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README.md DELETED
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- ---
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- library_name: popV
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- license: cc-by-4.0
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- tags:
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- - biology
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- - genomics
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- - single-cell
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- - anndata_version:0.11.3
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- - python_version:3.11.11
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- - popV
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- - 'tissue: Thymus'
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- ---
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-
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- Popular Vote (popV) model for automated cell type annotation of single-cell RNA-seq data. We provide here pretrained models
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- for plug-in use in your own analysis.
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- 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.
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-
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- # Model description
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-
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- 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.
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-
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- **Link to CELLxGENE**:
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- Link to the [data](https://cellxgene.cziscience.com/e/0ced5e76-6040-47ff-8a72-93847965afc0.cxg/) in the CELLxGENE browser for interactive exploration of the data and download of the source data.
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-
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- **Training Code URL**:
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- Not provided by uploader.
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-
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- # Metrics
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-
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- We provide here accuracies for each of the experts and the ensemble model. The validation set accuracies are
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- computed on a 10% random subset of the data that was not used for training.
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-
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- | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | CD4-positive, alpha-beta T cell | 748 | 0.76 | 0.85 | 0.85 | 0.72 | 0.00 | 0.77 | 0.71 | 0.79 | 0.85 |
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- | CD4-positive, alpha-beta thymocyte | 447 | 0.70 | 0.52 | 0.76 | 0.63 | 0.00 | 0.60 | 0.61 | 0.70 | 0.74 |
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- | B cell | 450 | 1.00 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
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- | thymic fibroblast type 2 | 378 | 0.84 | 0.88 | 0.89 | 0.82 | 0.00 | 0.91 | 0.89 | 0.89 | 0.92 |
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- | thymic fibroblast type 1 | 346 | 0.85 | 0.86 | 0.89 | 0.82 | 0.00 | 0.90 | 0.88 | 0.88 | 0.91 |
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- | CD8-positive, alpha-beta T cell | 275 | 0.79 | 0.86 | 0.86 | 0.82 | 0.00 | 0.86 | 0.79 | 0.86 | 0.87 |
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- | capillary endothelial cell | 270 | 0.79 | 0.84 | 0.90 | 0.79 | 0.00 | 0.83 | 0.83 | 0.82 | 0.86 |
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- | naive thymus-derived CD4-positive, alpha-beta T cell | 259 | 0.48 | 0.44 | 0.51 | 0.31 | 0.00 | 0.49 | 0.35 | 0.51 | 0.54 |
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- | smooth muscle cell | 228 | 0.98 | 0.97 | 0.97 | 0.98 | 0.00 | 0.99 | 0.98 | 0.98 | 0.99 |
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- | vein endothelial cell | 213 | 0.82 | 0.82 | 0.90 | 0.77 | 0.00 | 0.84 | 0.84 | 0.84 | 0.87 |
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- | plasma cell | 136 | 1.00 | 0.98 | 0.99 | 0.99 | 0.00 | 1.00 | 0.99 | 0.99 | 0.99 |
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- | endothelial cell of artery | 85 | 0.90 | 0.94 | 0.91 | 0.69 | 0.00 | 0.85 | 0.89 | 0.90 | 0.92 |
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- | macrophage | 86 | 0.98 | 0.98 | 0.97 | 0.98 | 0.00 | 0.98 | 0.99 | 1.00 | 0.99 |
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- | CD8-positive, alpha-beta thymocyte | 71 | 0.68 | 0.78 | 0.85 | 0.52 | 0.00 | 0.72 | 0.67 | 0.73 | 0.82 |
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- | thymocyte | 45 | 0.63 | 0.71 | 0.83 | 0.36 | 0.00 | 0.78 | 0.67 | 0.80 | 0.79 |
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- | naive thymus-derived CD8-positive, alpha-beta T cell | 34 | 0.46 | 0.53 | 0.63 | 0.14 | 0.00 | 0.50 | 0.52 | 0.57 | 0.72 |
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- | natural killer cell | 46 | 0.89 | 0.97 | 0.93 | 0.92 | 0.00 | 0.90 | 0.94 | 0.94 | 0.98 |
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- | endothelial cell of lymphatic vessel | 35 | 1.00 | 1.00 | 0.99 | 0.96 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |
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- | fibroblast | 23 | 0.46 | 0.22 | 0.18 | 0.77 | 0.00 | 0.73 | 0.79 | 0.75 | 0.84 |
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- | vascular associated smooth muscle cell | 12 | 0.67 | 0.00 | 0.27 | 0.74 | 0.00 | 0.83 | 0.92 | 0.89 | 0.91 |
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- | mesothelial cell | 16 | 0.93 | 0.93 | 0.97 | 0.88 | 0.00 | 0.91 | 0.94 | 0.88 | 0.97 |
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- | erythrocyte | 18 | 0.91 | 1.00 | 0.91 | 0.94 | 0.00 | 0.94 | 0.97 | 0.97 | 0.97 |
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- | neuro-medullary thymic epithelial cell | 14 | 0.96 | 0.96 | 0.92 | 0.96 | 0.00 | 0.93 | 1.00 | 0.96 | 1.00 |
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- | neutrophil | 12 | 0.74 | 0.79 | 0.92 | 0.92 | 0.00 | 0.92 | 0.92 | 0.83 | 0.88 |
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- | hematopoietic precursor cell | 10 | 0.80 | 0.18 | 0.95 | 0.90 | 0.00 | 0.90 | 0.89 | 0.82 | 0.84 |
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- | myo-medullary thymic epithelial cell | 5 | 0.91 | 0.91 | 0.89 | 0.91 | 0.00 | 0.91 | 0.91 | 0.91 | 0.91 |
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- | medullary thymic epithelial cell | 7 | 1.00 | 0.83 | 0.92 | 0.62 | 0.00 | 0.88 | 0.92 | 1.00 | 1.00 |
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- | monocyte | 2 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.67 | 0.67 | 1.00 | 0.67 |
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- | mast cell | 2 | 1.00 | 1.00 | 0.67 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |
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- | fast muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | innate lymphoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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-
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- The train accuracies are computed on the training data.
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-
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- | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | CD4-positive, alpha-beta T cell | 6378 | 0.75 | 0.81 | 0.89 | 0.79 | 0.00 | 0.78 | 0.74 | 0.78 | 0.86 |
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- | CD4-positive, alpha-beta thymocyte | 4116 | 0.72 | 0.44 | 0.85 | 0.78 | 0.00 | 0.74 | 0.69 | 0.75 | 0.81 |
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- | B cell | 4012 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
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- | thymic fibroblast type 2 | 3827 | 0.88 | 0.90 | 0.94 | 0.90 | 0.00 | 0.93 | 0.92 | 0.92 | 0.95 |
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- | thymic fibroblast type 1 | 2924 | 0.86 | 0.86 | 0.93 | 0.87 | 0.00 | 0.91 | 0.90 | 0.90 | 0.93 |
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- | CD8-positive, alpha-beta T cell | 2542 | 0.79 | 0.84 | 0.90 | 0.85 | 0.00 | 0.82 | 0.82 | 0.84 | 0.87 |
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- | capillary endothelial cell | 2351 | 0.79 | 0.85 | 0.94 | 0.87 | 0.00 | 0.88 | 0.89 | 0.88 | 0.91 |
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- | naive thymus-derived CD4-positive, alpha-beta T cell | 2264 | 0.48 | 0.41 | 0.67 | 0.55 | 0.00 | 0.55 | 0.50 | 0.55 | 0.64 |
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- | smooth muscle cell | 1997 | 0.96 | 0.94 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
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- | vein endothelial cell | 1835 | 0.82 | 0.82 | 0.93 | 0.83 | 0.00 | 0.87 | 0.89 | 0.88 | 0.91 |
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- | plasma cell | 1442 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
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- | endothelial cell of artery | 688 | 0.89 | 0.92 | 0.96 | 0.78 | 0.00 | 0.93 | 0.94 | 0.94 | 0.96 |
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- | macrophage | 684 | 0.98 | 0.98 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |
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- | CD8-positive, alpha-beta thymocyte | 601 | 0.64 | 0.70 | 0.82 | 0.63 | 0.00 | 0.78 | 0.79 | 0.82 | 0.86 |
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- | thymocyte | 410 | 0.66 | 0.67 | 0.83 | 0.49 | 0.00 | 0.84 | 0.81 | 0.88 | 0.92 |
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- | naive thymus-derived CD8-positive, alpha-beta T cell | 400 | 0.46 | 0.45 | 0.73 | 0.18 | 0.00 | 0.69 | 0.66 | 0.75 | 0.77 |
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- | natural killer cell | 382 | 0.86 | 0.90 | 0.93 | 0.90 | 0.00 | 0.91 | 0.96 | 0.96 | 0.96 |
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- | endothelial cell of lymphatic vessel | 336 | 0.97 | 0.97 | 0.98 | 0.93 | 0.00 | 0.95 | 0.99 | 0.97 | 0.99 |
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- | fibroblast | 249 | 0.65 | 0.07 | 0.96 | 0.89 | 0.00 | 0.97 | 0.89 | 0.91 | 0.96 |
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- | vascular associated smooth muscle cell | 229 | 0.69 | 0.03 | 0.96 | 0.86 | 0.00 | 0.97 | 0.97 | 0.95 | 0.98 |
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- | mesothelial cell | 159 | 0.94 | 0.90 | 0.96 | 0.93 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |
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- | erythrocyte | 134 | 0.94 | 0.91 | 0.93 | 0.95 | 0.00 | 0.97 | 0.98 | 0.94 | 0.98 |
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- | neuro-medullary thymic epithelial cell | 121 | 0.92 | 0.91 | 0.90 | 0.90 | 0.00 | 0.98 | 1.00 | 0.98 | 0.98 |
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- | neutrophil | 109 | 0.61 | 0.73 | 0.90 | 0.85 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |
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- | hematopoietic precursor cell | 82 | 0.74 | 0.07 | 0.89 | 0.87 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |
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- | myo-medullary thymic epithelial cell | 72 | 0.85 | 0.87 | 0.96 | 0.95 | 0.00 | 0.98 | 0.99 | 0.99 | 0.97 |
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- | medullary thymic epithelial cell | 36 | 0.83 | 0.62 | 0.87 | 0.67 | 0.00 | 0.96 | 1.00 | 1.00 | 0.96 |
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- | monocyte | 24 | 0.00 | 0.00 | 0.82 | 0.42 | 0.00 | 0.84 | 1.00 | 0.98 | 0.93 |
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- | mast cell | 22 | 0.88 | 0.77 | 0.87 | 0.71 | 0.00 | 0.78 | 0.96 | 1.00 | 1.00 |
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- | fast muscle cell | 21 | 0.00 | 0.28 | 0.98 | 0.85 | 0.00 | 0.98 | 1.00 | 1.00 | 0.98 |
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- | T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.86 | 0.75 | 0.83 |
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- | innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 0.50 | 1.00 | 1.00 |
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- | endothelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.67 | 1.00 | 1.00 |
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-
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- </details>
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-
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-
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- # References
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-
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- 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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
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- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| CD4-positive, alpha-beta T cell | 748 | 0.76 | 0.85 | 0.85 | 0.72 | 0.00 | 0.77 | 0.71 | 0.79 | 0.85 |\n| CD4-positive, alpha-beta thymocyte | 447 | 0.70 | 0.52 | 0.76 | 0.63 | 0.00 | 0.60 | 0.61 | 0.70 | 0.74 |\n| B cell | 450 | 1.00 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| thymic fibroblast type 2 | 378 | 0.84 | 0.88 | 0.89 | 0.82 | 0.00 | 0.91 | 0.89 | 0.89 | 0.92 |\n| thymic fibroblast type 1 | 346 | 0.85 | 0.86 | 0.89 | 0.82 | 0.00 | 0.90 | 0.88 | 0.88 | 0.91 |\n| CD8-positive, alpha-beta T cell | 275 | 0.79 | 0.86 | 0.86 | 0.82 | 0.00 | 0.86 | 0.79 | 0.86 | 0.87 |\n| capillary endothelial cell | 270 | 0.79 | 0.84 | 0.90 | 0.79 | 0.00 | 0.83 | 0.83 | 0.82 | 0.86 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 259 | 0.48 | 0.44 | 0.51 | 0.31 | 0.00 | 0.49 | 0.35 | 0.51 | 0.54 |\n| smooth muscle cell | 228 | 0.98 | 0.97 | 0.97 | 0.98 | 0.00 | 0.99 | 0.98 | 0.98 | 0.99 |\n| vein endothelial cell | 213 | 0.82 | 0.82 | 0.90 | 0.77 | 0.00 | 0.84 | 0.84 | 0.84 | 0.87 |\n| plasma cell | 136 | 1.00 | 0.98 | 0.99 | 0.99 | 0.00 | 1.00 | 0.99 | 0.99 | 0.99 |\n| endothelial cell of artery | 85 | 0.90 | 0.94 | 0.91 | 0.69 | 0.00 | 0.85 | 0.89 | 0.90 | 0.92 |\n| macrophage | 86 | 0.98 | 0.98 | 0.97 | 0.98 | 0.00 | 0.98 | 0.99 | 1.00 | 0.99 |\n| CD8-positive, alpha-beta thymocyte | 71 | 0.68 | 0.78 | 0.85 | 0.52 | 0.00 | 0.72 | 0.67 | 0.73 | 0.82 |\n| thymocyte | 45 | 0.63 | 0.71 | 0.83 | 0.36 | 0.00 | 0.78 | 0.67 | 0.80 | 0.79 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 34 | 0.46 | 0.53 | 0.63 | 0.14 | 0.00 | 0.50 | 0.52 | 0.57 | 0.72 |\n| natural killer cell | 46 | 0.89 | 0.97 | 0.93 | 0.92 | 0.00 | 0.90 | 0.94 | 0.94 | 0.98 |\n| endothelial cell of lymphatic vessel | 35 | 1.00 | 1.00 | 0.99 | 0.96 | 0.00 | 0.95 | 1.00 | 1.00 | 1.00 |\n| fibroblast | 23 | 0.46 | 0.22 | 0.18 | 0.77 | 0.00 | 0.73 | 0.79 | 0.75 | 0.84 |\n| vascular associated smooth muscle cell | 12 | 0.67 | 0.00 | 0.27 | 0.74 | 0.00 | 0.83 | 0.92 | 0.89 | 0.91 |\n| mesothelial cell | 16 | 0.93 | 0.93 | 0.97 | 0.88 | 0.00 | 0.91 | 0.94 | 0.88 | 0.97 |\n| erythrocyte | 18 | 0.91 | 1.00 | 0.91 | 0.94 | 0.00 | 0.94 | 0.97 | 0.97 | 0.97 |\n| neuro-medullary thymic epithelial cell | 14 | 0.96 | 0.96 | 0.92 | 0.96 | 0.00 | 0.93 | 1.00 | 0.96 | 1.00 |\n| neutrophil | 12 | 0.74 | 0.79 | 0.92 | 0.92 | 0.00 | 0.92 | 0.92 | 0.83 | 0.88 |\n| hematopoietic precursor cell | 10 | 0.80 | 0.18 | 0.95 | 0.90 | 0.00 | 0.90 | 0.89 | 0.82 | 0.84 |\n| myo-medullary thymic epithelial cell | 5 | 0.91 | 0.91 | 0.89 | 0.91 | 0.00 | 0.91 | 0.91 | 0.91 | 0.91 |\n| medullary thymic epithelial cell | 7 | 1.00 | 0.83 | 0.92 | 0.62 | 0.00 | 0.88 | 0.92 | 1.00 | 1.00 |\n| monocyte | 2 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.67 | 0.67 | 1.00 | 0.67 |\n| mast cell | 2 | 1.00 | 1.00 | 0.67 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |\n| fast muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| CD4-positive, alpha-beta T cell | 6378 | 0.75 | 0.81 | 0.89 | 0.79 | 0.00 | 0.78 | 0.74 | 0.78 | 0.86 |\n| CD4-positive, alpha-beta thymocyte | 4116 | 0.72 | 0.44 | 0.85 | 0.78 | 0.00 | 0.74 | 0.69 | 0.75 | 0.81 |\n| B cell | 4012 | 1.00 | 0.99 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| thymic fibroblast type 2 | 3827 | 0.88 | 0.90 | 0.94 | 0.90 | 0.00 | 0.93 | 0.92 | 0.92 | 0.95 |\n| thymic fibroblast type 1 | 2924 | 0.86 | 0.86 | 0.93 | 0.87 | 0.00 | 0.91 | 0.90 | 0.90 | 0.93 |\n| CD8-positive, alpha-beta T cell | 2542 | 0.79 | 0.84 | 0.90 | 0.85 | 0.00 | 0.82 | 0.82 | 0.84 | 0.87 |\n| capillary endothelial cell | 2351 | 0.79 | 0.85 | 0.94 | 0.87 | 0.00 | 0.88 | 0.89 | 0.88 | 0.91 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 2264 | 0.48 | 0.41 | 0.67 | 0.55 | 0.00 | 0.55 | 0.50 | 0.55 | 0.64 |\n| smooth muscle cell | 1997 | 0.96 | 0.94 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| vein endothelial cell | 1835 | 0.82 | 0.82 | 0.93 | 0.83 | 0.00 | 0.87 | 0.89 | 0.88 | 0.91 |\n| plasma cell | 1442 | 0.99 | 0.99 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of artery | 688 | 0.89 | 0.92 | 0.96 | 0.78 | 0.00 | 0.93 | 0.94 | 0.94 | 0.96 |\n| macrophage | 684 | 0.98 | 0.98 | 0.99 | 0.97 | 0.00 | 0.98 | 1.00 | 1.00 | 0.99 |\n| CD8-positive, alpha-beta thymocyte | 601 | 0.64 | 0.70 | 0.82 | 0.63 | 0.00 | 0.78 | 0.79 | 0.82 | 0.86 |\n| thymocyte | 410 | 0.66 | 0.67 | 0.83 | 0.49 | 0.00 | 0.84 | 0.81 | 0.88 | 0.92 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 400 | 0.46 | 0.45 | 0.73 | 0.18 | 0.00 | 0.69 | 0.66 | 0.75 | 0.77 |\n| natural killer cell | 382 | 0.86 | 0.90 | 0.93 | 0.90 | 0.00 | 0.91 | 0.96 | 0.96 | 0.96 |\n| endothelial cell of lymphatic vessel | 336 | 0.97 | 0.97 | 0.98 | 0.93 | 0.00 | 0.95 | 0.99 | 0.97 | 0.99 |\n| fibroblast | 249 | 0.65 | 0.07 | 0.96 | 0.89 | 0.00 | 0.97 | 0.89 | 0.91 | 0.96 |\n| vascular associated smooth muscle cell | 229 | 0.69 | 0.03 | 0.96 | 0.86 | 0.00 | 0.97 | 0.97 | 0.95 | 0.98 |\n| mesothelial cell | 159 | 0.94 | 0.90 | 0.96 | 0.93 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |\n| erythrocyte | 134 | 0.94 | 0.91 | 0.93 | 0.95 | 0.00 | 0.97 | 0.98 | 0.94 | 0.98 |\n| neuro-medullary thymic epithelial cell | 121 | 0.92 | 0.91 | 0.90 | 0.90 | 0.00 | 0.98 | 1.00 | 0.98 | 0.98 |\n| neutrophil | 109 | 0.61 | 0.73 | 0.90 | 0.85 | 0.00 | 0.97 | 1.00 | 1.00 | 1.00 |\n| hematopoietic precursor cell | 82 | 0.74 | 0.07 | 0.89 | 0.87 | 0.00 | 0.97 | 1.00 | 0.99 | 0.99 |\n| myo-medullary thymic epithelial cell | 72 | 0.85 | 0.87 | 0.96 | 0.95 | 0.00 | 0.98 | 0.99 | 0.99 | 0.97 |\n| medullary thymic epithelial cell | 36 | 0.83 | 0.62 | 0.87 | 0.67 | 0.00 | 0.96 | 1.00 | 1.00 | 0.96 |\n| monocyte | 24 | 0.00 | 0.00 | 0.82 | 0.42 | 0.00 | 0.84 | 1.00 | 0.98 | 0.93 |\n| mast cell | 22 | 0.88 | 0.77 | 0.87 | 0.71 | 0.00 | 0.78 | 0.96 | 1.00 | 1.00 |\n| fast muscle cell | 21 | 0.00 | 0.28 | 0.98 | 0.85 | 0.00 | 0.98 | 1.00 | 1.00 | 0.98 |\n| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.86 | 0.75 | 0.83 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 0.50 | 1.00 | 1.00 |\n| endothelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.67 | 1.00 | 1.00 |"
4
  }
 
1
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+ "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| CD4-positive, alpha-beta T cell | 745 | 0.76 | 0.84 | 0.86 | 0.81 | 0.00 | 0.80 | 0.73 | 0.79 | 0.87 |\n| CD4-positive, alpha-beta thymocyte | 424 | 0.68 | 0.54 | 0.78 | 0.69 | 0.00 | 0.69 | 0.63 | 0.71 | 0.77 |\n| B cell | 453 | 1.00 | 1.00 | 0.99 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| thymic fibroblast type 2 | 381 | 0.85 | 0.90 | 0.91 | 0.92 | 0.00 | 0.91 | 0.89 | 0.90 | 0.94 |\n| thymic fibroblast type 1 | 337 | 0.85 | 0.89 | 0.89 | 0.91 | 0.00 | 0.90 | 0.89 | 0.89 | 0.92 |\n| CD8-positive, alpha-beta T cell | 290 | 0.80 | 0.87 | 0.87 | 0.84 | 0.00 | 0.85 | 0.84 | 0.87 | 0.88 |\n| capillary endothelial cell | 275 | 0.82 | 0.86 | 0.90 | 0.85 | 0.00 | 0.84 | 0.85 | 0.84 | 0.88 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 261 | 0.50 | 0.45 | 0.55 | 0.44 | 0.00 | 0.56 | 0.40 | 0.51 | 0.59 |\n| smooth muscle cell | 223 | 0.98 | 0.96 | 0.97 | 0.97 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| vein endothelial cell | 213 | 0.84 | 0.84 | 0.88 | 0.85 | 0.00 | 0.86 | 0.86 | 0.85 | 0.88 |\n| plasma cell | 138 | 1.00 | 1.00 | 1.00 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of artery | 85 | 0.84 | 0.93 | 0.95 | 0.87 | 0.00 | 0.87 | 0.91 | 0.91 | 0.94 |\n| macrophage | 87 | 0.97 | 0.98 | 0.99 | 0.98 | 0.00 | 0.98 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta thymocyte | 74 | 0.70 | 0.78 | 0.81 | 0.64 | 0.00 | 0.75 | 0.63 | 0.67 | 0.81 |\n| thymocyte | 48 | 0.68 | 0.76 | 0.79 | 0.80 | 0.00 | 0.63 | 0.65 | 0.81 | 0.84 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 38 | 0.58 | 0.54 | 0.54 | 0.00 | 0.00 | 0.55 | 0.47 | 0.59 | 0.66 |\n| natural killer cell | 44 | 0.89 | 0.98 | 0.95 | 0.89 | 0.00 | 0.82 | 0.90 | 0.94 | 0.97 |\n| endothelial cell of lymphatic vessel | 35 | 1.00 | 1.00 | 0.99 | 0.96 | 0.00 | 0.95 | 0.99 | 0.99 | 1.00 |\n| fibroblast | 22 | 0.45 | 0.19 | 0.29 | 0.08 | 0.00 | 1.00 | 0.74 | 0.84 | 0.85 |\n| vascular associated smooth muscle cell | 15 | 0.77 | 0.00 | 0.40 | 0.42 | 0.00 | 0.93 | 0.97 | 0.85 | 0.85 |\n| mesothelial cell | 15 | 0.74 | 0.93 | 0.93 | 0.73 | 0.00 | 0.85 | 0.85 | 0.90 | 0.90 |\n| erythrocyte | 17 | 0.91 | 0.94 | 0.88 | 0.91 | 0.00 | 0.94 | 0.91 | 0.94 | 0.94 |\n| neuro-medullary thymic epithelial cell | 15 | 0.97 | 0.97 | 0.89 | 0.97 | 0.00 | 0.94 | 0.97 | 0.97 | 1.00 |\n| neutrophil | 12 | 0.74 | 0.81 | 0.92 | 0.88 | 0.00 | 0.88 | 0.92 | 0.87 | 0.88 |\n| hematopoietic precursor cell | 10 | 0.80 | 0.43 | 0.90 | 0.90 | 0.00 | 0.90 | 0.90 | 0.86 | 0.84 |\n| myo-medullary thymic epithelial cell | 5 | 0.91 | 0.91 | 0.91 | 1.00 | 0.00 | 0.91 | 0.91 | 0.91 | 0.91 |\n| medullary thymic epithelial cell | 7 | 1.00 | 1.00 | 0.92 | 0.67 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |\n| monocyte | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 |\n| mast cell | 3 | 0.00 | 1.00 | 1.00 | 0.50 | 0.00 | 0.57 | 1.00 | 1.00 | 1.00 |\n| fast muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
+ "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| CD4-positive, alpha-beta T cell | 6381 | 0.76 | 0.84 | 0.87 | 0.82 | 0.00 | 0.82 | 0.74 | 0.78 | 0.87 |\n| CD4-positive, alpha-beta thymocyte | 4139 | 0.72 | 0.53 | 0.82 | 0.75 | 0.00 | 0.76 | 0.69 | 0.75 | 0.81 |\n| B cell | 4009 | 1.00 | 1.00 | 1.00 | 1.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |\n| thymic fibroblast type 2 | 3824 | 0.87 | 0.91 | 0.93 | 0.93 | 0.00 | 0.92 | 0.92 | 0.92 | 0.94 |\n| thymic fibroblast type 1 | 2933 | 0.84 | 0.89 | 0.91 | 0.89 | 0.00 | 0.90 | 0.90 | 0.90 | 0.92 |\n| CD8-positive, alpha-beta T cell | 2527 | 0.78 | 0.85 | 0.87 | 0.84 | 0.00 | 0.85 | 0.82 | 0.84 | 0.87 |\n| capillary endothelial cell | 2346 | 0.82 | 0.87 | 0.92 | 0.89 | 0.00 | 0.88 | 0.89 | 0.88 | 0.91 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 2262 | 0.49 | 0.45 | 0.60 | 0.54 | 0.00 | 0.60 | 0.50 | 0.57 | 0.65 |\n| smooth muscle cell | 2002 | 0.96 | 0.95 | 0.99 | 0.96 | 0.00 | 1.00 | 0.99 | 0.99 | 0.99 |\n| vein endothelial cell | 1835 | 0.83 | 0.84 | 0.91 | 0.87 | 0.00 | 0.88 | 0.89 | 0.88 | 0.91 |\n| plasma cell | 1440 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 1.00 | 1.00 |\n| endothelial cell of artery | 688 | 0.87 | 0.94 | 0.95 | 0.91 | 0.00 | 0.90 | 0.95 | 0.94 | 0.96 |\n| macrophage | 683 | 0.97 | 0.98 | 0.98 | 0.97 | 0.00 | 0.99 | 1.00 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta thymocyte | 598 | 0.65 | 0.76 | 0.79 | 0.60 | 0.00 | 0.79 | 0.76 | 0.81 | 0.84 |\n| thymocyte | 407 | 0.68 | 0.71 | 0.80 | 0.74 | 0.00 | 0.73 | 0.83 | 0.87 | 0.91 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 396 | 0.57 | 0.54 | 0.66 | 0.13 | 0.00 | 0.68 | 0.68 | 0.74 | 0.79 |\n| natural killer cell | 384 | 0.88 | 0.92 | 0.92 | 0.86 | 0.00 | 0.87 | 0.95 | 0.95 | 0.96 |\n| endothelial cell of lymphatic vessel | 336 | 0.97 | 0.98 | 0.97 | 0.96 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| fibroblast | 250 | 0.65 | 0.31 | 0.90 | 0.29 | 0.00 | 0.99 | 0.86 | 0.91 | 0.95 |\n| vascular associated smooth muscle cell | 226 | 0.66 | 0.14 | 0.94 | 0.49 | 0.00 | 0.97 | 0.97 | 0.96 | 0.97 |\n| mesothelial cell | 160 | 0.87 | 0.94 | 0.95 | 0.91 | 0.00 | 0.96 | 0.97 | 0.98 | 0.97 |\n| erythrocyte | 135 | 0.93 | 0.93 | 0.92 | 0.94 | 0.00 | 0.94 | 0.94 | 0.95 | 0.97 |\n| neuro-medullary thymic epithelial cell | 120 | 0.92 | 0.94 | 0.87 | 0.87 | 0.00 | 0.95 | 1.00 | 0.98 | 0.95 |\n| neutrophil | 109 | 0.62 | 0.76 | 0.89 | 0.86 | 0.00 | 0.98 | 0.98 | 0.99 | 1.00 |\n| hematopoietic precursor cell | 82 | 0.74 | 0.36 | 0.87 | 0.86 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| myo-medullary thymic epithelial cell | 72 | 0.85 | 0.85 | 0.95 | 0.88 | 0.00 | 0.99 | 0.97 | 0.99 | 0.97 |\n| medullary thymic epithelial cell | 36 | 0.84 | 0.79 | 0.80 | 0.68 | 0.00 | 0.99 | 1.00 | 1.00 | 0.92 |\n| monocyte | 25 | 0.41 | 0.00 | 0.76 | 0.44 | 0.00 | 0.85 | 0.98 | 0.98 | 0.89 |\n| mast cell | 21 | 0.00 | 0.89 | 0.76 | 0.50 | 0.00 | 0.79 | 1.00 | 1.00 | 0.98 |\n| fast muscle cell | 21 | 0.00 | 0.09 | 0.95 | 0.38 | 0.00 | 0.95 | 1.00 | 1.00 | 0.98 |\n| T follicular helper cell | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.75 | 0.75 | 0.83 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 0.80 | 0.80 | 1.00 |\n| endothelial cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 1.00 | 1.00 |"
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  "ENSG00000026751",
98
- "ENSG00000027001",
99
  "ENSG00000028277",
100
  "ENSG00000028310",
101
  "ENSG00000029993",
@@ -103,14 +97,13 @@
103
  "ENSG00000031698",
104
  "ENSG00000032389",
105
  "ENSG00000033011",
106
- "ENSG00000033030",
107
- "ENSG00000033100",
108
  "ENSG00000034152",
109
  "ENSG00000034971",
110
  "ENSG00000035499",
111
  "ENSG00000036473",
112
  "ENSG00000036530",
113
  "ENSG00000037474",
 
114
  "ENSG00000038002",
115
  "ENSG00000039139",
116
  "ENSG00000039560",
@@ -188,7 +181,6 @@
188
  "ENSG00000065600",
189
  "ENSG00000065618",
190
  "ENSG00000065621",
191
- "ENSG00000065665",
192
  "ENSG00000065970",
193
  "ENSG00000066185",
194
  "ENSG00000066230",
@@ -226,9 +218,7 @@
226
  "ENSG00000069956",
227
  "ENSG00000070190",
228
  "ENSG00000070495",
229
- "ENSG00000070610",
230
  "ENSG00000070669",
231
- "ENSG00000070718",
232
  "ENSG00000070761",
233
  "ENSG00000070950",
234
  "ENSG00000071575",
@@ -241,7 +231,6 @@
241
  "ENSG00000072315",
242
  "ENSG00000072422",
243
  "ENSG00000072571",
244
- "ENSG00000072694",
245
  "ENSG00000072756",
246
  "ENSG00000072786",
247
  "ENSG00000072818",
@@ -294,6 +283,7 @@
294
  "ENSG00000078304",
295
  "ENSG00000078401",
296
  "ENSG00000078589",
 
297
  "ENSG00000078900",
298
  "ENSG00000079385",
299
  "ENSG00000079459",
@@ -312,7 +302,6 @@
312
  "ENSG00000081277",
313
  "ENSG00000081386",
314
  "ENSG00000081721",
315
- "ENSG00000081818",
316
  "ENSG00000081853",
317
  "ENSG00000082146",
318
  "ENSG00000082497",
@@ -399,7 +388,6 @@
399
  "ENSG00000091137",
400
  "ENSG00000091181",
401
  "ENSG00000091490",
402
- "ENSG00000091542",
403
  "ENSG00000091622",
404
  "ENSG00000091651",
405
  "ENSG00000091732",
@@ -411,7 +399,6 @@
411
  "ENSG00000092295",
412
  "ENSG00000092445",
413
  "ENSG00000092820",
414
- "ENSG00000092847",
415
  "ENSG00000092853",
416
  "ENSG00000092871",
417
  "ENSG00000092931",
@@ -494,14 +481,12 @@
494
  "ENSG00000100625",
495
  "ENSG00000100721",
496
  "ENSG00000100739",
497
- "ENSG00000100749",
498
  "ENSG00000100888",
499
  "ENSG00000100889",
500
  "ENSG00000100906",
501
  "ENSG00000100908",
502
  "ENSG00000100918",
503
  "ENSG00000100982",
504
- "ENSG00000100983",
505
  "ENSG00000101004",
506
  "ENSG00000101019",
507
  "ENSG00000101079",
@@ -528,7 +513,6 @@
528
  "ENSG00000101608",
529
  "ENSG00000101654",
530
  "ENSG00000101670",
531
- "ENSG00000101825",
532
  "ENSG00000101844",
533
  "ENSG00000101850",
534
  "ENSG00000101888",
@@ -546,7 +530,6 @@
546
  "ENSG00000102312",
547
  "ENSG00000102383",
548
  "ENSG00000102393",
549
- "ENSG00000102452",
550
  "ENSG00000102468",
551
  "ENSG00000102471",
552
  "ENSG00000102678",
@@ -564,6 +547,7 @@
564
  "ENSG00000102924",
565
  "ENSG00000102967",
566
  "ENSG00000102981",
 
567
  "ENSG00000103034",
568
  "ENSG00000103043",
569
  "ENSG00000103044",
@@ -572,15 +556,12 @@
572
  "ENSG00000103160",
573
  "ENSG00000103196",
574
  "ENSG00000103241",
575
- "ENSG00000103248",
576
  "ENSG00000103356",
577
  "ENSG00000103365",
578
  "ENSG00000103415",
579
  "ENSG00000103429",
580
- "ENSG00000103460",
581
  "ENSG00000103494",
582
  "ENSG00000103496",
583
- "ENSG00000103522",
584
  "ENSG00000103528",
585
  "ENSG00000103540",
586
  "ENSG00000103591",
@@ -601,7 +582,6 @@
601
  "ENSG00000104432",
602
  "ENSG00000104442",
603
  "ENSG00000104518",
604
- "ENSG00000104626",
605
  "ENSG00000104635",
606
  "ENSG00000104738",
607
  "ENSG00000104774",
@@ -620,7 +600,6 @@
620
  "ENSG00000104980",
621
  "ENSG00000105011",
622
  "ENSG00000105146",
623
- "ENSG00000105171",
624
  "ENSG00000105173",
625
  "ENSG00000105227",
626
  "ENSG00000105229",
@@ -628,10 +607,10 @@
628
  "ENSG00000105290",
629
  "ENSG00000105298",
630
  "ENSG00000105352",
 
631
  "ENSG00000105374",
632
  "ENSG00000105376",
633
  "ENSG00000105383",
634
- "ENSG00000105397",
635
  "ENSG00000105486",
636
  "ENSG00000105499",
637
  "ENSG00000105509",
@@ -648,19 +627,18 @@
648
  "ENSG00000105819",
649
  "ENSG00000105835",
650
  "ENSG00000105855",
651
- "ENSG00000105865",
652
  "ENSG00000105875",
653
  "ENSG00000105889",
 
654
  "ENSG00000105974",
655
  "ENSG00000105976",
656
  "ENSG00000105996",
657
  "ENSG00000106013",
658
  "ENSG00000106025",
659
- "ENSG00000106049",
660
  "ENSG00000106077",
661
  "ENSG00000106086",
 
662
  "ENSG00000106236",
663
- "ENSG00000106258",
664
  "ENSG00000106278",
665
  "ENSG00000106290",
666
  "ENSG00000106299",
@@ -685,14 +663,12 @@
685
  "ENSG00000107021",
686
  "ENSG00000107140",
687
  "ENSG00000107147",
688
- "ENSG00000107164",
689
  "ENSG00000107175",
690
  "ENSG00000107185",
691
  "ENSG00000107331",
692
  "ENSG00000107338",
693
  "ENSG00000107438",
694
  "ENSG00000107485",
695
- "ENSG00000107731",
696
  "ENSG00000107736",
697
  "ENSG00000107742",
698
  "ENSG00000107745",
@@ -701,7 +677,6 @@
701
  "ENSG00000107796",
702
  "ENSG00000107815",
703
  "ENSG00000107821",
704
- "ENSG00000107829",
705
  "ENSG00000107833",
706
  "ENSG00000107984",
707
  "ENSG00000108091",
@@ -709,6 +684,7 @@
709
  "ENSG00000108342",
710
  "ENSG00000108370",
711
  "ENSG00000108423",
 
712
  "ENSG00000108469",
713
  "ENSG00000108511",
714
  "ENSG00000108515",
@@ -738,6 +714,7 @@
738
  "ENSG00000109501",
739
  "ENSG00000109519",
740
  "ENSG00000109576",
 
741
  "ENSG00000109738",
742
  "ENSG00000109743",
743
  "ENSG00000109846",
@@ -749,16 +726,13 @@
749
  "ENSG00000110042",
750
  "ENSG00000110048",
751
  "ENSG00000110060",
752
- "ENSG00000110074",
753
  "ENSG00000110076",
754
  "ENSG00000110077",
755
  "ENSG00000110079",
756
  "ENSG00000110104",
757
  "ENSG00000110169",
758
- "ENSG00000110172",
759
  "ENSG00000110324",
760
  "ENSG00000110427",
761
- "ENSG00000110455",
762
  "ENSG00000110514",
763
  "ENSG00000110583",
764
  "ENSG00000110619",
@@ -778,7 +752,6 @@
778
  "ENSG00000111247",
779
  "ENSG00000111261",
780
  "ENSG00000111291",
781
- "ENSG00000111300",
782
  "ENSG00000111319",
783
  "ENSG00000111331",
784
  "ENSG00000111335",
@@ -805,13 +778,11 @@
805
  "ENSG00000111725",
806
  "ENSG00000111729",
807
  "ENSG00000111796",
808
- "ENSG00000112029",
809
  "ENSG00000112053",
810
  "ENSG00000112139",
811
  "ENSG00000112149",
812
  "ENSG00000112167",
813
  "ENSG00000112175",
814
- "ENSG00000112208",
815
  "ENSG00000112218",
816
  "ENSG00000112276",
817
  "ENSG00000112282",
@@ -830,15 +801,13 @@
830
  "ENSG00000112851",
831
  "ENSG00000112855",
832
  "ENSG00000112877",
 
833
  "ENSG00000112981",
834
  "ENSG00000112996",
835
  "ENSG00000113088",
836
  "ENSG00000113119",
837
  "ENSG00000113161",
838
- "ENSG00000113209",
839
- "ENSG00000113212",
840
  "ENSG00000113231",
841
- "ENSG00000113248",
842
  "ENSG00000113263",
843
  "ENSG00000113272",
844
  "ENSG00000113296",
@@ -857,7 +826,6 @@
857
  "ENSG00000113924",
858
  "ENSG00000114098",
859
  "ENSG00000114166",
860
- "ENSG00000114378",
861
  "ENSG00000114388",
862
  "ENSG00000114439",
863
  "ENSG00000114491",
@@ -876,12 +844,9 @@
876
  "ENSG00000115085",
877
  "ENSG00000115137",
878
  "ENSG00000115138",
879
- "ENSG00000115145",
880
  "ENSG00000115163",
881
  "ENSG00000115165",
882
- "ENSG00000115170",
883
  "ENSG00000115211",
884
- "ENSG00000115216",
885
  "ENSG00000115267",
886
  "ENSG00000115274",
887
  "ENSG00000115282",
@@ -909,7 +874,6 @@
909
  "ENSG00000116205",
910
  "ENSG00000116337",
911
  "ENSG00000116525",
912
- "ENSG00000116574",
913
  "ENSG00000116663",
914
  "ENSG00000116675",
915
  "ENSG00000116711",
@@ -972,7 +936,6 @@
972
  "ENSG00000119392",
973
  "ENSG00000119401",
974
  "ENSG00000119408",
975
- "ENSG00000119508",
976
  "ENSG00000119599",
977
  "ENSG00000119638",
978
  "ENSG00000119684",
@@ -995,9 +958,6 @@
995
  "ENSG00000120129",
996
  "ENSG00000120137",
997
  "ENSG00000120217",
998
- "ENSG00000120256",
999
- "ENSG00000120324",
1000
- "ENSG00000120327",
1001
  "ENSG00000120437",
1002
  "ENSG00000120440",
1003
  "ENSG00000120458",
@@ -1025,6 +985,7 @@
1025
  "ENSG00000121807",
1026
  "ENSG00000121897",
1027
  "ENSG00000121903",
 
1028
  "ENSG00000121966",
1029
  "ENSG00000122034",
1030
  "ENSG00000122122",
@@ -1041,7 +1002,6 @@
1041
  "ENSG00000122696",
1042
  "ENSG00000122711",
1043
  "ENSG00000122778",
1044
- "ENSG00000122783",
1045
  "ENSG00000122861",
1046
  "ENSG00000122862",
1047
  "ENSG00000122877",
@@ -1076,7 +1036,6 @@
1076
  "ENSG00000124257",
1077
  "ENSG00000124279",
1078
  "ENSG00000124508",
1079
- "ENSG00000124523",
1080
  "ENSG00000124532",
1081
  "ENSG00000124575",
1082
  "ENSG00000124587",
@@ -1104,6 +1063,7 @@
1104
  "ENSG00000125384",
1105
  "ENSG00000125434",
1106
  "ENSG00000125445",
 
1107
  "ENSG00000125454",
1108
  "ENSG00000125457",
1109
  "ENSG00000125505",
@@ -1113,10 +1073,10 @@
1113
  "ENSG00000125630",
1114
  "ENSG00000125650",
1115
  "ENSG00000125726",
 
1116
  "ENSG00000125731",
1117
  "ENSG00000125775",
1118
  "ENSG00000125779",
1119
- "ENSG00000125812",
1120
  "ENSG00000125814",
1121
  "ENSG00000125848",
1122
  "ENSG00000125869",
@@ -1148,6 +1108,7 @@
1148
  "ENSG00000127329",
1149
  "ENSG00000127364",
1150
  "ENSG00000127399",
 
1151
  "ENSG00000127463",
1152
  "ENSG00000127526",
1153
  "ENSG00000127530",
@@ -1175,13 +1136,13 @@
1175
  "ENSG00000128298",
1176
  "ENSG00000128340",
1177
  "ENSG00000128342",
 
1178
  "ENSG00000128394",
1179
  "ENSG00000128408",
1180
  "ENSG00000128482",
1181
  "ENSG00000128578",
1182
  "ENSG00000128590",
1183
  "ENSG00000128591",
1184
- "ENSG00000128606",
1185
  "ENSG00000128645",
1186
  "ENSG00000128656",
1187
  "ENSG00000128917",
@@ -1200,10 +1161,9 @@
1200
  "ENSG00000129465",
1201
  "ENSG00000129472",
1202
  "ENSG00000129538",
1203
- "ENSG00000129596",
1204
  "ENSG00000129810",
1205
  "ENSG00000129988",
1206
- "ENSG00000129990",
1207
  "ENSG00000130032",
1208
  "ENSG00000130035",
1209
  "ENSG00000130037",
@@ -1230,7 +1190,6 @@
1230
  "ENSG00000130703",
1231
  "ENSG00000130714",
1232
  "ENSG00000130733",
1233
- "ENSG00000130734",
1234
  "ENSG00000130766",
1235
  "ENSG00000130768",
1236
  "ENSG00000130803",
@@ -1279,14 +1238,11 @@
1279
  "ENSG00000132313",
1280
  "ENSG00000132329",
1281
  "ENSG00000132330",
1282
- "ENSG00000132383",
1283
- "ENSG00000132406",
1284
  "ENSG00000132423",
1285
  "ENSG00000132436",
1286
  "ENSG00000132465",
1287
  "ENSG00000132475",
1288
  "ENSG00000132478",
1289
- "ENSG00000132514",
1290
  "ENSG00000132554",
1291
  "ENSG00000132563",
1292
  "ENSG00000132603",
@@ -1411,7 +1367,6 @@
1411
  "ENSG00000135914",
1412
  "ENSG00000135917",
1413
  "ENSG00000135919",
1414
- "ENSG00000135931",
1415
  "ENSG00000135966",
1416
  "ENSG00000135968",
1417
  "ENSG00000136011",
@@ -1422,7 +1377,6 @@
1422
  "ENSG00000136122",
1423
  "ENSG00000136152",
1424
  "ENSG00000136167",
1425
- "ENSG00000136213",
1426
  "ENSG00000136244",
1427
  "ENSG00000136247",
1428
  "ENSG00000136250",
@@ -1435,7 +1389,6 @@
1435
  "ENSG00000136463",
1436
  "ENSG00000136514",
1437
  "ENSG00000136518",
1438
- "ENSG00000136546",
1439
  "ENSG00000136710",
1440
  "ENSG00000136754",
1441
  "ENSG00000136856",
@@ -1458,7 +1411,6 @@
1458
  "ENSG00000137185",
1459
  "ENSG00000137198",
1460
  "ENSG00000137221",
1461
- "ENSG00000137225",
1462
  "ENSG00000137265",
1463
  "ENSG00000137310",
1464
  "ENSG00000137338",
@@ -1512,13 +1464,11 @@
1512
  "ENSG00000138375",
1513
  "ENSG00000138395",
1514
  "ENSG00000138435",
1515
- "ENSG00000138463",
1516
  "ENSG00000138587",
1517
  "ENSG00000138614",
1518
  "ENSG00000138642",
1519
  "ENSG00000138650",
1520
  "ENSG00000138658",
1521
- "ENSG00000138678",
1522
  "ENSG00000138688",
1523
  "ENSG00000138696",
1524
  "ENSG00000138722",
@@ -1527,7 +1477,6 @@
1527
  "ENSG00000138771",
1528
  "ENSG00000138795",
1529
  "ENSG00000138802",
1530
- "ENSG00000138821",
1531
  "ENSG00000138835",
1532
  "ENSG00000138964",
1533
  "ENSG00000139131",
@@ -1538,7 +1487,6 @@
1538
  "ENSG00000139187",
1539
  "ENSG00000139190",
1540
  "ENSG00000139193",
1541
- "ENSG00000139197",
1542
  "ENSG00000139209",
1543
  "ENSG00000139266",
1544
  "ENSG00000139291",
@@ -1551,7 +1499,6 @@
1551
  "ENSG00000139517",
1552
  "ENSG00000139531",
1553
  "ENSG00000139549",
1554
- "ENSG00000139597",
1555
  "ENSG00000139629",
1556
  "ENSG00000139644",
1557
  "ENSG00000139714",
@@ -1591,7 +1538,6 @@
1591
  "ENSG00000140848",
1592
  "ENSG00000140853",
1593
  "ENSG00000140873",
1594
- "ENSG00000140945",
1595
  "ENSG00000140968",
1596
  "ENSG00000140987",
1597
  "ENSG00000141026",
@@ -1611,11 +1557,11 @@
1611
  "ENSG00000141569",
1612
  "ENSG00000141577",
1613
  "ENSG00000141579",
 
1614
  "ENSG00000141642",
1615
  "ENSG00000141646",
1616
  "ENSG00000141682",
1617
  "ENSG00000141744",
1618
- "ENSG00000141854",
1619
  "ENSG00000141934",
1620
  "ENSG00000141968",
1621
  "ENSG00000142002",
@@ -1669,9 +1615,7 @@
1669
  "ENSG00000143412",
1670
  "ENSG00000143494",
1671
  "ENSG00000143498",
1672
- "ENSG00000143546",
1673
  "ENSG00000143590",
1674
- "ENSG00000143603",
1675
  "ENSG00000143669",
1676
  "ENSG00000143740",
1677
  "ENSG00000143751",
@@ -1698,7 +1642,6 @@
1698
  "ENSG00000144406",
1699
  "ENSG00000144468",
1700
  "ENSG00000144485",
1701
- "ENSG00000144554",
1702
  "ENSG00000144596",
1703
  "ENSG00000144597",
1704
  "ENSG00000144635",
@@ -1720,7 +1663,6 @@
1720
  "ENSG00000145214",
1721
  "ENSG00000145220",
1722
  "ENSG00000145241",
1723
- "ENSG00000145287",
1724
  "ENSG00000145335",
1725
  "ENSG00000145354",
1726
  "ENSG00000145386",
@@ -1731,7 +1673,6 @@
1731
  "ENSG00000145569",
1732
  "ENSG00000145649",
1733
  "ENSG00000145675",
1734
- "ENSG00000145700",
1735
  "ENSG00000145708",
1736
  "ENSG00000145723",
1737
  "ENSG00000145777",
@@ -1748,7 +1689,6 @@
1748
  "ENSG00000146109",
1749
  "ENSG00000146112",
1750
  "ENSG00000146197",
1751
- "ENSG00000146205",
1752
  "ENSG00000146232",
1753
  "ENSG00000146233",
1754
  "ENSG00000146263",
@@ -1762,7 +1702,6 @@
1762
  "ENSG00000146587",
1763
  "ENSG00000146670",
1764
  "ENSG00000146674",
1765
- "ENSG00000146733",
1766
  "ENSG00000146809",
1767
  "ENSG00000146839",
1768
  "ENSG00000146856",
@@ -1784,16 +1723,17 @@
1784
  "ENSG00000147573",
1785
  "ENSG00000147604",
1786
  "ENSG00000147606",
1787
- "ENSG00000147642",
1788
  "ENSG00000147647",
1789
  "ENSG00000147852",
1790
  "ENSG00000147872",
1791
  "ENSG00000147874",
1792
  "ENSG00000147889",
 
1793
  "ENSG00000148019",
1794
  "ENSG00000148057",
1795
  "ENSG00000148090",
1796
  "ENSG00000148175",
 
1797
  "ENSG00000148187",
1798
  "ENSG00000148218",
1799
  "ENSG00000148229",
@@ -1814,6 +1754,7 @@
1814
  "ENSG00000148926",
1815
  "ENSG00000149016",
1816
  "ENSG00000149054",
 
1817
  "ENSG00000149243",
1818
  "ENSG00000149269",
1819
  "ENSG00000149273",
@@ -1829,7 +1770,6 @@
1829
  "ENSG00000149548",
1830
  "ENSG00000149554",
1831
  "ENSG00000149573",
1832
- "ENSG00000149577",
1833
  "ENSG00000149582",
1834
  "ENSG00000149591",
1835
  "ENSG00000149599",
@@ -1843,7 +1783,6 @@
1843
  "ENSG00000150510",
1844
  "ENSG00000150625",
1845
  "ENSG00000150637",
1846
- "ENSG00000150712",
1847
  "ENSG00000150722",
1848
  "ENSG00000150750",
1849
  "ENSG00000150756",
@@ -1868,12 +1807,12 @@
1868
  "ENSG00000151834",
1869
  "ENSG00000151882",
1870
  "ENSG00000151883",
1871
- "ENSG00000151967",
1872
  "ENSG00000152076",
1873
  "ENSG00000152154",
1874
  "ENSG00000152193",
1875
  "ENSG00000152207",
1876
  "ENSG00000152213",
 
1877
  "ENSG00000152256",
1878
  "ENSG00000152291",
1879
  "ENSG00000152380",
@@ -1884,7 +1823,6 @@
1884
  "ENSG00000152582",
1885
  "ENSG00000152583",
1886
  "ENSG00000152661",
1887
- "ENSG00000152700",
1888
  "ENSG00000152749",
1889
  "ENSG00000152760",
1890
  "ENSG00000152778",
@@ -1893,6 +1831,7 @@
1893
  "ENSG00000152785",
1894
  "ENSG00000152904",
1895
  "ENSG00000152931",
 
1896
  "ENSG00000152939",
1897
  "ENSG00000152952",
1898
  "ENSG00000152969",
@@ -1935,17 +1874,14 @@
1935
  "ENSG00000154917",
1936
  "ENSG00000154920",
1937
  "ENSG00000155011",
1938
- "ENSG00000155085",
1939
  "ENSG00000155090",
1940
  "ENSG00000155099",
1941
- "ENSG00000155158",
1942
  "ENSG00000155252",
1943
  "ENSG00000155265",
1944
  "ENSG00000155287",
1945
  "ENSG00000155304",
1946
  "ENSG00000155363",
1947
  "ENSG00000155465",
1948
- "ENSG00000155545",
1949
  "ENSG00000155629",
1950
  "ENSG00000155657",
1951
  "ENSG00000155659",
@@ -1999,7 +1935,6 @@
1999
  "ENSG00000157456",
2000
  "ENSG00000157470",
2001
  "ENSG00000157514",
2002
- "ENSG00000157538",
2003
  "ENSG00000157578",
2004
  "ENSG00000157693",
2005
  "ENSG00000157766",
@@ -2015,11 +1950,9 @@
2015
  "ENSG00000158296",
2016
  "ENSG00000158301",
2017
  "ENSG00000158423",
2018
- "ENSG00000158427",
2019
  "ENSG00000158457",
2020
  "ENSG00000158473",
2021
  "ENSG00000158481",
2022
- "ENSG00000158483",
2023
  "ENSG00000158486",
2024
  "ENSG00000158517",
2025
  "ENSG00000158528",
@@ -2054,10 +1987,9 @@
2054
  "ENSG00000159445",
2055
  "ENSG00000159496",
2056
  "ENSG00000159588",
2057
- "ENSG00000159596",
2058
  "ENSG00000159618",
 
2059
  "ENSG00000159674",
2060
- "ENSG00000159713",
2061
  "ENSG00000159753",
2062
  "ENSG00000159871",
2063
  "ENSG00000159873",
@@ -2087,8 +2019,6 @@
2087
  "ENSG00000160588",
2088
  "ENSG00000160593",
2089
  "ENSG00000160654",
2090
- "ENSG00000160695",
2091
- "ENSG00000160767",
2092
  "ENSG00000160781",
2093
  "ENSG00000160789",
2094
  "ENSG00000160791",
@@ -2104,7 +2034,6 @@
2104
  "ENSG00000160959",
2105
  "ENSG00000161011",
2106
  "ENSG00000161031",
2107
- "ENSG00000161036",
2108
  "ENSG00000161055",
2109
  "ENSG00000161249",
2110
  "ENSG00000161267",
@@ -2118,13 +2047,13 @@
2118
  "ENSG00000161921",
2119
  "ENSG00000161940",
2120
  "ENSG00000161958",
2121
- "ENSG00000161980",
2122
  "ENSG00000162063",
2123
  "ENSG00000162065",
2124
  "ENSG00000162073",
2125
  "ENSG00000162086",
2126
  "ENSG00000162105",
2127
  "ENSG00000162139",
 
2128
  "ENSG00000162194",
2129
  "ENSG00000162231",
2130
  "ENSG00000162267",
@@ -2140,13 +2069,11 @@
2140
  "ENSG00000162433",
2141
  "ENSG00000162437",
2142
  "ENSG00000162461",
2143
- "ENSG00000162490",
2144
  "ENSG00000162511",
2145
  "ENSG00000162571",
2146
  "ENSG00000162572",
2147
  "ENSG00000162595",
2148
  "ENSG00000162600",
2149
- "ENSG00000162607",
2150
  "ENSG00000162616",
2151
  "ENSG00000162620",
2152
  "ENSG00000162630",
@@ -2167,11 +2094,11 @@
2167
  "ENSG00000162817",
2168
  "ENSG00000162836",
2169
  "ENSG00000162843",
2170
- "ENSG00000162851",
2171
  "ENSG00000162877",
2172
  "ENSG00000162894",
2173
  "ENSG00000162913",
2174
  "ENSG00000162923",
 
2175
  "ENSG00000162971",
2176
  "ENSG00000162972",
2177
  "ENSG00000162981",
@@ -2195,7 +2122,6 @@
2195
  "ENSG00000163467",
2196
  "ENSG00000163472",
2197
  "ENSG00000163481",
2198
- "ENSG00000163507",
2199
  "ENSG00000163508",
2200
  "ENSG00000163516",
2201
  "ENSG00000163519",
@@ -2229,7 +2155,6 @@
2229
  "ENSG00000163923",
2230
  "ENSG00000163933",
2231
  "ENSG00000163935",
2232
- "ENSG00000163938",
2233
  "ENSG00000163959",
2234
  "ENSG00000163960",
2235
  "ENSG00000163993",
@@ -2242,6 +2167,7 @@
2242
  "ENSG00000164078",
2243
  "ENSG00000164081",
2244
  "ENSG00000164088",
 
2245
  "ENSG00000164099",
2246
  "ENSG00000164104",
2247
  "ENSG00000164109",
@@ -2268,7 +2194,6 @@
2268
  "ENSG00000164535",
2269
  "ENSG00000164543",
2270
  "ENSG00000164574",
2271
- "ENSG00000164591",
2272
  "ENSG00000164604",
2273
  "ENSG00000164611",
2274
  "ENSG00000164663",
@@ -2308,7 +2233,6 @@
2308
  "ENSG00000165457",
2309
  "ENSG00000165474",
2310
  "ENSG00000165480",
2311
- "ENSG00000165495",
2312
  "ENSG00000165507",
2313
  "ENSG00000165511",
2314
  "ENSG00000165526",
@@ -2325,6 +2249,7 @@
2325
  "ENSG00000165816",
2326
  "ENSG00000165821",
2327
  "ENSG00000165832",
 
2328
  "ENSG00000165899",
2329
  "ENSG00000165934",
2330
  "ENSG00000165943",
@@ -2346,7 +2271,6 @@
2346
  "ENSG00000166317",
2347
  "ENSG00000166349",
2348
  "ENSG00000166387",
2349
- "ENSG00000166401",
2350
  "ENSG00000166432",
2351
  "ENSG00000166455",
2352
  "ENSG00000166477",
@@ -2366,14 +2290,12 @@
2366
  "ENSG00000166788",
2367
  "ENSG00000166793",
2368
  "ENSG00000166803",
2369
- "ENSG00000166813",
2370
  "ENSG00000166816",
2371
  "ENSG00000166821",
2372
  "ENSG00000166845",
2373
  "ENSG00000166851",
2374
  "ENSG00000166860",
2375
  "ENSG00000166881",
2376
- "ENSG00000166896",
2377
  "ENSG00000166900",
2378
  "ENSG00000166908",
2379
  "ENSG00000166923",
@@ -2393,7 +2315,6 @@
2393
  "ENSG00000167186",
2394
  "ENSG00000167207",
2395
  "ENSG00000167208",
2396
- "ENSG00000167216",
2397
  "ENSG00000167280",
2398
  "ENSG00000167281",
2399
  "ENSG00000167286",
@@ -2407,7 +2328,6 @@
2407
  "ENSG00000167554",
2408
  "ENSG00000167588",
2409
  "ENSG00000167604",
2410
- "ENSG00000167608",
2411
  "ENSG00000167634",
2412
  "ENSG00000167635",
2413
  "ENSG00000167637",
@@ -2444,6 +2364,7 @@
2444
  "ENSG00000168301",
2445
  "ENSG00000168310",
2446
  "ENSG00000168350",
 
2447
  "ENSG00000168393",
2448
  "ENSG00000168394",
2449
  "ENSG00000168404",
@@ -2455,7 +2376,6 @@
2455
  "ENSG00000168496",
2456
  "ENSG00000168502",
2457
  "ENSG00000168528",
2458
- "ENSG00000168566",
2459
  "ENSG00000168591",
2460
  "ENSG00000168612",
2461
  "ENSG00000168646",
@@ -2484,7 +2404,6 @@
2484
  "ENSG00000169247",
2485
  "ENSG00000169251",
2486
  "ENSG00000169258",
2487
- "ENSG00000169359",
2488
  "ENSG00000169375",
2489
  "ENSG00000169385",
2490
  "ENSG00000169410",
@@ -2500,23 +2419,21 @@
2500
  "ENSG00000169896",
2501
  "ENSG00000169908",
2502
  "ENSG00000169951",
2503
- "ENSG00000169955",
2504
  "ENSG00000169964",
2505
  "ENSG00000170011",
2506
  "ENSG00000170085",
2507
  "ENSG00000170100",
2508
  "ENSG00000170160",
 
2509
  "ENSG00000170175",
2510
  "ENSG00000170222",
2511
  "ENSG00000170290",
2512
  "ENSG00000170312",
2513
  "ENSG00000170323",
2514
  "ENSG00000170345",
2515
- "ENSG00000170381",
2516
  "ENSG00000170382",
2517
  "ENSG00000170385",
2518
  "ENSG00000170421",
2519
- "ENSG00000170425",
2520
  "ENSG00000170468",
2521
  "ENSG00000170469",
2522
  "ENSG00000170476",
@@ -2534,6 +2451,7 @@
2534
  "ENSG00000170779",
2535
  "ENSG00000170791",
2536
  "ENSG00000170807",
 
2537
  "ENSG00000170891",
2538
  "ENSG00000170915",
2539
  "ENSG00000170917",
@@ -2559,6 +2477,7 @@
2559
  "ENSG00000171451",
2560
  "ENSG00000171469",
2561
  "ENSG00000171476",
 
2562
  "ENSG00000171503",
2563
  "ENSG00000171509",
2564
  "ENSG00000171522",
@@ -2569,7 +2488,6 @@
2569
  "ENSG00000171631",
2570
  "ENSG00000171649",
2571
  "ENSG00000171680",
2572
- "ENSG00000171700",
2573
  "ENSG00000171703",
2574
  "ENSG00000171714",
2575
  "ENSG00000171720",
@@ -2588,7 +2506,6 @@
2588
  "ENSG00000172031",
2589
  "ENSG00000172046",
2590
  "ENSG00000172116",
2591
- "ENSG00000172123",
2592
  "ENSG00000172175",
2593
  "ENSG00000172183",
2594
  "ENSG00000172209",
@@ -2623,12 +2540,12 @@
2623
  "ENSG00000172819",
2624
  "ENSG00000172893",
2625
  "ENSG00000172943",
 
2626
  "ENSG00000173085",
2627
  "ENSG00000173110",
2628
  "ENSG00000173114",
2629
  "ENSG00000173137",
2630
  "ENSG00000173156",
2631
- "ENSG00000173175",
2632
  "ENSG00000173198",
2633
  "ENSG00000173200",
2634
  "ENSG00000173221",
@@ -2659,7 +2576,6 @@
2659
  "ENSG00000173894",
2660
  "ENSG00000173991",
2661
  "ENSG00000174007",
2662
- "ENSG00000174032",
2663
  "ENSG00000174123",
2664
  "ENSG00000174137",
2665
  "ENSG00000174175",
@@ -2705,10 +2621,10 @@
2705
  "ENSG00000175264",
2706
  "ENSG00000175283",
2707
  "ENSG00000175322",
2708
- "ENSG00000175348",
2709
  "ENSG00000175352",
2710
  "ENSG00000175356",
2711
  "ENSG00000175414",
 
2712
  "ENSG00000175449",
2713
  "ENSG00000175489",
2714
  "ENSG00000175536",
@@ -2717,7 +2633,6 @@
2717
  "ENSG00000175567",
2718
  "ENSG00000175581",
2719
  "ENSG00000175592",
2720
- "ENSG00000175606",
2721
  "ENSG00000175691",
2722
  "ENSG00000175727",
2723
  "ENSG00000175782",
@@ -2750,7 +2665,6 @@
2750
  "ENSG00000176928",
2751
  "ENSG00000176945",
2752
  "ENSG00000176953",
2753
- "ENSG00000177025",
2754
  "ENSG00000177054",
2755
  "ENSG00000177098",
2756
  "ENSG00000177105",
@@ -2783,6 +2697,7 @@
2783
  "ENSG00000177943",
2784
  "ENSG00000177946",
2785
  "ENSG00000177963",
 
2786
  "ENSG00000177993",
2787
  "ENSG00000178015",
2788
  "ENSG00000178026",
@@ -2799,9 +2714,9 @@
2799
  "ENSG00000178295",
2800
  "ENSG00000178343",
2801
  "ENSG00000178386",
2802
- "ENSG00000178409",
2803
  "ENSG00000178425",
2804
  "ENSG00000178445",
 
2805
  "ENSG00000178460",
2806
  "ENSG00000178538",
2807
  "ENSG00000178562",
@@ -2816,7 +2731,6 @@
2816
  "ENSG00000178878",
2817
  "ENSG00000178927",
2818
  "ENSG00000178966",
2819
- "ENSG00000178977",
2820
  "ENSG00000178999",
2821
  "ENSG00000179021",
2822
  "ENSG00000179044",
@@ -2832,6 +2746,7 @@
2832
  "ENSG00000179431",
2833
  "ENSG00000179523",
2834
  "ENSG00000179562",
 
2835
  "ENSG00000179598",
2836
  "ENSG00000179627",
2837
  "ENSG00000179630",
@@ -2874,6 +2789,7 @@
2874
  "ENSG00000180712",
2875
  "ENSG00000180730",
2876
  "ENSG00000180739",
 
2877
  "ENSG00000180815",
2878
  "ENSG00000180855",
2879
  "ENSG00000180871",
@@ -2886,6 +2802,7 @@
2886
  "ENSG00000181045",
2887
  "ENSG00000181104",
2888
  "ENSG00000181143",
 
2889
  "ENSG00000181264",
2890
  "ENSG00000181333",
2891
  "ENSG00000181374",
@@ -2905,7 +2822,6 @@
2905
  "ENSG00000182013",
2906
  "ENSG00000182054",
2907
  "ENSG00000182107",
2908
- "ENSG00000182108",
2909
  "ENSG00000182118",
2910
  "ENSG00000182134",
2911
  "ENSG00000182173",
@@ -2935,6 +2851,7 @@
2935
  "ENSG00000182872",
2936
  "ENSG00000182885",
2937
  "ENSG00000182902",
 
2938
  "ENSG00000182985",
2939
  "ENSG00000183036",
2940
  "ENSG00000183044",
@@ -2959,7 +2876,6 @@
2959
  "ENSG00000183665",
2960
  "ENSG00000183671",
2961
  "ENSG00000183682",
2962
- "ENSG00000183688",
2963
  "ENSG00000183691",
2964
  "ENSG00000183723",
2965
  "ENSG00000183763",
@@ -2981,6 +2897,7 @@
2981
  "ENSG00000184292",
2982
  "ENSG00000184307",
2983
  "ENSG00000184378",
 
2984
  "ENSG00000184445",
2985
  "ENSG00000184454",
2986
  "ENSG00000184465",
@@ -3044,7 +2961,6 @@
3044
  "ENSG00000186026",
3045
  "ENSG00000186056",
3046
  "ENSG00000186105",
3047
- "ENSG00000186106",
3048
  "ENSG00000186230",
3049
  "ENSG00000186280",
3050
  "ENSG00000186300",
@@ -3074,11 +2990,11 @@
3074
  "ENSG00000186862",
3075
  "ENSG00000186891",
3076
  "ENSG00000186918",
 
3077
  "ENSG00000187116",
3078
  "ENSG00000187187",
3079
  "ENSG00000187266",
3080
  "ENSG00000187288",
3081
- "ENSG00000187372",
3082
  "ENSG00000187514",
3083
  "ENSG00000187522",
3084
  "ENSG00000187531",
@@ -3092,7 +3008,6 @@
3092
  "ENSG00000187720",
3093
  "ENSG00000187741",
3094
  "ENSG00000187800",
3095
- "ENSG00000187801",
3096
  "ENSG00000187837",
3097
  "ENSG00000187959",
3098
  "ENSG00000187987",
@@ -3126,7 +3041,6 @@
3126
  "ENSG00000188785",
3127
  "ENSG00000188803",
3128
  "ENSG00000188807",
3129
- "ENSG00000188818",
3130
  "ENSG00000188868",
3131
  "ENSG00000188869",
3132
  "ENSG00000188895",
@@ -3144,7 +3058,6 @@
3144
  "ENSG00000189144",
3145
  "ENSG00000189152",
3146
  "ENSG00000189157",
3147
- "ENSG00000189159",
3148
  "ENSG00000189164",
3149
  "ENSG00000189190",
3150
  "ENSG00000189233",
@@ -3172,6 +3085,7 @@
3172
  "ENSG00000196345",
3173
  "ENSG00000196363",
3174
  "ENSG00000196365",
 
3175
  "ENSG00000196388",
3176
  "ENSG00000196418",
3177
  "ENSG00000196421",
@@ -3224,13 +3138,11 @@
3224
  "ENSG00000197279",
3225
  "ENSG00000197296",
3226
  "ENSG00000197299",
3227
- "ENSG00000197301",
3228
  "ENSG00000197360",
3229
  "ENSG00000197385",
3230
  "ENSG00000197417",
3231
  "ENSG00000197467",
3232
  "ENSG00000197471",
3233
- "ENSG00000197520",
3234
  "ENSG00000197565",
3235
  "ENSG00000197566",
3236
  "ENSG00000197579",
@@ -3250,9 +3162,7 @@
3250
  "ENSG00000197769",
3251
  "ENSG00000197779",
3252
  "ENSG00000197782",
3253
- "ENSG00000197816",
3254
  "ENSG00000197822",
3255
- "ENSG00000197841",
3256
  "ENSG00000197857",
3257
  "ENSG00000197885",
3258
  "ENSG00000197889",
@@ -3260,7 +3170,7 @@
3260
  "ENSG00000197915",
3261
  "ENSG00000197928",
3262
  "ENSG00000197933",
3263
- "ENSG00000197935",
3264
  "ENSG00000197992",
3265
  "ENSG00000198039",
3266
  "ENSG00000198046",
@@ -3296,7 +3206,9 @@
3296
  "ENSG00000198691",
3297
  "ENSG00000198712",
3298
  "ENSG00000198727",
 
3299
  "ENSG00000198740",
 
3300
  "ENSG00000198771",
3301
  "ENSG00000198783",
3302
  "ENSG00000198786",
@@ -3328,7 +3240,6 @@
3328
  "ENSG00000198948",
3329
  "ENSG00000198951",
3330
  "ENSG00000198959",
3331
- "ENSG00000203280",
3332
  "ENSG00000203722",
3333
  "ENSG00000203724",
3334
  "ENSG00000203727",
@@ -3341,19 +3252,14 @@
3341
  "ENSG00000203993",
3342
  "ENSG00000204104",
3343
  "ENSG00000204179",
3344
- "ENSG00000204228",
3345
  "ENSG00000204248",
3346
  "ENSG00000204252",
3347
- "ENSG00000204261",
3348
  "ENSG00000204287",
3349
  "ENSG00000204305",
3350
  "ENSG00000204314",
3351
  "ENSG00000204351",
3352
  "ENSG00000204380",
3353
  "ENSG00000204381",
3354
- "ENSG00000204385",
3355
- "ENSG00000204410",
3356
- "ENSG00000204428",
3357
  "ENSG00000204444",
3358
  "ENSG00000204475",
3359
  "ENSG00000204482",
@@ -3363,13 +3269,13 @@
3363
  "ENSG00000204576",
3364
  "ENSG00000204592",
3365
  "ENSG00000204604",
3366
- "ENSG00000204625",
3367
  "ENSG00000204682",
3368
  "ENSG00000204758",
3369
  "ENSG00000204792",
3370
- "ENSG00000204815",
3371
  "ENSG00000204832",
3372
  "ENSG00000204839",
 
3373
  "ENSG00000204859",
3374
  "ENSG00000204882",
3375
  "ENSG00000204923",
@@ -3378,8 +3284,6 @@
3378
  "ENSG00000204954",
3379
  "ENSG00000204978",
3380
  "ENSG00000205038",
3381
- "ENSG00000205045",
3382
- "ENSG00000205060",
3383
  "ENSG00000205133",
3384
  "ENSG00000205250",
3385
  "ENSG00000205277",
@@ -3387,12 +3291,12 @@
3387
  "ENSG00000205413",
3388
  "ENSG00000205436",
3389
  "ENSG00000205542",
3390
- "ENSG00000205562",
3391
  "ENSG00000205593",
3392
  "ENSG00000205744",
3393
  "ENSG00000205784",
3394
  "ENSG00000205791",
3395
  "ENSG00000205809",
 
3396
  "ENSG00000205937",
3397
  "ENSG00000206053",
3398
  "ENSG00000206140",
@@ -3403,10 +3307,6 @@
3403
  "ENSG00000211448",
3404
  "ENSG00000211452",
3405
  "ENSG00000211460",
3406
- "ENSG00000211677",
3407
- "ENSG00000211679",
3408
- "ENSG00000211695",
3409
- "ENSG00000211829",
3410
  "ENSG00000212694",
3411
  "ENSG00000212864",
3412
  "ENSG00000212916",
@@ -3416,14 +3316,11 @@
3416
  "ENSG00000213096",
3417
  "ENSG00000213185",
3418
  "ENSG00000213186",
3419
- "ENSG00000213190",
3420
  "ENSG00000213203",
3421
  "ENSG00000213213",
3422
  "ENSG00000213214",
3423
  "ENSG00000213390",
3424
- "ENSG00000213468",
3425
  "ENSG00000213533",
3426
- "ENSG00000213588",
3427
  "ENSG00000213638",
3428
  "ENSG00000213762",
3429
  "ENSG00000213780",
@@ -3448,19 +3345,17 @@
3448
  "ENSG00000214575",
3449
  "ENSG00000214694",
3450
  "ENSG00000214870",
3451
- "ENSG00000215256",
 
3452
  "ENSG00000215305",
3453
  "ENSG00000215375",
3454
- "ENSG00000215790",
3455
  "ENSG00000215883",
3456
  "ENSG00000215912",
3457
  "ENSG00000216490",
3458
  "ENSG00000218537",
3459
  "ENSG00000219607",
3460
- "ENSG00000221829",
3461
  "ENSG00000221838",
3462
  "ENSG00000221883",
3463
- "ENSG00000221886",
3464
  "ENSG00000221909",
3465
  "ENSG00000221916",
3466
  "ENSG00000221944",
@@ -3468,15 +3363,14 @@
3468
  "ENSG00000221949",
3469
  "ENSG00000221963",
3470
  "ENSG00000221990",
3471
- "ENSG00000222041",
3472
  "ENSG00000223387",
3473
- "ENSG00000223537",
3474
  "ENSG00000223552",
3475
  "ENSG00000223573",
3476
  "ENSG00000223609",
 
3477
  "ENSG00000223658",
3478
  "ENSG00000223685",
3479
- "ENSG00000223813",
3480
  "ENSG00000224020",
3481
  "ENSG00000224023",
3482
  "ENSG00000224046",
@@ -3491,11 +3385,13 @@
3491
  "ENSG00000224903",
3492
  "ENSG00000224934",
3493
  "ENSG00000224958",
3494
- "ENSG00000225083",
3495
  "ENSG00000225177",
3496
  "ENSG00000225190",
3497
  "ENSG00000225194",
3498
  "ENSG00000225234",
 
 
3499
  "ENSG00000225342",
3500
  "ENSG00000225361",
3501
  "ENSG00000225377",
@@ -3504,11 +3400,9 @@
3504
  "ENSG00000225697",
3505
  "ENSG00000225731",
3506
  "ENSG00000225792",
3507
- "ENSG00000225828",
3508
  "ENSG00000225830",
3509
  "ENSG00000225880",
3510
  "ENSG00000225937",
3511
- "ENSG00000225938",
3512
  "ENSG00000225975",
3513
  "ENSG00000225978",
3514
  "ENSG00000226026",
@@ -3521,31 +3415,38 @@
3521
  "ENSG00000226686",
3522
  "ENSG00000226696",
3523
  "ENSG00000226711",
 
3524
  "ENSG00000226808",
 
3525
  "ENSG00000226887",
3526
  "ENSG00000227053",
3527
  "ENSG00000227057",
3528
  "ENSG00000227165",
3529
- "ENSG00000227191",
3530
  "ENSG00000227252",
3531
  "ENSG00000227258",
 
3532
  "ENSG00000227502",
 
3533
  "ENSG00000227544",
3534
  "ENSG00000227591",
3535
  "ENSG00000227630",
3536
  "ENSG00000227896",
3537
- "ENSG00000227946",
3538
- "ENSG00000228060",
3539
  "ENSG00000228065",
 
3540
  "ENSG00000228126",
 
3541
  "ENSG00000228192",
3542
  "ENSG00000228223",
 
3543
  "ENSG00000228288",
3544
  "ENSG00000228293",
3545
  "ENSG00000228350",
 
3546
  "ENSG00000228536",
3547
  "ENSG00000228672",
3548
  "ENSG00000228775",
 
3549
  "ENSG00000229017",
3550
  "ENSG00000229111",
3551
  "ENSG00000229228",
@@ -3555,11 +3456,13 @@
3555
  "ENSG00000229647",
3556
  "ENSG00000229766",
3557
  "ENSG00000229809",
3558
- "ENSG00000230319",
3559
  "ENSG00000230366",
3560
  "ENSG00000230438",
3561
  "ENSG00000230487",
3562
  "ENSG00000230555",
 
 
 
3563
  "ENSG00000230749",
3564
  "ENSG00000230797",
3565
  "ENSG00000230923",
@@ -3571,16 +3474,18 @@
3571
  "ENSG00000231389",
3572
  "ENSG00000231407",
3573
  "ENSG00000231473",
3574
- "ENSG00000231500",
3575
  "ENSG00000231621",
3576
  "ENSG00000231663",
3577
  "ENSG00000231690",
3578
  "ENSG00000231728",
3579
  "ENSG00000231768",
 
3580
  "ENSG00000231770",
3581
  "ENSG00000231890",
3582
  "ENSG00000231908",
3583
  "ENSG00000231943",
 
3584
  "ENSG00000232098",
3585
  "ENSG00000232310",
3586
  "ENSG00000232354",
@@ -3591,15 +3496,14 @@
3591
  "ENSG00000232759",
3592
  "ENSG00000232810",
3593
  "ENSG00000232931",
3594
- "ENSG00000232940",
3595
  "ENSG00000233070",
3596
  "ENSG00000233098",
3597
- "ENSG00000233110",
3598
  "ENSG00000233175",
3599
  "ENSG00000233184",
3600
- "ENSG00000233237",
 
3601
  "ENSG00000233334",
3602
- "ENSG00000233554",
3603
  "ENSG00000233705",
3604
  "ENSG00000233757",
3605
  "ENSG00000233766",
@@ -3613,76 +3517,83 @@
3613
  "ENSG00000234546",
3614
  "ENSG00000234690",
3615
  "ENSG00000234745",
 
3616
  "ENSG00000235016",
3617
  "ENSG00000235092",
3618
  "ENSG00000235098",
3619
- "ENSG00000235106",
3620
  "ENSG00000235109",
3621
  "ENSG00000235159",
3622
  "ENSG00000235162",
3623
  "ENSG00000235194",
 
3624
  "ENSG00000235280",
3625
  "ENSG00000235501",
3626
  "ENSG00000235532",
3627
  "ENSG00000235560",
3628
  "ENSG00000235576",
3629
  "ENSG00000235724",
3630
- "ENSG00000235731",
3631
  "ENSG00000235790",
3632
  "ENSG00000235865",
3633
  "ENSG00000235888",
3634
  "ENSG00000235897",
3635
  "ENSG00000235919",
3636
  "ENSG00000235947",
 
3637
  "ENSG00000236081",
 
3638
  "ENSG00000236104",
3639
- "ENSG00000236120",
3640
  "ENSG00000236144",
3641
  "ENSG00000236213",
3642
- "ENSG00000236305",
3643
  "ENSG00000236404",
3644
  "ENSG00000236526",
3645
  "ENSG00000236699",
 
 
3646
  "ENSG00000236991",
3647
  "ENSG00000237054",
 
3648
  "ENSG00000237181",
3649
  "ENSG00000237248",
3650
  "ENSG00000237328",
 
 
 
3651
  "ENSG00000237637",
3652
- "ENSG00000237742",
3653
  "ENSG00000237781",
3654
- "ENSG00000237807",
3655
  "ENSG00000237883",
3656
  "ENSG00000237949",
3657
  "ENSG00000237976",
3658
  "ENSG00000238057",
3659
  "ENSG00000238121",
3660
  "ENSG00000238160",
3661
- "ENSG00000238164",
3662
  "ENSG00000238227",
3663
  "ENSG00000239306",
 
 
3664
  "ENSG00000239445",
3665
  "ENSG00000239453",
3666
  "ENSG00000239713",
3667
  "ENSG00000240005",
3668
- "ENSG00000240053",
3669
  "ENSG00000240230",
3670
  "ENSG00000240288",
 
 
3671
  "ENSG00000240563",
3672
  "ENSG00000240583",
3673
  "ENSG00000240747",
3674
  "ENSG00000240770",
3675
- "ENSG00000240790",
3676
  "ENSG00000240889",
3677
- "ENSG00000241106",
3678
  "ENSG00000241258",
3679
- "ENSG00000241322",
3680
  "ENSG00000241644",
3681
  "ENSG00000241769",
3682
  "ENSG00000241839",
3683
  "ENSG00000241852",
3684
  "ENSG00000241933",
3685
  "ENSG00000242474",
 
 
3686
  "ENSG00000243156",
3687
  "ENSG00000243224",
3688
  "ENSG00000243414",
@@ -3697,12 +3608,14 @@
3697
  "ENSG00000244694",
3698
  "ENSG00000244734",
3699
  "ENSG00000245017",
 
3700
  "ENSG00000245105",
3701
  "ENSG00000245164",
3702
  "ENSG00000245281",
3703
  "ENSG00000245317",
3704
  "ENSG00000245498",
3705
  "ENSG00000245522",
 
3706
  "ENSG00000245532",
3707
  "ENSG00000245552",
3708
  "ENSG00000245556",
@@ -3726,9 +3639,9 @@
3726
  "ENSG00000247317",
3727
  "ENSG00000247373",
3728
  "ENSG00000247400",
3729
- "ENSG00000247595",
3730
  "ENSG00000247796",
3731
  "ENSG00000247877",
 
3732
  "ENSG00000247950",
3733
  "ENSG00000248008",
3734
  "ENSG00000248049",
@@ -3736,11 +3649,11 @@
3736
  "ENSG00000248323",
3737
  "ENSG00000248483",
3738
  "ENSG00000248485",
3739
- "ENSG00000248538",
3740
  "ENSG00000248727",
 
3741
  "ENSG00000248890",
3742
  "ENSG00000248925",
3743
- "ENSG00000249087",
3744
  "ENSG00000249096",
3745
  "ENSG00000249378",
3746
  "ENSG00000249464",
@@ -3751,12 +3664,12 @@
3751
  "ENSG00000249715",
3752
  "ENSG00000249846",
3753
  "ENSG00000250067",
3754
- "ENSG00000250073",
3755
  "ENSG00000250091",
 
3756
  "ENSG00000250155",
 
3757
  "ENSG00000250328",
3758
  "ENSG00000250486",
3759
- "ENSG00000250490",
3760
  "ENSG00000250510",
3761
  "ENSG00000250548",
3762
  "ENSG00000250565",
@@ -3767,10 +3680,14 @@
3767
  "ENSG00000251141",
3768
  "ENSG00000251260",
3769
  "ENSG00000251301",
 
3770
  "ENSG00000251450",
3771
  "ENSG00000251562",
3772
  "ENSG00000251586",
 
3773
  "ENSG00000253159",
 
 
3774
  "ENSG00000253210",
3775
  "ENSG00000253305",
3776
  "ENSG00000253408",
@@ -3780,16 +3697,18 @@
3780
  "ENSG00000253686",
3781
  "ENSG00000253731",
3782
  "ENSG00000253958",
3783
- "ENSG00000254003",
3784
  "ENSG00000254109",
3785
  "ENSG00000254122",
3786
  "ENSG00000254245",
 
3787
  "ENSG00000254369",
3788
  "ENSG00000254415",
3789
  "ENSG00000254473",
3790
  "ENSG00000254614",
3791
  "ENSG00000254726",
3792
  "ENSG00000254858",
 
 
3793
  "ENSG00000255153",
3794
  "ENSG00000255197",
3795
  "ENSG00000255363",
@@ -3801,28 +3720,37 @@
3801
  "ENSG00000255690",
3802
  "ENSG00000255737",
3803
  "ENSG00000255874",
 
3804
  "ENSG00000256039",
3805
  "ENSG00000256043",
3806
  "ENSG00000256128",
3807
  "ENSG00000256262",
3808
  "ENSG00000256294",
3809
- "ENSG00000256377",
3810
  "ENSG00000256628",
3811
  "ENSG00000256633",
3812
  "ENSG00000256806",
3813
  "ENSG00000257017",
3814
  "ENSG00000257052",
3815
  "ENSG00000257093",
 
3816
  "ENSG00000257354",
3817
  "ENSG00000257433",
3818
  "ENSG00000257497",
3819
  "ENSG00000257556",
3820
  "ENSG00000257594",
 
3821
  "ENSG00000258056",
3822
  "ENSG00000258057",
 
 
 
 
 
3823
  "ENSG00000258376",
3824
  "ENSG00000258457",
3825
  "ENSG00000258512",
 
 
3826
  "ENSG00000258655",
3827
  "ENSG00000258708",
3828
  "ENSG00000258727",
@@ -3831,8 +3759,13 @@
3831
  "ENSG00000258940",
3832
  "ENSG00000259129",
3833
  "ENSG00000259146",
 
 
3834
  "ENSG00000259291",
 
3835
  "ENSG00000259330",
 
 
3836
  "ENSG00000259448",
3837
  "ENSG00000259488",
3838
  "ENSG00000259511",
@@ -3842,77 +3775,108 @@
3842
  "ENSG00000259772",
3843
  "ENSG00000259802",
3844
  "ENSG00000259826",
 
3845
  "ENSG00000259877",
3846
  "ENSG00000259883",
 
3847
  "ENSG00000259943",
 
3848
  "ENSG00000260001",
3849
  "ENSG00000260018",
3850
- "ENSG00000260123",
3851
  "ENSG00000260135",
3852
  "ENSG00000260219",
 
 
3853
  "ENSG00000260317",
3854
  "ENSG00000260352",
3855
  "ENSG00000260442",
3856
  "ENSG00000260456",
3857
  "ENSG00000260475",
 
3858
  "ENSG00000260528",
 
3859
  "ENSG00000260572",
3860
- "ENSG00000260589",
3861
  "ENSG00000260804",
3862
  "ENSG00000260807",
3863
- "ENSG00000260853",
3864
  "ENSG00000260886",
3865
  "ENSG00000260910",
3866
  "ENSG00000260942",
3867
  "ENSG00000260992",
3868
  "ENSG00000261087",
 
 
3869
  "ENSG00000261173",
 
3870
  "ENSG00000261220",
 
3871
  "ENSG00000261326",
3872
  "ENSG00000261360",
3873
  "ENSG00000261371",
3874
  "ENSG00000261390",
3875
  "ENSG00000261423",
 
3876
  "ENSG00000261465",
3877
- "ENSG00000261701",
3878
  "ENSG00000261801",
 
 
 
3879
  "ENSG00000261934",
 
 
 
3880
  "ENSG00000262136",
3881
  "ENSG00000262165",
 
 
3882
  "ENSG00000262468",
 
3883
  "ENSG00000263002",
3884
  "ENSG00000263004",
3885
  "ENSG00000263072",
3886
  "ENSG00000263155",
3887
- "ENSG00000263293",
3888
  "ENSG00000263400",
3889
  "ENSG00000263528",
 
3890
  "ENSG00000263586",
 
 
3891
  "ENSG00000263874",
 
3892
  "ENSG00000264247",
3893
- "ENSG00000264269",
3894
  "ENSG00000264575",
 
 
3895
  "ENSG00000264672",
3896
  "ENSG00000264954",
3897
- "ENSG00000264964",
3898
  "ENSG00000265096",
 
3899
  "ENSG00000265142",
3900
  "ENSG00000265190",
3901
- "ENSG00000265688",
3902
  "ENSG00000265817",
3903
  "ENSG00000266010",
 
3904
  "ENSG00000266094",
 
3905
  "ENSG00000266258",
3906
- "ENSG00000266288",
3907
  "ENSG00000266524",
3908
  "ENSG00000266904",
3909
  "ENSG00000266916",
 
3910
  "ENSG00000267040",
 
3911
  "ENSG00000267080",
3912
  "ENSG00000267169",
3913
  "ENSG00000267191",
3914
- "ENSG00000267207",
3915
  "ENSG00000267270",
 
 
 
3916
  "ENSG00000267402",
3917
  "ENSG00000267414",
3918
  "ENSG00000267454",
@@ -3921,84 +3885,120 @@
3921
  "ENSG00000267493",
3922
  "ENSG00000267551",
3923
  "ENSG00000267767",
 
 
 
 
3924
  "ENSG00000268388",
 
 
 
3925
  "ENSG00000268996",
3926
  "ENSG00000269220",
3927
  "ENSG00000269313",
 
3928
  "ENSG00000269352",
 
3929
  "ENSG00000269720",
 
 
3930
  "ENSG00000270006",
3931
  "ENSG00000270084",
3932
- "ENSG00000270164",
 
3933
  "ENSG00000270194",
3934
  "ENSG00000270362",
3935
  "ENSG00000270547",
 
 
3936
  "ENSG00000270673",
 
3937
  "ENSG00000270761",
 
3938
  "ENSG00000270959",
3939
  "ENSG00000270964",
3940
  "ENSG00000271119",
3941
- "ENSG00000271133",
3942
  "ENSG00000271270",
 
3943
  "ENSG00000271383",
3944
- "ENSG00000271503",
3945
  "ENSG00000271576",
3946
  "ENSG00000271614",
3947
  "ENSG00000271643",
 
 
3948
  "ENSG00000271826",
3949
  "ENSG00000271913",
 
 
 
 
 
 
 
3950
  "ENSG00000272086",
 
3951
  "ENSG00000272097",
3952
  "ENSG00000272142",
 
3953
  "ENSG00000272168",
 
3954
  "ENSG00000272189",
3955
- "ENSG00000272269",
3956
  "ENSG00000272273",
 
3957
  "ENSG00000272333",
 
 
 
 
3958
  "ENSG00000272398",
3959
  "ENSG00000272462",
 
 
 
 
 
3960
  "ENSG00000272695",
3961
  "ENSG00000272716",
 
 
3962
  "ENSG00000272841",
3963
  "ENSG00000272853",
3964
  "ENSG00000272894",
3965
  "ENSG00000272913",
 
 
3966
  "ENSG00000273008",
3967
  "ENSG00000273033",
 
3968
  "ENSG00000273079",
 
3969
  "ENSG00000273142",
3970
- "ENSG00000273148",
 
 
 
 
3971
  "ENSG00000273297",
 
3972
  "ENSG00000273356",
 
3973
  "ENSG00000273382",
3974
- "ENSG00000273611",
 
 
 
 
3975
  "ENSG00000274180",
3976
  "ENSG00000274286",
3977
- "ENSG00000274736",
3978
- "ENSG00000274750",
3979
- "ENSG00000275302",
3980
- "ENSG00000275395",
3981
  "ENSG00000275714",
3982
- "ENSG00000275835",
3983
  "ENSG00000276045",
3984
- "ENSG00000276070",
3985
- "ENSG00000276293",
3986
  "ENSG00000276600",
3987
  "ENSG00000277075",
3988
- "ENSG00000277161",
3989
- "ENSG00000277449",
3990
- "ENSG00000277632",
3991
- "ENSG00000278053",
3992
- "ENSG00000278259",
3993
- "ENSG00000278535",
3994
  "ENSG00000278558",
3995
- "ENSG00000278619",
3996
- "ENSG00000278921",
3997
- "ENSG00000279873",
3998
  "ENSG00000280670",
3999
- "ENSG00000281103",
4000
- "ENSG00000281332",
4001
- "ENSG00000281358",
4002
  "ENSG00000291237"
4003
  ],
4004
  "label_categories": [
@@ -4033,8 +4033,8 @@
4033
  "thymic fibroblast type 1",
4034
  "thymic fibroblast type 2",
4035
  "thymocyte",
4036
- "unassigned",
4037
  "vascular associated smooth muscle cell",
4038
- "vein endothelial cell"
 
4039
  ]
4040
  }
 
10
  "ENSG00000003987",
11
  "ENSG00000004468",
12
  "ENSG00000004487",
 
13
  "ENSG00000004809",
14
  "ENSG00000004897",
15
  "ENSG00000004939",
 
40
  "ENSG00000007968",
41
  "ENSG00000008086",
42
  "ENSG00000008300",
 
 
43
  "ENSG00000008517",
44
  "ENSG00000009790",
45
  "ENSG00000009954",
 
60
  "ENSG00000013374",
61
  "ENSG00000013392",
62
  "ENSG00000013503",
 
63
  "ENSG00000013588",
64
  "ENSG00000014257",
65
  "ENSG00000014641",
 
69
  "ENSG00000015475",
70
  "ENSG00000016391",
71
  "ENSG00000017483",
 
72
  "ENSG00000018869",
73
  "ENSG00000019102",
74
  "ENSG00000019582",
 
90
  "ENSG00000025772",
91
  "ENSG00000026652",
92
  "ENSG00000026751",
 
93
  "ENSG00000028277",
94
  "ENSG00000028310",
95
  "ENSG00000029993",
 
97
  "ENSG00000031698",
98
  "ENSG00000032389",
99
  "ENSG00000033011",
 
 
100
  "ENSG00000034152",
101
  "ENSG00000034971",
102
  "ENSG00000035499",
103
  "ENSG00000036473",
104
  "ENSG00000036530",
105
  "ENSG00000037474",
106
+ "ENSG00000037965",
107
  "ENSG00000038002",
108
  "ENSG00000039139",
109
  "ENSG00000039560",
 
181
  "ENSG00000065600",
182
  "ENSG00000065618",
183
  "ENSG00000065621",
 
184
  "ENSG00000065970",
185
  "ENSG00000066185",
186
  "ENSG00000066230",
 
218
  "ENSG00000069956",
219
  "ENSG00000070190",
220
  "ENSG00000070495",
 
221
  "ENSG00000070669",
 
222
  "ENSG00000070761",
223
  "ENSG00000070950",
224
  "ENSG00000071575",
 
231
  "ENSG00000072315",
232
  "ENSG00000072422",
233
  "ENSG00000072571",
 
234
  "ENSG00000072756",
235
  "ENSG00000072786",
236
  "ENSG00000072818",
 
283
  "ENSG00000078304",
284
  "ENSG00000078401",
285
  "ENSG00000078589",
286
+ "ENSG00000078596",
287
  "ENSG00000078900",
288
  "ENSG00000079385",
289
  "ENSG00000079459",
 
302
  "ENSG00000081277",
303
  "ENSG00000081386",
304
  "ENSG00000081721",
 
305
  "ENSG00000081853",
306
  "ENSG00000082146",
307
  "ENSG00000082497",
 
388
  "ENSG00000091137",
389
  "ENSG00000091181",
390
  "ENSG00000091490",
 
391
  "ENSG00000091622",
392
  "ENSG00000091651",
393
  "ENSG00000091732",
 
399
  "ENSG00000092295",
400
  "ENSG00000092445",
401
  "ENSG00000092820",
 
402
  "ENSG00000092853",
403
  "ENSG00000092871",
404
  "ENSG00000092931",
 
481
  "ENSG00000100625",
482
  "ENSG00000100721",
483
  "ENSG00000100739",
 
484
  "ENSG00000100888",
485
  "ENSG00000100889",
486
  "ENSG00000100906",
487
  "ENSG00000100908",
488
  "ENSG00000100918",
489
  "ENSG00000100982",
 
490
  "ENSG00000101004",
491
  "ENSG00000101019",
492
  "ENSG00000101079",
 
513
  "ENSG00000101608",
514
  "ENSG00000101654",
515
  "ENSG00000101670",
 
516
  "ENSG00000101844",
517
  "ENSG00000101850",
518
  "ENSG00000101888",
 
530
  "ENSG00000102312",
531
  "ENSG00000102383",
532
  "ENSG00000102393",
 
533
  "ENSG00000102468",
534
  "ENSG00000102471",
535
  "ENSG00000102678",
 
547
  "ENSG00000102924",
548
  "ENSG00000102967",
549
  "ENSG00000102981",
550
+ "ENSG00000103021",
551
  "ENSG00000103034",
552
  "ENSG00000103043",
553
  "ENSG00000103044",
 
556
  "ENSG00000103160",
557
  "ENSG00000103196",
558
  "ENSG00000103241",
 
559
  "ENSG00000103356",
560
  "ENSG00000103365",
561
  "ENSG00000103415",
562
  "ENSG00000103429",
 
563
  "ENSG00000103494",
564
  "ENSG00000103496",
 
565
  "ENSG00000103528",
566
  "ENSG00000103540",
567
  "ENSG00000103591",
 
582
  "ENSG00000104432",
583
  "ENSG00000104442",
584
  "ENSG00000104518",
 
585
  "ENSG00000104635",
586
  "ENSG00000104738",
587
  "ENSG00000104774",
 
600
  "ENSG00000104980",
601
  "ENSG00000105011",
602
  "ENSG00000105146",
 
603
  "ENSG00000105173",
604
  "ENSG00000105227",
605
  "ENSG00000105229",
 
607
  "ENSG00000105290",
608
  "ENSG00000105298",
609
  "ENSG00000105352",
610
+ "ENSG00000105372",
611
  "ENSG00000105374",
612
  "ENSG00000105376",
613
  "ENSG00000105383",
 
614
  "ENSG00000105486",
615
  "ENSG00000105499",
616
  "ENSG00000105509",
 
627
  "ENSG00000105819",
628
  "ENSG00000105835",
629
  "ENSG00000105855",
 
630
  "ENSG00000105875",
631
  "ENSG00000105889",
632
+ "ENSG00000105948",
633
  "ENSG00000105974",
634
  "ENSG00000105976",
635
  "ENSG00000105996",
636
  "ENSG00000106013",
637
  "ENSG00000106025",
 
638
  "ENSG00000106077",
639
  "ENSG00000106086",
640
+ "ENSG00000106113",
641
  "ENSG00000106236",
 
642
  "ENSG00000106278",
643
  "ENSG00000106290",
644
  "ENSG00000106299",
 
663
  "ENSG00000107021",
664
  "ENSG00000107140",
665
  "ENSG00000107147",
 
666
  "ENSG00000107175",
667
  "ENSG00000107185",
668
  "ENSG00000107331",
669
  "ENSG00000107338",
670
  "ENSG00000107438",
671
  "ENSG00000107485",
 
672
  "ENSG00000107736",
673
  "ENSG00000107742",
674
  "ENSG00000107745",
 
677
  "ENSG00000107796",
678
  "ENSG00000107815",
679
  "ENSG00000107821",
 
680
  "ENSG00000107833",
681
  "ENSG00000107984",
682
  "ENSG00000108091",
 
684
  "ENSG00000108342",
685
  "ENSG00000108370",
686
  "ENSG00000108423",
687
+ "ENSG00000108448",
688
  "ENSG00000108469",
689
  "ENSG00000108511",
690
  "ENSG00000108515",
 
714
  "ENSG00000109501",
715
  "ENSG00000109519",
716
  "ENSG00000109576",
717
+ "ENSG00000109625",
718
  "ENSG00000109738",
719
  "ENSG00000109743",
720
  "ENSG00000109846",
 
726
  "ENSG00000110042",
727
  "ENSG00000110048",
728
  "ENSG00000110060",
 
729
  "ENSG00000110076",
730
  "ENSG00000110077",
731
  "ENSG00000110079",
732
  "ENSG00000110104",
733
  "ENSG00000110169",
 
734
  "ENSG00000110324",
735
  "ENSG00000110427",
 
736
  "ENSG00000110514",
737
  "ENSG00000110583",
738
  "ENSG00000110619",
 
752
  "ENSG00000111247",
753
  "ENSG00000111261",
754
  "ENSG00000111291",
 
755
  "ENSG00000111319",
756
  "ENSG00000111331",
757
  "ENSG00000111335",
 
778
  "ENSG00000111725",
779
  "ENSG00000111729",
780
  "ENSG00000111796",
 
781
  "ENSG00000112053",
782
  "ENSG00000112139",
783
  "ENSG00000112149",
784
  "ENSG00000112167",
785
  "ENSG00000112175",
 
786
  "ENSG00000112218",
787
  "ENSG00000112276",
788
  "ENSG00000112282",
 
801
  "ENSG00000112851",
802
  "ENSG00000112855",
803
  "ENSG00000112877",
804
+ "ENSG00000112936",
805
  "ENSG00000112981",
806
  "ENSG00000112996",
807
  "ENSG00000113088",
808
  "ENSG00000113119",
809
  "ENSG00000113161",
 
 
810
  "ENSG00000113231",
 
811
  "ENSG00000113263",
812
  "ENSG00000113272",
813
  "ENSG00000113296",
 
826
  "ENSG00000113924",
827
  "ENSG00000114098",
828
  "ENSG00000114166",
 
829
  "ENSG00000114388",
830
  "ENSG00000114439",
831
  "ENSG00000114491",
 
844
  "ENSG00000115085",
845
  "ENSG00000115137",
846
  "ENSG00000115138",
 
847
  "ENSG00000115163",
848
  "ENSG00000115165",
 
849
  "ENSG00000115211",
 
850
  "ENSG00000115267",
851
  "ENSG00000115274",
852
  "ENSG00000115282",
 
874
  "ENSG00000116205",
875
  "ENSG00000116337",
876
  "ENSG00000116525",
 
877
  "ENSG00000116663",
878
  "ENSG00000116675",
879
  "ENSG00000116711",
 
936
  "ENSG00000119392",
937
  "ENSG00000119401",
938
  "ENSG00000119408",
 
939
  "ENSG00000119599",
940
  "ENSG00000119638",
941
  "ENSG00000119684",
 
958
  "ENSG00000120129",
959
  "ENSG00000120137",
960
  "ENSG00000120217",
 
 
 
961
  "ENSG00000120437",
962
  "ENSG00000120440",
963
  "ENSG00000120458",
 
985
  "ENSG00000121807",
986
  "ENSG00000121897",
987
  "ENSG00000121903",
988
+ "ENSG00000121933",
989
  "ENSG00000121966",
990
  "ENSG00000122034",
991
  "ENSG00000122122",
 
1002
  "ENSG00000122696",
1003
  "ENSG00000122711",
1004
  "ENSG00000122778",
 
1005
  "ENSG00000122861",
1006
  "ENSG00000122862",
1007
  "ENSG00000122877",
 
1036
  "ENSG00000124257",
1037
  "ENSG00000124279",
1038
  "ENSG00000124508",
 
1039
  "ENSG00000124532",
1040
  "ENSG00000124575",
1041
  "ENSG00000124587",
 
1063
  "ENSG00000125384",
1064
  "ENSG00000125434",
1065
  "ENSG00000125445",
1066
+ "ENSG00000125447",
1067
  "ENSG00000125454",
1068
  "ENSG00000125457",
1069
  "ENSG00000125505",
 
1073
  "ENSG00000125630",
1074
  "ENSG00000125650",
1075
  "ENSG00000125726",
1076
+ "ENSG00000125730",
1077
  "ENSG00000125731",
1078
  "ENSG00000125775",
1079
  "ENSG00000125779",
 
1080
  "ENSG00000125814",
1081
  "ENSG00000125848",
1082
  "ENSG00000125869",
 
1108
  "ENSG00000127329",
1109
  "ENSG00000127364",
1110
  "ENSG00000127399",
1111
+ "ENSG00000127418",
1112
  "ENSG00000127463",
1113
  "ENSG00000127526",
1114
  "ENSG00000127530",
 
1136
  "ENSG00000128298",
1137
  "ENSG00000128340",
1138
  "ENSG00000128342",
1139
+ "ENSG00000128383",
1140
  "ENSG00000128394",
1141
  "ENSG00000128408",
1142
  "ENSG00000128482",
1143
  "ENSG00000128578",
1144
  "ENSG00000128590",
1145
  "ENSG00000128591",
 
1146
  "ENSG00000128645",
1147
  "ENSG00000128656",
1148
  "ENSG00000128917",
 
1161
  "ENSG00000129465",
1162
  "ENSG00000129472",
1163
  "ENSG00000129538",
1164
+ "ENSG00000129744",
1165
  "ENSG00000129810",
1166
  "ENSG00000129988",
 
1167
  "ENSG00000130032",
1168
  "ENSG00000130035",
1169
  "ENSG00000130037",
 
1190
  "ENSG00000130703",
1191
  "ENSG00000130714",
1192
  "ENSG00000130733",
 
1193
  "ENSG00000130766",
1194
  "ENSG00000130768",
1195
  "ENSG00000130803",
 
1238
  "ENSG00000132313",
1239
  "ENSG00000132329",
1240
  "ENSG00000132330",
 
 
1241
  "ENSG00000132423",
1242
  "ENSG00000132436",
1243
  "ENSG00000132465",
1244
  "ENSG00000132475",
1245
  "ENSG00000132478",
 
1246
  "ENSG00000132554",
1247
  "ENSG00000132563",
1248
  "ENSG00000132603",
 
1367
  "ENSG00000135914",
1368
  "ENSG00000135917",
1369
  "ENSG00000135919",
 
1370
  "ENSG00000135966",
1371
  "ENSG00000135968",
1372
  "ENSG00000136011",
 
1377
  "ENSG00000136122",
1378
  "ENSG00000136152",
1379
  "ENSG00000136167",
 
1380
  "ENSG00000136244",
1381
  "ENSG00000136247",
1382
  "ENSG00000136250",
 
1389
  "ENSG00000136463",
1390
  "ENSG00000136514",
1391
  "ENSG00000136518",
 
1392
  "ENSG00000136710",
1393
  "ENSG00000136754",
1394
  "ENSG00000136856",
 
1411
  "ENSG00000137185",
1412
  "ENSG00000137198",
1413
  "ENSG00000137221",
 
1414
  "ENSG00000137265",
1415
  "ENSG00000137310",
1416
  "ENSG00000137338",
 
1464
  "ENSG00000138375",
1465
  "ENSG00000138395",
1466
  "ENSG00000138435",
 
1467
  "ENSG00000138587",
1468
  "ENSG00000138614",
1469
  "ENSG00000138642",
1470
  "ENSG00000138650",
1471
  "ENSG00000138658",
 
1472
  "ENSG00000138688",
1473
  "ENSG00000138696",
1474
  "ENSG00000138722",
 
1477
  "ENSG00000138771",
1478
  "ENSG00000138795",
1479
  "ENSG00000138802",
 
1480
  "ENSG00000138835",
1481
  "ENSG00000138964",
1482
  "ENSG00000139131",
 
1487
  "ENSG00000139187",
1488
  "ENSG00000139190",
1489
  "ENSG00000139193",
 
1490
  "ENSG00000139209",
1491
  "ENSG00000139266",
1492
  "ENSG00000139291",
 
1499
  "ENSG00000139517",
1500
  "ENSG00000139531",
1501
  "ENSG00000139549",
 
1502
  "ENSG00000139629",
1503
  "ENSG00000139644",
1504
  "ENSG00000139714",
 
1538
  "ENSG00000140848",
1539
  "ENSG00000140853",
1540
  "ENSG00000140873",
 
1541
  "ENSG00000140968",
1542
  "ENSG00000140987",
1543
  "ENSG00000141026",
 
1557
  "ENSG00000141569",
1558
  "ENSG00000141577",
1559
  "ENSG00000141579",
1560
+ "ENSG00000141622",
1561
  "ENSG00000141642",
1562
  "ENSG00000141646",
1563
  "ENSG00000141682",
1564
  "ENSG00000141744",
 
1565
  "ENSG00000141934",
1566
  "ENSG00000141968",
1567
  "ENSG00000142002",
 
1615
  "ENSG00000143412",
1616
  "ENSG00000143494",
1617
  "ENSG00000143498",
 
1618
  "ENSG00000143590",
 
1619
  "ENSG00000143669",
1620
  "ENSG00000143740",
1621
  "ENSG00000143751",
 
1642
  "ENSG00000144406",
1643
  "ENSG00000144468",
1644
  "ENSG00000144485",
 
1645
  "ENSG00000144596",
1646
  "ENSG00000144597",
1647
  "ENSG00000144635",
 
1663
  "ENSG00000145214",
1664
  "ENSG00000145220",
1665
  "ENSG00000145241",
 
1666
  "ENSG00000145335",
1667
  "ENSG00000145354",
1668
  "ENSG00000145386",
 
1673
  "ENSG00000145569",
1674
  "ENSG00000145649",
1675
  "ENSG00000145675",
 
1676
  "ENSG00000145708",
1677
  "ENSG00000145723",
1678
  "ENSG00000145777",
 
1689
  "ENSG00000146109",
1690
  "ENSG00000146112",
1691
  "ENSG00000146197",
 
1692
  "ENSG00000146232",
1693
  "ENSG00000146233",
1694
  "ENSG00000146263",
 
1702
  "ENSG00000146587",
1703
  "ENSG00000146670",
1704
  "ENSG00000146674",
 
1705
  "ENSG00000146809",
1706
  "ENSG00000146839",
1707
  "ENSG00000146856",
 
1723
  "ENSG00000147573",
1724
  "ENSG00000147604",
1725
  "ENSG00000147606",
 
1726
  "ENSG00000147647",
1727
  "ENSG00000147852",
1728
  "ENSG00000147872",
1729
  "ENSG00000147874",
1730
  "ENSG00000147889",
1731
+ "ENSG00000147894",
1732
  "ENSG00000148019",
1733
  "ENSG00000148057",
1734
  "ENSG00000148090",
1735
  "ENSG00000148175",
1736
+ "ENSG00000148180",
1737
  "ENSG00000148187",
1738
  "ENSG00000148218",
1739
  "ENSG00000148229",
 
1754
  "ENSG00000148926",
1755
  "ENSG00000149016",
1756
  "ENSG00000149054",
1757
+ "ENSG00000149131",
1758
  "ENSG00000149243",
1759
  "ENSG00000149269",
1760
  "ENSG00000149273",
 
1770
  "ENSG00000149548",
1771
  "ENSG00000149554",
1772
  "ENSG00000149573",
 
1773
  "ENSG00000149582",
1774
  "ENSG00000149591",
1775
  "ENSG00000149599",
 
1783
  "ENSG00000150510",
1784
  "ENSG00000150625",
1785
  "ENSG00000150637",
 
1786
  "ENSG00000150722",
1787
  "ENSG00000150750",
1788
  "ENSG00000150756",
 
1807
  "ENSG00000151834",
1808
  "ENSG00000151882",
1809
  "ENSG00000151883",
 
1810
  "ENSG00000152076",
1811
  "ENSG00000152154",
1812
  "ENSG00000152193",
1813
  "ENSG00000152207",
1814
  "ENSG00000152213",
1815
+ "ENSG00000152234",
1816
  "ENSG00000152256",
1817
  "ENSG00000152291",
1818
  "ENSG00000152380",
 
1823
  "ENSG00000152582",
1824
  "ENSG00000152583",
1825
  "ENSG00000152661",
 
1826
  "ENSG00000152749",
1827
  "ENSG00000152760",
1828
  "ENSG00000152778",
 
1831
  "ENSG00000152785",
1832
  "ENSG00000152904",
1833
  "ENSG00000152931",
1834
+ "ENSG00000152932",
1835
  "ENSG00000152939",
1836
  "ENSG00000152952",
1837
  "ENSG00000152969",
 
1874
  "ENSG00000154917",
1875
  "ENSG00000154920",
1876
  "ENSG00000155011",
 
1877
  "ENSG00000155090",
1878
  "ENSG00000155099",
 
1879
  "ENSG00000155252",
1880
  "ENSG00000155265",
1881
  "ENSG00000155287",
1882
  "ENSG00000155304",
1883
  "ENSG00000155363",
1884
  "ENSG00000155465",
 
1885
  "ENSG00000155629",
1886
  "ENSG00000155657",
1887
  "ENSG00000155659",
 
1935
  "ENSG00000157456",
1936
  "ENSG00000157470",
1937
  "ENSG00000157514",
 
1938
  "ENSG00000157578",
1939
  "ENSG00000157693",
1940
  "ENSG00000157766",
 
1950
  "ENSG00000158296",
1951
  "ENSG00000158301",
1952
  "ENSG00000158423",
 
1953
  "ENSG00000158457",
1954
  "ENSG00000158473",
1955
  "ENSG00000158481",
 
1956
  "ENSG00000158486",
1957
  "ENSG00000158517",
1958
  "ENSG00000158528",
 
1987
  "ENSG00000159445",
1988
  "ENSG00000159496",
1989
  "ENSG00000159588",
 
1990
  "ENSG00000159618",
1991
+ "ENSG00000159648",
1992
  "ENSG00000159674",
 
1993
  "ENSG00000159753",
1994
  "ENSG00000159871",
1995
  "ENSG00000159873",
 
2019
  "ENSG00000160588",
2020
  "ENSG00000160593",
2021
  "ENSG00000160654",
 
 
2022
  "ENSG00000160781",
2023
  "ENSG00000160789",
2024
  "ENSG00000160791",
 
2034
  "ENSG00000160959",
2035
  "ENSG00000161011",
2036
  "ENSG00000161031",
 
2037
  "ENSG00000161055",
2038
  "ENSG00000161249",
2039
  "ENSG00000161267",
 
2047
  "ENSG00000161921",
2048
  "ENSG00000161940",
2049
  "ENSG00000161958",
 
2050
  "ENSG00000162063",
2051
  "ENSG00000162065",
2052
  "ENSG00000162073",
2053
  "ENSG00000162086",
2054
  "ENSG00000162105",
2055
  "ENSG00000162139",
2056
+ "ENSG00000162148",
2057
  "ENSG00000162194",
2058
  "ENSG00000162231",
2059
  "ENSG00000162267",
 
2069
  "ENSG00000162433",
2070
  "ENSG00000162437",
2071
  "ENSG00000162461",
 
2072
  "ENSG00000162511",
2073
  "ENSG00000162571",
2074
  "ENSG00000162572",
2075
  "ENSG00000162595",
2076
  "ENSG00000162600",
 
2077
  "ENSG00000162616",
2078
  "ENSG00000162620",
2079
  "ENSG00000162630",
 
2094
  "ENSG00000162817",
2095
  "ENSG00000162836",
2096
  "ENSG00000162843",
 
2097
  "ENSG00000162877",
2098
  "ENSG00000162894",
2099
  "ENSG00000162913",
2100
  "ENSG00000162923",
2101
+ "ENSG00000162947",
2102
  "ENSG00000162971",
2103
  "ENSG00000162972",
2104
  "ENSG00000162981",
 
2122
  "ENSG00000163467",
2123
  "ENSG00000163472",
2124
  "ENSG00000163481",
 
2125
  "ENSG00000163508",
2126
  "ENSG00000163516",
2127
  "ENSG00000163519",
 
2155
  "ENSG00000163923",
2156
  "ENSG00000163933",
2157
  "ENSG00000163935",
 
2158
  "ENSG00000163959",
2159
  "ENSG00000163960",
2160
  "ENSG00000163993",
 
2167
  "ENSG00000164078",
2168
  "ENSG00000164081",
2169
  "ENSG00000164088",
2170
+ "ENSG00000164093",
2171
  "ENSG00000164099",
2172
  "ENSG00000164104",
2173
  "ENSG00000164109",
 
2194
  "ENSG00000164535",
2195
  "ENSG00000164543",
2196
  "ENSG00000164574",
 
2197
  "ENSG00000164604",
2198
  "ENSG00000164611",
2199
  "ENSG00000164663",
 
2233
  "ENSG00000165457",
2234
  "ENSG00000165474",
2235
  "ENSG00000165480",
 
2236
  "ENSG00000165507",
2237
  "ENSG00000165511",
2238
  "ENSG00000165526",
 
2249
  "ENSG00000165816",
2250
  "ENSG00000165821",
2251
  "ENSG00000165832",
2252
+ "ENSG00000165837",
2253
  "ENSG00000165899",
2254
  "ENSG00000165934",
2255
  "ENSG00000165943",
 
2271
  "ENSG00000166317",
2272
  "ENSG00000166349",
2273
  "ENSG00000166387",
 
2274
  "ENSG00000166432",
2275
  "ENSG00000166455",
2276
  "ENSG00000166477",
 
2290
  "ENSG00000166788",
2291
  "ENSG00000166793",
2292
  "ENSG00000166803",
 
2293
  "ENSG00000166816",
2294
  "ENSG00000166821",
2295
  "ENSG00000166845",
2296
  "ENSG00000166851",
2297
  "ENSG00000166860",
2298
  "ENSG00000166881",
 
2299
  "ENSG00000166900",
2300
  "ENSG00000166908",
2301
  "ENSG00000166923",
 
2315
  "ENSG00000167186",
2316
  "ENSG00000167207",
2317
  "ENSG00000167208",
 
2318
  "ENSG00000167280",
2319
  "ENSG00000167281",
2320
  "ENSG00000167286",
 
2328
  "ENSG00000167554",
2329
  "ENSG00000167588",
2330
  "ENSG00000167604",
 
2331
  "ENSG00000167634",
2332
  "ENSG00000167635",
2333
  "ENSG00000167637",
 
2364
  "ENSG00000168301",
2365
  "ENSG00000168310",
2366
  "ENSG00000168350",
2367
+ "ENSG00000168389",
2368
  "ENSG00000168393",
2369
  "ENSG00000168394",
2370
  "ENSG00000168404",
 
2376
  "ENSG00000168496",
2377
  "ENSG00000168502",
2378
  "ENSG00000168528",
 
2379
  "ENSG00000168591",
2380
  "ENSG00000168612",
2381
  "ENSG00000168646",
 
2404
  "ENSG00000169247",
2405
  "ENSG00000169251",
2406
  "ENSG00000169258",
 
2407
  "ENSG00000169375",
2408
  "ENSG00000169385",
2409
  "ENSG00000169410",
 
2419
  "ENSG00000169896",
2420
  "ENSG00000169908",
2421
  "ENSG00000169951",
 
2422
  "ENSG00000169964",
2423
  "ENSG00000170011",
2424
  "ENSG00000170085",
2425
  "ENSG00000170100",
2426
  "ENSG00000170160",
2427
+ "ENSG00000170166",
2428
  "ENSG00000170175",
2429
  "ENSG00000170222",
2430
  "ENSG00000170290",
2431
  "ENSG00000170312",
2432
  "ENSG00000170323",
2433
  "ENSG00000170345",
 
2434
  "ENSG00000170382",
2435
  "ENSG00000170385",
2436
  "ENSG00000170421",
 
2437
  "ENSG00000170468",
2438
  "ENSG00000170469",
2439
  "ENSG00000170476",
 
2451
  "ENSG00000170779",
2452
  "ENSG00000170791",
2453
  "ENSG00000170807",
2454
+ "ENSG00000170846",
2455
  "ENSG00000170891",
2456
  "ENSG00000170915",
2457
  "ENSG00000170917",
 
2477
  "ENSG00000171451",
2478
  "ENSG00000171469",
2479
  "ENSG00000171476",
2480
+ "ENSG00000171495",
2481
  "ENSG00000171503",
2482
  "ENSG00000171509",
2483
  "ENSG00000171522",
 
2488
  "ENSG00000171631",
2489
  "ENSG00000171649",
2490
  "ENSG00000171680",
 
2491
  "ENSG00000171703",
2492
  "ENSG00000171714",
2493
  "ENSG00000171720",
 
2506
  "ENSG00000172031",
2507
  "ENSG00000172046",
2508
  "ENSG00000172116",
 
2509
  "ENSG00000172175",
2510
  "ENSG00000172183",
2511
  "ENSG00000172209",
 
2540
  "ENSG00000172819",
2541
  "ENSG00000172893",
2542
  "ENSG00000172943",
2543
+ "ENSG00000173013",
2544
  "ENSG00000173085",
2545
  "ENSG00000173110",
2546
  "ENSG00000173114",
2547
  "ENSG00000173137",
2548
  "ENSG00000173156",
 
2549
  "ENSG00000173198",
2550
  "ENSG00000173200",
2551
  "ENSG00000173221",
 
2576
  "ENSG00000173894",
2577
  "ENSG00000173991",
2578
  "ENSG00000174007",
 
2579
  "ENSG00000174123",
2580
  "ENSG00000174137",
2581
  "ENSG00000174175",
 
2621
  "ENSG00000175264",
2622
  "ENSG00000175283",
2623
  "ENSG00000175322",
 
2624
  "ENSG00000175352",
2625
  "ENSG00000175356",
2626
  "ENSG00000175414",
2627
+ "ENSG00000175426",
2628
  "ENSG00000175449",
2629
  "ENSG00000175489",
2630
  "ENSG00000175536",
 
2633
  "ENSG00000175567",
2634
  "ENSG00000175581",
2635
  "ENSG00000175592",
 
2636
  "ENSG00000175691",
2637
  "ENSG00000175727",
2638
  "ENSG00000175782",
 
2665
  "ENSG00000176928",
2666
  "ENSG00000176945",
2667
  "ENSG00000176953",
 
2668
  "ENSG00000177054",
2669
  "ENSG00000177098",
2670
  "ENSG00000177105",
 
2697
  "ENSG00000177943",
2698
  "ENSG00000177946",
2699
  "ENSG00000177963",
2700
+ "ENSG00000177990",
2701
  "ENSG00000177993",
2702
  "ENSG00000178015",
2703
  "ENSG00000178026",
 
2714
  "ENSG00000178295",
2715
  "ENSG00000178343",
2716
  "ENSG00000178386",
 
2717
  "ENSG00000178425",
2718
  "ENSG00000178445",
2719
+ "ENSG00000178457",
2720
  "ENSG00000178460",
2721
  "ENSG00000178538",
2722
  "ENSG00000178562",
 
2731
  "ENSG00000178878",
2732
  "ENSG00000178927",
2733
  "ENSG00000178966",
 
2734
  "ENSG00000178999",
2735
  "ENSG00000179021",
2736
  "ENSG00000179044",
 
2746
  "ENSG00000179431",
2747
  "ENSG00000179523",
2748
  "ENSG00000179562",
2749
+ "ENSG00000179593",
2750
  "ENSG00000179598",
2751
  "ENSG00000179627",
2752
  "ENSG00000179630",
 
2789
  "ENSG00000180712",
2790
  "ENSG00000180730",
2791
  "ENSG00000180739",
2792
+ "ENSG00000180806",
2793
  "ENSG00000180815",
2794
  "ENSG00000180855",
2795
  "ENSG00000180871",
 
2802
  "ENSG00000181045",
2803
  "ENSG00000181104",
2804
  "ENSG00000181143",
2805
+ "ENSG00000181163",
2806
  "ENSG00000181264",
2807
  "ENSG00000181333",
2808
  "ENSG00000181374",
 
2822
  "ENSG00000182013",
2823
  "ENSG00000182054",
2824
  "ENSG00000182107",
 
2825
  "ENSG00000182118",
2826
  "ENSG00000182134",
2827
  "ENSG00000182173",
 
2851
  "ENSG00000182872",
2852
  "ENSG00000182885",
2853
  "ENSG00000182902",
2854
+ "ENSG00000182957",
2855
  "ENSG00000182985",
2856
  "ENSG00000183036",
2857
  "ENSG00000183044",
 
2876
  "ENSG00000183665",
2877
  "ENSG00000183671",
2878
  "ENSG00000183682",
 
2879
  "ENSG00000183691",
2880
  "ENSG00000183723",
2881
  "ENSG00000183763",
 
2897
  "ENSG00000184292",
2898
  "ENSG00000184307",
2899
  "ENSG00000184378",
2900
+ "ENSG00000184389",
2901
  "ENSG00000184445",
2902
  "ENSG00000184454",
2903
  "ENSG00000184465",
 
2961
  "ENSG00000186026",
2962
  "ENSG00000186056",
2963
  "ENSG00000186105",
 
2964
  "ENSG00000186230",
2965
  "ENSG00000186280",
2966
  "ENSG00000186300",
 
2990
  "ENSG00000186862",
2991
  "ENSG00000186891",
2992
  "ENSG00000186918",
2993
+ "ENSG00000187048",
2994
  "ENSG00000187116",
2995
  "ENSG00000187187",
2996
  "ENSG00000187266",
2997
  "ENSG00000187288",
 
2998
  "ENSG00000187514",
2999
  "ENSG00000187522",
3000
  "ENSG00000187531",
 
3008
  "ENSG00000187720",
3009
  "ENSG00000187741",
3010
  "ENSG00000187800",
 
3011
  "ENSG00000187837",
3012
  "ENSG00000187959",
3013
  "ENSG00000187987",
 
3041
  "ENSG00000188785",
3042
  "ENSG00000188803",
3043
  "ENSG00000188807",
 
3044
  "ENSG00000188868",
3045
  "ENSG00000188869",
3046
  "ENSG00000188895",
 
3058
  "ENSG00000189144",
3059
  "ENSG00000189152",
3060
  "ENSG00000189157",
 
3061
  "ENSG00000189164",
3062
  "ENSG00000189190",
3063
  "ENSG00000189233",
 
3085
  "ENSG00000196345",
3086
  "ENSG00000196363",
3087
  "ENSG00000196365",
3088
+ "ENSG00000196381",
3089
  "ENSG00000196388",
3090
  "ENSG00000196418",
3091
  "ENSG00000196421",
 
3138
  "ENSG00000197279",
3139
  "ENSG00000197296",
3140
  "ENSG00000197299",
 
3141
  "ENSG00000197360",
3142
  "ENSG00000197385",
3143
  "ENSG00000197417",
3144
  "ENSG00000197467",
3145
  "ENSG00000197471",
 
3146
  "ENSG00000197565",
3147
  "ENSG00000197566",
3148
  "ENSG00000197579",
 
3162
  "ENSG00000197769",
3163
  "ENSG00000197779",
3164
  "ENSG00000197782",
 
3165
  "ENSG00000197822",
 
3166
  "ENSG00000197857",
3167
  "ENSG00000197885",
3168
  "ENSG00000197889",
 
3170
  "ENSG00000197915",
3171
  "ENSG00000197928",
3172
  "ENSG00000197933",
3173
+ "ENSG00000197953",
3174
  "ENSG00000197992",
3175
  "ENSG00000198039",
3176
  "ENSG00000198046",
 
3206
  "ENSG00000198691",
3207
  "ENSG00000198712",
3208
  "ENSG00000198727",
3209
+ "ENSG00000198734",
3210
  "ENSG00000198740",
3211
+ "ENSG00000198743",
3212
  "ENSG00000198771",
3213
  "ENSG00000198783",
3214
  "ENSG00000198786",
 
3240
  "ENSG00000198948",
3241
  "ENSG00000198951",
3242
  "ENSG00000198959",
 
3243
  "ENSG00000203722",
3244
  "ENSG00000203724",
3245
  "ENSG00000203727",
 
3252
  "ENSG00000203993",
3253
  "ENSG00000204104",
3254
  "ENSG00000204179",
 
3255
  "ENSG00000204248",
3256
  "ENSG00000204252",
 
3257
  "ENSG00000204287",
3258
  "ENSG00000204305",
3259
  "ENSG00000204314",
3260
  "ENSG00000204351",
3261
  "ENSG00000204380",
3262
  "ENSG00000204381",
 
 
 
3263
  "ENSG00000204444",
3264
  "ENSG00000204475",
3265
  "ENSG00000204482",
 
3269
  "ENSG00000204576",
3270
  "ENSG00000204592",
3271
  "ENSG00000204604",
3272
+ "ENSG00000204620",
3273
  "ENSG00000204682",
3274
  "ENSG00000204758",
3275
  "ENSG00000204792",
 
3276
  "ENSG00000204832",
3277
  "ENSG00000204839",
3278
+ "ENSG00000204851",
3279
  "ENSG00000204859",
3280
  "ENSG00000204882",
3281
  "ENSG00000204923",
 
3284
  "ENSG00000204954",
3285
  "ENSG00000204978",
3286
  "ENSG00000205038",
 
 
3287
  "ENSG00000205133",
3288
  "ENSG00000205250",
3289
  "ENSG00000205277",
 
3291
  "ENSG00000205413",
3292
  "ENSG00000205436",
3293
  "ENSG00000205542",
 
3294
  "ENSG00000205593",
3295
  "ENSG00000205744",
3296
  "ENSG00000205784",
3297
  "ENSG00000205791",
3298
  "ENSG00000205809",
3299
+ "ENSG00000205929",
3300
  "ENSG00000205937",
3301
  "ENSG00000206053",
3302
  "ENSG00000206140",
 
3307
  "ENSG00000211448",
3308
  "ENSG00000211452",
3309
  "ENSG00000211460",
 
 
 
 
3310
  "ENSG00000212694",
3311
  "ENSG00000212864",
3312
  "ENSG00000212916",
 
3316
  "ENSG00000213096",
3317
  "ENSG00000213185",
3318
  "ENSG00000213186",
 
3319
  "ENSG00000213203",
3320
  "ENSG00000213213",
3321
  "ENSG00000213214",
3322
  "ENSG00000213390",
 
3323
  "ENSG00000213533",
 
3324
  "ENSG00000213638",
3325
  "ENSG00000213762",
3326
  "ENSG00000213780",
 
3345
  "ENSG00000214575",
3346
  "ENSG00000214694",
3347
  "ENSG00000214870",
3348
+ "ENSG00000215014",
3349
+ "ENSG00000215022",
3350
  "ENSG00000215305",
3351
  "ENSG00000215375",
 
3352
  "ENSG00000215883",
3353
  "ENSG00000215912",
3354
  "ENSG00000216490",
3355
  "ENSG00000218537",
3356
  "ENSG00000219607",
 
3357
  "ENSG00000221838",
3358
  "ENSG00000221883",
 
3359
  "ENSG00000221909",
3360
  "ENSG00000221916",
3361
  "ENSG00000221944",
 
3363
  "ENSG00000221949",
3364
  "ENSG00000221963",
3365
  "ENSG00000221990",
 
3366
  "ENSG00000223387",
 
3367
  "ENSG00000223552",
3368
  "ENSG00000223573",
3369
  "ENSG00000223609",
3370
+ "ENSG00000223642",
3371
  "ENSG00000223658",
3372
  "ENSG00000223685",
3373
+ "ENSG00000223969",
3374
  "ENSG00000224020",
3375
  "ENSG00000224023",
3376
  "ENSG00000224046",
 
3385
  "ENSG00000224903",
3386
  "ENSG00000224934",
3387
  "ENSG00000224958",
3388
+ "ENSG00000224985",
3389
  "ENSG00000225177",
3390
  "ENSG00000225190",
3391
  "ENSG00000225194",
3392
  "ENSG00000225234",
3393
+ "ENSG00000225298",
3394
+ "ENSG00000225335",
3395
  "ENSG00000225342",
3396
  "ENSG00000225361",
3397
  "ENSG00000225377",
 
3400
  "ENSG00000225697",
3401
  "ENSG00000225731",
3402
  "ENSG00000225792",
 
3403
  "ENSG00000225830",
3404
  "ENSG00000225880",
3405
  "ENSG00000225937",
 
3406
  "ENSG00000225975",
3407
  "ENSG00000225978",
3408
  "ENSG00000226026",
 
3415
  "ENSG00000226686",
3416
  "ENSG00000226696",
3417
  "ENSG00000226711",
3418
+ "ENSG00000226792",
3419
  "ENSG00000226808",
3420
+ "ENSG00000226816",
3421
  "ENSG00000226887",
3422
  "ENSG00000227053",
3423
  "ENSG00000227057",
3424
  "ENSG00000227165",
3425
+ "ENSG00000227218",
3426
  "ENSG00000227252",
3427
  "ENSG00000227258",
3428
+ "ENSG00000227388",
3429
  "ENSG00000227502",
3430
+ "ENSG00000227540",
3431
  "ENSG00000227544",
3432
  "ENSG00000227591",
3433
  "ENSG00000227630",
3434
  "ENSG00000227896",
 
 
3435
  "ENSG00000228065",
3436
+ "ENSG00000228084",
3437
  "ENSG00000228126",
3438
+ "ENSG00000228172",
3439
  "ENSG00000228192",
3440
  "ENSG00000228223",
3441
+ "ENSG00000228274",
3442
  "ENSG00000228288",
3443
  "ENSG00000228293",
3444
  "ENSG00000228350",
3445
+ "ENSG00000228427",
3446
  "ENSG00000228536",
3447
  "ENSG00000228672",
3448
  "ENSG00000228775",
3449
+ "ENSG00000228925",
3450
  "ENSG00000229017",
3451
  "ENSG00000229111",
3452
  "ENSG00000229228",
 
3456
  "ENSG00000229647",
3457
  "ENSG00000229766",
3458
  "ENSG00000229809",
 
3459
  "ENSG00000230366",
3460
  "ENSG00000230438",
3461
  "ENSG00000230487",
3462
  "ENSG00000230555",
3463
+ "ENSG00000230648",
3464
+ "ENSG00000230709",
3465
+ "ENSG00000230747",
3466
  "ENSG00000230749",
3467
  "ENSG00000230797",
3468
  "ENSG00000230923",
 
3474
  "ENSG00000231389",
3475
  "ENSG00000231407",
3476
  "ENSG00000231473",
3477
+ "ENSG00000231566",
3478
  "ENSG00000231621",
3479
  "ENSG00000231663",
3480
  "ENSG00000231690",
3481
  "ENSG00000231728",
3482
  "ENSG00000231768",
3483
+ "ENSG00000231769",
3484
  "ENSG00000231770",
3485
  "ENSG00000231890",
3486
  "ENSG00000231908",
3487
  "ENSG00000231943",
3488
+ "ENSG00000232063",
3489
  "ENSG00000232098",
3490
  "ENSG00000232310",
3491
  "ENSG00000232354",
 
3496
  "ENSG00000232759",
3497
  "ENSG00000232810",
3498
  "ENSG00000232931",
 
3499
  "ENSG00000233070",
3500
  "ENSG00000233098",
 
3501
  "ENSG00000233175",
3502
  "ENSG00000233184",
3503
+ "ENSG00000233230",
3504
+ "ENSG00000233251",
3505
  "ENSG00000233334",
3506
+ "ENSG00000233621",
3507
  "ENSG00000233705",
3508
  "ENSG00000233757",
3509
  "ENSG00000233766",
 
3517
  "ENSG00000234546",
3518
  "ENSG00000234690",
3519
  "ENSG00000234745",
3520
+ "ENSG00000234936",
3521
  "ENSG00000235016",
3522
  "ENSG00000235092",
3523
  "ENSG00000235098",
 
3524
  "ENSG00000235109",
3525
  "ENSG00000235159",
3526
  "ENSG00000235162",
3527
  "ENSG00000235194",
3528
+ "ENSG00000235236",
3529
  "ENSG00000235280",
3530
  "ENSG00000235501",
3531
  "ENSG00000235532",
3532
  "ENSG00000235560",
3533
  "ENSG00000235576",
3534
  "ENSG00000235724",
 
3535
  "ENSG00000235790",
3536
  "ENSG00000235865",
3537
  "ENSG00000235888",
3538
  "ENSG00000235897",
3539
  "ENSG00000235919",
3540
  "ENSG00000235947",
3541
+ "ENSG00000236008",
3542
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  "label_categories": [
 
4033
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4034
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4037
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