popV version: 0.6.0

OnClass.data-00000-of-00001

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OnClass.npz

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README.md

@@ -1,81 +0,0 @@
----
-library_name: popV
-license: cc-by-4.0
-tags:
-- biology
-- genomics
-- single-cell
-- AnnData:0.12.2
-- scikit_learn:1.7.2
-- organism:Homo sapiens
-- Python:3.12.8
-- popV:0.6.0
-- 'tissue: crista ampullaris'
-- 'tissue: utricle of membranous labyrinth'
----
-
-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/d45aca3a-ddb8-4185-a462-eff1e0c7af2e.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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| stromal cell | 112 | 0.99 | 0.97 | 0.97 | 0.98 | 0.00 | 0.99 | 0.98 | 0.99 | 0.99 |
-| pericyte | 93 | 0.99 | 0.99 | 0.99 | 0.97 | 0.00 | 0.96 | 0.98 | 1.00 | 0.99 |
-| macrophage | 24 | 0.92 | 0.94 | 0.87 | 0.89 | 0.00 | 0.98 | 0.92 | 0.92 | 0.92 |
-| supporting cell of vestibular epithelium | 25 | 1.00 | 1.00 | 0.98 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| endothelial cell of vascular tree | 17 | 0.94 | 0.91 | 0.83 | 0.88 | 0.00 | 0.94 | 0.86 | 0.97 | 0.94 |
-| melanocyte | 10 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| hematopoietic cell | 5 | 0.80 | 0.83 | 0.89 | 0.50 | 0.00 | 0.46 | 0.57 | 1.00 | 0.75 |
-| vascular associated smooth muscle cell | 9 | 1.00 | 0.88 | 1.00 | 1.00 | 0.00 | 1.00 | 0.95 | 1.00 | 1.00 |
-| vestibular dark cell | 5 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| neutrophil | 2 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| CD4-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 |
-| intermediate monocyte | 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 |
-| monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
-| CD8-positive, alpha-beta T cell | 1 | 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 |
-
-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 |
-| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| stromal cell | 1008 | 0.99 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
-| pericyte | 758 | 0.98 | 0.99 | 0.98 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |
-| macrophage | 252 | 0.97 | 0.99 | 0.98 | 0.97 | 0.00 | 1.00 | 1.00 | 1.00 | 0.99 |
-| supporting cell of vestibular epithelium | 245 | 0.99 | 0.98 | 0.98 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| endothelial cell of vascular tree | 135 | 0.96 | 0.91 | 0.94 | 0.89 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |
-| melanocyte | 118 | 0.99 | 0.97 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |
-| hematopoietic cell | 95 | 0.83 | 0.89 | 0.82 | 0.79 | 0.00 | 0.86 | 1.00 | 1.00 | 0.93 |
-| vascular associated smooth muscle cell | 74 | 0.90 | 0.85 | 0.90 | 0.93 | 0.00 | 0.90 | 0.97 | 0.97 | 0.96 |
-| vestibular dark cell | 44 | 0.95 | 0.95 | 0.94 | 0.92 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |
-| neutrophil | 7 | 1.00 | 0.93 | 0.77 | 0.44 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| CD4-positive, alpha-beta T cell | 4 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 1.00 | 1.00 | 0.00 |
-| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
-| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.67 |
-| CD8-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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 |
-
-</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| stromal cell | 112 | 0.99 | 0.97 | 0.97 | 0.98 | 0.00 | 0.99 | 0.98 | 0.99 | 0.99 |\n| pericyte | 93 | 0.99 | 0.99 | 0.99 | 0.97 | 0.00 | 0.96 | 0.98 | 1.00 | 0.99 |\n| macrophage | 24 | 0.92 | 0.94 | 0.87 | 0.89 | 0.00 | 0.98 | 0.92 | 0.92 | 0.92 |\n| supporting cell of vestibular epithelium | 25 | 1.00 | 1.00 | 0.98 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 17 | 0.94 | 0.91 | 0.83 | 0.88 | 0.00 | 0.94 | 0.86 | 0.97 | 0.94 |\n| melanocyte | 10 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 5 | 0.80 | 0.83 | 0.89 | 0.50 | 0.00 | 0.46 | 0.57 | 1.00 | 0.75 |\n| vascular associated smooth muscle cell | 9 | 1.00 | 0.88 | 1.00 | 1.00 | 0.00 | 1.00 | 0.95 | 1.00 | 1.00 |\n| vestibular dark cell | 5 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 2 | 1.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 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| monocyte | 0 | 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 | 1 | 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 |",
-    "ref_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 1008 | 0.99 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| pericyte | 758 | 0.98 | 0.99 | 0.98 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| macrophage | 252 | 0.97 | 0.99 | 0.98 | 0.97 | 0.00 | 1.00 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 245 | 0.99 | 0.98 | 0.98 | 0.97 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 135 | 0.96 | 0.91 | 0.94 | 0.89 | 0.00 | 0.94 | 0.99 | 0.98 | 0.99 |\n| melanocyte | 118 | 0.99 | 0.97 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 95 | 0.83 | 0.89 | 0.82 | 0.79 | 0.00 | 0.86 | 1.00 | 1.00 | 0.93 |\n| vascular associated smooth muscle cell | 74 | 0.90 | 0.85 | 0.90 | 0.93 | 0.00 | 0.90 | 0.97 | 0.97 | 0.96 |\n| vestibular dark cell | 44 | 0.95 | 0.95 | 0.94 | 0.92 | 0.00 | 0.98 | 1.00 | 1.00 | 1.00 |\n| neutrophil | 7 | 1.00 | 0.93 | 0.77 | 0.44 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| CD4-positive, alpha-beta T cell | 4 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 1.00 | 1.00 | 0.00 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.67 |\n| CD8-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 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 |"
+    "query_accuracy": "| Cell Type | N cells |  celltypist |  knn bbknn |  knn harmony |  knn on scvi |  onclass |  scanvi |  svm |  xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| stromal cell | 113 | 0.99 | 0.97 | 0.97 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 0.99 |\n| pericyte | 77 | 1.00 | 0.99 | 0.99 | 0.96 | 0.00 | 0.96 | 0.99 | 0.99 | 0.98 |\n| macrophage | 39 | 0.94 | 0.95 | 0.96 | 0.95 | 0.00 | 0.96 | 0.96 | 0.95 | 0.96 |\n| supporting cell of vestibular epithelium | 23 | 1.00 | 1.00 | 0.98 | 0.98 | 0.00 | 0.96 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of vascular tree | 15 | 1.00 | 0.90 | 0.89 | 0.93 | 0.00 | 0.83 | 0.97 | 0.93 | 1.00 |\n| melanocyte | 13 | 0.96 | 0.92 | 0.96 | 1.00 | 0.00 | 0.96 | 1.00 | 0.96 | 1.00 |\n| hematopoietic cell | 12 | 0.96 | 0.92 | 0.92 | 0.74 | 0.00 | 0.80 | 0.96 | 1.00 | 0.91 |\n| vascular associated smooth muscle cell | 9 | 0.95 | 0.71 | 0.95 | 0.90 | 0.00 | 0.95 | 0.95 | 1.00 | 0.95 |\n| vestibular dark cell | 2 | 0.67 | 0.67 | 0.67 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.67 |\n| neutrophil | 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 | 2 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.67 | 0.67 | 0.67 |\n| intermediate monocyte | 1 | 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| monocyte | 0 | 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| B 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| stromal cell | 1007 | 0.98 | 0.97 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| pericyte | 774 | 0.98 | 0.99 | 0.98 | 0.97 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| macrophage | 237 | 0.97 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| supporting cell of vestibular epithelium | 247 | 0.98 | 0.97 | 0.98 | 0.94 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| endothelial cell of vascular tree | 137 | 0.94 | 0.90 | 0.93 | 0.91 | 0.00 | 0.93 | 0.98 | 0.96 | 0.98 |\n| melanocyte | 115 | 1.00 | 0.96 | 1.00 | 0.98 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| hematopoietic cell | 88 | 0.84 | 0.90 | 0.81 | 0.70 | 0.00 | 0.82 | 0.99 | 0.99 | 0.96 |\n| vascular associated smooth muscle cell | 74 | 0.91 | 0.80 | 0.90 | 0.93 | 0.00 | 0.92 | 0.97 | 0.99 | 0.97 |\n| vestibular dark cell | 47 | 0.95 | 0.96 | 0.93 | 0.79 | 0.00 | 0.99 | 1.00 | 1.00 | 0.99 |\n| neutrophil | 9 | 1.00 | 0.90 | 0.84 | 0.72 | 0.00 | 0.90 | 1.00 | 1.00 | 0.95 |\n| CD4-positive, alpha-beta T cell | 5 | 0.00 | 0.33 | 0.36 | 0.00 | 0.00 | 0.73 | 1.00 | 1.00 | 1.00 |\n| intermediate monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 |\n| mast cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| monocyte | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| CD8-positive, alpha-beta T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |\n| B cell | 1 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |"
 }

celltypist.pkl

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faiss_index.index

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harmony_knn_classifier.index

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metadata.json

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-{
-    "popv_version": "0.6.0",
-    "anndata_version": "0.12.2",
-    "scikit_learn_version": "1.7.2",
-    "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/d45aca3a-ddb8-4185-a462-eff1e0c7af2e.cxg/",
-    "organism": "Homo sapiens"
-}

minified_ref_adata.h5ad

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preprocessing.json

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 {
     "gene_names": [
         "ENSG00000000003",
-        "ENSG00000000938",
         "ENSG00000000971",
         "ENSG00000001561",
         "ENSG00000002933",
         "ENSG00000003056",
         "ENSG00000003096",
         "ENSG00000003147",
-        "ENSG00000003402",
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         "ENSG00000004059",
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         "ENSG00000005513",
         "ENSG00000005884",
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+        "ENSG00000006118",
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-        "ENSG00000006451",
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         "ENSG00000008394",
         "ENSG00000008405",
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-        "ENSG00000008513",
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+        "ENSG00000010017",
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+        "ENSG00000011198",
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         "ENSG00000013583",
         "ENSG00000013588",
         "ENSG00000013619",
+        "ENSG00000014164",
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-        "ENSG00000015285",
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         "ENSG00000024422",
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-        "ENSG00000026103",
+        "ENSG00000025772",
         "ENSG00000026297",
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         "ENSG00000028277",
         "ENSG00000029993",
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+        "ENSG00000030419",
         "ENSG00000030582",
         "ENSG00000032742",
         "ENSG00000033122",
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         "ENSG00000035403",
         "ENSG00000035862",
         "ENSG00000036672",
+        "ENSG00000037637",
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         "ENSG00000038945",
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-        "ENSG00000040275",
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-        "ENSG00000041880",
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         "ENSG00000043462",
         "ENSG00000043514",
         "ENSG00000044574",
+        "ENSG00000046647",
+        "ENSG00000046651",
         "ENSG00000046889",
+        "ENSG00000047056",
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         "ENSG00000047365",
@@ -150,11 +152,11 @@
         "ENSG00000047662",
         "ENSG00000048028",
         "ENSG00000048052",
-        "ENSG00000048471",
+        "ENSG00000048392",
         "ENSG00000048540",
+        "ENSG00000048740",
         "ENSG00000049089",
         "ENSG00000049130",
-        "ENSG00000049167",
         "ENSG00000049246",
         "ENSG00000049323",
         "ENSG00000049759",
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         "ENSG00000050165",
         "ENSG00000050327",
         "ENSG00000050405",
+        "ENSG00000050438",
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         "ENSG00000051523",
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         "ENSG00000062582",
         "ENSG00000062716",
         "ENSG00000063180",
+        "ENSG00000063601",
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         "ENSG00000064012",
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@@ -227,6 +231,7 @@
         "ENSG00000065361",
         "ENSG00000065485",
         "ENSG00000065518",
+        "ENSG00000065615",
         "ENSG00000065621",
         "ENSG00000065809",
         "ENSG00000065833",
@@ -242,22 +247,22 @@
         "ENSG00000066382",
         "ENSG00000066468",
         "ENSG00000066583",
-        "ENSG00000066629",
         "ENSG00000066923",
         "ENSG00000067064",
         "ENSG00000067082",
         "ENSG00000067113",
         "ENSG00000067177",
         "ENSG00000067225",
+        "ENSG00000067606",
         "ENSG00000067715",
         "ENSG00000067798",
         "ENSG00000067992",
         "ENSG00000068001",
+        "ENSG00000068028",
         "ENSG00000068305",
         "ENSG00000068366",
         "ENSG00000068650",
         "ENSG00000068724",
-        "ENSG00000068878",
         "ENSG00000069020",
         "ENSG00000069424",
         "ENSG00000069431",
@@ -265,12 +270,12 @@
         "ENSG00000069535",
         "ENSG00000069667",
         "ENSG00000069702",
-        "ENSG00000069849",
         "ENSG00000069869",
         "ENSG00000069974",
         "ENSG00000070081",
         "ENSG00000070087",
         "ENSG00000070182",
+        "ENSG00000070214",
         "ENSG00000070371",
         "ENSG00000070404",
         "ENSG00000070731",
@@ -278,18 +283,19 @@
         "ENSG00000070785",
         "ENSG00000070882",
         "ENSG00000070961",
-        "ENSG00000071054",
         "ENSG00000071073",
         "ENSG00000071242",
         "ENSG00000071282",
         "ENSG00000071991",
         "ENSG00000072110",
+        "ENSG00000072133",
         "ENSG00000072134",
         "ENSG00000072163",
         "ENSG00000072274",
         "ENSG00000072422",
         "ENSG00000072786",
         "ENSG00000072954",
+        "ENSG00000073060",
         "ENSG00000073350",
         "ENSG00000073417",
         "ENSG00000073711",
@@ -307,11 +313,9 @@
         "ENSG00000075240",
         "ENSG00000075391",
         "ENSG00000075420",
-        "ENSG00000075426",
         "ENSG00000075618",
         "ENSG00000075624",
         "ENSG00000075651",
-        "ENSG00000075785",
         "ENSG00000075884",
         "ENSG00000075914",
         "ENSG00000076003",
@@ -343,7 +347,9 @@
         "ENSG00000078269",
         "ENSG00000078295",
         "ENSG00000078328",
+        "ENSG00000078487",
         "ENSG00000078596",
+        "ENSG00000078699",
         "ENSG00000078795",
         "ENSG00000078804",
         "ENSG00000079102",
@@ -357,15 +363,14 @@
         "ENSG00000079462",
         "ENSG00000079691",
         "ENSG00000079931",
-        "ENSG00000079950",
         "ENSG00000080224",
         "ENSG00000080298",
         "ENSG00000080546",
+        "ENSG00000080561",
         "ENSG00000080815",
         "ENSG00000080819",
         "ENSG00000080822",
         "ENSG00000080839",
-        "ENSG00000080854",
         "ENSG00000081026",
         "ENSG00000081041",
         "ENSG00000081052",
@@ -411,6 +416,7 @@
         "ENSG00000085978",
         "ENSG00000086015",
         "ENSG00000086062",
+        "ENSG00000086205",
         "ENSG00000086300",
         "ENSG00000086544",
         "ENSG00000086712",
@@ -435,16 +441,16 @@
         "ENSG00000088826",
         "ENSG00000088882",
         "ENSG00000089041",
+        "ENSG00000089060",
         "ENSG00000089094",
         "ENSG00000089127",
         "ENSG00000089159",
-        "ENSG00000089199",
         "ENSG00000089248",
         "ENSG00000089327",
         "ENSG00000089356",
         "ENSG00000089472",
         "ENSG00000089820",
-        "ENSG00000090020",
+        "ENSG00000089916",
         "ENSG00000090097",
         "ENSG00000090339",
         "ENSG00000090376",
@@ -452,7 +458,6 @@
         "ENSG00000090530",
         "ENSG00000090539",
         "ENSG00000090565",
-        "ENSG00000090674",
         "ENSG00000090857",
         "ENSG00000090924",
         "ENSG00000091129",
@@ -468,7 +473,7 @@
         "ENSG00000092068",
         "ENSG00000092421",
         "ENSG00000092445",
-        "ENSG00000092531",
+        "ENSG00000092470",
         "ENSG00000092621",
         "ENSG00000092758",
         "ENSG00000092820",
@@ -478,6 +483,8 @@
         "ENSG00000092969",
         "ENSG00000093167",
         "ENSG00000094963",
+        "ENSG00000094975",
+        "ENSG00000095015",
         "ENSG00000095059",
         "ENSG00000095066",
         "ENSG00000095203",
@@ -489,7 +496,6 @@
         "ENSG00000095951",
         "ENSG00000095970",
         "ENSG00000096060",
-        "ENSG00000096092",
         "ENSG00000096433",
         "ENSG00000096696",
         "ENSG00000097096",
@@ -498,7 +504,6 @@
         "ENSG00000099204",
         "ENSG00000099250",
         "ENSG00000099256",
-        "ENSG00000099260",
         "ENSG00000099331",
         "ENSG00000099377",
         "ENSG00000099622",
@@ -513,7 +518,6 @@
         "ENSG00000099998",
         "ENSG00000100003",
         "ENSG00000100077",
-        "ENSG00000100097",
         "ENSG00000100100",
         "ENSG00000100146",
         "ENSG00000100167",
@@ -551,6 +555,7 @@
         "ENSG00000100731",
         "ENSG00000100749",
         "ENSG00000100784",
+        "ENSG00000100852",
         "ENSG00000100883",
         "ENSG00000100889",
         "ENSG00000100902",
@@ -569,7 +574,6 @@
         "ENSG00000101197",
         "ENSG00000101220",
         "ENSG00000101236",
-        "ENSG00000101255",
         "ENSG00000101265",
         "ENSG00000101333",
         "ENSG00000101335",
@@ -581,12 +585,13 @@
         "ENSG00000101443",
         "ENSG00000101463",
         "ENSG00000101474",
-        "ENSG00000101624",
         "ENSG00000101654",
         "ENSG00000101665",
         "ENSG00000101680",
         "ENSG00000101773",
+        "ENSG00000101782",
         "ENSG00000101846",
+        "ENSG00000101856",
         "ENSG00000101871",
         "ENSG00000101911",
         "ENSG00000101955",
@@ -618,6 +623,7 @@
         "ENSG00000102934",
         "ENSG00000102935",
         "ENSG00000102978",
+        "ENSG00000102984",
         "ENSG00000102996",
         "ENSG00000103021",
         "ENSG00000103034",
@@ -634,6 +640,7 @@
         "ENSG00000103257",
         "ENSG00000103260",
         "ENSG00000103316",
+        "ENSG00000103319",
         "ENSG00000103335",
         "ENSG00000103485",
         "ENSG00000103489",
@@ -654,22 +661,20 @@
         "ENSG00000104064",
         "ENSG00000104093",
         "ENSG00000104154",
-        "ENSG00000104177",
         "ENSG00000104213",
         "ENSG00000104218",
         "ENSG00000104219",
-        "ENSG00000104231",
         "ENSG00000104267",
         "ENSG00000104290",
         "ENSG00000104312",
         "ENSG00000104313",
+        "ENSG00000104361",
         "ENSG00000104368",
         "ENSG00000104419",
         "ENSG00000104447",
         "ENSG00000104450",
         "ENSG00000104490",
         "ENSG00000104549",
-        "ENSG00000104626",
         "ENSG00000104723",
         "ENSG00000104738",
         "ENSG00000104763",
@@ -678,9 +683,7 @@
         "ENSG00000104804",
         "ENSG00000104812",
         "ENSG00000104833",
-        "ENSG00000104856",
         "ENSG00000104870",
-        "ENSG00000104880",
         "ENSG00000104885",
         "ENSG00000104886",
         "ENSG00000104894",
@@ -689,6 +692,7 @@
         "ENSG00000105227",
         "ENSG00000105258",
         "ENSG00000105270",
+        "ENSG00000105325",
         "ENSG00000105327",
         "ENSG00000105329",
         "ENSG00000105339",
@@ -704,6 +708,7 @@
         "ENSG00000105643",
         "ENSG00000105655",
         "ENSG00000105699",
+        "ENSG00000105708",
         "ENSG00000105711",
         "ENSG00000105738",
         "ENSG00000105767",
@@ -718,7 +723,6 @@
         "ENSG00000105928",
         "ENSG00000105939",
         "ENSG00000105963",
-        "ENSG00000105967",
         "ENSG00000105971",
         "ENSG00000105974",
         "ENSG00000105976",
@@ -733,10 +737,9 @@
         "ENSG00000106278",
         "ENSG00000106305",
         "ENSG00000106333",
-        "ENSG00000106351",
-        "ENSG00000106355",
         "ENSG00000106366",
         "ENSG00000106415",
+        "ENSG00000106459",
         "ENSG00000106462",
         "ENSG00000106537",
         "ENSG00000106538",
@@ -773,7 +776,6 @@
         "ENSG00000107551",
         "ENSG00000107554",
         "ENSG00000107611",
-        "ENSG00000107643",
         "ENSG00000107651",
         "ENSG00000107731",
         "ENSG00000107736",
@@ -781,10 +783,10 @@
         "ENSG00000107789",
         "ENSG00000107796",
         "ENSG00000107798",
+        "ENSG00000107862",
         "ENSG00000107863",
         "ENSG00000107864",
         "ENSG00000107902",
-        "ENSG00000107954",
         "ENSG00000107968",
         "ENSG00000108018",
         "ENSG00000108106",
@@ -797,21 +799,20 @@
         "ENSG00000108423",
         "ENSG00000108433",
         "ENSG00000108439",
+        "ENSG00000108448",
         "ENSG00000108518",
         "ENSG00000108528",
         "ENSG00000108551",
         "ENSG00000108639",
         "ENSG00000108669",
         "ENSG00000108691",
-        "ENSG00000108733",
-        "ENSG00000108821",
         "ENSG00000108828",
         "ENSG00000108830",
+        "ENSG00000108840",
         "ENSG00000108924",
         "ENSG00000108932",
-        "ENSG00000108946",
         "ENSG00000108950",
-        "ENSG00000108960",
+        "ENSG00000109079",
         "ENSG00000109099",
         "ENSG00000109107",
         "ENSG00000109189",
@@ -825,6 +826,7 @@
         "ENSG00000109466",
         "ENSG00000109472",
         "ENSG00000109519",
+        "ENSG00000109586",
         "ENSG00000109610",
         "ENSG00000109654",
         "ENSG00000109667",
@@ -866,7 +868,6 @@
         "ENSG00000110723",
         "ENSG00000110801",
         "ENSG00000110852",
-        "ENSG00000110876",
         "ENSG00000110888",
         "ENSG00000110955",
         "ENSG00000110987",
@@ -875,7 +876,6 @@
         "ENSG00000111110",
         "ENSG00000111186",
         "ENSG00000111199",
-        "ENSG00000111224",
         "ENSG00000111229",
         "ENSG00000111252",
         "ENSG00000111261",
@@ -896,7 +896,6 @@
         "ENSG00000111785",
         "ENSG00000111799",
         "ENSG00000111837",
-        "ENSG00000111846",
         "ENSG00000111859",
         "ENSG00000111879",
         "ENSG00000111885",
@@ -929,6 +928,7 @@
         "ENSG00000112559",
         "ENSG00000112655",
         "ENSG00000112658",
+        "ENSG00000112659",
         "ENSG00000112695",
         "ENSG00000112699",
         "ENSG00000112715",
@@ -939,6 +939,7 @@
         "ENSG00000112837",
         "ENSG00000112902",
         "ENSG00000112936",
+        "ENSG00000112964",
         "ENSG00000112972",
         "ENSG00000112981",
         "ENSG00000113070",
@@ -956,7 +957,6 @@
         "ENSG00000113532",
         "ENSG00000113558",
         "ENSG00000113578",
-        "ENSG00000113594",
         "ENSG00000113615",
         "ENSG00000113645",
         "ENSG00000113657",
@@ -971,6 +971,8 @@
         "ENSG00000114019",
         "ENSG00000114023",
         "ENSG00000114115",
+        "ENSG00000114120",
+        "ENSG00000114127",
         "ENSG00000114166",
         "ENSG00000114251",
         "ENSG00000114268",
@@ -1009,7 +1011,6 @@
         "ENSG00000115266",
         "ENSG00000115267",
         "ENSG00000115271",
-        "ENSG00000115318",
         "ENSG00000115339",
         "ENSG00000115355",
         "ENSG00000115363",
@@ -1034,7 +1035,8 @@
         "ENSG00000115828",
         "ENSG00000115896",
         "ENSG00000115919",
-        "ENSG00000115935",
+        "ENSG00000115942",
+        "ENSG00000115944",
         "ENSG00000115956",
         "ENSG00000115963",
         "ENSG00000115970",
@@ -1063,6 +1065,7 @@
         "ENSG00000116717",
         "ENSG00000116729",
         "ENSG00000116741",
+        "ENSG00000116752",
         "ENSG00000116774",
         "ENSG00000116791",
         "ENSG00000116815",
@@ -1080,6 +1083,7 @@
         "ENSG00000117143",
         "ENSG00000117151",
         "ENSG00000117155",
+        "ENSG00000117222",
         "ENSG00000117226",
         "ENSG00000117228",
         "ENSG00000117266",
@@ -1102,13 +1106,12 @@
         "ENSG00000117602",
         "ENSG00000117620",
         "ENSG00000117632",
-        "ENSG00000117643",
         "ENSG00000117676",
         "ENSG00000117868",
         "ENSG00000117877",
         "ENSG00000117906",
         "ENSG00000117984",
-        "ENSG00000118242",
+        "ENSG00000118200",
         "ENSG00000118257",
         "ENSG00000118263",
         "ENSG00000118292",
@@ -1140,7 +1143,6 @@
         "ENSG00000119231",
         "ENSG00000119314",
         "ENSG00000119321",
-        "ENSG00000119403",
         "ENSG00000119431",
         "ENSG00000119508",
         "ENSG00000119522",
@@ -1170,17 +1172,15 @@
         "ENSG00000120162",
         "ENSG00000120217",
         "ENSG00000120251",
-        "ENSG00000120254",
         "ENSG00000120278",
         "ENSG00000120306",
         "ENSG00000120318",
-        "ENSG00000120334",
-        "ENSG00000120437",
         "ENSG00000120519",
         "ENSG00000120549",
         "ENSG00000120594",
         "ENSG00000120658",
         "ENSG00000120664",
+        "ENSG00000120690",
         "ENSG00000120693",
         "ENSG00000120696",
         "ENSG00000120708",
@@ -1191,7 +1191,6 @@
         "ENSG00000120885",
         "ENSG00000120889",
         "ENSG00000120899",
-        "ENSG00000120913",
         "ENSG00000120963",
         "ENSG00000121005",
         "ENSG00000121039",
@@ -1201,6 +1200,7 @@
         "ENSG00000121101",
         "ENSG00000121104",
         "ENSG00000121210",
+        "ENSG00000121274",
         "ENSG00000121281",
         "ENSG00000121297",
         "ENSG00000121316",
@@ -1217,7 +1217,7 @@
         "ENSG00000121900",
         "ENSG00000121931",
         "ENSG00000121933",
-        "ENSG00000121964",
+        "ENSG00000121957",
         "ENSG00000121989",
         "ENSG00000122012",
         "ENSG00000122026",
@@ -1234,6 +1234,7 @@
         "ENSG00000122644",
         "ENSG00000122691",
         "ENSG00000122694",
+        "ENSG00000122741",
         "ENSG00000122778",
         "ENSG00000122786",
         "ENSG00000122862",
@@ -1243,6 +1244,7 @@
         "ENSG00000122884",
         "ENSG00000122986",
         "ENSG00000123080",
+        "ENSG00000123091",
         "ENSG00000123095",
         "ENSG00000123096",
         "ENSG00000123104",
@@ -1261,7 +1263,6 @@
         "ENSG00000123643",
         "ENSG00000123685",
         "ENSG00000123689",
-        "ENSG00000123739",
         "ENSG00000123836",
         "ENSG00000123975",
         "ENSG00000123989",
@@ -1287,7 +1288,6 @@
         "ENSG00000124523",
         "ENSG00000124575",
         "ENSG00000124614",
-        "ENSG00000124615",
         "ENSG00000124733",
         "ENSG00000124762",
         "ENSG00000124766",
@@ -1309,6 +1309,7 @@
         "ENSG00000125447",
         "ENSG00000125454",
         "ENSG00000125505",
+        "ENSG00000125520",
         "ENSG00000125534",
         "ENSG00000125629",
         "ENSG00000125648",
@@ -1330,6 +1331,7 @@
         "ENSG00000125879",
         "ENSG00000125968",
         "ENSG00000125971",
+        "ENSG00000126003",
         "ENSG00000126217",
         "ENSG00000126264",
         "ENSG00000126368",
@@ -1340,8 +1342,8 @@
         "ENSG00000126777",
         "ENSG00000126778",
         "ENSG00000126803",
+        "ENSG00000126821",
         "ENSG00000126822",
-        "ENSG00000126860",
         "ENSG00000126878",
         "ENSG00000126950",
         "ENSG00000126970",
@@ -1366,16 +1368,14 @@
         "ENSG00000127955",
         "ENSG00000127989",
         "ENSG00000128016",
-        "ENSG00000128050",
         "ENSG00000128203",
         "ENSG00000128228",
         "ENSG00000128242",
         "ENSG00000128245",
+        "ENSG00000128268",
         "ENSG00000128274",
         "ENSG00000128284",
-        "ENSG00000128294",
         "ENSG00000128311",
-        "ENSG00000128340",
         "ENSG00000128394",
         "ENSG00000128487",
         "ENSG00000128512",
@@ -1402,7 +1402,6 @@
         "ENSG00000129219",
         "ENSG00000129226",
         "ENSG00000129244",
-        "ENSG00000129295",
         "ENSG00000129317",
         "ENSG00000129422",
         "ENSG00000129493",
@@ -1415,9 +1414,9 @@
         "ENSG00000129667",
         "ENSG00000129682",
         "ENSG00000129757",
+        "ENSG00000129925",
         "ENSG00000129946",
         "ENSG00000130005",
-        "ENSG00000130021",
         "ENSG00000130032",
         "ENSG00000130147",
         "ENSG00000130164",
@@ -1425,6 +1424,7 @@
         "ENSG00000130203",
         "ENSG00000130208",
         "ENSG00000130222",
+        "ENSG00000130224",
         "ENSG00000130294",
         "ENSG00000130303",
         "ENSG00000130309",
@@ -1452,13 +1452,13 @@
         "ENSG00000130827",
         "ENSG00000130830",
         "ENSG00000130844",
+        "ENSG00000130921",
         "ENSG00000130939",
         "ENSG00000130956",
         "ENSG00000130958",
         "ENSG00000130988",
         "ENSG00000131016",
         "ENSG00000131018",
-        "ENSG00000131069",
         "ENSG00000131094",
         "ENSG00000131095",
         "ENSG00000131174",
@@ -1468,7 +1468,6 @@
         "ENSG00000131236",
         "ENSG00000131242",
         "ENSG00000131323",
-        "ENSG00000131351",
         "ENSG00000131370",
         "ENSG00000131378",
         "ENSG00000131386",
@@ -1489,10 +1488,12 @@
         "ENSG00000131781",
         "ENSG00000131831",
         "ENSG00000131844",
+        "ENSG00000131848",
         "ENSG00000131876",
         "ENSG00000131941",
         "ENSG00000131979",
         "ENSG00000131981",
+        "ENSG00000132002",
         "ENSG00000132003",
         "ENSG00000132031",
         "ENSG00000132170",
@@ -1514,21 +1515,23 @@
         "ENSG00000132613",
         "ENSG00000132640",
         "ENSG00000132646",
+        "ENSG00000132661",
         "ENSG00000132669",
         "ENSG00000132688",
         "ENSG00000132718",
         "ENSG00000132823",
         "ENSG00000132837",
         "ENSG00000132840",
-        "ENSG00000132842",
         "ENSG00000132849",
         "ENSG00000132854",
         "ENSG00000132879",
+        "ENSG00000132952",
         "ENSG00000132965",
         "ENSG00000132970",
         "ENSG00000133048",
         "ENSG00000133059",
         "ENSG00000133083",
+        "ENSG00000133103",
         "ENSG00000133106",
         "ENSG00000133110",
         "ENSG00000133119",
@@ -1564,16 +1567,13 @@
         "ENSG00000134215",
         "ENSG00000134243",
         "ENSG00000134245",
-        "ENSG00000134250",
         "ENSG00000134285",
         "ENSG00000134291",
         "ENSG00000134321",
         "ENSG00000134324",
         "ENSG00000134333",
         "ENSG00000134339",
-        "ENSG00000134369",
         "ENSG00000134463",
-        "ENSG00000134480",
         "ENSG00000134490",
         "ENSG00000134504",
         "ENSG00000134508",
@@ -1593,7 +1593,6 @@
         "ENSG00000134853",
         "ENSG00000134871",
         "ENSG00000134909",
-        "ENSG00000134954",
         "ENSG00000134982",
         "ENSG00000134986",
         "ENSG00000135040",
@@ -1634,9 +1633,9 @@
         "ENSG00000135744",
         "ENSG00000135749",
         "ENSG00000135750",
+        "ENSG00000135766",
         "ENSG00000135838",
         "ENSG00000135842",
-        "ENSG00000135862",
         "ENSG00000135905",
         "ENSG00000135913",
         "ENSG00000135926",
@@ -1667,8 +1666,8 @@
         "ENSG00000136379",
         "ENSG00000136383",
         "ENSG00000136425",
-        "ENSG00000136490",
         "ENSG00000136514",
+        "ENSG00000136541",
         "ENSG00000136546",
         "ENSG00000136560",
         "ENSG00000136603",
@@ -1686,6 +1685,7 @@
         "ENSG00000136848",
         "ENSG00000136854",
         "ENSG00000136867",
+        "ENSG00000136868",
         "ENSG00000136869",
         "ENSG00000136875",
         "ENSG00000136878",
@@ -1693,7 +1693,6 @@
         "ENSG00000136960",
         "ENSG00000136997",
         "ENSG00000136999",
-        "ENSG00000137073",
         "ENSG00000137094",
         "ENSG00000137103",
         "ENSG00000137124",
@@ -1715,7 +1714,6 @@
         "ENSG00000137409",
         "ENSG00000137441",
         "ENSG00000137462",
-        "ENSG00000137474",
         "ENSG00000137478",
         "ENSG00000137486",
         "ENSG00000137491",
@@ -1734,7 +1732,6 @@
         "ENSG00000137801",
         "ENSG00000137802",
         "ENSG00000137821",
-        "ENSG00000137834",
         "ENSG00000137857",
         "ENSG00000137868",
         "ENSG00000137880",
@@ -1750,6 +1747,7 @@
         "ENSG00000138061",
         "ENSG00000138071",
         "ENSG00000138080",
+        "ENSG00000138081",
         "ENSG00000138101",
         "ENSG00000138119",
         "ENSG00000138135",
@@ -1760,11 +1758,11 @@
         "ENSG00000138190",
         "ENSG00000138193",
         "ENSG00000138246",
+        "ENSG00000138356",
         "ENSG00000138376",
         "ENSG00000138411",
         "ENSG00000138413",
         "ENSG00000138439",
-        "ENSG00000138448",
         "ENSG00000138449",
         "ENSG00000138463",
         "ENSG00000138495",
@@ -1796,6 +1794,7 @@
         "ENSG00000139044",
         "ENSG00000139083",
         "ENSG00000139116",
+        "ENSG00000139117",
         "ENSG00000139132",
         "ENSG00000139146",
         "ENSG00000139155",
@@ -1818,12 +1817,11 @@
         "ENSG00000139549",
         "ENSG00000139629",
         "ENSG00000139679",
-        "ENSG00000139737",
+        "ENSG00000139722",
         "ENSG00000139832",
         "ENSG00000139835",
         "ENSG00000139842",
         "ENSG00000139910",
-        "ENSG00000139926",
         "ENSG00000139946",
         "ENSG00000139970",
         "ENSG00000140009",
@@ -1881,7 +1879,6 @@
         "ENSG00000141526",
         "ENSG00000141542",
         "ENSG00000141543",
-        "ENSG00000141568",
         "ENSG00000141574",
         "ENSG00000141576",
         "ENSG00000141639",
@@ -1896,13 +1893,11 @@
         "ENSG00000142173",
         "ENSG00000142188",
         "ENSG00000142197",
-        "ENSG00000142207",
         "ENSG00000142230",
         "ENSG00000142235",
         "ENSG00000142303",
         "ENSG00000142347",
         "ENSG00000142512",
-        "ENSG00000142552",
         "ENSG00000142583",
         "ENSG00000142611",
         "ENSG00000142621",
@@ -1913,9 +1908,7 @@
         "ENSG00000142871",
         "ENSG00000142910",
         "ENSG00000142949",
-        "ENSG00000143013",
         "ENSG00000143036",
-        "ENSG00000143067",
         "ENSG00000143110",
         "ENSG00000143119",
         "ENSG00000143126",
@@ -1927,15 +1920,19 @@
         "ENSG00000143195",
         "ENSG00000143198",
         "ENSG00000143226",
+        "ENSG00000143256",
+        "ENSG00000143320",
         "ENSG00000143322",
         "ENSG00000143324",
         "ENSG00000143333",
         "ENSG00000143344",
         "ENSG00000143369",
+        "ENSG00000143373",
         "ENSG00000143375",
         "ENSG00000143387",
         "ENSG00000143416",
         "ENSG00000143443",
+        "ENSG00000143457",
         "ENSG00000143469",
         "ENSG00000143479",
         "ENSG00000143493",
@@ -1963,6 +1960,7 @@
         "ENSG00000143919",
         "ENSG00000143924",
         "ENSG00000143933",
+        "ENSG00000143977",
         "ENSG00000144136",
         "ENSG00000144218",
         "ENSG00000144283",
@@ -1994,10 +1992,10 @@
         "ENSG00000145050",
         "ENSG00000145088",
         "ENSG00000145147",
+        "ENSG00000145220",
         "ENSG00000145247",
         "ENSG00000145284",
         "ENSG00000145331",
-        "ENSG00000145332",
         "ENSG00000145349",
         "ENSG00000145362",
         "ENSG00000145365",
@@ -2018,11 +2016,13 @@
         "ENSG00000145819",
         "ENSG00000145824",
         "ENSG00000145864",
+        "ENSG00000145934",
         "ENSG00000145979",
         "ENSG00000145990",
         "ENSG00000146067",
         "ENSG00000146070",
         "ENSG00000146072",
+        "ENSG00000146112",
         "ENSG00000146143",
         "ENSG00000146147",
         "ENSG00000146232",
@@ -2034,7 +2034,6 @@
         "ENSG00000146386",
         "ENSG00000146425",
         "ENSG00000146426",
-        "ENSG00000146457",
         "ENSG00000146535",
         "ENSG00000146555",
         "ENSG00000146574",
@@ -2060,8 +2059,6 @@
         "ENSG00000147852",
         "ENSG00000147862",
         "ENSG00000147872",
-        "ENSG00000147874",
-        "ENSG00000147883",
         "ENSG00000147894",
         "ENSG00000147905",
         "ENSG00000147996",
@@ -2078,6 +2075,7 @@
         "ENSG00000148346",
         "ENSG00000148426",
         "ENSG00000148450",
+        "ENSG00000148481",
         "ENSG00000148498",
         "ENSG00000148516",
         "ENSG00000148634",
@@ -2121,7 +2119,6 @@
         "ENSG00000150625",
         "ENSG00000150627",
         "ENSG00000150636",
-        "ENSG00000150672",
         "ENSG00000150687",
         "ENSG00000150722",
         "ENSG00000150782",
@@ -2130,9 +2127,11 @@
         "ENSG00000150907",
         "ENSG00000150938",
         "ENSG00000150961",
+        "ENSG00000150967",
         "ENSG00000150977",
         "ENSG00000150995",
         "ENSG00000151014",
+        "ENSG00000151025",
         "ENSG00000151090",
         "ENSG00000151150",
         "ENSG00000151151",
@@ -2140,7 +2139,6 @@
         "ENSG00000151229",
         "ENSG00000151239",
         "ENSG00000151240",
-        "ENSG00000151247",
         "ENSG00000151276",
         "ENSG00000151320",
         "ENSG00000151322",
@@ -2178,6 +2176,7 @@
         "ENSG00000152377",
         "ENSG00000152380",
         "ENSG00000152413",
+        "ENSG00000152455",
         "ENSG00000152484",
         "ENSG00000152527",
         "ENSG00000152578",
@@ -2194,7 +2193,6 @@
         "ENSG00000152926",
         "ENSG00000152952",
         "ENSG00000152977",
-        "ENSG00000153029",
         "ENSG00000153037",
         "ENSG00000153048",
         "ENSG00000153066",
@@ -2279,6 +2277,7 @@
         "ENSG00000155846",
         "ENSG00000155849",
         "ENSG00000155850",
+        "ENSG00000155903",
         "ENSG00000155926",
         "ENSG00000155961",
         "ENSG00000156011",
@@ -2333,6 +2332,7 @@
         "ENSG00000158050",
         "ENSG00000158055",
         "ENSG00000158079",
+        "ENSG00000158092",
         "ENSG00000158169",
         "ENSG00000158201",
         "ENSG00000158246",
@@ -2342,6 +2342,8 @@
         "ENSG00000158352",
         "ENSG00000158373",
         "ENSG00000158458",
+        "ENSG00000158467",
+        "ENSG00000158470",
         "ENSG00000158528",
         "ENSG00000158555",
         "ENSG00000158560",
@@ -2369,7 +2371,6 @@
         "ENSG00000159261",
         "ENSG00000159267",
         "ENSG00000159307",
-        "ENSG00000159314",
         "ENSG00000159388",
         "ENSG00000159399",
         "ENSG00000159403",
@@ -2385,6 +2386,8 @@
         "ENSG00000160145",
         "ENSG00000160179",
         "ENSG00000160191",
+        "ENSG00000160201",
+        "ENSG00000160209",
         "ENSG00000160213",
         "ENSG00000160255",
         "ENSG00000160271",
@@ -2399,10 +2402,9 @@
         "ENSG00000160613",
         "ENSG00000160678",
         "ENSG00000160712",
-        "ENSG00000160785",
+        "ENSG00000160781",
         "ENSG00000160796",
         "ENSG00000160801",
-        "ENSG00000160818",
         "ENSG00000160862",
         "ENSG00000160888",
         "ENSG00000160932",
@@ -2425,6 +2427,7 @@
         "ENSG00000162105",
         "ENSG00000162139",
         "ENSG00000162174",
+        "ENSG00000162236",
         "ENSG00000162300",
         "ENSG00000162390",
         "ENSG00000162407",
@@ -2441,7 +2444,7 @@
         "ENSG00000162522",
         "ENSG00000162545",
         "ENSG00000162576",
-        "ENSG00000162595",
+        "ENSG00000162601",
         "ENSG00000162614",
         "ENSG00000162616",
         "ENSG00000162636",
@@ -2479,15 +2482,16 @@
         "ENSG00000163116",
         "ENSG00000163126",
         "ENSG00000163131",
-        "ENSG00000163161",
         "ENSG00000163162",
         "ENSG00000163170",
+        "ENSG00000163171",
         "ENSG00000163191",
         "ENSG00000163220",
         "ENSG00000163235",
         "ENSG00000163249",
         "ENSG00000163251",
         "ENSG00000163257",
+        "ENSG00000163281",
         "ENSG00000163291",
         "ENSG00000163297",
         "ENSG00000163328",
@@ -2497,12 +2501,16 @@
         "ENSG00000163435",
         "ENSG00000163453",
         "ENSG00000163466",
+        "ENSG00000163472",
         "ENSG00000163513",
+        "ENSG00000163516",
         "ENSG00000163520",
         "ENSG00000163521",
         "ENSG00000163531",
+        "ENSG00000163535",
         "ENSG00000163536",
         "ENSG00000163545",
+        "ENSG00000163558",
         "ENSG00000163563",
         "ENSG00000163577",
         "ENSG00000163584",
@@ -2544,11 +2552,11 @@
         "ENSG00000164070",
         "ENSG00000164074",
         "ENSG00000164088",
+        "ENSG00000164089",
         "ENSG00000164096",
         "ENSG00000164104",
         "ENSG00000164105",
         "ENSG00000164116",
-        "ENSG00000164120",
         "ENSG00000164124",
         "ENSG00000164125",
         "ENSG00000164142",
@@ -2602,7 +2610,6 @@
         "ENSG00000164983",
         "ENSG00000164989",
         "ENSG00000165025",
-        "ENSG00000165028",
         "ENSG00000165029",
         "ENSG00000165046",
         "ENSG00000165078",
@@ -2610,6 +2617,7 @@
         "ENSG00000165092",
         "ENSG00000165105",
         "ENSG00000165113",
+        "ENSG00000165115",
         "ENSG00000165140",
         "ENSG00000165168",
         "ENSG00000165175",
@@ -2626,6 +2634,7 @@
         "ENSG00000165359",
         "ENSG00000165379",
         "ENSG00000165389",
+        "ENSG00000165392",
         "ENSG00000165434",
         "ENSG00000165474",
         "ENSG00000165475",
@@ -2643,6 +2652,7 @@
         "ENSG00000165714",
         "ENSG00000165716",
         "ENSG00000165757",
+        "ENSG00000165801",
         "ENSG00000165813",
         "ENSG00000165861",
         "ENSG00000165868",
@@ -2658,6 +2668,7 @@
         "ENSG00000165997",
         "ENSG00000166002",
         "ENSG00000166016",
+        "ENSG00000166025",
         "ENSG00000166033",
         "ENSG00000166068",
         "ENSG00000166073",
@@ -2678,7 +2689,6 @@
         "ENSG00000166292",
         "ENSG00000166323",
         "ENSG00000166337",
-        "ENSG00000166340",
         "ENSG00000166347",
         "ENSG00000166348",
         "ENSG00000166394",
@@ -2686,14 +2696,15 @@
         "ENSG00000166405",
         "ENSG00000166432",
         "ENSG00000166441",
-        "ENSG00000166444",
         "ENSG00000166451",
         "ENSG00000166482",
         "ENSG00000166483",
         "ENSG00000166501",
         "ENSG00000166508",
+        "ENSG00000166529",
         "ENSG00000166562",
         "ENSG00000166575",
+        "ENSG00000166579",
         "ENSG00000166582",
         "ENSG00000166598",
         "ENSG00000166669",
@@ -2705,7 +2716,6 @@
         "ENSG00000166750",
         "ENSG00000166796",
         "ENSG00000166801",
-        "ENSG00000166823",
         "ENSG00000166825",
         "ENSG00000166833",
         "ENSG00000166839",
@@ -2716,6 +2726,7 @@
         "ENSG00000166963",
         "ENSG00000166965",
         "ENSG00000166974",
+        "ENSG00000167037",
         "ENSG00000167106",
         "ENSG00000167136",
         "ENSG00000167157",
@@ -2724,6 +2735,7 @@
         "ENSG00000167363",
         "ENSG00000167460",
         "ENSG00000167470",
+        "ENSG00000167508",
         "ENSG00000167552",
         "ENSG00000167553",
         "ENSG00000167601",
@@ -2747,7 +2759,6 @@
         "ENSG00000167799",
         "ENSG00000167815",
         "ENSG00000167930",
-        "ENSG00000168000",
         "ENSG00000168010",
         "ENSG00000168016",
         "ENSG00000168026",
@@ -2766,7 +2777,6 @@
         "ENSG00000168374",
         "ENSG00000168386",
         "ENSG00000168389",
-        "ENSG00000168404",
         "ENSG00000168411",
         "ENSG00000168461",
         "ENSG00000168496",
@@ -2786,10 +2796,10 @@
         "ENSG00000168913",
         "ENSG00000168917",
         "ENSG00000168961",
-        "ENSG00000168993",
         "ENSG00000169021",
         "ENSG00000169031",
         "ENSG00000169032",
+        "ENSG00000169047",
         "ENSG00000169071",
         "ENSG00000169116",
         "ENSG00000169122",
@@ -2802,7 +2812,6 @@
         "ENSG00000169306",
         "ENSG00000169372",
         "ENSG00000169403",
-        "ENSG00000169413",
         "ENSG00000169429",
         "ENSG00000169432",
         "ENSG00000169439",
@@ -2823,14 +2832,12 @@
         "ENSG00000169896",
         "ENSG00000169902",
         "ENSG00000169908",
-        "ENSG00000169914",
         "ENSG00000169918",
         "ENSG00000170006",
         "ENSG00000170011",
         "ENSG00000170017",
         "ENSG00000170075",
         "ENSG00000170085",
-        "ENSG00000170145",
         "ENSG00000170153",
         "ENSG00000170264",
         "ENSG00000170293",
@@ -2874,7 +2881,6 @@
         "ENSG00000171094",
         "ENSG00000171130",
         "ENSG00000171132",
-        "ENSG00000171150",
         "ENSG00000171160",
         "ENSG00000171174",
         "ENSG00000171189",
@@ -2883,6 +2889,7 @@
         "ENSG00000171227",
         "ENSG00000171262",
         "ENSG00000171310",
+        "ENSG00000171314",
         "ENSG00000171345",
         "ENSG00000171357",
         "ENSG00000171408",
@@ -2892,6 +2899,7 @@
         "ENSG00000171492",
         "ENSG00000171522",
         "ENSG00000171533",
+        "ENSG00000171552",
         "ENSG00000171603",
         "ENSG00000171621",
         "ENSG00000171659",
@@ -2917,24 +2925,24 @@
         "ENSG00000172115",
         "ENSG00000172159",
         "ENSG00000172164",
-        "ENSG00000172175",
         "ENSG00000172183",
         "ENSG00000172201",
         "ENSG00000172243",
         "ENSG00000172260",
+        "ENSG00000172262",
         "ENSG00000172264",
         "ENSG00000172292",
         "ENSG00000172296",
         "ENSG00000172318",
         "ENSG00000172348",
         "ENSG00000172349",
+        "ENSG00000172366",
         "ENSG00000172403",
         "ENSG00000172456",
         "ENSG00000172554",
         "ENSG00000172572",
         "ENSG00000172575",
         "ENSG00000172663",
-        "ENSG00000172716",
         "ENSG00000172728",
         "ENSG00000172785",
         "ENSG00000172803",
@@ -2948,12 +2956,13 @@
         "ENSG00000172985",
         "ENSG00000172986",
         "ENSG00000172992",
+        "ENSG00000173039",
         "ENSG00000173041",
+        "ENSG00000173065",
         "ENSG00000173068",
         "ENSG00000173085",
         "ENSG00000173110",
         "ENSG00000173156",
-        "ENSG00000173166",
         "ENSG00000173207",
         "ENSG00000173210",
         "ENSG00000173221",
@@ -2966,7 +2975,6 @@
         "ENSG00000173402",
         "ENSG00000173406",
         "ENSG00000173432",
-        "ENSG00000173451",
         "ENSG00000173457",
         "ENSG00000173482",
         "ENSG00000173486",
@@ -3016,7 +3024,9 @@
         "ENSG00000175040",
         "ENSG00000175048",
         "ENSG00000175066",
+        "ENSG00000175104",
         "ENSG00000175105",
+        "ENSG00000175115",
         "ENSG00000175130",
         "ENSG00000175161",
         "ENSG00000175183",
@@ -3036,12 +3046,12 @@
         "ENSG00000175606",
         "ENSG00000175745",
         "ENSG00000175768",
-        "ENSG00000175782",
         "ENSG00000175785",
         "ENSG00000175832",
         "ENSG00000175899",
         "ENSG00000175906",
         "ENSG00000175928",
+        "ENSG00000175931",
         "ENSG00000175970",
         "ENSG00000175984",
         "ENSG00000176018",
@@ -3101,7 +3111,6 @@
         "ENSG00000178075",
         "ENSG00000178104",
         "ENSG00000178127",
-        "ENSG00000178177",
         "ENSG00000178234",
         "ENSG00000178381",
         "ENSG00000178425",
@@ -3109,11 +3118,9 @@
         "ENSG00000178449",
         "ENSG00000178568",
         "ENSG00000178573",
-        "ENSG00000178607",
         "ENSG00000178662",
         "ENSG00000178695",
         "ENSG00000178741",
-        "ENSG00000178764",
         "ENSG00000178878",
         "ENSG00000178882",
         "ENSG00000178921",
@@ -3132,6 +3139,7 @@
         "ENSG00000179218",
         "ENSG00000179242",
         "ENSG00000179348",
+        "ENSG00000179364",
         "ENSG00000179388",
         "ENSG00000179399",
         "ENSG00000179403",
@@ -3152,6 +3160,7 @@
         "ENSG00000180263",
         "ENSG00000180353",
         "ENSG00000180354",
+        "ENSG00000180357",
         "ENSG00000180425",
         "ENSG00000180447",
         "ENSG00000180573",
@@ -3163,9 +3172,7 @@
         "ENSG00000181019",
         "ENSG00000181026",
         "ENSG00000181029",
-        "ENSG00000181061",
         "ENSG00000181104",
-        "ENSG00000181218",
         "ENSG00000181234",
         "ENSG00000181274",
         "ENSG00000181350",
@@ -3198,7 +3205,6 @@
         "ENSG00000182263",
         "ENSG00000182287",
         "ENSG00000182348",
-        "ENSG00000182372",
         "ENSG00000182389",
         "ENSG00000182463",
         "ENSG00000182472",
@@ -3231,6 +3237,7 @@
         "ENSG00000183111",
         "ENSG00000183196",
         "ENSG00000183230",
+        "ENSG00000183308",
         "ENSG00000183323",
         "ENSG00000183508",
         "ENSG00000183570",
@@ -3244,14 +3251,13 @@
         "ENSG00000183696",
         "ENSG00000183722",
         "ENSG00000183723",
-        "ENSG00000183742",
         "ENSG00000183762",
         "ENSG00000183826",
         "ENSG00000183828",
-        "ENSG00000183853",
         "ENSG00000183943",
         "ENSG00000183963",
         "ENSG00000184005",
+        "ENSG00000184007",
         "ENSG00000184009",
         "ENSG00000184060",
         "ENSG00000184076",
@@ -3307,6 +3313,7 @@
         "ENSG00000185215",
         "ENSG00000185219",
         "ENSG00000185238",
+        "ENSG00000185246",
         "ENSG00000185261",
         "ENSG00000185262",
         "ENSG00000185269",
@@ -3325,7 +3332,6 @@
         "ENSG00000185561",
         "ENSG00000185565",
         "ENSG00000185585",
-        "ENSG00000185621",
         "ENSG00000185630",
         "ENSG00000185633",
         "ENSG00000185634",
@@ -3371,7 +3377,9 @@
         "ENSG00000186591",
         "ENSG00000186654",
         "ENSG00000186665",
+        "ENSG00000186866",
         "ENSG00000186868",
+        "ENSG00000186918",
         "ENSG00000186952",
         "ENSG00000186998",
         "ENSG00000187068",
@@ -3382,6 +3390,7 @@
         "ENSG00000187140",
         "ENSG00000187147",
         "ENSG00000187164",
+        "ENSG00000187186",
         "ENSG00000187187",
         "ENSG00000187193",
         "ENSG00000187210",
@@ -3390,6 +3399,7 @@
         "ENSG00000187260",
         "ENSG00000187266",
         "ENSG00000187398",
+        "ENSG00000187446",
         "ENSG00000187479",
         "ENSG00000187498",
         "ENSG00000187605",
@@ -3411,7 +3421,6 @@
         "ENSG00000188153",
         "ENSG00000188158",
         "ENSG00000188211",
-        "ENSG00000188227",
         "ENSG00000188229",
         "ENSG00000188290",
         "ENSG00000188312",
@@ -3441,7 +3450,6 @@
         "ENSG00000189195",
         "ENSG00000189221",
         "ENSG00000189241",
-        "ENSG00000189283",
         "ENSG00000189319",
         "ENSG00000189337",
         "ENSG00000189376",
@@ -3465,10 +3473,11 @@
         "ENSG00000196323",
         "ENSG00000196338",
         "ENSG00000196352",
+        "ENSG00000196357",
         "ENSG00000196363",
         "ENSG00000196369",
         "ENSG00000196376",
-        "ENSG00000196396",
+        "ENSG00000196428",
         "ENSG00000196455",
         "ENSG00000196507",
         "ENSG00000196511",
@@ -3504,18 +3513,18 @@
         "ENSG00000197013",
         "ENSG00000197061",
         "ENSG00000197077",
-        "ENSG00000197093",
         "ENSG00000197119",
         "ENSG00000197121",
         "ENSG00000197142",
         "ENSG00000197147",
-        "ENSG00000197208",
         "ENSG00000197249",
         "ENSG00000197265",
+        "ENSG00000197321",
         "ENSG00000197329",
         "ENSG00000197355",
         "ENSG00000197372",
         "ENSG00000197375",
+        "ENSG00000197381",
         "ENSG00000197405",
         "ENSG00000197415",
         "ENSG00000197442",
@@ -3548,21 +3557,20 @@
         "ENSG00000197977",
         "ENSG00000197989",
         "ENSG00000198001",
-        "ENSG00000198003",
         "ENSG00000198034",
-        "ENSG00000198056",
-        "ENSG00000198064",
         "ENSG00000198075",
         "ENSG00000198089",
         "ENSG00000198108",
         "ENSG00000198121",
         "ENSG00000198142",
+        "ENSG00000198146",
         "ENSG00000198157",
         "ENSG00000198168",
         "ENSG00000198270",
         "ENSG00000198300",
         "ENSG00000198355",
         "ENSG00000198380",
+        "ENSG00000198399",
         "ENSG00000198417",
         "ENSG00000198420",
         "ENSG00000198435",
@@ -3583,9 +3591,7 @@
         "ENSG00000198695",
         "ENSG00000198743",
         "ENSG00000198756",
-        "ENSG00000198771",
         "ENSG00000198780",
-        "ENSG00000198786",
         "ENSG00000198791",
         "ENSG00000198794",
         "ENSG00000198795",
@@ -3593,7 +3599,6 @@
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