@ -2717,6 +2674,7 @@
         "ENSG00000171444",
         "ENSG00000171467",
         "ENSG00000171490",
+        "ENSG00000171495",
         "ENSG00000171502",
         "ENSG00000171503",
         "ENSG00000171522",
@@ -2771,7 +2729,6 @@
         "ENSG00000172752",
         "ENSG00000172765",
         "ENSG00000172818",
-        "ENSG00000172831",
         "ENSG00000172845",
         "ENSG00000172889",
         "ENSG00000172915",
@@ -2788,7 +2745,6 @@
         "ENSG00000173077",
         "ENSG00000173120",
         "ENSG00000173145",
-        "ENSG00000173200",
         "ENSG00000173226",
         "ENSG00000173230",
         "ENSG00000173262",
@@ -2803,6 +2759,7 @@
         "ENSG00000173530",
         "ENSG00000173692",
         "ENSG00000173706",
+        "ENSG00000173769",
         "ENSG00000173809",
         "ENSG00000173889",
         "ENSG00000173905",
@@ -2828,7 +2785,6 @@
         "ENSG00000174628",
         "ENSG00000174640",
         "ENSG00000174652",
-        "ENSG00000174705",
         "ENSG00000174718",
         "ENSG00000174720",
         "ENSG00000174744",
@@ -2851,6 +2807,7 @@
         "ENSG00000175197",
         "ENSG00000175224",
         "ENSG00000175264",
+        "ENSG00000175279",
         "ENSG00000175305",
         "ENSG00000175309",
         "ENSG00000175344",
@@ -2858,18 +2815,16 @@
         "ENSG00000175471",
         "ENSG00000175497",
         "ENSG00000175575",
-        "ENSG00000175582",
         "ENSG00000175600",
         "ENSG00000175606",
-        "ENSG00000175611",
         "ENSG00000175745",
         "ENSG00000175773",
-        "ENSG00000175779",
         "ENSG00000175785",
         "ENSG00000175787",
         "ENSG00000175820",
         "ENSG00000175866",
         "ENSG00000175868",
+        "ENSG00000175877",
         "ENSG00000175899",
         "ENSG00000175928",
         "ENSG00000175931",
@@ -2877,14 +2832,13 @@
         "ENSG00000176101",
         "ENSG00000176102",
         "ENSG00000176105",
-        "ENSG00000176148",
         "ENSG00000176160",
         "ENSG00000176165",
         "ENSG00000176177",
         "ENSG00000176204",
         "ENSG00000176208",
-        "ENSG00000176225",
         "ENSG00000176273",
+        "ENSG00000176320",
         "ENSG00000176393",
         "ENSG00000176401",
         "ENSG00000176406",
@@ -2893,6 +2847,7 @@
         "ENSG00000176485",
         "ENSG00000176531",
         "ENSG00000176563",
+        "ENSG00000176566",
         "ENSG00000176571",
         "ENSG00000176597",
         "ENSG00000176635",
@@ -2910,6 +2865,7 @@
         "ENSG00000177084",
         "ENSG00000177119",
         "ENSG00000177189",
+        "ENSG00000177202",
         "ENSG00000177324",
         "ENSG00000177425",
         "ENSG00000177479",
@@ -2925,7 +2881,6 @@
         "ENSG00000177822",
         "ENSG00000177853",
         "ENSG00000177885",
-        "ENSG00000177963",
         "ENSG00000177990",
         "ENSG00000178057",
         "ENSG00000178075",
@@ -2958,14 +2913,11 @@
         "ENSG00000179218",
         "ENSG00000179222",
         "ENSG00000179241",
-        "ENSG00000179262",
         "ENSG00000179271",
         "ENSG00000179299",
         "ENSG00000179397",
         "ENSG00000179399",
-        "ENSG00000179456",
         "ENSG00000179532",
-        "ENSG00000179580",
         "ENSG00000179603",
         "ENSG00000179715",
         "ENSG00000179796",
@@ -2976,7 +2928,9 @@
         "ENSG00000179915",
         "ENSG00000179988",
         "ENSG00000180071",
+        "ENSG00000180083",
         "ENSG00000180113",
+        "ENSG00000180116",
         "ENSG00000180182",
         "ENSG00000180233",
         "ENSG00000180287",
@@ -2995,6 +2949,7 @@
         "ENSG00000181072",
         "ENSG00000181143",
         "ENSG00000181163",
+        "ENSG00000181171",
         "ENSG00000181195",
         "ENSG00000181222",
         "ENSG00000181234",
@@ -3030,6 +2985,7 @@
         "ENSG00000182348",
         "ENSG00000182362",
         "ENSG00000182389",
+        "ENSG00000182459",
         "ENSG00000182463",
         "ENSG00000182481",
         "ENSG00000182578",
@@ -3041,17 +2997,16 @@
         "ENSG00000182674",
         "ENSG00000182759",
         "ENSG00000182771",
-        "ENSG00000182774",
         "ENSG00000182836",
         "ENSG00000182923",
         "ENSG00000182931",
+        "ENSG00000182950",
         "ENSG00000182973",
         "ENSG00000183020",
         "ENSG00000183023",
         "ENSG00000183032",
         "ENSG00000183049",
         "ENSG00000183098",
-        "ENSG00000183111",
         "ENSG00000183117",
         "ENSG00000183137",
         "ENSG00000183166",
@@ -3061,7 +3016,9 @@
         "ENSG00000183255",
         "ENSG00000183287",
         "ENSG00000183291",
+        "ENSG00000183308",
         "ENSG00000183337",
+        "ENSG00000183354",
         "ENSG00000183397",
         "ENSG00000183431",
         "ENSG00000183476",
@@ -3108,8 +3065,8 @@
         "ENSG00000184575",
         "ENSG00000184588",
         "ENSG00000184613",
-        "ENSG00000184635",
         "ENSG00000184647",
+        "ENSG00000184650",
         "ENSG00000184661",
         "ENSG00000184719",
         "ENSG00000184785",
@@ -3117,9 +3074,11 @@
         "ENSG00000184897",
         "ENSG00000184903",
         "ENSG00000184924",
+        "ENSG00000184937",
         "ENSG00000184939",
         "ENSG00000184979",
         "ENSG00000185008",
+        "ENSG00000185010",
         "ENSG00000185015",
         "ENSG00000185046",
         "ENSG00000185053",
@@ -3131,10 +3090,12 @@
         "ENSG00000185261",
         "ENSG00000185274",
         "ENSG00000185305",
+        "ENSG00000185313",
         "ENSG00000185338",
         "ENSG00000185345",
         "ENSG00000185352",
         "ENSG00000185420",
+        "ENSG00000185432",
         "ENSG00000185453",
         "ENSG00000185480",
         "ENSG00000185483",
@@ -3145,6 +3106,7 @@
         "ENSG00000185559",
         "ENSG00000185565",
         "ENSG00000185585",
+        "ENSG00000185594",
         "ENSG00000185651",
         "ENSG00000185669",
         "ENSG00000185686",
@@ -3204,6 +3166,7 @@
         "ENSG00000187231",
         "ENSG00000187239",
         "ENSG00000187240",
+        "ENSG00000187258",
         "ENSG00000187323",
         "ENSG00000187391",
         "ENSG00000187398",
@@ -3221,12 +3184,10 @@
         "ENSG00000187775",
         "ENSG00000187837",
         "ENSG00000187950",
-        "ENSG00000187955",
         "ENSG00000188001",
         "ENSG00000188033",
         "ENSG00000188039",
         "ENSG00000188042",
-        "ENSG00000188092",
         "ENSG00000188107",
         "ENSG00000188158",
         "ENSG00000188177",
@@ -3254,6 +3215,7 @@
         "ENSG00000188825",
         "ENSG00000188827",
         "ENSG00000188895",
+        "ENSG00000188897",
         "ENSG00000188906",
         "ENSG00000188994",
         "ENSG00000189045",
@@ -3266,6 +3228,7 @@
         "ENSG00000189108",
         "ENSG00000189134",
         "ENSG00000189180",
+        "ENSG00000189229",
         "ENSG00000189283",
         "ENSG00000189362",
         "ENSG00000189366",
@@ -3304,7 +3267,6 @@
         "ENSG00000196604",
         "ENSG00000196605",
         "ENSG00000196632",
-        "ENSG00000196652",
         "ENSG00000196655",
         "ENSG00000196678",
         "ENSG00000196683",
@@ -3332,7 +3294,6 @@
         "ENSG00000197168",
         "ENSG00000197181",
         "ENSG00000197183",
-        "ENSG00000197301",
         "ENSG00000197312",
         "ENSG00000197321",
         "ENSG00000197329",
@@ -3355,6 +3316,7 @@
         "ENSG00000197826",
         "ENSG00000197892",
         "ENSG00000197934",
+        "ENSG00000197953",
         "ENSG00000197956",
         "ENSG00000197959",
         "ENSG00000197965",
@@ -3365,6 +3327,7 @@
         "ENSG00000198033",
         "ENSG00000198034",
         "ENSG00000198056",
+        "ENSG00000198062",
         "ENSG00000198087",
         "ENSG00000198105",
         "ENSG00000198108",
@@ -3404,6 +3367,7 @@
         "ENSG00000198727",
         "ENSG00000198730",
         "ENSG00000198732",
+        "ENSG00000198734",
         "ENSG00000198739",
         "ENSG00000198740",
         "ENSG00000198742",
@@ -3434,6 +3398,7 @@
         "ENSG00000198947",
         "ENSG00000198961",
         "ENSG00000198964",
+        "ENSG00000203279",
         "ENSG00000203585",
         "ENSG00000203666",
         "ENSG00000203721",
@@ -3446,6 +3411,7 @@
         "ENSG00000203910",
         "ENSG00000203943",
         "ENSG00000203995",
+        "ENSG00000204006",
         "ENSG00000204091",
         "ENSG00000204103",
         "ENSG00000204138",
@@ -3479,9 +3445,11 @@
         "ENSG00000204952",
         "ENSG00000205002",
         "ENSG00000205045",
+        "ENSG00000205129",
         "ENSG00000205155",
         "ENSG00000205208",
         "ENSG00000205209",
+        "ENSG00000205212",
         "ENSG00000205213",
         "ENSG00000205221",
         "ENSG00000205277",
@@ -3491,7 +3459,6 @@
         "ENSG00000205359",
         "ENSG00000205531",
         "ENSG00000205542",
-        "ENSG00000205559",
         "ENSG00000205581",
         "ENSG00000205592",
         "ENSG00000205628",
@@ -3508,6 +3475,7 @@
         "ENSG00000206190",
         "ENSG00000206199",
         "ENSG00000206535",
+        "ENSG00000206567",
         "ENSG00000206573",
         "ENSG00000211445",
         "ENSG00000211448",
@@ -3527,7 +3495,6 @@
         "ENSG00000214413",
         "ENSG00000214548",
         "ENSG00000214595",
-        "ENSG00000214772",
         "ENSG00000214842",
         "ENSG00000214860",
         "ENSG00000214866",
@@ -3535,10 +3502,10 @@
         "ENSG00000214954",
         "ENSG00000214960",
         "ENSG00000215018",
+        "ENSG00000215067",
         "ENSG00000215068",
         "ENSG00000215196",
         "ENSG00000215252",
-        "ENSG00000215256",
         "ENSG00000215374",
         "ENSG00000215386",
         "ENSG00000215421",
@@ -3553,30 +3520,39 @@
         "ENSG00000217555",
         "ENSG00000218819",
         "ENSG00000219481",
+        "ENSG00000221843",
         "ENSG00000221869",
         "ENSG00000221882",
         "ENSG00000221883",
         "ENSG00000221947",
+        "ENSG00000222017",
+        "ENSG00000222036",
         "ENSG00000222047",
         "ENSG00000223482",
         "ENSG00000223561",
         "ENSG00000223658",
         "ENSG00000223685",
+        "ENSG00000223704",
         "ENSG00000223715",
+        "ENSG00000223725",
+        "ENSG00000223797",
         "ENSG00000223935",
         "ENSG00000224020",
         "ENSG00000224043",
         "ENSG00000224046",
         "ENSG00000224063",
+        "ENSG00000224099",
         "ENSG00000224184",
+        "ENSG00000224228",
         "ENSG00000224509",
         "ENSG00000224825",
         "ENSG00000224897",
         "ENSG00000224957",
-        "ENSG00000225361",
+        "ENSG00000225096",
         "ENSG00000225434",
         "ENSG00000225470",
         "ENSG00000225484",
+        "ENSG00000225489",
         "ENSG00000225548",
         "ENSG00000225564",
         "ENSG00000225611",
@@ -3585,8 +3561,11 @@
         "ENSG00000225762",
         "ENSG00000225778",
         "ENSG00000225937",
+        "ENSG00000225963",
         "ENSG00000225964",
         "ENSG00000226167",
+        "ENSG00000226240",
+        "ENSG00000226266",
         "ENSG00000226320",
         "ENSG00000226367",
         "ENSG00000226383",
@@ -3594,8 +3573,8 @@
         "ENSG00000226674",
         "ENSG00000226688",
         "ENSG00000226800",
+        "ENSG00000226816",
         "ENSG00000226828",
-        "ENSG00000226835",
         "ENSG00000226846",
         "ENSG00000227028",
         "ENSG00000227252",
@@ -3603,44 +3582,54 @@
         "ENSG00000227373",
         "ENSG00000227398",
         "ENSG00000227517",
+        "ENSG00000227598",
         "ENSG00000227674",
         "ENSG00000227946",
         "ENSG00000227954",
         "ENSG00000228043",
         "ENSG00000228063",
         "ENSG00000228065",
+        "ENSG00000228113",
         "ENSG00000228223",
         "ENSG00000228253",
         "ENSG00000228262",
+        "ENSG00000228308",
         "ENSG00000228340",
         "ENSG00000228363",
         "ENSG00000228526",
+        "ENSG00000228541",
         "ENSG00000228677",
-        "ENSG00000228701",
         "ENSG00000228716",
         "ENSG00000228801",
         "ENSG00000228824",
         "ENSG00000228839",
+        "ENSG00000228863",
         "ENSG00000228878",
         "ENSG00000228980",
         "ENSG00000229105",
         "ENSG00000229140",
         "ENSG00000229267",
+        "ENSG00000229321",
         "ENSG00000229334",
+        "ENSG00000229425",
+        "ENSG00000229613",
         "ENSG00000229739",
-        "ENSG00000229862",
         "ENSG00000229981",
         "ENSG00000230124",
         "ENSG00000230148",
         "ENSG00000230314",
         "ENSG00000230323",
+        "ENSG00000230426",
         "ENSG00000230453",
+        "ENSG00000230490",
+        "ENSG00000230510",
         "ENSG00000230561",
         "ENSG00000230590",
         "ENSG00000230606",
         "ENSG00000230817",
         "ENSG00000230989",
         "ENSG00000231107",
+        "ENSG00000231171",
         "ENSG00000231208",
         "ENSG00000231298",
         "ENSG00000231365",
@@ -3653,32 +3642,37 @@
         "ENSG00000231646",
         "ENSG00000231672",
         "ENSG00000231689",
-        "ENSG00000231758",
         "ENSG00000231806",
         "ENSG00000231889",
         "ENSG00000232040",
+        "ENSG00000232053",
         "ENSG00000232077",
         "ENSG00000232229",
         "ENSG00000232310",
         "ENSG00000232354",
         "ENSG00000232434",
         "ENSG00000232645",
+        "ENSG00000232855",
         "ENSG00000232878",
         "ENSG00000232907",
         "ENSG00000232931",
         "ENSG00000232977",
+        "ENSG00000233005",
         "ENSG00000233008",
-        "ENSG00000233016",
         "ENSG00000233058",
         "ENSG00000233101",
         "ENSG00000233237",
         "ENSG00000233452",
+        "ENSG00000233607",
         "ENSG00000233695",
         "ENSG00000233723",
         "ENSG00000233766",
         "ENSG00000233797",
         "ENSG00000233822",
+        "ENSG00000233862",
+        "ENSG00000233912",
         "ENSG00000234068",
+        "ENSG00000234147",
         "ENSG00000234215",
         "ENSG00000234264",
         "ENSG00000234377",
@@ -3687,27 +3681,25 @@
         "ENSG00000234663",
         "ENSG00000234665",
         "ENSG00000234707",
-        "ENSG00000234715",
         "ENSG00000234745",
         "ENSG00000234776",
+        "ENSG00000234828",
         "ENSG00000234840",
         "ENSG00000234883",
         "ENSG00000234948",
         "ENSG00000235244",
         "ENSG00000235531",
+        "ENSG00000235631",
         "ENSG00000235703",
         "ENSG00000235706",
-        "ENSG00000235731",
         "ENSG00000235770",
         "ENSG00000235823",
         "ENSG00000235848",
-        "ENSG00000235863",
+        "ENSG00000235978",
         "ENSG00000235989",
-        "ENSG00000236021",
         "ENSG00000236107",
         "ENSG00000236197",
         "ENSG00000236202",
-        "ENSG00000236384",
         "ENSG00000236404",
         "ENSG00000236532",
         "ENSG00000236548",
@@ -3719,6 +3711,7 @@
         "ENSG00000236915",
         "ENSG00000237036",
         "ENSG00000237187",
+        "ENSG00000237401",
         "ENSG00000237412",
         "ENSG00000237452",
         "ENSG00000237484",
@@ -3727,24 +3720,23 @@
         "ENSG00000237596",
         "ENSG00000237803",
         "ENSG00000237877",
+        "ENSG00000237975",
         "ENSG00000237978",
         "ENSG00000238005",
-        "ENSG00000238045",
         "ENSG00000238120",
         "ENSG00000238133",
         "ENSG00000238269",
         "ENSG00000238290",
-        "ENSG00000239268",
+        "ENSG00000239482",
         "ENSG00000239523",
-        "ENSG00000239774",
-        "ENSG00000239828",
         "ENSG00000240005",
+        "ENSG00000240291",
+        "ENSG00000240401",
         "ENSG00000240747",
         "ENSG00000241058",
         "ENSG00000241163",
         "ENSG00000241316",
         "ENSG00000241764",
-        "ENSG00000241956",
         "ENSG00000242247",
         "ENSG00000242265",
         "ENSG00000242290",
@@ -3752,10 +3744,9 @@
         "ENSG00000242512",
         "ENSG00000242641",
         "ENSG00000242759",
-        "ENSG00000242781",
-        "ENSG00000242908",
         "ENSG00000242950",
         "ENSG00000243156",
+        "ENSG00000243694",
         "ENSG00000244005",
         "ENSG00000244040",
         "ENSG00000244128",
@@ -3767,9 +3758,9 @@
         "ENSG00000245149",
         "ENSG00000245164",
         "ENSG00000245213",
-        "ENSG00000245311",
         "ENSG00000245322",
         "ENSG00000245468",
+        "ENSG00000245526",
         "ENSG00000245532",
         "ENSG00000245556",
         "ENSG00000245573",
@@ -3778,7 +3769,6 @@
         "ENSG00000245694",
         "ENSG00000245750",
         "ENSG00000245832",
-        "ENSG00000245857",
         "ENSG00000245888",
         "ENSG00000246084",
         "ENSG00000246273",
@@ -3788,11 +3778,11 @@
         "ENSG00000246695",
         "ENSG00000246859",
         "ENSG00000246863",
+        "ENSG00000247121",
         "ENSG00000247151",
         "ENSG00000247199",
         "ENSG00000247271",
         "ENSG00000247400",
-        "ENSG00000247624",
         "ENSG00000247675",
         "ENSG00000247796",
         "ENSG00000247809",
@@ -3807,16 +3797,14 @@
         "ENSG00000248587",
         "ENSG00000248663",
         "ENSG00000248690",
-        "ENSG00000248703",
         "ENSG00000248724",
         "ENSG00000248874",
-        "ENSG00000248898",
         "ENSG00000248905",
         "ENSG00000248980",
         "ENSG00000249042",
         "ENSG00000249085",
+        "ENSG00000249231",
         "ENSG00000249242",
-        "ENSG00000249306",
         "ENSG00000249307",
         "ENSG00000249346",
         "ENSG00000249364",
@@ -3825,10 +3813,11 @@
         "ENSG00000249484",
         "ENSG00000249592",
         "ENSG00000249614",
+        "ENSG00000249738",
         "ENSG00000249797",
+        "ENSG00000249806",
         "ENSG00000249816",
         "ENSG00000249835",
-        "ENSG00000249853",
         "ENSG00000249917",
         "ENSG00000249937",
         "ENSG00000249961",
@@ -3844,16 +3833,14 @@
         "ENSG00000250548",
         "ENSG00000250582",
         "ENSG00000250722",
-        "ENSG00000250891",
         "ENSG00000250903",
-        "ENSG00000250910",
-        "ENSG00000250938",
         "ENSG00000251072",
         "ENSG00000251129",
+        "ENSG00000251136",
         "ENSG00000251165",
         "ENSG00000251209",
         "ENSG00000251273",
-        "ENSG00000251307",
+        "ENSG00000251350",
         "ENSG00000251359",
         "ENSG00000251363",
         "ENSG00000251381",
@@ -3861,21 +3848,24 @@
         "ENSG00000251504",
         "ENSG00000251562",
         "ENSG00000251629",
+        "ENSG00000253190",
         "ENSG00000253276",
         "ENSG00000253301",
+        "ENSG00000253392",
         "ENSG00000253438",
-        "ENSG00000253582",
         "ENSG00000253626",
         "ENSG00000253633",
         "ENSG00000253729",
         "ENSG00000253733",
         "ENSG00000253734",
         "ENSG00000253773",
+        "ENSG00000253796",
         "ENSG00000253819",
+        "ENSG00000253853",
         "ENSG00000253868",
+        "ENSG00000254054",
         "ENSG00000254087",
         "ENSG00000254101",
-        "ENSG00000254206",
         "ENSG00000254226",
         "ENSG00000254266",
         "ENSG00000254349",
@@ -3885,27 +3875,31 @@
         "ENSG00000255150",
         "ENSG00000255198",
         "ENSG00000255234",
+        "ENSG00000255320",
         "ENSG00000255337",
+        "ENSG00000255501",
         "ENSG00000255561",
         "ENSG00000256422",
         "ENSG00000256453",
         "ENSG00000256525",
-        "ENSG00000256637",
-        "ENSG00000256995",
         "ENSG00000257057",
+        "ENSG00000257060",
         "ENSG00000257114",
         "ENSG00000257167",
+        "ENSG00000257259",
         "ENSG00000257285",
+        "ENSG00000257526",
         "ENSG00000257599",
-        "ENSG00000257698",
         "ENSG00000257815",
+        "ENSG00000257894",
         "ENSG00000257923",
         "ENSG00000258017",
         "ENSG00000258038",
-        "ENSG00000258274",
+        "ENSG00000258168",
         "ENSG00000258484",
-        "ENSG00000258569",
+        "ENSG00000258561",
         "ENSG00000258583",
+        "ENSG00000258603",
         "ENSG00000258647",
         "ENSG00000258700",
         "ENSG00000258733",
@@ -3913,30 +3907,38 @@
         "ENSG00000258957",
         "ENSG00000259062",
         "ENSG00000259248",
+        "ENSG00000259269",
         "ENSG00000259343",
+        "ENSG00000259345",
         "ENSG00000259354",
+        "ENSG00000259363",
         "ENSG00000259430",
+        "ENSG00000259442",
         "ENSG00000259456",
         "ENSG00000259459",
         "ENSG00000259583",
+        "ENSG00000259692",
         "ENSG00000259736",
         "ENSG00000259783",
         "ENSG00000259818",
         "ENSG00000259867",
         "ENSG00000259905",
         "ENSG00000260032",
+        "ENSG00000260136",
         "ENSG00000260192",
+        "ENSG00000260196",
         "ENSG00000260230",
         "ENSG00000260278",
         "ENSG00000260314",
         "ENSG00000260423",
         "ENSG00000260691",
+        "ENSG00000260740",
         "ENSG00000261008",
         "ENSG00000261083",
         "ENSG00000261115",
         "ENSG00000261150",
-        "ENSG00000261231",
         "ENSG00000261302",
+        "ENSG00000261335",
         "ENSG00000261371",
         "ENSG00000261441",
         "ENSG00000261446",
@@ -3949,26 +3951,32 @@
         "ENSG00000262728",
         "ENSG00000263069",
         "ENSG00000263072",
+        "ENSG00000263089",
         "ENSG00000263327",
         "ENSG00000263766",
         "ENSG00000264235",
+        "ENSG00000265287",
         "ENSG00000265354",
+        "ENSG00000265399",
         "ENSG00000265491",
         "ENSG00000265933",
         "ENSG00000265972",
+        "ENSG00000266844",
         "ENSG00000266916",
         "ENSG00000266978",
+        "ENSG00000267011",
         "ENSG00000267100",
+        "ENSG00000267114",
         "ENSG00000267270",
         "ENSG00000267337",
-        "ENSG00000267374",
         "ENSG00000267475",
         "ENSG00000267586",
         "ENSG00000267659",
         "ENSG00000267710",
         "ENSG00000267767",
+        "ENSG00000267787",
+        "ENSG00000268364",
         "ENSG00000269067",
-        "ENSG00000269086",
         "ENSG00000269190",
         "ENSG00000269293",
         "ENSG00000269416",
@@ -3976,30 +3984,22 @@
         "ENSG00000269964",
         "ENSG00000270419",
         "ENSG00000270547",
-        "ENSG00000270647",
+        "ENSG00000270792",
         "ENSG00000271643",
+        "ENSG00000271933",
         "ENSG00000272168",
+        "ENSG00000272274",
+        "ENSG00000272316",
+        "ENSG00000272476",
+        "ENSG00000272502",
         "ENSG00000272690",
         "ENSG00000272870",
-        "ENSG00000273247",
-        "ENSG00000273611",
-        "ENSG00000273749",
+        "ENSG00000273151",
         "ENSG00000275052",
-        "ENSG00000275066",
         "ENSG00000275111",
-        "ENSG00000275302",
-        "ENSG00000275395",
-        "ENSG00000275832",
-        "ENSG00000275835",
-        "ENSG00000276234",
         "ENSG00000276644",
         "ENSG00000277149",
-        "ENSG00000278156",
-        "ENSG00000278259",
-        "ENSG00000278311",
-        "ENSG00000281357",
-        "ENSG00000281501",
-        "ENSG00000281641"
+        "ENSG00000278570"
     ],
     "label_categories": [
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scanvi/model.pt

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