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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: Trachea'
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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/d8732da6-8d1d-42d9-b625-f2416c30054b.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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- | basal cell | 1033 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.95 | 0.98 | 0.98 | 0.99 |
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- | neutrophil | 452 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |
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- | fibroblast | 178 | 0.97 | 0.95 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.97 | 0.98 |
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- | CD8-positive, alpha-beta T cell | 128 | 0.89 | 0.92 | 0.93 | 0.88 | 0.00 | 0.94 | 0.93 | 0.94 | 0.93 |
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- | ciliated columnar cell of tracheobronchial tree | 78 | 0.97 | 0.96 | 0.95 | 0.98 | 0.00 | 0.95 | 0.97 | 0.96 | 0.97 |
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- | macrophage | 69 | 0.97 | 0.98 | 0.95 | 0.95 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |
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- | B cell | 65 | 0.98 | 0.98 | 0.97 | 0.94 | 0.00 | 0.98 | 0.98 | 1.00 | 0.99 |
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- | endothelial cell | 48 | 0.97 | 0.96 | 0.94 | 0.97 | 0.00 | 0.92 | 0.97 | 0.98 | 0.97 |
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- | serous cell of epithelium of trachea | 27 | 0.63 | 0.00 | 0.68 | 0.67 | 0.00 | 0.51 | 0.54 | 0.66 | 0.73 |
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- | plasma cell | 22 | 0.95 | 0.93 | 0.93 | 0.90 | 0.00 | 0.93 | 0.93 | 0.96 | 0.93 |
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- | CD4-positive, alpha-beta T cell | 31 | 0.82 | 0.72 | 0.81 | 0.57 | 0.00 | 0.83 | 0.78 | 0.85 | 0.83 |
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- | mucus secreting cell | 32 | 0.75 | 0.78 | 0.81 | 0.85 | 0.00 | 0.76 | 0.78 | 0.82 | 0.83 |
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- | tracheal goblet cell | 33 | 0.71 | 0.70 | 0.91 | 0.87 | 0.00 | 0.73 | 0.89 | 0.90 | 0.97 |
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- | connective tissue cell | 11 | 0.91 | 0.00 | 0.92 | 0.53 | 0.00 | 0.96 | 0.96 | 0.92 | 1.00 |
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- | smooth muscle cell | 13 | 0.77 | 0.86 | 0.80 | 0.92 | 0.00 | 0.77 | 0.80 | 0.80 | 0.80 |
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- | mast cell | 16 | 0.97 | 0.97 | 0.97 | 0.94 | 0.00 | 0.97 | 0.97 | 1.00 | 0.97 |
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- | monocyte | 5 | 0.73 | 0.75 | 0.73 | 0.33 | 0.00 | 0.73 | 1.00 | 0.80 | 0.89 |
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- | natural killer cell | 9 | 0.67 | 0.71 | 0.75 | 0.46 | 0.00 | 0.67 | 0.73 | 0.69 | 0.73 |
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- | granulocyte | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.37 | 0.33 | 0.27 | 0.00 |
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- | mature NK T cell | 5 | 0.29 | 0.00 | 0.57 | 0.25 | 0.00 | 0.75 | 0.80 | 0.80 | 0.57 |
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- | T cell | 2 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 |
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- | ionocyte | 1 | 0.50 | 0.00 | 0.67 | 1.00 | 0.00 | 0.29 | 1.00 | 1.00 | 1.00 |
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- | regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | non-classical monocyte | 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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- | plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | myeloid dendritic 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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- | basal cell | 9214 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.95 | 0.98 | 0.98 | 0.99 |
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- | neutrophil | 4232 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |
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- | fibroblast | 1622 | 0.96 | 0.93 | 0.98 | 0.98 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |
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- | CD8-positive, alpha-beta T cell | 1074 | 0.88 | 0.90 | 0.94 | 0.90 | 0.00 | 0.96 | 0.98 | 0.98 | 0.96 |
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- | ciliated columnar cell of tracheobronchial tree | 635 | 0.97 | 0.97 | 0.96 | 0.98 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |
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- | macrophage | 643 | 0.93 | 0.91 | 0.95 | 0.93 | 0.00 | 0.96 | 0.99 | 0.99 | 0.97 |
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- | B cell | 562 | 0.97 | 0.96 | 0.97 | 0.96 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
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- | endothelial cell | 538 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 1.00 |
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- | serous cell of epithelium of trachea | 299 | 0.69 | 0.03 | 0.91 | 0.86 | 0.00 | 0.64 | 0.73 | 0.76 | 0.88 |
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- | plasma cell | 270 | 0.97 | 0.98 | 0.98 | 0.94 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |
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- | CD4-positive, alpha-beta T cell | 247 | 0.73 | 0.65 | 0.78 | 0.60 | 0.00 | 0.90 | 0.94 | 0.97 | 0.86 |
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- | mucus secreting cell | 238 | 0.77 | 0.74 | 0.89 | 0.87 | 0.00 | 0.73 | 0.87 | 0.85 | 0.90 |
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- | tracheal goblet cell | 199 | 0.71 | 0.51 | 0.90 | 0.87 | 0.00 | 0.68 | 0.87 | 0.81 | 0.95 |
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- | connective tissue cell | 141 | 0.76 | 0.00 | 0.94 | 0.96 | 0.00 | 0.94 | 0.95 | 0.94 | 0.98 |
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- | smooth muscle cell | 118 | 0.81 | 0.72 | 0.87 | 0.90 | 0.00 | 0.85 | 0.93 | 0.91 | 0.89 |
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- | mast cell | 103 | 0.96 | 0.96 | 0.96 | 0.98 | 0.00 | 0.94 | 1.00 | 1.00 | 0.99 |
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- | monocyte | 76 | 0.62 | 0.36 | 0.71 | 0.58 | 0.00 | 0.83 | 0.97 | 0.99 | 0.85 |
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- | natural killer cell | 55 | 0.70 | 0.57 | 0.75 | 0.43 | 0.00 | 0.83 | 0.90 | 0.89 | 0.91 |
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- | granulocyte | 33 | 0.00 | 0.00 | 0.15 | 0.06 | 0.00 | 0.42 | 0.70 | 0.62 | 0.17 |
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- | mature NK T cell | 32 | 0.28 | 0.17 | 0.65 | 0.31 | 0.00 | 0.93 | 0.93 | 0.94 | 0.82 |
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- | T cell | 17 | 0.00 | 0.00 | 0.54 | 0.00 | 0.00 | 0.22 | 1.00 | 1.00 | 0.87 |
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- | ionocyte | 17 | 0.64 | 0.00 | 0.82 | 0.67 | 0.00 | 0.43 | 1.00 | 1.00 | 0.97 |
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- | regulatory T cell | 14 | 0.00 | 0.00 | 0.32 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.67 |
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- | intermediate monocyte | 15 | 0.00 | 0.00 | 0.52 | 0.22 | 0.00 | 0.79 | 1.00 | 1.00 | 0.80 |
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- | non-classical monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.47 | 1.00 | 1.00 | 0.57 |
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- | innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 0.80 | 1.00 | 0.67 |
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- | plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |
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- | myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
accuracies.json CHANGED
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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| basal cell | 1033 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.95 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 452 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.98 | 0.98 | 0.99 | 0.99 |\n| fibroblast | 178 | 0.97 | 0.95 | 0.97 | 0.97 | 0.00 | 0.96 | 0.98 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 128 | 0.89 | 0.92 | 0.93 | 0.88 | 0.00 | 0.94 | 0.93 | 0.94 | 0.93 |\n| ciliated columnar cell of tracheobronchial tree | 78 | 0.97 | 0.96 | 0.95 | 0.98 | 0.00 | 0.95 | 0.97 | 0.96 | 0.97 |\n| macrophage | 69 | 0.97 | 0.98 | 0.95 | 0.95 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| B cell | 65 | 0.98 | 0.98 | 0.97 | 0.94 | 0.00 | 0.98 | 0.98 | 1.00 | 0.99 |\n| endothelial cell | 48 | 0.97 | 0.96 | 0.94 | 0.97 | 0.00 | 0.92 | 0.97 | 0.98 | 0.97 |\n| serous cell of epithelium of trachea | 27 | 0.63 | 0.00 | 0.68 | 0.67 | 0.00 | 0.51 | 0.54 | 0.66 | 0.73 |\n| plasma cell | 22 | 0.95 | 0.93 | 0.93 | 0.90 | 0.00 | 0.93 | 0.93 | 0.96 | 0.93 |\n| CD4-positive, alpha-beta T cell | 31 | 0.82 | 0.72 | 0.81 | 0.57 | 0.00 | 0.83 | 0.78 | 0.85 | 0.83 |\n| mucus secreting cell | 32 | 0.75 | 0.78 | 0.81 | 0.85 | 0.00 | 0.76 | 0.78 | 0.82 | 0.83 |\n| tracheal goblet cell | 33 | 0.71 | 0.70 | 0.91 | 0.87 | 0.00 | 0.73 | 0.89 | 0.90 | 0.97 |\n| connective tissue cell | 11 | 0.91 | 0.00 | 0.92 | 0.53 | 0.00 | 0.96 | 0.96 | 0.92 | 1.00 |\n| smooth muscle cell | 13 | 0.77 | 0.86 | 0.80 | 0.92 | 0.00 | 0.77 | 0.80 | 0.80 | 0.80 |\n| mast cell | 16 | 0.97 | 0.97 | 0.97 | 0.94 | 0.00 | 0.97 | 0.97 | 1.00 | 0.97 |\n| monocyte | 5 | 0.73 | 0.75 | 0.73 | 0.33 | 0.00 | 0.73 | 1.00 | 0.80 | 0.89 |\n| natural killer cell | 9 | 0.67 | 0.71 | 0.75 | 0.46 | 0.00 | 0.67 | 0.73 | 0.69 | 0.73 |\n| granulocyte | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.37 | 0.33 | 0.27 | 0.00 |\n| mature NK T cell | 5 | 0.29 | 0.00 | 0.57 | 0.25 | 0.00 | 0.75 | 0.80 | 0.80 | 0.57 |\n| T cell | 2 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 |\n| ionocyte | 1 | 0.50 | 0.00 | 0.67 | 1.00 | 0.00 | 0.29 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
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- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| basal cell | 9214 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.95 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 4232 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| fibroblast | 1622 | 0.96 | 0.93 | 0.98 | 0.98 | 0.00 | 0.96 | 0.99 | 0.98 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1074 | 0.88 | 0.90 | 0.94 | 0.90 | 0.00 | 0.96 | 0.98 | 0.98 | 0.96 |\n| ciliated columnar cell of tracheobronchial tree | 635 | 0.97 | 0.97 | 0.96 | 0.98 | 0.00 | 0.96 | 0.98 | 0.98 | 0.98 |\n| macrophage | 643 | 0.93 | 0.91 | 0.95 | 0.93 | 0.00 | 0.96 | 0.99 | 0.99 | 0.97 |\n| B cell | 562 | 0.97 | 0.96 | 0.97 | 0.96 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| endothelial cell | 538 | 0.99 | 0.98 | 0.98 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 1.00 |\n| serous cell of epithelium of trachea | 299 | 0.69 | 0.03 | 0.91 | 0.86 | 0.00 | 0.64 | 0.73 | 0.76 | 0.88 |\n| plasma cell | 270 | 0.97 | 0.98 | 0.98 | 0.94 | 0.00 | 0.98 | 1.00 | 0.99 | 1.00 |\n| CD4-positive, alpha-beta T cell | 247 | 0.73 | 0.65 | 0.78 | 0.60 | 0.00 | 0.90 | 0.94 | 0.97 | 0.86 |\n| mucus secreting cell | 238 | 0.77 | 0.74 | 0.89 | 0.87 | 0.00 | 0.73 | 0.87 | 0.85 | 0.90 |\n| tracheal goblet cell | 199 | 0.71 | 0.51 | 0.90 | 0.87 | 0.00 | 0.68 | 0.87 | 0.81 | 0.95 |\n| connective tissue cell | 141 | 0.76 | 0.00 | 0.94 | 0.96 | 0.00 | 0.94 | 0.95 | 0.94 | 0.98 |\n| smooth muscle cell | 118 | 0.81 | 0.72 | 0.87 | 0.90 | 0.00 | 0.85 | 0.93 | 0.91 | 0.89 |\n| mast cell | 103 | 0.96 | 0.96 | 0.96 | 0.98 | 0.00 | 0.94 | 1.00 | 1.00 | 0.99 |\n| monocyte | 76 | 0.62 | 0.36 | 0.71 | 0.58 | 0.00 | 0.83 | 0.97 | 0.99 | 0.85 |\n| natural killer cell | 55 | 0.70 | 0.57 | 0.75 | 0.43 | 0.00 | 0.83 | 0.90 | 0.89 | 0.91 |\n| granulocyte | 33 | 0.00 | 0.00 | 0.15 | 0.06 | 0.00 | 0.42 | 0.70 | 0.62 | 0.17 |\n| mature NK T cell | 32 | 0.28 | 0.17 | 0.65 | 0.31 | 0.00 | 0.93 | 0.93 | 0.94 | 0.82 |\n| T cell | 17 | 0.00 | 0.00 | 0.54 | 0.00 | 0.00 | 0.22 | 1.00 | 1.00 | 0.87 |\n| ionocyte | 17 | 0.64 | 0.00 | 0.82 | 0.67 | 0.00 | 0.43 | 1.00 | 1.00 | 0.97 |\n| regulatory T cell | 14 | 0.00 | 0.00 | 0.32 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 0.67 |\n| intermediate monocyte | 15 | 0.00 | 0.00 | 0.52 | 0.22 | 0.00 | 0.79 | 1.00 | 1.00 | 0.80 |\n| non-classical monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.47 | 1.00 | 1.00 | 0.57 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 0.80 | 1.00 | 0.67 |\n| plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |"
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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| basal cell | 1030 | 0.99 | 0.98 | 0.98 | 0.96 | 0.00 | 0.90 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 452 | 0.99 | 0.99 | 0.99 | 0.95 | 0.00 | 0.90 | 0.99 | 0.98 | 0.99 |\n| fibroblast | 172 | 0.96 | 0.95 | 0.97 | 0.98 | 0.00 | 0.94 | 0.97 | 0.98 | 0.98 |\n| CD8-positive, alpha-beta T cell | 133 | 0.92 | 0.91 | 0.92 | 0.91 | 0.00 | 0.91 | 0.93 | 0.95 | 0.92 |\n| ciliated columnar cell of tracheobronchial tree | 72 | 0.97 | 0.96 | 0.94 | 0.91 | 0.00 | 0.79 | 0.95 | 0.97 | 0.97 |\n| macrophage | 70 | 0.95 | 0.97 | 0.96 | 0.93 | 0.00 | 0.94 | 0.97 | 0.97 | 0.97 |\n| B cell | 67 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| endothelial cell | 48 | 0.96 | 0.96 | 0.98 | 0.98 | 0.00 | 0.89 | 0.99 | 0.98 | 0.99 |\n| serous cell of epithelium of trachea | 30 | 0.67 | 0.00 | 0.64 | 0.64 | 0.00 | 0.67 | 0.65 | 0.71 | 0.70 |\n| plasma cell | 20 | 0.90 | 0.90 | 0.93 | 0.84 | 0.00 | 0.95 | 0.95 | 0.90 | 0.95 |\n| CD4-positive, alpha-beta T cell | 33 | 0.83 | 0.66 | 0.77 | 0.71 | 0.00 | 0.78 | 0.81 | 0.88 | 0.79 |\n| mucus secreting cell | 33 | 0.76 | 0.81 | 0.84 | 0.84 | 0.00 | 0.68 | 0.77 | 0.85 | 0.87 |\n| tracheal goblet cell | 35 | 0.76 | 0.73 | 0.79 | 0.78 | 0.00 | 0.67 | 0.92 | 0.86 | 0.93 |\n| connective tissue cell | 10 | 0.80 | 0.00 | 0.95 | 1.00 | 0.00 | 0.83 | 0.95 | 0.91 | 1.00 |\n| smooth muscle cell | 15 | 0.78 | 0.80 | 0.76 | 0.88 | 0.00 | 0.82 | 0.80 | 0.85 | 0.80 |\n| mast cell | 16 | 0.97 | 0.97 | 0.97 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.97 |\n| monocyte | 7 | 0.57 | 0.73 | 0.73 | 0.44 | 0.00 | 0.59 | 0.83 | 0.73 | 0.73 |\n| natural killer cell | 8 | 0.70 | 0.62 | 0.82 | 0.78 | 0.00 | 0.76 | 0.82 | 0.70 | 0.74 |\n| granulocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.43 | 0.22 | 0.00 |\n| mature NK T cell | 5 | 0.25 | 0.00 | 0.00 | 0.50 | 0.00 | 0.38 | 0.91 | 0.80 | 0.50 |\n| T cell | 2 | 0.80 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ionocyte | 1 | 1.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |\n| regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic 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| basal cell | 9217 | 0.98 | 0.98 | 0.99 | 0.96 | 0.00 | 0.94 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 4232 | 0.99 | 0.99 | 0.99 | 0.95 | 0.00 | 0.94 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 1628 | 0.95 | 0.94 | 0.96 | 0.97 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| CD8-positive, alpha-beta T cell | 1069 | 0.91 | 0.92 | 0.92 | 0.91 | 0.00 | 0.94 | 0.98 | 0.98 | 0.95 |\n| ciliated columnar cell of tracheobronchial tree | 641 | 0.96 | 0.98 | 0.95 | 0.96 | 0.00 | 0.88 | 0.98 | 0.98 | 0.98 |\n| macrophage | 642 | 0.92 | 0.93 | 0.94 | 0.91 | 0.00 | 0.96 | 0.99 | 0.99 | 0.96 |\n| B cell | 560 | 0.97 | 0.97 | 0.97 | 0.96 | 0.00 | 0.97 | 1.00 | 1.00 | 0.99 |\n| endothelial cell | 538 | 0.98 | 0.98 | 0.98 | 0.96 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| serous cell of epithelium of trachea | 296 | 0.72 | 0.07 | 0.87 | 0.82 | 0.00 | 0.83 | 0.76 | 0.80 | 0.93 |\n| plasma cell | 272 | 0.97 | 0.98 | 0.98 | 0.93 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| CD4-positive, alpha-beta T cell | 245 | 0.72 | 0.67 | 0.72 | 0.66 | 0.00 | 0.87 | 0.96 | 0.97 | 0.83 |\n| mucus secreting cell | 237 | 0.69 | 0.78 | 0.85 | 0.86 | 0.00 | 0.81 | 0.86 | 0.85 | 0.89 |\n| tracheal goblet cell | 197 | 0.73 | 0.56 | 0.81 | 0.78 | 0.00 | 0.59 | 0.85 | 0.84 | 0.91 |\n| connective tissue cell | 142 | 0.75 | 0.00 | 0.86 | 0.95 | 0.00 | 0.83 | 0.96 | 0.97 | 0.98 |\n| smooth muscle cell | 116 | 0.79 | 0.82 | 0.82 | 0.85 | 0.00 | 0.83 | 0.92 | 0.92 | 0.88 |\n| mast cell | 103 | 0.96 | 0.96 | 0.96 | 0.95 | 0.00 | 0.95 | 1.00 | 1.00 | 0.98 |\n| monocyte | 74 | 0.58 | 0.62 | 0.68 | 0.45 | 0.00 | 0.78 | 0.97 | 0.97 | 0.84 |\n| natural killer cell | 56 | 0.68 | 0.70 | 0.63 | 0.73 | 0.00 | 0.81 | 0.92 | 0.90 | 0.90 |\n| granulocyte | 34 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.17 | 0.80 | 0.62 | 0.16 |\n| mature NK T cell | 32 | 0.29 | 0.21 | 0.30 | 0.46 | 0.00 | 0.45 | 0.93 | 0.96 | 0.82 |\n| T cell | 17 | 0.62 | 0.11 | 0.42 | 0.35 | 0.00 | 0.62 | 1.00 | 1.00 | 0.87 |\n| ionocyte | 17 | 0.64 | 0.00 | 0.77 | 0.71 | 0.00 | 0.81 | 1.00 | 1.00 | 0.94 |\n| regulatory T cell | 14 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.82 | 1.00 | 1.00 | 0.73 |\n| intermediate monocyte | 15 | 0.00 | 0.00 | 0.21 | 0.12 | 0.00 | 0.62 | 1.00 | 1.00 | 0.50 |\n| non-classical monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.32 | 1.00 | 1.00 | 0.57 |\n| innate lymphoid cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |\n| plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 1.00 | 1.00 | 1.00 |"
4
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1017
  "ENSG00000123342",
@@ -1029,7 +997,6 @@
1029
  "ENSG00000123689",
1030
  "ENSG00000123728",
1031
  "ENSG00000123843",
1032
- "ENSG00000123892",
1033
  "ENSG00000123977",
1034
  "ENSG00000123999",
1035
  "ENSG00000124067",
@@ -1039,6 +1006,7 @@
1039
  "ENSG00000124181",
1040
  "ENSG00000124212",
1041
  "ENSG00000124217",
 
1042
  "ENSG00000124257",
1043
  "ENSG00000124279",
1044
  "ENSG00000124343",
@@ -1052,7 +1020,6 @@
1052
  "ENSG00000124635",
1053
  "ENSG00000124688",
1054
  "ENSG00000124701",
1055
- "ENSG00000124702",
1056
  "ENSG00000124713",
1057
  "ENSG00000124731",
1058
  "ENSG00000124772",
@@ -1079,11 +1046,13 @@
1079
  "ENSG00000125618",
1080
  "ENSG00000125675",
1081
  "ENSG00000125726",
 
1082
  "ENSG00000125734",
1083
  "ENSG00000125735",
1084
  "ENSG00000125775",
1085
  "ENSG00000125810",
1086
  "ENSG00000125814",
 
1087
  "ENSG00000125846",
1088
  "ENSG00000125910",
1089
  "ENSG00000125945",
@@ -1094,14 +1063,13 @@
1094
  "ENSG00000126016",
1095
  "ENSG00000126067",
1096
  "ENSG00000126107",
 
1097
  "ENSG00000126246",
1098
  "ENSG00000126353",
1099
  "ENSG00000126460",
1100
  "ENSG00000126785",
1101
  "ENSG00000126787",
1102
  "ENSG00000126814",
1103
- "ENSG00000126838",
1104
- "ENSG00000126860",
1105
  "ENSG00000126861",
1106
  "ENSG00000126878",
1107
  "ENSG00000126950",
@@ -1153,7 +1121,6 @@
1153
  "ENSG00000128872",
1154
  "ENSG00000128917",
1155
  "ENSG00000128944",
1156
- "ENSG00000128965",
1157
  "ENSG00000129028",
1158
  "ENSG00000129151",
1159
  "ENSG00000129173",
@@ -1171,7 +1138,6 @@
1171
  "ENSG00000129933",
1172
  "ENSG00000129988",
1173
  "ENSG00000129991",
1174
- "ENSG00000129993",
1175
  "ENSG00000130021",
1176
  "ENSG00000130023",
1177
  "ENSG00000130032",
@@ -1189,6 +1155,7 @@
1189
  "ENSG00000130347",
1190
  "ENSG00000130475",
1191
  "ENSG00000130479",
 
1192
  "ENSG00000130508",
1193
  "ENSG00000130513",
1194
  "ENSG00000130517",
@@ -1218,7 +1185,6 @@
1218
  "ENSG00000131061",
1219
  "ENSG00000131080",
1220
  "ENSG00000131097",
1221
- "ENSG00000131100",
1222
  "ENSG00000131153",
1223
  "ENSG00000131203",
1224
  "ENSG00000131269",
@@ -1235,20 +1201,17 @@
1235
  "ENSG00000131477",
1236
  "ENSG00000131620",
1237
  "ENSG00000131634",
1238
- "ENSG00000131669",
1239
  "ENSG00000131697",
1240
  "ENSG00000131711",
1241
  "ENSG00000131725",
1242
  "ENSG00000131747",
1243
  "ENSG00000131771",
1244
- "ENSG00000131781",
1245
  "ENSG00000131791",
1246
  "ENSG00000131828",
1247
  "ENSG00000131831",
1248
  "ENSG00000131845",
1249
  "ENSG00000131848",
1250
  "ENSG00000131931",
1251
- "ENSG00000131943",
1252
  "ENSG00000131944",
1253
  "ENSG00000131951",
1254
  "ENSG00000131969",
@@ -1267,7 +1230,6 @@
1267
  "ENSG00000132357",
1268
  "ENSG00000132376",
1269
  "ENSG00000132436",
1270
- "ENSG00000132463",
1271
  "ENSG00000132465",
1272
  "ENSG00000132475",
1273
  "ENSG00000132514",
@@ -1316,6 +1278,7 @@
1316
  "ENSG00000133574",
1317
  "ENSG00000133597",
1318
  "ENSG00000133619",
 
1319
  "ENSG00000133665",
1320
  "ENSG00000133710",
1321
  "ENSG00000133742",
@@ -1344,7 +1307,6 @@
1344
  "ENSG00000134716",
1345
  "ENSG00000134757",
1346
  "ENSG00000134780",
1347
- "ENSG00000134815",
1348
  "ENSG00000134827",
1349
  "ENSG00000134853",
1350
  "ENSG00000134864",
@@ -1353,13 +1315,13 @@
1353
  "ENSG00000134897",
1354
  "ENSG00000134899",
1355
  "ENSG00000134901",
1356
- "ENSG00000134954",
1357
  "ENSG00000134955",
1358
  "ENSG00000134982",
1359
  "ENSG00000134987",
1360
  "ENSG00000135018",
1361
  "ENSG00000135046",
1362
  "ENSG00000135047",
 
1363
  "ENSG00000135069",
1364
  "ENSG00000135077",
1365
  "ENSG00000135083",
@@ -1367,7 +1329,6 @@
1367
  "ENSG00000135116",
1368
  "ENSG00000135119",
1369
  "ENSG00000135148",
1370
- "ENSG00000135205",
1371
  "ENSG00000135218",
1372
  "ENSG00000135314",
1373
  "ENSG00000135324",
@@ -1377,16 +1338,13 @@
1377
  "ENSG00000135424",
1378
  "ENSG00000135451",
1379
  "ENSG00000135472",
1380
- "ENSG00000135473",
1381
  "ENSG00000135480",
1382
  "ENSG00000135482",
1383
  "ENSG00000135537",
1384
- "ENSG00000135604",
1385
  "ENSG00000135622",
1386
  "ENSG00000135632",
1387
  "ENSG00000135636",
1388
  "ENSG00000135637",
1389
- "ENSG00000135698",
1390
  "ENSG00000135723",
1391
  "ENSG00000135736",
1392
  "ENSG00000135744",
@@ -1414,10 +1372,8 @@
1414
  "ENSG00000136478",
1415
  "ENSG00000136514",
1416
  "ENSG00000136546",
1417
- "ENSG00000136628",
1418
  "ENSG00000136630",
1419
  "ENSG00000136689",
1420
- "ENSG00000136710",
1421
  "ENSG00000136802",
1422
  "ENSG00000136842",
1423
  "ENSG00000136866",
@@ -1441,15 +1397,14 @@
1441
  "ENSG00000137135",
1442
  "ENSG00000137185",
1443
  "ENSG00000137200",
1444
- "ENSG00000137203",
1445
  "ENSG00000137221",
1446
- "ENSG00000137265",
1447
  "ENSG00000137273",
1448
  "ENSG00000137310",
1449
  "ENSG00000137338",
1450
  "ENSG00000137393",
1451
  "ENSG00000137404",
1452
  "ENSG00000137414",
 
1453
  "ENSG00000137473",
1454
  "ENSG00000137491",
1455
  "ENSG00000137496",
@@ -1457,7 +1412,6 @@
1457
  "ENSG00000137507",
1458
  "ENSG00000137509",
1459
  "ENSG00000137561",
1460
- "ENSG00000137563",
1461
  "ENSG00000137628",
1462
  "ENSG00000137673",
1463
  "ENSG00000137691",
@@ -1510,7 +1464,6 @@
1510
  "ENSG00000138606",
1511
  "ENSG00000138613",
1512
  "ENSG00000138623",
1513
- "ENSG00000138629",
1514
  "ENSG00000138658",
1515
  "ENSG00000138669",
1516
  "ENSG00000138685",
@@ -1552,8 +1505,8 @@
1552
  "ENSG00000140274",
1553
  "ENSG00000140285",
1554
  "ENSG00000140287",
 
1555
  "ENSG00000140368",
1556
- "ENSG00000140379",
1557
  "ENSG00000140450",
1558
  "ENSG00000140463",
1559
  "ENSG00000140471",
@@ -1620,6 +1573,7 @@
1620
  "ENSG00000143303",
1621
  "ENSG00000143322",
1622
  "ENSG00000143333",
 
1623
  "ENSG00000143363",
1624
  "ENSG00000143365",
1625
  "ENSG00000143373",
@@ -1631,7 +1585,6 @@
1631
  "ENSG00000143493",
1632
  "ENSG00000143494",
1633
  "ENSG00000143498",
1634
- "ENSG00000143502",
1635
  "ENSG00000143537",
1636
  "ENSG00000143554",
1637
  "ENSG00000143603",
@@ -1670,7 +1623,6 @@
1670
  "ENSG00000144868",
1671
  "ENSG00000144891",
1672
  "ENSG00000145014",
1673
- "ENSG00000145103",
1674
  "ENSG00000145113",
1675
  "ENSG00000145214",
1676
  "ENSG00000145283",
@@ -1704,7 +1656,6 @@
1704
  "ENSG00000145982",
1705
  "ENSG00000146006",
1706
  "ENSG00000146070",
1707
- "ENSG00000146109",
1708
  "ENSG00000146197",
1709
  "ENSG00000146205",
1710
  "ENSG00000146221",
@@ -1750,7 +1701,6 @@
1750
  "ENSG00000148158",
1751
  "ENSG00000148175",
1752
  "ENSG00000148225",
1753
- "ENSG00000148288",
1754
  "ENSG00000148297",
1755
  "ENSG00000148343",
1756
  "ENSG00000148344",
@@ -1758,7 +1708,6 @@
1758
  "ENSG00000148357",
1759
  "ENSG00000148396",
1760
  "ENSG00000148459",
1761
- "ENSG00000148468",
1762
  "ENSG00000148481",
1763
  "ENSG00000148483",
1764
  "ENSG00000148541",
@@ -1789,6 +1738,7 @@
1789
  "ENSG00000149633",
1790
  "ENSG00000149636",
1791
  "ENSG00000149679",
 
1792
  "ENSG00000149781",
1793
  "ENSG00000149782",
1794
  "ENSG00000149927",
@@ -1799,11 +1749,9 @@
1799
  "ENSG00000150051",
1800
  "ENSG00000150457",
1801
  "ENSG00000150510",
1802
- "ENSG00000150540",
1803
  "ENSG00000150551",
1804
  "ENSG00000150630",
1805
  "ENSG00000150636",
1806
- "ENSG00000150656",
1807
  "ENSG00000150667",
1808
  "ENSG00000150681",
1809
  "ENSG00000150722",
@@ -1822,20 +1770,19 @@
1822
  "ENSG00000151611",
1823
  "ENSG00000151632",
1824
  "ENSG00000151651",
1825
- "ENSG00000151687",
1826
  "ENSG00000151692",
1827
  "ENSG00000151715",
1828
  "ENSG00000151725",
1829
  "ENSG00000151726",
1830
  "ENSG00000151835",
1831
  "ENSG00000151838",
1832
- "ENSG00000151892",
1833
  "ENSG00000151914",
1834
  "ENSG00000151917",
1835
  "ENSG00000151967",
1836
  "ENSG00000152078",
1837
  "ENSG00000152102",
1838
  "ENSG00000152213",
 
1839
  "ENSG00000152256",
1840
  "ENSG00000152377",
1841
  "ENSG00000152439",
@@ -1865,13 +1812,14 @@
1865
  "ENSG00000153157",
1866
  "ENSG00000153165",
1867
  "ENSG00000153208",
1868
- "ENSG00000153292",
1869
  "ENSG00000153347",
1870
  "ENSG00000153404",
1871
  "ENSG00000153446",
1872
  "ENSG00000153531",
1873
  "ENSG00000153721",
1874
  "ENSG00000153789",
 
1875
  "ENSG00000153885",
1876
  "ENSG00000153896",
1877
  "ENSG00000153898",
@@ -1895,7 +1843,6 @@
1895
  "ENSG00000154370",
1896
  "ENSG00000154429",
1897
  "ENSG00000154451",
1898
- "ENSG00000154553",
1899
  "ENSG00000154642",
1900
  "ENSG00000154721",
1901
  "ENSG00000154736",
@@ -1913,7 +1860,6 @@
1913
  "ENSG00000155304",
1914
  "ENSG00000155330",
1915
  "ENSG00000155367",
1916
- "ENSG00000155380",
1917
  "ENSG00000155592",
1918
  "ENSG00000155636",
1919
  "ENSG00000155659",
@@ -1941,13 +1887,11 @@
1941
  "ENSG00000156853",
1942
  "ENSG00000156876",
1943
  "ENSG00000156966",
1944
- "ENSG00000156983",
1945
  "ENSG00000157014",
1946
  "ENSG00000157064",
1947
  "ENSG00000157111",
1948
  "ENSG00000157150",
1949
  "ENSG00000157303",
1950
- "ENSG00000157379",
1951
  "ENSG00000157388",
1952
  "ENSG00000157404",
1953
  "ENSG00000157429",
@@ -2010,6 +1954,7 @@
2010
  "ENSG00000159588",
2011
  "ENSG00000159618",
2012
  "ENSG00000159640",
 
2013
  "ENSG00000159713",
2014
  "ENSG00000159761",
2015
  "ENSG00000159763",
@@ -2017,7 +1962,6 @@
2017
  "ENSG00000159882",
2018
  "ENSG00000159899",
2019
  "ENSG00000160013",
2020
- "ENSG00000160049",
2021
  "ENSG00000160051",
2022
  "ENSG00000160111",
2023
  "ENSG00000160180",
@@ -2067,7 +2011,6 @@
2067
  "ENSG00000161647",
2068
  "ENSG00000161653",
2069
  "ENSG00000161692",
2070
- "ENSG00000161847",
2071
  "ENSG00000161904",
2072
  "ENSG00000161929",
2073
  "ENSG00000161940",
@@ -2106,6 +2049,7 @@
2106
  "ENSG00000162711",
2107
  "ENSG00000162747",
2108
  "ENSG00000162757",
 
2109
  "ENSG00000162813",
2110
  "ENSG00000162817",
2111
  "ENSG00000162836",
@@ -2113,6 +2057,7 @@
2113
  "ENSG00000162896",
2114
  "ENSG00000162913",
2115
  "ENSG00000162927",
 
2116
  "ENSG00000162931",
2117
  "ENSG00000162944",
2118
  "ENSG00000162959",
@@ -2126,12 +2071,12 @@
2126
  "ENSG00000163060",
2127
  "ENSG00000163072",
2128
  "ENSG00000163083",
2129
- "ENSG00000163093",
2130
  "ENSG00000163106",
2131
  "ENSG00000163121",
2132
  "ENSG00000163132",
2133
  "ENSG00000163141",
2134
  "ENSG00000163162",
 
2135
  "ENSG00000163220",
2136
  "ENSG00000163239",
2137
  "ENSG00000163293",
@@ -2181,7 +2126,6 @@
2181
  "ENSG00000163995",
2182
  "ENSG00000164002",
2183
  "ENSG00000164008",
2184
- "ENSG00000164010",
2185
  "ENSG00000164011",
2186
  "ENSG00000164032",
2187
  "ENSG00000164035",
@@ -2197,7 +2141,6 @@
2197
  "ENSG00000164078",
2198
  "ENSG00000164087",
2199
  "ENSG00000164088",
2200
- "ENSG00000164109",
2201
  "ENSG00000164118",
2202
  "ENSG00000164120",
2203
  "ENSG00000164161",
@@ -2252,14 +2195,16 @@
2252
  "ENSG00000164932",
2253
  "ENSG00000164946",
2254
  "ENSG00000164949",
 
2255
  "ENSG00000165025",
2256
  "ENSG00000165029",
2257
  "ENSG00000165091",
2258
- "ENSG00000165125",
2259
  "ENSG00000165140",
2260
  "ENSG00000165188",
2261
  "ENSG00000165194",
2262
  "ENSG00000165195",
 
2263
  "ENSG00000165215",
2264
  "ENSG00000165259",
2265
  "ENSG00000165269",
@@ -2268,7 +2213,6 @@
2268
  "ENSG00000165325",
2269
  "ENSG00000165355",
2270
  "ENSG00000165383",
2271
- "ENSG00000165410",
2272
  "ENSG00000165457",
2273
  "ENSG00000165474",
2274
  "ENSG00000165507",
@@ -2296,7 +2240,6 @@
2296
  "ENSG00000166035",
2297
  "ENSG00000166073",
2298
  "ENSG00000166105",
2299
- "ENSG00000166106",
2300
  "ENSG00000166128",
2301
  "ENSG00000166133",
2302
  "ENSG00000166140",
@@ -2306,20 +2249,18 @@
2306
  "ENSG00000166188",
2307
  "ENSG00000166189",
2308
  "ENSG00000166192",
 
2309
  "ENSG00000166265",
2310
  "ENSG00000166292",
2311
- "ENSG00000166311",
2312
  "ENSG00000166321",
2313
  "ENSG00000166341",
2314
  "ENSG00000166407",
2315
  "ENSG00000166428",
2316
  "ENSG00000166436",
2317
  "ENSG00000166451",
2318
- "ENSG00000166454",
2319
  "ENSG00000166478",
2320
  "ENSG00000166482",
2321
  "ENSG00000166508",
2322
- "ENSG00000166510",
2323
  "ENSG00000166532",
2324
  "ENSG00000166578",
2325
  "ENSG00000166592",
@@ -2333,7 +2274,6 @@
2333
  "ENSG00000166800",
2334
  "ENSG00000166813",
2335
  "ENSG00000166816",
2336
- "ENSG00000166823",
2337
  "ENSG00000166825",
2338
  "ENSG00000166828",
2339
  "ENSG00000166845",
@@ -2347,7 +2287,6 @@
2347
  "ENSG00000166946",
2348
  "ENSG00000166959",
2349
  "ENSG00000166965",
2350
- "ENSG00000166997",
2351
  "ENSG00000167034",
2352
  "ENSG00000167074",
2353
  "ENSG00000167077",
@@ -2372,30 +2311,25 @@
2372
  "ENSG00000167525",
2373
  "ENSG00000167549",
2374
  "ENSG00000167550",
2375
- "ENSG00000167554",
2376
  "ENSG00000167555",
2377
  "ENSG00000167601",
2378
  "ENSG00000167604",
2379
  "ENSG00000167613",
2380
  "ENSG00000167625",
2381
- "ENSG00000167637",
2382
  "ENSG00000167641",
2383
  "ENSG00000167653",
2384
  "ENSG00000167676",
 
2385
  "ENSG00000167703",
2386
  "ENSG00000167767",
2387
- "ENSG00000167772",
2388
- "ENSG00000167775",
2389
  "ENSG00000167779",
2390
  "ENSG00000167840",
2391
  "ENSG00000167842",
2392
  "ENSG00000167851",
2393
  "ENSG00000167858",
2394
  "ENSG00000167900",
2395
- "ENSG00000167967",
2396
  "ENSG00000167971",
2397
  "ENSG00000167972",
2398
- "ENSG00000167977",
2399
  "ENSG00000167981",
2400
  "ENSG00000167995",
2401
  "ENSG00000168060",
@@ -2410,7 +2344,6 @@
2410
  "ENSG00000168152",
2411
  "ENSG00000168209",
2412
  "ENSG00000168228",
2413
- "ENSG00000168256",
2414
  "ENSG00000168268",
2415
  "ENSG00000168306",
2416
  "ENSG00000168309",
@@ -2419,7 +2352,6 @@
2419
  "ENSG00000168398",
2420
  "ENSG00000168447",
2421
  "ENSG00000168491",
2422
- "ENSG00000168496",
2423
  "ENSG00000168497",
2424
  "ENSG00000168517",
2425
  "ENSG00000168542",
@@ -2461,7 +2393,7 @@
2461
  "ENSG00000169413",
2462
  "ENSG00000169429",
2463
  "ENSG00000169436",
2464
- "ENSG00000169490",
2465
  "ENSG00000169508",
2466
  "ENSG00000169515",
2467
  "ENSG00000169550",
@@ -2476,7 +2408,6 @@
2476
  "ENSG00000169826",
2477
  "ENSG00000169860",
2478
  "ENSG00000169884",
2479
- "ENSG00000169891",
2480
  "ENSG00000169896",
2481
  "ENSG00000169908",
2482
  "ENSG00000169914",
@@ -2501,15 +2432,13 @@
2501
  "ENSG00000170458",
2502
  "ENSG00000170468",
2503
  "ENSG00000170476",
 
2504
  "ENSG00000170482",
2505
- "ENSG00000170500",
2506
  "ENSG00000170509",
2507
  "ENSG00000170522",
2508
  "ENSG00000170542",
2509
  "ENSG00000170558",
2510
  "ENSG00000170631",
2511
- "ENSG00000170667",
2512
- "ENSG00000170684",
2513
  "ENSG00000170703",
2514
  "ENSG00000170745",
2515
  "ENSG00000170786",
@@ -2556,15 +2485,16 @@
2556
  "ENSG00000171700",
2557
  "ENSG00000171747",
2558
  "ENSG00000171757",
 
2559
  "ENSG00000171766",
2560
  "ENSG00000171792",
2561
  "ENSG00000171806",
2562
  "ENSG00000171812",
2563
  "ENSG00000171827",
2564
- "ENSG00000171840",
2565
  "ENSG00000171848",
2566
  "ENSG00000171861",
2567
  "ENSG00000171867",
 
2568
  "ENSG00000171903",
2569
  "ENSG00000171931",
2570
  "ENSG00000171962",
@@ -2573,7 +2503,6 @@
2573
  "ENSG00000172014",
2574
  "ENSG00000172020",
2575
  "ENSG00000172031",
2576
- "ENSG00000172115",
2577
  "ENSG00000172123",
2578
  "ENSG00000172236",
2579
  "ENSG00000172243",
@@ -2600,6 +2529,7 @@
2600
  "ENSG00000172771",
2601
  "ENSG00000172794",
2602
  "ENSG00000172817",
 
2603
  "ENSG00000172828",
2604
  "ENSG00000172840",
2605
  "ENSG00000172889",
@@ -2608,6 +2538,7 @@
2608
  "ENSG00000172943",
2609
  "ENSG00000172955",
2610
  "ENSG00000172992",
 
2611
  "ENSG00000173040",
2612
  "ENSG00000173085",
2613
  "ENSG00000173137",
@@ -2635,12 +2566,14 @@
2635
  "ENSG00000173535",
2636
  "ENSG00000173545",
2637
  "ENSG00000173546",
 
2638
  "ENSG00000173614",
2639
  "ENSG00000173638",
2640
  "ENSG00000173698",
2641
  "ENSG00000173706",
2642
  "ENSG00000173805",
2643
  "ENSG00000173918",
 
2644
  "ENSG00000173988",
2645
  "ENSG00000174007",
2646
  "ENSG00000174059",
@@ -2651,7 +2584,6 @@
2651
  "ENSG00000174151",
2652
  "ENSG00000174175",
2653
  "ENSG00000174177",
2654
- "ENSG00000174227",
2655
  "ENSG00000174326",
2656
  "ENSG00000174327",
2657
  "ENSG00000174348",
@@ -2669,7 +2601,6 @@
2669
  "ENSG00000174640",
2670
  "ENSG00000174669",
2671
  "ENSG00000174721",
2672
- "ENSG00000174791",
2673
  "ENSG00000174796",
2674
  "ENSG00000174804",
2675
  "ENSG00000174807",
@@ -2677,7 +2608,6 @@
2677
  "ENSG00000174844",
2678
  "ENSG00000174928",
2679
  "ENSG00000174951",
2680
- "ENSG00000175040",
2681
  "ENSG00000175063",
2682
  "ENSG00000175087",
2683
  "ENSG00000175093",
@@ -2700,7 +2630,6 @@
2700
  "ENSG00000175664",
2701
  "ENSG00000175691",
2702
  "ENSG00000175697",
2703
- "ENSG00000175745",
2704
  "ENSG00000175785",
2705
  "ENSG00000175832",
2706
  "ENSG00000175857",
@@ -2725,9 +2654,11 @@
2725
  "ENSG00000176435",
2726
  "ENSG00000176438",
2727
  "ENSG00000176444",
 
2728
  "ENSG00000176563",
2729
  "ENSG00000176595",
2730
  "ENSG00000176597",
 
2731
  "ENSG00000176692",
2732
  "ENSG00000176697",
2733
  "ENSG00000176714",
@@ -2749,7 +2680,6 @@
2749
  "ENSG00000177192",
2750
  "ENSG00000177272",
2751
  "ENSG00000177283",
2752
- "ENSG00000177409",
2753
  "ENSG00000177427",
2754
  "ENSG00000177432",
2755
  "ENSG00000177453",
@@ -2759,12 +2689,10 @@
2759
  "ENSG00000177483",
2760
  "ENSG00000177485",
2761
  "ENSG00000177575",
2762
- "ENSG00000177595",
2763
  "ENSG00000177627",
2764
  "ENSG00000177679",
2765
  "ENSG00000177692",
2766
  "ENSG00000177721",
2767
- "ENSG00000177842",
2768
  "ENSG00000177854",
2769
  "ENSG00000177943",
2770
  "ENSG00000177946",
@@ -2780,6 +2708,7 @@
2780
  "ENSG00000178226",
2781
  "ENSG00000178229",
2782
  "ENSG00000178363",
 
2783
  "ENSG00000178386",
2784
  "ENSG00000178401",
2785
  "ENSG00000178445",
@@ -2804,8 +2733,6 @@
2804
  "ENSG00000178927",
2805
  "ENSG00000178950",
2806
  "ENSG00000178965",
2807
- "ENSG00000178966",
2808
- "ENSG00000178971",
2809
  "ENSG00000178977",
2810
  "ENSG00000178996",
2811
  "ENSG00000178999",
@@ -2842,6 +2769,7 @@
2842
  "ENSG00000180035",
2843
  "ENSG00000180089",
2844
  "ENSG00000180096",
 
2845
  "ENSG00000180185",
2846
  "ENSG00000180257",
2847
  "ENSG00000180263",
@@ -2857,7 +2785,6 @@
2857
  "ENSG00000180525",
2858
  "ENSG00000180543",
2859
  "ENSG00000180592",
2860
- "ENSG00000180616",
2861
  "ENSG00000180667",
2862
  "ENSG00000180694",
2863
  "ENSG00000180730",
@@ -2885,6 +2812,7 @@
2885
  "ENSG00000181467",
2886
  "ENSG00000181472",
2887
  "ENSG00000181523",
 
2888
  "ENSG00000181631",
2889
  "ENSG00000181634",
2890
  "ENSG00000181638",
@@ -2930,10 +2858,8 @@
2930
  "ENSG00000183111",
2931
  "ENSG00000183160",
2932
  "ENSG00000183161",
2933
- "ENSG00000183337",
2934
  "ENSG00000183346",
2935
  "ENSG00000183401",
2936
- "ENSG00000183486",
2937
  "ENSG00000183496",
2938
  "ENSG00000183508",
2939
  "ENSG00000183597",
@@ -2942,7 +2868,6 @@
2942
  "ENSG00000183647",
2943
  "ENSG00000183671",
2944
  "ENSG00000183682",
2945
- "ENSG00000183688",
2946
  "ENSG00000183696",
2947
  "ENSG00000183751",
2948
  "ENSG00000183763",
@@ -2959,10 +2884,12 @@
2959
  "ENSG00000184271",
2960
  "ENSG00000184292",
2961
  "ENSG00000184307",
 
2962
  "ENSG00000184357",
2963
  "ENSG00000184361",
2964
  "ENSG00000184368",
2965
  "ENSG00000184434",
 
2966
  "ENSG00000184465",
2967
  "ENSG00000184470",
2968
  "ENSG00000184481",
@@ -2972,6 +2899,7 @@
2972
  "ENSG00000184575",
2973
  "ENSG00000184634",
2974
  "ENSG00000184675",
 
2975
  "ENSG00000184730",
2976
  "ENSG00000184857",
2977
  "ENSG00000184860",
@@ -2987,6 +2915,7 @@
2987
  "ENSG00000184979",
2988
  "ENSG00000184986",
2989
  "ENSG00000185009",
 
2990
  "ENSG00000185019",
2991
  "ENSG00000185085",
2992
  "ENSG00000185090",
@@ -3019,6 +2948,7 @@
3019
  "ENSG00000185652",
3020
  "ENSG00000185669",
3021
  "ENSG00000185670",
 
3022
  "ENSG00000185739",
3023
  "ENSG00000185745",
3024
  "ENSG00000185761",
@@ -3036,7 +2966,6 @@
3036
  "ENSG00000185947",
3037
  "ENSG00000185989",
3038
  "ENSG00000186017",
3039
- "ENSG00000186020",
3040
  "ENSG00000186026",
3041
  "ENSG00000186105",
3042
  "ENSG00000186106",
@@ -3061,7 +2990,6 @@
3061
  "ENSG00000186480",
3062
  "ENSG00000186496",
3063
  "ENSG00000186517",
3064
- "ENSG00000186567",
3065
  "ENSG00000186577",
3066
  "ENSG00000186603",
3067
  "ENSG00000186625",
@@ -3092,13 +3020,11 @@
3092
  "ENSG00000187134",
3093
  "ENSG00000187151",
3094
  "ENSG00000187323",
3095
- "ENSG00000187372",
3096
  "ENSG00000187492",
3097
  "ENSG00000187498",
3098
  "ENSG00000187513",
3099
  "ENSG00000187522",
3100
  "ENSG00000187554",
3101
- "ENSG00000187607",
3102
  "ENSG00000187626",
3103
  "ENSG00000187688",
3104
  "ENSG00000187764",
@@ -3113,14 +3039,12 @@
3113
  "ENSG00000187957",
3114
  "ENSG00000187961",
3115
  "ENSG00000187994",
3116
- "ENSG00000188010",
3117
  "ENSG00000188015",
3118
  "ENSG00000188037",
3119
  "ENSG00000188130",
3120
  "ENSG00000188167",
3121
  "ENSG00000188257",
3122
  "ENSG00000188283",
3123
- "ENSG00000188295",
3124
  "ENSG00000188315",
3125
  "ENSG00000188321",
3126
  "ENSG00000188368",
@@ -3182,11 +3106,9 @@
3182
  "ENSG00000196268",
3183
  "ENSG00000196277",
3184
  "ENSG00000196335",
3185
- "ENSG00000196345",
3186
  "ENSG00000196358",
3187
  "ENSG00000196368",
3188
  "ENSG00000196371",
3189
- "ENSG00000196372",
3190
  "ENSG00000196378",
3191
  "ENSG00000196388",
3192
  "ENSG00000196391",
@@ -3206,6 +3128,7 @@
3206
  "ENSG00000196652",
3207
  "ENSG00000196653",
3208
  "ENSG00000196655",
 
3209
  "ENSG00000196670",
3210
  "ENSG00000196689",
3211
  "ENSG00000196724",
@@ -3227,7 +3150,6 @@
3227
  "ENSG00000197057",
3228
  "ENSG00000197062",
3229
  "ENSG00000197093",
3230
- "ENSG00000197153",
3231
  "ENSG00000197170",
3232
  "ENSG00000197191",
3233
  "ENSG00000197245",
@@ -3237,7 +3159,6 @@
3237
  "ENSG00000197275",
3238
  "ENSG00000197279",
3239
  "ENSG00000197296",
3240
- "ENSG00000197301",
3241
  "ENSG00000197353",
3242
  "ENSG00000197355",
3243
  "ENSG00000197361",
@@ -3245,14 +3166,13 @@
3245
  "ENSG00000197372",
3246
  "ENSG00000197380",
3247
  "ENSG00000197381",
3248
- "ENSG00000197385",
3249
  "ENSG00000197429",
3250
  "ENSG00000197446",
3251
  "ENSG00000197465",
3252
  "ENSG00000197467",
3253
- "ENSG00000197479",
3254
  "ENSG00000197506",
3255
  "ENSG00000197520",
 
3256
  "ENSG00000197561",
3257
  "ENSG00000197576",
3258
  "ENSG00000197594",
@@ -3261,7 +3181,6 @@
3261
  "ENSG00000197632",
3262
  "ENSG00000197635",
3263
  "ENSG00000197646",
3264
- "ENSG00000197647",
3265
  "ENSG00000197653",
3266
  "ENSG00000197713",
3267
  "ENSG00000197753",
@@ -3270,19 +3189,18 @@
3270
  "ENSG00000197771",
3271
  "ENSG00000197798",
3272
  "ENSG00000197808",
3273
- "ENSG00000197837",
 
3274
  "ENSG00000197841",
3275
  "ENSG00000197852",
3276
  "ENSG00000197857",
3277
  "ENSG00000197859",
3278
  "ENSG00000197870",
3279
  "ENSG00000197872",
3280
- "ENSG00000197892",
3281
  "ENSG00000197912",
3282
  "ENSG00000197933",
3283
  "ENSG00000197934",
3284
  "ENSG00000197937",
3285
- "ENSG00000197948",
3286
  "ENSG00000197951",
3287
  "ENSG00000198003",
3288
  "ENSG00000198046",
@@ -3296,7 +3214,6 @@
3296
  "ENSG00000198182",
3297
  "ENSG00000198185",
3298
  "ENSG00000198189",
3299
- "ENSG00000198205",
3300
  "ENSG00000198208",
3301
  "ENSG00000198246",
3302
  "ENSG00000198252",
@@ -3328,31 +3245,31 @@
3328
  "ENSG00000198721",
3329
  "ENSG00000198727",
3330
  "ENSG00000198728",
 
3331
  "ENSG00000198736",
3332
  "ENSG00000198746",
3333
  "ENSG00000198756",
3334
  "ENSG00000198763",
3335
  "ENSG00000198783",
3336
  "ENSG00000198793",
3337
- "ENSG00000198799",
3338
  "ENSG00000198804",
3339
  "ENSG00000198830",
3340
  "ENSG00000198838",
3341
  "ENSG00000198844",
3342
  "ENSG00000198848",
3343
  "ENSG00000198885",
 
3344
  "ENSG00000198890",
3345
  "ENSG00000198892",
3346
  "ENSG00000198915",
3347
  "ENSG00000198919",
3348
  "ENSG00000198924",
 
3349
  "ENSG00000198932",
3350
  "ENSG00000198933",
3351
  "ENSG00000198938",
3352
  "ENSG00000198939",
3353
  "ENSG00000198948",
3354
- "ENSG00000198951",
3355
- "ENSG00000198954",
3356
  "ENSG00000198959",
3357
  "ENSG00000198961",
3358
  "ENSG00000203326",
@@ -3365,7 +3282,6 @@
3365
  "ENSG00000203867",
3366
  "ENSG00000203872",
3367
  "ENSG00000203883",
3368
- "ENSG00000203930",
3369
  "ENSG00000203963",
3370
  "ENSG00000203985",
3371
  "ENSG00000203995",
@@ -3385,7 +3301,6 @@
3385
  "ENSG00000204348",
3386
  "ENSG00000204380",
3387
  "ENSG00000204381",
3388
- "ENSG00000204385",
3389
  "ENSG00000204396",
3390
  "ENSG00000204421",
3391
  "ENSG00000204444",
@@ -3394,7 +3309,6 @@
3394
  "ENSG00000204519",
3395
  "ENSG00000204520",
3396
  "ENSG00000204531",
3397
- "ENSG00000204536",
3398
  "ENSG00000204540",
3399
  "ENSG00000204599",
3400
  "ENSG00000204611",
@@ -3410,7 +3324,6 @@
3410
  "ENSG00000205111",
3411
  "ENSG00000205221",
3412
  "ENSG00000205309",
3413
- "ENSG00000205339",
3414
  "ENSG00000205358",
3415
  "ENSG00000205362",
3416
  "ENSG00000205420",
@@ -3422,17 +3335,18 @@
3422
  "ENSG00000205710",
3423
  "ENSG00000205730",
3424
  "ENSG00000205791",
3425
- "ENSG00000205808",
3426
  "ENSG00000206069",
 
 
3427
  "ENSG00000206113",
 
3428
  "ENSG00000206417",
3429
  "ENSG00000206535",
 
3430
  "ENSG00000211445",
3431
  "ENSG00000211452",
3432
- "ENSG00000211677",
3433
- "ENSG00000211679",
3434
  "ENSG00000212123",
3435
- "ENSG00000212719",
3436
  "ENSG00000212916",
3437
  "ENSG00000213085",
3438
  "ENSG00000213088",
@@ -3444,7 +3358,6 @@
3444
  "ENSG00000213316",
3445
  "ENSG00000213347",
3446
  "ENSG00000213390",
3447
- "ENSG00000213588",
3448
  "ENSG00000213638",
3449
  "ENSG00000213694",
3450
  "ENSG00000213762",
@@ -3468,6 +3381,8 @@
3468
  "ENSG00000214694",
3469
  "ENSG00000214860",
3470
  "ENSG00000214870",
 
 
3471
  "ENSG00000215041",
3472
  "ENSG00000215045",
3473
  "ENSG00000215182",
@@ -3476,6 +3391,7 @@
3476
  "ENSG00000215374",
3477
  "ENSG00000215375",
3478
  "ENSG00000215458",
 
3479
  "ENSG00000215483",
3480
  "ENSG00000215704",
3481
  "ENSG00000215883",
@@ -3486,7 +3402,6 @@
3486
  "ENSG00000216937",
3487
  "ENSG00000217442",
3488
  "ENSG00000218018",
3489
- "ENSG00000220161",
3490
  "ENSG00000221838",
3491
  "ENSG00000221866",
3492
  "ENSG00000221883",
@@ -3496,12 +3411,11 @@
3496
  "ENSG00000221923",
3497
  "ENSG00000221944",
3498
  "ENSG00000221968",
3499
- "ENSG00000221988",
3500
  "ENSG00000221990",
3501
  "ENSG00000221994",
3502
  "ENSG00000222009",
3503
- "ENSG00000222046",
3504
- "ENSG00000223546",
3505
  "ENSG00000223783",
3506
  "ENSG00000223843",
3507
  "ENSG00000223882",
@@ -3513,17 +3427,21 @@
3513
  "ENSG00000224307",
3514
  "ENSG00000224397",
3515
  "ENSG00000224420",
3516
- "ENSG00000224429",
3517
  "ENSG00000224531",
3518
  "ENSG00000224616",
 
3519
  "ENSG00000224652",
 
3520
  "ENSG00000224743",
3521
  "ENSG00000224790",
 
3522
  "ENSG00000224897",
3523
  "ENSG00000224934",
 
3524
  "ENSG00000225083",
3525
  "ENSG00000225177",
3526
  "ENSG00000225265",
 
3527
  "ENSG00000225361",
3528
  "ENSG00000225377",
3529
  "ENSG00000225439",
@@ -3531,6 +3449,7 @@
3531
  "ENSG00000225526",
3532
  "ENSG00000225611",
3533
  "ENSG00000225614",
 
3534
  "ENSG00000225670",
3535
  "ENSG00000225697",
3536
  "ENSG00000225793",
@@ -3545,18 +3464,23 @@
3545
  "ENSG00000226137",
3546
  "ENSG00000226200",
3547
  "ENSG00000226251",
3548
- "ENSG00000226445",
 
3549
  "ENSG00000226711",
3550
  "ENSG00000226754",
 
3551
  "ENSG00000226889",
3552
  "ENSG00000227014",
3553
  "ENSG00000227252",
3554
  "ENSG00000227258",
3555
  "ENSG00000227354",
3556
  "ENSG00000227373",
 
3557
  "ENSG00000227403",
3558
  "ENSG00000227946",
 
3559
  "ENSG00000228126",
 
3560
  "ENSG00000228486",
3561
  "ENSG00000228506",
3562
  "ENSG00000228594",
@@ -3573,14 +3497,14 @@
3573
  "ENSG00000229666",
3574
  "ENSG00000229847",
3575
  "ENSG00000229931",
3576
- "ENSG00000229951",
3577
  "ENSG00000230082",
3578
  "ENSG00000230257",
3579
  "ENSG00000230368",
3580
  "ENSG00000230438",
3581
  "ENSG00000230487",
3582
- "ENSG00000230513",
3583
  "ENSG00000230561",
 
3584
  "ENSG00000230679",
3585
  "ENSG00000230749",
3586
  "ENSG00000230797",
@@ -3588,13 +3512,12 @@
3588
  "ENSG00000230910",
3589
  "ENSG00000230943",
3590
  "ENSG00000231023",
3591
- "ENSG00000231057",
3592
  "ENSG00000231105",
3593
  "ENSG00000231106",
3594
  "ENSG00000231154",
3595
  "ENSG00000231170",
3596
- "ENSG00000231233",
3597
  "ENSG00000231507",
 
3598
  "ENSG00000231738",
3599
  "ENSG00000231742",
3600
  "ENSG00000231789",
@@ -3603,24 +3526,27 @@
3603
  "ENSG00000231999",
3604
  "ENSG00000232310",
3605
  "ENSG00000232442",
3606
- "ENSG00000232445",
3607
- "ENSG00000232564",
3608
  "ENSG00000232613",
 
3609
  "ENSG00000232653",
3610
  "ENSG00000232671",
 
3611
  "ENSG00000232810",
3612
  "ENSG00000232912",
3613
  "ENSG00000232931",
 
3614
  "ENSG00000233070",
3615
  "ENSG00000233175",
3616
  "ENSG00000233184",
 
3617
  "ENSG00000233396",
3618
- "ENSG00000233452",
3619
  "ENSG00000233554",
3620
- "ENSG00000233654",
3621
  "ENSG00000233705",
3622
  "ENSG00000233723",
3623
  "ENSG00000233757",
 
3624
  "ENSG00000233791",
3625
  "ENSG00000233930",
3626
  "ENSG00000234028",
@@ -3634,13 +3560,14 @@
3634
  "ENSG00000234494",
3635
  "ENSG00000234616",
3636
  "ENSG00000234636",
3637
- "ENSG00000234715",
3638
- "ENSG00000234869",
3639
  "ENSG00000234883",
 
 
3640
  "ENSG00000234965",
3641
  "ENSG00000235159",
3642
  "ENSG00000235169",
3643
  "ENSG00000235173",
 
3644
  "ENSG00000235194",
3645
  "ENSG00000235280",
3646
  "ENSG00000235501",
@@ -3650,27 +3577,32 @@
3650
  "ENSG00000235688",
3651
  "ENSG00000235750",
3652
  "ENSG00000235897",
3653
- "ENSG00000235899",
3654
  "ENSG00000235927",
3655
  "ENSG00000236144",
3656
- "ENSG00000236305",
 
3657
  "ENSG00000236404",
 
3658
  "ENSG00000236526",
3659
  "ENSG00000236609",
 
 
3660
  "ENSG00000236915",
3661
  "ENSG00000237149",
3662
  "ENSG00000237172",
3663
  "ENSG00000237181",
3664
  "ENSG00000237248",
 
3665
  "ENSG00000237310",
3666
  "ENSG00000237330",
 
3667
  "ENSG00000237440",
 
3668
  "ENSG00000237484",
3669
  "ENSG00000237489",
3670
  "ENSG00000237523",
3671
  "ENSG00000237596",
3672
  "ENSG00000237649",
3673
- "ENSG00000237742",
3674
  "ENSG00000237753",
3675
  "ENSG00000237928",
3676
  "ENSG00000237976",
@@ -3678,9 +3610,9 @@
3678
  "ENSG00000238120",
3679
  "ENSG00000238133",
3680
  "ENSG00000238160",
3681
- "ENSG00000238164",
3682
  "ENSG00000239306",
3683
- "ENSG00000239453",
3684
  "ENSG00000239523",
3685
  "ENSG00000239636",
3686
  "ENSG00000239653",
@@ -3692,17 +3624,18 @@
3692
  "ENSG00000240184",
3693
  "ENSG00000240211",
3694
  "ENSG00000240288",
 
3695
  "ENSG00000240583",
3696
  "ENSG00000240694",
3697
  "ENSG00000240747",
3698
  "ENSG00000240859",
3699
  "ENSG00000241158",
3700
  "ENSG00000241316",
3701
- "ENSG00000241322",
3702
  "ENSG00000241484",
3703
  "ENSG00000241560",
3704
  "ENSG00000241644",
3705
  "ENSG00000241764",
 
3706
  "ENSG00000241839",
3707
  "ENSG00000241852",
3708
  "ENSG00000242474",
@@ -3711,6 +3644,7 @@
3711
  "ENSG00000242622",
3712
  "ENSG00000243335",
3713
  "ENSG00000243364",
 
3714
  "ENSG00000243566",
3715
  "ENSG00000243910",
3716
  "ENSG00000243955",
@@ -3720,6 +3654,7 @@
3720
  "ENSG00000244203",
3721
  "ENSG00000244219",
3722
  "ENSG00000244300",
 
3723
  "ENSG00000244558",
3724
  "ENSG00000244734",
3725
  "ENSG00000244968",
@@ -3731,58 +3666,61 @@
3731
  "ENSG00000245468",
3732
  "ENSG00000245498",
3733
  "ENSG00000245532",
3734
- "ENSG00000245571",
3735
  "ENSG00000245680",
3736
  "ENSG00000245685",
3737
  "ENSG00000245812",
3738
- "ENSG00000245857",
3739
  "ENSG00000246089",
3740
  "ENSG00000246174",
3741
  "ENSG00000246223",
3742
  "ENSG00000246273",
 
3743
  "ENSG00000246339",
3744
  "ENSG00000246366",
3745
  "ENSG00000246375",
3746
- "ENSG00000246379",
3747
- "ENSG00000246422",
3748
  "ENSG00000246430",
3749
  "ENSG00000246548",
3750
  "ENSG00000246640",
3751
  "ENSG00000247095",
 
3752
  "ENSG00000247157",
3753
- "ENSG00000247287",
3754
  "ENSG00000247317",
3755
  "ENSG00000247363",
3756
  "ENSG00000247400",
3757
  "ENSG00000247626",
3758
  "ENSG00000247746",
3759
  "ENSG00000247796",
 
3760
  "ENSG00000247950",
3761
  "ENSG00000248019",
 
 
3762
  "ENSG00000248441",
3763
  "ENSG00000248485",
3764
- "ENSG00000248538",
3765
  "ENSG00000248663",
3766
  "ENSG00000248693",
3767
  "ENSG00000248890",
3768
  "ENSG00000248905",
3769
- "ENSG00000249087",
3770
  "ENSG00000249096",
3771
  "ENSG00000249241",
3772
  "ENSG00000249267",
3773
  "ENSG00000249471",
 
3774
  "ENSG00000249494",
 
3775
  "ENSG00000249669",
3776
  "ENSG00000249715",
3777
  "ENSG00000249751",
3778
  "ENSG00000250067",
 
3779
  "ENSG00000250159",
3780
  "ENSG00000250328",
3781
  "ENSG00000250565",
 
 
3782
  "ENSG00000251141",
3783
- "ENSG00000251179",
3784
  "ENSG00000251191",
3785
- "ENSG00000251230",
3786
  "ENSG00000251279",
3787
  "ENSG00000251287",
3788
  "ENSG00000251322",
@@ -3792,6 +3730,10 @@
3792
  "ENSG00000251562",
3793
  "ENSG00000251580",
3794
  "ENSG00000251586",
 
 
 
 
3795
  "ENSG00000253250",
3796
  "ENSG00000253408",
3797
  "ENSG00000253485",
@@ -3799,6 +3741,7 @@
3799
  "ENSG00000253669",
3800
  "ENSG00000253731",
3801
  "ENSG00000253846",
 
3802
  "ENSG00000253958",
3803
  "ENSG00000253982",
3804
  "ENSG00000254004",
@@ -3806,76 +3749,93 @@
3806
  "ENSG00000254122",
3807
  "ENSG00000254470",
3808
  "ENSG00000254614",
 
3809
  "ENSG00000254703",
 
3810
  "ENSG00000254726",
3811
  "ENSG00000254815",
3812
  "ENSG00000254858",
 
 
3813
  "ENSG00000255100",
3814
  "ENSG00000255150",
3815
  "ENSG00000255153",
3816
  "ENSG00000255284",
 
3817
  "ENSG00000255423",
3818
- "ENSG00000255458",
3819
  "ENSG00000255468",
3820
  "ENSG00000255517",
3821
- "ENSG00000255587",
3822
  "ENSG00000255690",
3823
  "ENSG00000256087",
3824
  "ENSG00000256128",
3825
  "ENSG00000256223",
3826
  "ENSG00000256235",
3827
  "ENSG00000256294",
 
3828
  "ENSG00000256628",
3829
  "ENSG00000256751",
3830
  "ENSG00000256806",
 
3831
  "ENSG00000257017",
 
3832
  "ENSG00000257433",
3833
  "ENSG00000257497",
3834
  "ENSG00000257556",
3835
  "ENSG00000257599",
3836
  "ENSG00000257605",
3837
- "ENSG00000257839",
3838
  "ENSG00000257913",
3839
  "ENSG00000258056",
3840
  "ENSG00000258279",
3841
- "ENSG00000258334",
 
3842
  "ENSG00000258405",
3843
  "ENSG00000258484",
3844
  "ENSG00000258498",
3845
- "ENSG00000258545",
3846
  "ENSG00000258655",
3847
  "ENSG00000258689",
3848
  "ENSG00000258708",
3849
  "ENSG00000258738",
3850
  "ENSG00000258920",
 
3851
  "ENSG00000259065",
3852
  "ENSG00000259146",
3853
  "ENSG00000259207",
3854
  "ENSG00000259291",
3855
- "ENSG00000259330",
3856
- "ENSG00000259426",
3857
  "ENSG00000259430",
3858
- "ENSG00000259456",
3859
  "ENSG00000259488",
3860
  "ENSG00000259583",
 
3861
  "ENSG00000259687",
3862
  "ENSG00000259772",
3863
  "ENSG00000259802",
3864
  "ENSG00000259877",
3865
  "ENSG00000259883",
3866
- "ENSG00000260057",
 
 
 
 
 
3867
  "ENSG00000260219",
 
 
3868
  "ENSG00000260314",
3869
  "ENSG00000260329",
3870
  "ENSG00000260352",
 
3871
  "ENSG00000260428",
3872
- "ENSG00000260589",
3873
  "ENSG00000260630",
 
 
3874
  "ENSG00000260807",
3875
  "ENSG00000260852",
3876
  "ENSG00000260886",
 
 
3877
  "ENSG00000261188",
3878
- "ENSG00000261189",
3879
  "ENSG00000261210",
3880
  "ENSG00000261236",
3881
  "ENSG00000261326",
@@ -3884,122 +3844,162 @@
3884
  "ENSG00000261373",
3885
  "ENSG00000261390",
3886
  "ENSG00000261420",
3887
- "ENSG00000261437",
3888
  "ENSG00000261455",
3889
  "ENSG00000261485",
3890
- "ENSG00000261488",
 
 
 
3891
  "ENSG00000261801",
 
3892
  "ENSG00000262001",
 
3893
  "ENSG00000262155",
3894
  "ENSG00000262420",
3895
  "ENSG00000262468",
3896
  "ENSG00000262686",
3897
  "ENSG00000262728",
 
3898
  "ENSG00000263002",
3899
  "ENSG00000263004",
3900
  "ENSG00000263069",
3901
  "ENSG00000263072",
3902
- "ENSG00000263293",
3903
  "ENSG00000263400",
 
3904
  "ENSG00000263639",
 
3905
  "ENSG00000263874",
 
3906
  "ENSG00000264575",
3907
- "ENSG00000264964",
 
3908
  "ENSG00000265190",
3909
  "ENSG00000265458",
3910
- "ENSG00000265688",
3911
- "ENSG00000265752",
3912
  "ENSG00000265817",
3913
- "ENSG00000266053",
3914
  "ENSG00000266094",
3915
  "ENSG00000266412",
 
3916
  "ENSG00000266714",
3917
  "ENSG00000266835",
3918
  "ENSG00000266904",
3919
  "ENSG00000266916",
 
3920
  "ENSG00000266962",
3921
  "ENSG00000266983",
3922
  "ENSG00000267040",
3923
  "ENSG00000267041",
3924
  "ENSG00000267064",
 
 
3925
  "ENSG00000267213",
3926
  "ENSG00000267278",
 
3927
  "ENSG00000267322",
3928
  "ENSG00000267325",
 
 
3929
  "ENSG00000267365",
3930
  "ENSG00000267390",
3931
  "ENSG00000267454",
3932
  "ENSG00000267475",
3933
  "ENSG00000267532",
3934
  "ENSG00000267549",
 
3935
  "ENSG00000267607",
3936
  "ENSG00000267751",
 
 
 
3937
  "ENSG00000268001",
 
3938
  "ENSG00000268350",
 
 
 
 
 
3939
  "ENSG00000268996",
3940
  "ENSG00000269054",
3941
- "ENSG00000269656",
3942
- "ENSG00000270049",
 
 
3943
  "ENSG00000270332",
 
3944
  "ENSG00000270362",
3945
  "ENSG00000270547",
 
 
 
 
 
3946
  "ENSG00000270673",
 
3947
  "ENSG00000270820",
3948
  "ENSG00000270959",
 
3949
  "ENSG00000271122",
3950
  "ENSG00000271270",
 
3951
  "ENSG00000271605",
 
 
3952
  "ENSG00000271913",
 
 
 
3953
  "ENSG00000272086",
3954
  "ENSG00000272138",
3955
  "ENSG00000272142",
 
 
3956
  "ENSG00000272189",
3957
- "ENSG00000272269",
 
3958
  "ENSG00000272273",
 
 
 
3959
  "ENSG00000272398",
 
 
3960
  "ENSG00000272462",
 
 
3961
  "ENSG00000272636",
3962
  "ENSG00000272686",
3963
  "ENSG00000272716",
 
3964
  "ENSG00000272870",
3965
  "ENSG00000272894",
3966
  "ENSG00000272913",
 
 
 
3967
  "ENSG00000272994",
3968
  "ENSG00000273033",
3969
  "ENSG00000273045",
 
 
3970
  "ENSG00000273117",
3971
- "ENSG00000273148",
3972
  "ENSG00000273173",
3973
  "ENSG00000273253",
 
3974
  "ENSG00000273356",
3975
  "ENSG00000273382",
 
 
3976
  "ENSG00000274180",
3977
  "ENSG00000274349",
3978
- "ENSG00000274736",
3979
- "ENSG00000274750",
3980
- "ENSG00000275004",
3981
  "ENSG00000275074",
3982
  "ENSG00000275111",
3983
- "ENSG00000275302",
3984
- "ENSG00000275395",
3985
  "ENSG00000275714",
3986
- "ENSG00000275835",
3987
- "ENSG00000276023",
3988
  "ENSG00000276600",
3989
  "ENSG00000276966",
3990
- "ENSG00000277157",
3991
- "ENSG00000277161",
3992
- "ENSG00000277632",
3993
- "ENSG00000278156",
3994
- "ENSG00000278338",
3995
- "ENSG00000278535",
3996
- "ENSG00000278619",
3997
  "ENSG00000278637",
3998
- "ENSG00000278768",
3999
- "ENSG00000278828",
4000
- "ENSG00000281005",
4001
- "ENSG00000281332",
4002
- "ENSG00000281691"
4003
  ],
4004
  "label_categories": [
4005
  "B cell",
 
5
  "ENSG00000001460",
6
  "ENSG00000001461",
7
  "ENSG00000002016",
 
8
  "ENSG00000002587",
9
  "ENSG00000002919",
10
  "ENSG00000003147",
 
60
  "ENSG00000010626",
61
  "ENSG00000010932",
62
  "ENSG00000011143",
 
63
  "ENSG00000011347",
64
  "ENSG00000011422",
65
  "ENSG00000011426",
 
115
  "ENSG00000037280",
116
  "ENSG00000037749",
117
  "ENSG00000038002",
 
118
  "ENSG00000038295",
119
  "ENSG00000038358",
120
  "ENSG00000039068",
121
  "ENSG00000039139",
122
+ "ENSG00000039537",
123
  "ENSG00000039560",
124
  "ENSG00000040487",
125
  "ENSG00000040531",
 
134
  "ENSG00000044574",
135
  "ENSG00000046889",
136
  "ENSG00000047457",
 
137
  "ENSG00000047644",
138
  "ENSG00000048540",
139
  "ENSG00000048740",
 
143
  "ENSG00000050628",
144
  "ENSG00000051108",
145
  "ENSG00000053328",
 
146
  "ENSG00000055147",
147
  "ENSG00000055483",
148
  "ENSG00000055732",
149
  "ENSG00000056277",
150
  "ENSG00000056736",
151
+ "ENSG00000057149",
152
  "ENSG00000057657",
153
  "ENSG00000057704",
154
  "ENSG00000058056",
 
160
  "ENSG00000059804",
161
  "ENSG00000060069",
162
  "ENSG00000060642",
 
163
  "ENSG00000060982",
164
  "ENSG00000061337",
165
  "ENSG00000061455",
 
175
  "ENSG00000064218",
176
  "ENSG00000064547",
177
  "ENSG00000064651",
 
178
  "ENSG00000064933",
179
  "ENSG00000064989",
 
180
  "ENSG00000065485",
181
  "ENSG00000065534",
182
  "ENSG00000065600",
 
218
  "ENSG00000070785",
219
  "ENSG00000070950",
220
  "ENSG00000071073",
 
221
  "ENSG00000071282",
222
  "ENSG00000071794",
223
  "ENSG00000072121",
 
229
  "ENSG00000072609",
230
  "ENSG00000072694",
231
  "ENSG00000072952",
 
232
  "ENSG00000073008",
233
  "ENSG00000073060",
234
  "ENSG00000073067",
235
  "ENSG00000073111",
236
  "ENSG00000073150",
237
  "ENSG00000073331",
 
238
  "ENSG00000073464",
239
  "ENSG00000073734",
240
  "ENSG00000073737",
 
248
  "ENSG00000074706",
249
  "ENSG00000074800",
250
  "ENSG00000074803",
 
251
  "ENSG00000075131",
252
  "ENSG00000075218",
253
  "ENSG00000075340",
254
  "ENSG00000075624",
255
  "ENSG00000075673",
256
+ "ENSG00000075702",
257
  "ENSG00000075826",
258
  "ENSG00000076258",
259
  "ENSG00000076351",
 
276
  "ENSG00000078401",
277
  "ENSG00000078898",
278
  "ENSG00000079101",
 
279
  "ENSG00000079337",
280
  "ENSG00000079385",
281
  "ENSG00000079435",
282
  "ENSG00000079459",
 
283
  "ENSG00000080561",
284
  "ENSG00000080824",
285
  "ENSG00000080839",
 
291
  "ENSG00000081237",
292
  "ENSG00000081386",
293
  "ENSG00000081665",
 
 
294
  "ENSG00000082196",
295
  "ENSG00000083067",
296
  "ENSG00000083635",
297
  "ENSG00000083799",
298
  "ENSG00000083812",
299
  "ENSG00000083814",
 
300
  "ENSG00000084070",
301
  "ENSG00000084073",
302
  "ENSG00000084110",
 
314
  "ENSG00000085741",
315
  "ENSG00000085831",
316
  "ENSG00000085999",
 
317
  "ENSG00000086289",
318
  "ENSG00000086300",
319
  "ENSG00000086548",
 
335
  "ENSG00000088035",
336
  "ENSG00000088053",
337
  "ENSG00000088298",
 
338
  "ENSG00000088356",
339
  "ENSG00000088386",
340
  "ENSG00000088826",
 
356
  "ENSG00000090530",
357
  "ENSG00000090612",
358
  "ENSG00000090659",
 
359
  "ENSG00000091136",
360
  "ENSG00000091181",
361
  "ENSG00000091262",
 
379
  "ENSG00000092607",
380
  "ENSG00000092758",
381
  "ENSG00000092820",
 
382
  "ENSG00000094755",
383
  "ENSG00000094804",
384
  "ENSG00000094841",
 
398
  "ENSG00000099256",
399
  "ENSG00000099282",
400
  "ENSG00000099308",
 
401
  "ENSG00000099860",
402
  "ENSG00000099866",
403
  "ENSG00000099889",
 
573
  "ENSG00000105352",
574
  "ENSG00000105376",
575
  "ENSG00000105383",
576
+ "ENSG00000105388",
577
  "ENSG00000105419",
578
  "ENSG00000105497",
579
  "ENSG00000105509",
580
  "ENSG00000105519",
581
  "ENSG00000105538",
582
  "ENSG00000105583",
 
 
583
  "ENSG00000105639",
584
  "ENSG00000105643",
585
  "ENSG00000105671",
 
592
  "ENSG00000105825",
593
  "ENSG00000105851",
594
  "ENSG00000105852",
 
595
  "ENSG00000105865",
596
  "ENSG00000105875",
597
+ "ENSG00000105948",
598
  "ENSG00000105967",
599
  "ENSG00000105974",
600
  "ENSG00000105982",
 
616
  "ENSG00000106511",
617
  "ENSG00000106541",
618
  "ENSG00000106560",
 
619
  "ENSG00000106780",
620
  "ENSG00000106804",
621
  "ENSG00000106809",
622
  "ENSG00000106819",
623
  "ENSG00000106852",
624
  "ENSG00000106991",
 
625
  "ENSG00000107099",
626
  "ENSG00000107201",
627
  "ENSG00000107281",
 
628
  "ENSG00000107438",
629
  "ENSG00000107443",
630
  "ENSG00000107485",
 
648
  "ENSG00000108379",
649
  "ENSG00000108387",
650
  "ENSG00000108405",
651
+ "ENSG00000108448",
652
  "ENSG00000108479",
653
  "ENSG00000108515",
654
  "ENSG00000108518",
 
710
  "ENSG00000110848",
711
  "ENSG00000110851",
712
  "ENSG00000110876",
 
713
  "ENSG00000110925",
714
  "ENSG00000110934",
715
  "ENSG00000110944",
 
754
  "ENSG00000112414",
755
  "ENSG00000112539",
756
  "ENSG00000112562",
 
757
  "ENSG00000112619",
758
  "ENSG00000112759",
759
  "ENSG00000112763",
760
  "ENSG00000112769",
761
  "ENSG00000112812",
762
  "ENSG00000112837",
 
763
  "ENSG00000112855",
764
  "ENSG00000112877",
765
+ "ENSG00000112936",
766
  "ENSG00000112981",
767
  "ENSG00000112984",
768
  "ENSG00000112996",
769
  "ENSG00000113070",
770
+ "ENSG00000113108",
771
  "ENSG00000113119",
772
  "ENSG00000113140",
773
  "ENSG00000113161",
774
  "ENSG00000113231",
 
775
  "ENSG00000113319",
776
  "ENSG00000113360",
777
  "ENSG00000113361",
 
838
  "ENSG00000115963",
839
  "ENSG00000115998",
840
  "ENSG00000116194",
 
841
  "ENSG00000116213",
 
842
  "ENSG00000116273",
843
  "ENSG00000116337",
844
  "ENSG00000116353",
 
862
  "ENSG00000117143",
863
  "ENSG00000117155",
864
  "ENSG00000117228",
 
 
865
  "ENSG00000117308",
866
  "ENSG00000117318",
867
  "ENSG00000117322",
 
872
  "ENSG00000117472",
873
  "ENSG00000117475",
874
  "ENSG00000117477",
875
+ "ENSG00000117525",
876
  "ENSG00000117586",
877
  "ENSG00000117594",
878
  "ENSG00000117595",
879
  "ENSG00000117632",
880
  "ENSG00000117650",
881
  "ENSG00000117676",
 
882
  "ENSG00000117724",
883
  "ENSG00000117751",
884
  "ENSG00000117983",
 
926
  "ENSG00000120262",
927
  "ENSG00000120279",
928
  "ENSG00000120280",
 
929
  "ENSG00000120334",
930
  "ENSG00000120437",
931
  "ENSG00000120647",
 
934
  "ENSG00000120693",
935
  "ENSG00000120696",
936
  "ENSG00000120708",
937
+ "ENSG00000120729",
938
  "ENSG00000120820",
939
  "ENSG00000120832",
940
  "ENSG00000120833",
 
941
  "ENSG00000120885",
942
  "ENSG00000120899",
943
  "ENSG00000120942",
 
980
  "ENSG00000122952",
981
  "ENSG00000122971",
982
  "ENSG00000123119",
 
983
  "ENSG00000123178",
984
  "ENSG00000123329",
985
  "ENSG00000123342",
 
997
  "ENSG00000123689",
998
  "ENSG00000123728",
999
  "ENSG00000123843",
 
1000
  "ENSG00000123977",
1001
  "ENSG00000123999",
1002
  "ENSG00000124067",
 
1006
  "ENSG00000124181",
1007
  "ENSG00000124212",
1008
  "ENSG00000124217",
1009
+ "ENSG00000124237",
1010
  "ENSG00000124257",
1011
  "ENSG00000124279",
1012
  "ENSG00000124343",
 
1020
  "ENSG00000124635",
1021
  "ENSG00000124688",
1022
  "ENSG00000124701",
 
1023
  "ENSG00000124713",
1024
  "ENSG00000124731",
1025
  "ENSG00000124772",
 
1046
  "ENSG00000125618",
1047
  "ENSG00000125675",
1048
  "ENSG00000125726",
1049
+ "ENSG00000125730",
1050
  "ENSG00000125734",
1051
  "ENSG00000125735",
1052
  "ENSG00000125775",
1053
  "ENSG00000125810",
1054
  "ENSG00000125814",
1055
+ "ENSG00000125823",
1056
  "ENSG00000125846",
1057
  "ENSG00000125910",
1058
  "ENSG00000125945",
 
1063
  "ENSG00000126016",
1064
  "ENSG00000126067",
1065
  "ENSG00000126107",
1066
+ "ENSG00000126218",
1067
  "ENSG00000126246",
1068
  "ENSG00000126353",
1069
  "ENSG00000126460",
1070
  "ENSG00000126785",
1071
  "ENSG00000126787",
1072
  "ENSG00000126814",
 
 
1073
  "ENSG00000126861",
1074
  "ENSG00000126878",
1075
  "ENSG00000126950",
 
1121
  "ENSG00000128872",
1122
  "ENSG00000128917",
1123
  "ENSG00000128944",
 
1124
  "ENSG00000129028",
1125
  "ENSG00000129151",
1126
  "ENSG00000129173",
 
1138
  "ENSG00000129933",
1139
  "ENSG00000129988",
1140
  "ENSG00000129991",
 
1141
  "ENSG00000130021",
1142
  "ENSG00000130023",
1143
  "ENSG00000130032",
 
1155
  "ENSG00000130347",
1156
  "ENSG00000130475",
1157
  "ENSG00000130479",
1158
+ "ENSG00000130487",
1159
  "ENSG00000130508",
1160
  "ENSG00000130513",
1161
  "ENSG00000130517",
 
1185
  "ENSG00000131061",
1186
  "ENSG00000131080",
1187
  "ENSG00000131097",
 
1188
  "ENSG00000131153",
1189
  "ENSG00000131203",
1190
  "ENSG00000131269",
 
1201
  "ENSG00000131477",
1202
  "ENSG00000131620",
1203
  "ENSG00000131634",
 
1204
  "ENSG00000131697",
1205
  "ENSG00000131711",
1206
  "ENSG00000131725",
1207
  "ENSG00000131747",
1208
  "ENSG00000131771",
 
1209
  "ENSG00000131791",
1210
  "ENSG00000131828",
1211
  "ENSG00000131831",
1212
  "ENSG00000131845",
1213
  "ENSG00000131848",
1214
  "ENSG00000131931",
 
1215
  "ENSG00000131944",
1216
  "ENSG00000131951",
1217
  "ENSG00000131969",
 
1230
  "ENSG00000132357",
1231
  "ENSG00000132376",
1232
  "ENSG00000132436",
 
1233
  "ENSG00000132465",
1234
  "ENSG00000132475",
1235
  "ENSG00000132514",
 
1278
  "ENSG00000133574",
1279
  "ENSG00000133597",
1280
  "ENSG00000133619",
1281
+ "ENSG00000133641",
1282
  "ENSG00000133665",
1283
  "ENSG00000133710",
1284
  "ENSG00000133742",
 
1307
  "ENSG00000134716",
1308
  "ENSG00000134757",
1309
  "ENSG00000134780",
 
1310
  "ENSG00000134827",
1311
  "ENSG00000134853",
1312
  "ENSG00000134864",
 
1315
  "ENSG00000134897",
1316
  "ENSG00000134899",
1317
  "ENSG00000134901",
 
1318
  "ENSG00000134955",
1319
  "ENSG00000134982",
1320
  "ENSG00000134987",
1321
  "ENSG00000135018",
1322
  "ENSG00000135046",
1323
  "ENSG00000135047",
1324
+ "ENSG00000135052",
1325
  "ENSG00000135069",
1326
  "ENSG00000135077",
1327
  "ENSG00000135083",
 
1329
  "ENSG00000135116",
1330
  "ENSG00000135119",
1331
  "ENSG00000135148",
 
1332
  "ENSG00000135218",
1333
  "ENSG00000135314",
1334
  "ENSG00000135324",
 
1338
  "ENSG00000135424",
1339
  "ENSG00000135451",
1340
  "ENSG00000135472",
 
1341
  "ENSG00000135480",
1342
  "ENSG00000135482",
1343
  "ENSG00000135537",
 
1344
  "ENSG00000135622",
1345
  "ENSG00000135632",
1346
  "ENSG00000135636",
1347
  "ENSG00000135637",
 
1348
  "ENSG00000135723",
1349
  "ENSG00000135736",
1350
  "ENSG00000135744",
 
1372
  "ENSG00000136478",
1373
  "ENSG00000136514",
1374
  "ENSG00000136546",
 
1375
  "ENSG00000136630",
1376
  "ENSG00000136689",
 
1377
  "ENSG00000136802",
1378
  "ENSG00000136842",
1379
  "ENSG00000136866",
 
1397
  "ENSG00000137135",
1398
  "ENSG00000137185",
1399
  "ENSG00000137200",
 
1400
  "ENSG00000137221",
 
1401
  "ENSG00000137273",
1402
  "ENSG00000137310",
1403
  "ENSG00000137338",
1404
  "ENSG00000137393",
1405
  "ENSG00000137404",
1406
  "ENSG00000137414",
1407
+ "ENSG00000137440",
1408
  "ENSG00000137473",
1409
  "ENSG00000137491",
1410
  "ENSG00000137496",
 
1412
  "ENSG00000137507",
1413
  "ENSG00000137509",
1414
  "ENSG00000137561",
 
1415
  "ENSG00000137628",
1416
  "ENSG00000137673",
1417
  "ENSG00000137691",
 
1464
  "ENSG00000138606",
1465
  "ENSG00000138613",
1466
  "ENSG00000138623",
 
1467
  "ENSG00000138658",
1468
  "ENSG00000138669",
1469
  "ENSG00000138685",
 
1505
  "ENSG00000140274",
1506
  "ENSG00000140285",
1507
  "ENSG00000140287",
1508
+ "ENSG00000140297",
1509
  "ENSG00000140368",
 
1510
  "ENSG00000140450",
1511
  "ENSG00000140463",
1512
  "ENSG00000140471",
 
1573
  "ENSG00000143303",
1574
  "ENSG00000143322",
1575
  "ENSG00000143333",
1576
+ "ENSG00000143344",
1577
  "ENSG00000143363",
1578
  "ENSG00000143365",
1579
  "ENSG00000143373",
 
1585
  "ENSG00000143493",
1586
  "ENSG00000143494",
1587
  "ENSG00000143498",
 
1588
  "ENSG00000143537",
1589
  "ENSG00000143554",
1590
  "ENSG00000143603",
 
1623
  "ENSG00000144868",
1624
  "ENSG00000144891",
1625
  "ENSG00000145014",
 
1626
  "ENSG00000145113",
1627
  "ENSG00000145214",
1628
  "ENSG00000145283",
 
1656
  "ENSG00000145982",
1657
  "ENSG00000146006",
1658
  "ENSG00000146070",
 
1659
  "ENSG00000146197",
1660
  "ENSG00000146205",
1661
  "ENSG00000146221",
 
1701
  "ENSG00000148158",
1702
  "ENSG00000148175",
1703
  "ENSG00000148225",
 
1704
  "ENSG00000148297",
1705
  "ENSG00000148343",
1706
  "ENSG00000148344",
 
1708
  "ENSG00000148357",
1709
  "ENSG00000148396",
1710
  "ENSG00000148459",
 
1711
  "ENSG00000148481",
1712
  "ENSG00000148483",
1713
  "ENSG00000148541",
 
1738
  "ENSG00000149633",
1739
  "ENSG00000149636",
1740
  "ENSG00000149679",
1741
+ "ENSG00000149716",
1742
  "ENSG00000149781",
1743
  "ENSG00000149782",
1744
  "ENSG00000149927",
 
1749
  "ENSG00000150051",
1750
  "ENSG00000150457",
1751
  "ENSG00000150510",
 
1752
  "ENSG00000150551",
1753
  "ENSG00000150630",
1754
  "ENSG00000150636",
 
1755
  "ENSG00000150667",
1756
  "ENSG00000150681",
1757
  "ENSG00000150722",
 
1770
  "ENSG00000151611",
1771
  "ENSG00000151632",
1772
  "ENSG00000151651",
 
1773
  "ENSG00000151692",
1774
  "ENSG00000151715",
1775
  "ENSG00000151725",
1776
  "ENSG00000151726",
1777
  "ENSG00000151835",
1778
  "ENSG00000151838",
 
1779
  "ENSG00000151914",
1780
  "ENSG00000151917",
1781
  "ENSG00000151967",
1782
  "ENSG00000152078",
1783
  "ENSG00000152102",
1784
  "ENSG00000152213",
1785
+ "ENSG00000152242",
1786
  "ENSG00000152256",
1787
  "ENSG00000152377",
1788
  "ENSG00000152439",
 
1812
  "ENSG00000153157",
1813
  "ENSG00000153165",
1814
  "ENSG00000153208",
1815
+ "ENSG00000153294",
1816
  "ENSG00000153347",
1817
  "ENSG00000153404",
1818
  "ENSG00000153446",
1819
  "ENSG00000153531",
1820
  "ENSG00000153721",
1821
  "ENSG00000153789",
1822
+ "ENSG00000153790",
1823
  "ENSG00000153885",
1824
  "ENSG00000153896",
1825
  "ENSG00000153898",
 
1843
  "ENSG00000154370",
1844
  "ENSG00000154429",
1845
  "ENSG00000154451",
 
1846
  "ENSG00000154642",
1847
  "ENSG00000154721",
1848
  "ENSG00000154736",
 
1860
  "ENSG00000155304",
1861
  "ENSG00000155330",
1862
  "ENSG00000155367",
 
1863
  "ENSG00000155592",
1864
  "ENSG00000155636",
1865
  "ENSG00000155659",
 
1887
  "ENSG00000156853",
1888
  "ENSG00000156876",
1889
  "ENSG00000156966",
 
1890
  "ENSG00000157014",
1891
  "ENSG00000157064",
1892
  "ENSG00000157111",
1893
  "ENSG00000157150",
1894
  "ENSG00000157303",
 
1895
  "ENSG00000157388",
1896
  "ENSG00000157404",
1897
  "ENSG00000157429",
 
1954
  "ENSG00000159588",
1955
  "ENSG00000159618",
1956
  "ENSG00000159640",
1957
+ "ENSG00000159648",
1958
  "ENSG00000159713",
1959
  "ENSG00000159761",
1960
  "ENSG00000159763",
 
1962
  "ENSG00000159882",
1963
  "ENSG00000159899",
1964
  "ENSG00000160013",
 
1965
  "ENSG00000160051",
1966
  "ENSG00000160111",
1967
  "ENSG00000160180",
 
2011
  "ENSG00000161647",
2012
  "ENSG00000161653",
2013
  "ENSG00000161692",
 
2014
  "ENSG00000161904",
2015
  "ENSG00000161929",
2016
  "ENSG00000161940",
 
2049
  "ENSG00000162711",
2050
  "ENSG00000162747",
2051
  "ENSG00000162757",
2052
+ "ENSG00000162761",
2053
  "ENSG00000162813",
2054
  "ENSG00000162817",
2055
  "ENSG00000162836",
 
2057
  "ENSG00000162896",
2058
  "ENSG00000162913",
2059
  "ENSG00000162927",
2060
+ "ENSG00000162928",
2061
  "ENSG00000162931",
2062
  "ENSG00000162944",
2063
  "ENSG00000162959",
 
2071
  "ENSG00000163060",
2072
  "ENSG00000163072",
2073
  "ENSG00000163083",
 
2074
  "ENSG00000163106",
2075
  "ENSG00000163121",
2076
  "ENSG00000163132",
2077
  "ENSG00000163141",
2078
  "ENSG00000163162",
2079
+ "ENSG00000163209",
2080
  "ENSG00000163220",
2081
  "ENSG00000163239",
2082
  "ENSG00000163293",
 
2126
  "ENSG00000163995",
2127
  "ENSG00000164002",
2128
  "ENSG00000164008",
 
2129
  "ENSG00000164011",
2130
  "ENSG00000164032",
2131
  "ENSG00000164035",
 
2141
  "ENSG00000164078",
2142
  "ENSG00000164087",
2143
  "ENSG00000164088",
 
2144
  "ENSG00000164118",
2145
  "ENSG00000164120",
2146
  "ENSG00000164161",
 
2195
  "ENSG00000164932",
2196
  "ENSG00000164946",
2197
  "ENSG00000164949",
2198
+ "ENSG00000164972",
2199
  "ENSG00000165025",
2200
  "ENSG00000165029",
2201
  "ENSG00000165091",
2202
+ "ENSG00000165118",
2203
  "ENSG00000165140",
2204
  "ENSG00000165188",
2205
  "ENSG00000165194",
2206
  "ENSG00000165195",
2207
+ "ENSG00000165197",
2208
  "ENSG00000165215",
2209
  "ENSG00000165259",
2210
  "ENSG00000165269",
 
2213
  "ENSG00000165325",
2214
  "ENSG00000165355",
2215
  "ENSG00000165383",
 
2216
  "ENSG00000165457",
2217
  "ENSG00000165474",
2218
  "ENSG00000165507",
 
2240
  "ENSG00000166035",
2241
  "ENSG00000166073",
2242
  "ENSG00000166105",
 
2243
  "ENSG00000166128",
2244
  "ENSG00000166133",
2245
  "ENSG00000166140",
 
2249
  "ENSG00000166188",
2250
  "ENSG00000166189",
2251
  "ENSG00000166192",
2252
+ "ENSG00000166261",
2253
  "ENSG00000166265",
2254
  "ENSG00000166292",
 
2255
  "ENSG00000166321",
2256
  "ENSG00000166341",
2257
  "ENSG00000166407",
2258
  "ENSG00000166428",
2259
  "ENSG00000166436",
2260
  "ENSG00000166451",
 
2261
  "ENSG00000166478",
2262
  "ENSG00000166482",
2263
  "ENSG00000166508",
 
2264
  "ENSG00000166532",
2265
  "ENSG00000166578",
2266
  "ENSG00000166592",
 
2274
  "ENSG00000166800",
2275
  "ENSG00000166813",
2276
  "ENSG00000166816",
 
2277
  "ENSG00000166825",
2278
  "ENSG00000166828",
2279
  "ENSG00000166845",
 
2287
  "ENSG00000166946",
2288
  "ENSG00000166959",
2289
  "ENSG00000166965",
 
2290
  "ENSG00000167034",
2291
  "ENSG00000167074",
2292
  "ENSG00000167077",
 
2311
  "ENSG00000167525",
2312
  "ENSG00000167549",
2313
  "ENSG00000167550",
 
2314
  "ENSG00000167555",
2315
  "ENSG00000167601",
2316
  "ENSG00000167604",
2317
  "ENSG00000167613",
2318
  "ENSG00000167625",
 
2319
  "ENSG00000167641",
2320
  "ENSG00000167653",
2321
  "ENSG00000167676",
2322
+ "ENSG00000167701",
2323
  "ENSG00000167703",
2324
  "ENSG00000167767",
 
 
2325
  "ENSG00000167779",
2326
  "ENSG00000167840",
2327
  "ENSG00000167842",
2328
  "ENSG00000167851",
2329
  "ENSG00000167858",
2330
  "ENSG00000167900",
 
2331
  "ENSG00000167971",
2332
  "ENSG00000167972",
 
2333
  "ENSG00000167981",
2334
  "ENSG00000167995",
2335
  "ENSG00000168060",
 
2344
  "ENSG00000168152",
2345
  "ENSG00000168209",
2346
  "ENSG00000168228",
 
2347
  "ENSG00000168268",
2348
  "ENSG00000168306",
2349
  "ENSG00000168309",
 
2352
  "ENSG00000168398",
2353
  "ENSG00000168447",
2354
  "ENSG00000168491",
 
2355
  "ENSG00000168497",
2356
  "ENSG00000168517",
2357
  "ENSG00000168542",
 
2393
  "ENSG00000169413",
2394
  "ENSG00000169429",
2395
  "ENSG00000169436",
2396
+ "ENSG00000169469",
2397
  "ENSG00000169508",
2398
  "ENSG00000169515",
2399
  "ENSG00000169550",
 
2408
  "ENSG00000169826",
2409
  "ENSG00000169860",
2410
  "ENSG00000169884",
 
2411
  "ENSG00000169896",
2412
  "ENSG00000169908",
2413
  "ENSG00000169914",
 
2432
  "ENSG00000170458",
2433
  "ENSG00000170468",
2434
  "ENSG00000170476",
2435
+ "ENSG00000170477",
2436
  "ENSG00000170482",
 
2437
  "ENSG00000170509",
2438
  "ENSG00000170522",
2439
  "ENSG00000170542",
2440
  "ENSG00000170558",
2441
  "ENSG00000170631",
 
 
2442
  "ENSG00000170703",
2443
  "ENSG00000170745",
2444
  "ENSG00000170786",
 
2485
  "ENSG00000171700",
2486
  "ENSG00000171747",
2487
  "ENSG00000171757",
2488
+ "ENSG00000171763",
2489
  "ENSG00000171766",
2490
  "ENSG00000171792",
2491
  "ENSG00000171806",
2492
  "ENSG00000171812",
2493
  "ENSG00000171827",
 
2494
  "ENSG00000171848",
2495
  "ENSG00000171861",
2496
  "ENSG00000171867",
2497
+ "ENSG00000171885",
2498
  "ENSG00000171903",
2499
  "ENSG00000171931",
2500
  "ENSG00000171962",
 
2503
  "ENSG00000172014",
2504
  "ENSG00000172020",
2505
  "ENSG00000172031",
 
2506
  "ENSG00000172123",
2507
  "ENSG00000172236",
2508
  "ENSG00000172243",
 
2529
  "ENSG00000172771",
2530
  "ENSG00000172794",
2531
  "ENSG00000172817",
2532
+ "ENSG00000172818",
2533
  "ENSG00000172828",
2534
  "ENSG00000172840",
2535
  "ENSG00000172889",
 
2538
  "ENSG00000172943",
2539
  "ENSG00000172955",
2540
  "ENSG00000172992",
2541
+ "ENSG00000173013",
2542
  "ENSG00000173040",
2543
  "ENSG00000173085",
2544
  "ENSG00000173137",
 
2566
  "ENSG00000173535",
2567
  "ENSG00000173545",
2568
  "ENSG00000173546",
2569
+ "ENSG00000173557",
2570
  "ENSG00000173614",
2571
  "ENSG00000173638",
2572
  "ENSG00000173698",
2573
  "ENSG00000173706",
2574
  "ENSG00000173805",
2575
  "ENSG00000173918",
2576
+ "ENSG00000173947",
2577
  "ENSG00000173988",
2578
  "ENSG00000174007",
2579
  "ENSG00000174059",
 
2584
  "ENSG00000174151",
2585
  "ENSG00000174175",
2586
  "ENSG00000174177",
 
2587
  "ENSG00000174326",
2588
  "ENSG00000174327",
2589
  "ENSG00000174348",
 
2601
  "ENSG00000174640",
2602
  "ENSG00000174669",
2603
  "ENSG00000174721",
 
2604
  "ENSG00000174796",
2605
  "ENSG00000174804",
2606
  "ENSG00000174807",
 
2608
  "ENSG00000174844",
2609
  "ENSG00000174928",
2610
  "ENSG00000174951",
 
2611
  "ENSG00000175063",
2612
  "ENSG00000175087",
2613
  "ENSG00000175093",
 
2630
  "ENSG00000175664",
2631
  "ENSG00000175691",
2632
  "ENSG00000175697",
 
2633
  "ENSG00000175785",
2634
  "ENSG00000175832",
2635
  "ENSG00000175857",
 
2654
  "ENSG00000176435",
2655
  "ENSG00000176438",
2656
  "ENSG00000176444",
2657
+ "ENSG00000176472",
2658
  "ENSG00000176563",
2659
  "ENSG00000176595",
2660
  "ENSG00000176597",
2661
+ "ENSG00000176659",
2662
  "ENSG00000176692",
2663
  "ENSG00000176697",
2664
  "ENSG00000176714",
 
2680
  "ENSG00000177192",
2681
  "ENSG00000177272",
2682
  "ENSG00000177283",
 
2683
  "ENSG00000177427",
2684
  "ENSG00000177432",
2685
  "ENSG00000177453",
 
2689
  "ENSG00000177483",
2690
  "ENSG00000177485",
2691
  "ENSG00000177575",
 
2692
  "ENSG00000177627",
2693
  "ENSG00000177679",
2694
  "ENSG00000177692",
2695
  "ENSG00000177721",
 
2696
  "ENSG00000177854",
2697
  "ENSG00000177943",
2698
  "ENSG00000177946",
 
2708
  "ENSG00000178226",
2709
  "ENSG00000178229",
2710
  "ENSG00000178363",
2711
+ "ENSG00000178372",
2712
  "ENSG00000178386",
2713
  "ENSG00000178401",
2714
  "ENSG00000178445",
 
2733
  "ENSG00000178927",
2734
  "ENSG00000178950",
2735
  "ENSG00000178965",
 
 
2736
  "ENSG00000178977",
2737
  "ENSG00000178996",
2738
  "ENSG00000178999",
 
2769
  "ENSG00000180035",
2770
  "ENSG00000180089",
2771
  "ENSG00000180096",
2772
+ "ENSG00000180155",
2773
  "ENSG00000180185",
2774
  "ENSG00000180257",
2775
  "ENSG00000180263",
 
2785
  "ENSG00000180525",
2786
  "ENSG00000180543",
2787
  "ENSG00000180592",
 
2788
  "ENSG00000180667",
2789
  "ENSG00000180694",
2790
  "ENSG00000180730",
 
2812
  "ENSG00000181467",
2813
  "ENSG00000181472",
2814
  "ENSG00000181523",
2815
+ "ENSG00000181617",
2816
  "ENSG00000181631",
2817
  "ENSG00000181634",
2818
  "ENSG00000181638",
 
2858
  "ENSG00000183111",
2859
  "ENSG00000183160",
2860
  "ENSG00000183161",
 
2861
  "ENSG00000183346",
2862
  "ENSG00000183401",
 
2863
  "ENSG00000183496",
2864
  "ENSG00000183508",
2865
  "ENSG00000183597",
 
2868
  "ENSG00000183647",
2869
  "ENSG00000183671",
2870
  "ENSG00000183682",
 
2871
  "ENSG00000183696",
2872
  "ENSG00000183751",
2873
  "ENSG00000183763",
 
2884
  "ENSG00000184271",
2885
  "ENSG00000184292",
2886
  "ENSG00000184307",
2887
+ "ENSG00000184313",
2888
  "ENSG00000184357",
2889
  "ENSG00000184361",
2890
  "ENSG00000184368",
2891
  "ENSG00000184434",
2892
+ "ENSG00000184441",
2893
  "ENSG00000184465",
2894
  "ENSG00000184470",
2895
  "ENSG00000184481",
 
2899
  "ENSG00000184575",
2900
  "ENSG00000184634",
2901
  "ENSG00000184675",
2902
+ "ENSG00000184709",
2903
  "ENSG00000184730",
2904
  "ENSG00000184857",
2905
  "ENSG00000184860",
 
2915
  "ENSG00000184979",
2916
  "ENSG00000184986",
2917
  "ENSG00000185009",
2918
+ "ENSG00000185010",
2919
  "ENSG00000185019",
2920
  "ENSG00000185085",
2921
  "ENSG00000185090",
 
2948
  "ENSG00000185652",
2949
  "ENSG00000185669",
2950
  "ENSG00000185670",
2951
+ "ENSG00000185689",
2952
  "ENSG00000185739",
2953
  "ENSG00000185745",
2954
  "ENSG00000185761",
 
2966
  "ENSG00000185947",
2967
  "ENSG00000185989",
2968
  "ENSG00000186017",
 
2969
  "ENSG00000186026",
2970
  "ENSG00000186105",
2971
  "ENSG00000186106",
 
2990
  "ENSG00000186480",
2991
  "ENSG00000186496",
2992
  "ENSG00000186517",
 
2993
  "ENSG00000186577",
2994
  "ENSG00000186603",
2995
  "ENSG00000186625",
 
3020
  "ENSG00000187134",
3021
  "ENSG00000187151",
3022
  "ENSG00000187323",
 
3023
  "ENSG00000187492",
3024
  "ENSG00000187498",
3025
  "ENSG00000187513",
3026
  "ENSG00000187522",
3027
  "ENSG00000187554",
 
3028
  "ENSG00000187626",
3029
  "ENSG00000187688",
3030
  "ENSG00000187764",
 
3039
  "ENSG00000187957",
3040
  "ENSG00000187961",
3041
  "ENSG00000187994",
 
3042
  "ENSG00000188015",
3043
  "ENSG00000188037",
3044
  "ENSG00000188130",
3045
  "ENSG00000188167",
3046
  "ENSG00000188257",
3047
  "ENSG00000188283",
 
3048
  "ENSG00000188315",
3049
  "ENSG00000188321",
3050
  "ENSG00000188368",
 
3106
  "ENSG00000196268",
3107
  "ENSG00000196277",
3108
  "ENSG00000196335",
 
3109
  "ENSG00000196358",
3110
  "ENSG00000196368",
3111
  "ENSG00000196371",
 
3112
  "ENSG00000196378",
3113
  "ENSG00000196388",
3114
  "ENSG00000196391",
 
3128
  "ENSG00000196652",
3129
  "ENSG00000196653",
3130
  "ENSG00000196655",
3131
+ "ENSG00000196659",
3132
  "ENSG00000196670",
3133
  "ENSG00000196689",
3134
  "ENSG00000196724",
 
3150
  "ENSG00000197057",
3151
  "ENSG00000197062",
3152
  "ENSG00000197093",
 
3153
  "ENSG00000197170",
3154
  "ENSG00000197191",
3155
  "ENSG00000197245",
 
3159
  "ENSG00000197275",
3160
  "ENSG00000197279",
3161
  "ENSG00000197296",
 
3162
  "ENSG00000197353",
3163
  "ENSG00000197355",
3164
  "ENSG00000197361",
 
3166
  "ENSG00000197372",
3167
  "ENSG00000197380",
3168
  "ENSG00000197381",
 
3169
  "ENSG00000197429",
3170
  "ENSG00000197446",
3171
  "ENSG00000197465",
3172
  "ENSG00000197467",
 
3173
  "ENSG00000197506",
3174
  "ENSG00000197520",
3175
+ "ENSG00000197557",
3176
  "ENSG00000197561",
3177
  "ENSG00000197576",
3178
  "ENSG00000197594",
 
3181
  "ENSG00000197632",
3182
  "ENSG00000197635",
3183
  "ENSG00000197646",
 
3184
  "ENSG00000197653",
3185
  "ENSG00000197713",
3186
  "ENSG00000197753",
 
3189
  "ENSG00000197771",
3190
  "ENSG00000197798",
3191
  "ENSG00000197808",
3192
+ "ENSG00000197813",
3193
+ "ENSG00000197816",
3194
  "ENSG00000197841",
3195
  "ENSG00000197852",
3196
  "ENSG00000197857",
3197
  "ENSG00000197859",
3198
  "ENSG00000197870",
3199
  "ENSG00000197872",
 
3200
  "ENSG00000197912",
3201
  "ENSG00000197933",
3202
  "ENSG00000197934",
3203
  "ENSG00000197937",
 
3204
  "ENSG00000197951",
3205
  "ENSG00000198003",
3206
  "ENSG00000198046",
 
3214
  "ENSG00000198182",
3215
  "ENSG00000198185",
3216
  "ENSG00000198189",
 
3217
  "ENSG00000198208",
3218
  "ENSG00000198246",
3219
  "ENSG00000198252",
 
3245
  "ENSG00000198721",
3246
  "ENSG00000198727",
3247
  "ENSG00000198728",
3248
+ "ENSG00000198734",
3249
  "ENSG00000198736",
3250
  "ENSG00000198746",
3251
  "ENSG00000198756",
3252
  "ENSG00000198763",
3253
  "ENSG00000198783",
3254
  "ENSG00000198793",
 
3255
  "ENSG00000198804",
3256
  "ENSG00000198830",
3257
  "ENSG00000198838",
3258
  "ENSG00000198844",
3259
  "ENSG00000198848",
3260
  "ENSG00000198885",
3261
+ "ENSG00000198886",
3262
  "ENSG00000198890",
3263
  "ENSG00000198892",
3264
  "ENSG00000198915",
3265
  "ENSG00000198919",
3266
  "ENSG00000198924",
3267
+ "ENSG00000198925",
3268
  "ENSG00000198932",
3269
  "ENSG00000198933",
3270
  "ENSG00000198938",
3271
  "ENSG00000198939",
3272
  "ENSG00000198948",
 
 
3273
  "ENSG00000198959",
3274
  "ENSG00000198961",
3275
  "ENSG00000203326",
 
3282
  "ENSG00000203867",
3283
  "ENSG00000203872",
3284
  "ENSG00000203883",
 
3285
  "ENSG00000203963",
3286
  "ENSG00000203985",
3287
  "ENSG00000203995",
 
3301
  "ENSG00000204348",
3302
  "ENSG00000204380",
3303
  "ENSG00000204381",
 
3304
  "ENSG00000204396",
3305
  "ENSG00000204421",
3306
  "ENSG00000204444",
 
3309
  "ENSG00000204519",
3310
  "ENSG00000204520",
3311
  "ENSG00000204531",
 
3312
  "ENSG00000204540",
3313
  "ENSG00000204599",
3314
  "ENSG00000204611",
 
3324
  "ENSG00000205111",
3325
  "ENSG00000205221",
3326
  "ENSG00000205309",
 
3327
  "ENSG00000205358",
3328
  "ENSG00000205362",
3329
  "ENSG00000205420",
 
3335
  "ENSG00000205710",
3336
  "ENSG00000205730",
3337
  "ENSG00000205791",
3338
+ "ENSG00000205929",
3339
  "ENSG00000206069",
3340
+ "ENSG00000206072",
3341
+ "ENSG00000206073",
3342
  "ENSG00000206113",
3343
+ "ENSG00000206129",
3344
  "ENSG00000206417",
3345
  "ENSG00000206535",
3346
+ "ENSG00000206567",
3347
  "ENSG00000211445",
3348
  "ENSG00000211452",
 
 
3349
  "ENSG00000212123",
 
3350
  "ENSG00000212916",
3351
  "ENSG00000213085",
3352
  "ENSG00000213088",
 
3358
  "ENSG00000213316",
3359
  "ENSG00000213347",
3360
  "ENSG00000213390",
 
3361
  "ENSG00000213638",
3362
  "ENSG00000213694",
3363
  "ENSG00000213762",
 
3381
  "ENSG00000214694",
3382
  "ENSG00000214860",
3383
  "ENSG00000214870",
3384
+ "ENSG00000215014",
3385
+ "ENSG00000215022",
3386
  "ENSG00000215041",
3387
  "ENSG00000215045",
3388
  "ENSG00000215182",
 
3391
  "ENSG00000215374",
3392
  "ENSG00000215375",
3393
  "ENSG00000215458",
3394
+ "ENSG00000215475",
3395
  "ENSG00000215483",
3396
  "ENSG00000215704",
3397
  "ENSG00000215883",
 
3402
  "ENSG00000216937",
3403
  "ENSG00000217442",
3404
  "ENSG00000218018",
 
3405
  "ENSG00000221838",
3406
  "ENSG00000221866",
3407
  "ENSG00000221883",
 
3411
  "ENSG00000221923",
3412
  "ENSG00000221944",
3413
  "ENSG00000221968",
 
3414
  "ENSG00000221990",
3415
  "ENSG00000221994",
3416
  "ENSG00000222009",
3417
+ "ENSG00000223343",
3418
+ "ENSG00000223522",
3419
  "ENSG00000223783",
3420
  "ENSG00000223843",
3421
  "ENSG00000223882",
 
3427
  "ENSG00000224307",
3428
  "ENSG00000224397",
3429
  "ENSG00000224420",
 
3430
  "ENSG00000224531",
3431
  "ENSG00000224616",
3432
+ "ENSG00000224635",
3433
  "ENSG00000224652",
3434
+ "ENSG00000224738",
3435
  "ENSG00000224743",
3436
  "ENSG00000224790",
3437
+ "ENSG00000224848",
3438
  "ENSG00000224897",
3439
  "ENSG00000224934",
3440
+ "ENSG00000224961",
3441
  "ENSG00000225083",
3442
  "ENSG00000225177",
3443
  "ENSG00000225265",
3444
+ "ENSG00000225335",
3445
  "ENSG00000225361",
3446
  "ENSG00000225377",
3447
  "ENSG00000225439",
 
3449
  "ENSG00000225526",
3450
  "ENSG00000225611",
3451
  "ENSG00000225614",
3452
+ "ENSG00000225643",
3453
  "ENSG00000225670",
3454
  "ENSG00000225697",
3455
  "ENSG00000225793",
 
3464
  "ENSG00000226137",
3465
  "ENSG00000226200",
3466
  "ENSG00000226251",
3467
+ "ENSG00000226310",
3468
+ "ENSG00000226465",
3469
  "ENSG00000226711",
3470
  "ENSG00000226754",
3471
+ "ENSG00000226756",
3472
  "ENSG00000226889",
3473
  "ENSG00000227014",
3474
  "ENSG00000227252",
3475
  "ENSG00000227258",
3476
  "ENSG00000227354",
3477
  "ENSG00000227373",
3478
+ "ENSG00000227388",
3479
  "ENSG00000227403",
3480
  "ENSG00000227946",
3481
+ "ENSG00000228084",
3482
  "ENSG00000228126",
3483
+ "ENSG00000228395",
3484
  "ENSG00000228486",
3485
  "ENSG00000228506",
3486
  "ENSG00000228594",
 
3497
  "ENSG00000229666",
3498
  "ENSG00000229847",
3499
  "ENSG00000229931",
 
3500
  "ENSG00000230082",
3501
  "ENSG00000230257",
3502
  "ENSG00000230368",
3503
  "ENSG00000230438",
3504
  "ENSG00000230487",
3505
+ "ENSG00000230510",
3506
  "ENSG00000230561",
3507
+ "ENSG00000230648",
3508
  "ENSG00000230679",
3509
  "ENSG00000230749",
3510
  "ENSG00000230797",
 
3512
  "ENSG00000230910",
3513
  "ENSG00000230943",
3514
  "ENSG00000231023",
 
3515
  "ENSG00000231105",
3516
  "ENSG00000231106",
3517
  "ENSG00000231154",
3518
  "ENSG00000231170",
 
3519
  "ENSG00000231507",
3520
+ "ENSG00000231566",
3521
  "ENSG00000231738",
3522
  "ENSG00000231742",
3523
  "ENSG00000231789",
 
3526
  "ENSG00000231999",
3527
  "ENSG00000232310",
3528
  "ENSG00000232442",
3529
+ "ENSG00000232453",
 
3530
  "ENSG00000232613",
3531
+ "ENSG00000232645",
3532
  "ENSG00000232653",
3533
  "ENSG00000232671",
3534
+ "ENSG00000232807",
3535
  "ENSG00000232810",
3536
  "ENSG00000232912",
3537
  "ENSG00000232931",
3538
+ "ENSG00000233005",
3539
  "ENSG00000233070",
3540
  "ENSG00000233175",
3541
  "ENSG00000233184",
3542
+ "ENSG00000233230",
3543
  "ENSG00000233396",
 
3544
  "ENSG00000233554",
3545
+ "ENSG00000233621",
3546
  "ENSG00000233705",
3547
  "ENSG00000233723",
3548
  "ENSG00000233757",
3549
+ "ENSG00000233785",
3550
  "ENSG00000233791",
3551
  "ENSG00000233930",
3552
  "ENSG00000234028",
 
3560
  "ENSG00000234494",
3561
  "ENSG00000234616",
3562
  "ENSG00000234636",
 
 
3563
  "ENSG00000234883",
3564
+ "ENSG00000234936",
3565
+ "ENSG00000234961",
3566
  "ENSG00000234965",
3567
  "ENSG00000235159",
3568
  "ENSG00000235169",
3569
  "ENSG00000235173",
3570
+ "ENSG00000235192",
3571
  "ENSG00000235194",
3572
  "ENSG00000235280",
3573
  "ENSG00000235501",
 
3577
  "ENSG00000235688",
3578
  "ENSG00000235750",
3579
  "ENSG00000235897",
 
3580
  "ENSG00000235927",
3581
  "ENSG00000236144",
3582
+ "ENSG00000236255",
3583
+ "ENSG00000236266",
3584
  "ENSG00000236404",
3585
+ "ENSG00000236514",
3586
  "ENSG00000236526",
3587
  "ENSG00000236609",
3588
+ "ENSG00000236751",
3589
+ "ENSG00000236756",
3590
  "ENSG00000236915",
3591
  "ENSG00000237149",
3592
  "ENSG00000237172",
3593
  "ENSG00000237181",
3594
  "ENSG00000237248",
3595
+ "ENSG00000237301",
3596
  "ENSG00000237310",
3597
  "ENSG00000237330",
3598
+ "ENSG00000237429",
3599
  "ENSG00000237440",
3600
+ "ENSG00000237461",
3601
  "ENSG00000237484",
3602
  "ENSG00000237489",
3603
  "ENSG00000237523",
3604
  "ENSG00000237596",
3605
  "ENSG00000237649",
 
3606
  "ENSG00000237753",
3607
  "ENSG00000237928",
3608
  "ENSG00000237976",
 
3610
  "ENSG00000238120",
3611
  "ENSG00000238133",
3612
  "ENSG00000238160",
3613
+ "ENSG00000238266",
3614
  "ENSG00000239306",
3615
+ "ENSG00000239407",
3616
  "ENSG00000239523",
3617
  "ENSG00000239636",
3618
  "ENSG00000239653",
 
3624
  "ENSG00000240184",
3625
  "ENSG00000240211",
3626
  "ENSG00000240288",
3627
+ "ENSG00000240291",
3628
  "ENSG00000240583",
3629
  "ENSG00000240694",
3630
  "ENSG00000240747",
3631
  "ENSG00000240859",
3632
  "ENSG00000241158",
3633
  "ENSG00000241316",
 
3634
  "ENSG00000241484",
3635
  "ENSG00000241560",
3636
  "ENSG00000241644",
3637
  "ENSG00000241764",
3638
+ "ENSG00000241794",
3639
  "ENSG00000241839",
3640
  "ENSG00000241852",
3641
  "ENSG00000242474",
 
3644
  "ENSG00000242622",
3645
  "ENSG00000243335",
3646
  "ENSG00000243364",
3647
+ "ENSG00000243477",
3648
  "ENSG00000243566",
3649
  "ENSG00000243910",
3650
  "ENSG00000243955",
 
3654
  "ENSG00000244203",
3655
  "ENSG00000244219",
3656
  "ENSG00000244300",
3657
+ "ENSG00000244459",
3658
  "ENSG00000244558",
3659
  "ENSG00000244734",
3660
  "ENSG00000244968",
 
3666
  "ENSG00000245468",
3667
  "ENSG00000245498",
3668
  "ENSG00000245532",
 
3669
  "ENSG00000245680",
3670
  "ENSG00000245685",
3671
  "ENSG00000245812",
 
3672
  "ENSG00000246089",
3673
  "ENSG00000246174",
3674
  "ENSG00000246223",
3675
  "ENSG00000246273",
3676
+ "ENSG00000246308",
3677
  "ENSG00000246339",
3678
  "ENSG00000246366",
3679
  "ENSG00000246375",
 
 
3680
  "ENSG00000246430",
3681
  "ENSG00000246548",
3682
  "ENSG00000246640",
3683
  "ENSG00000247095",
3684
+ "ENSG00000247121",
3685
  "ENSG00000247157",
3686
+ "ENSG00000247228",
3687
  "ENSG00000247317",
3688
  "ENSG00000247363",
3689
  "ENSG00000247400",
3690
  "ENSG00000247626",
3691
  "ENSG00000247746",
3692
  "ENSG00000247796",
3693
+ "ENSG00000247934",
3694
  "ENSG00000247950",
3695
  "ENSG00000248019",
3696
+ "ENSG00000248144",
3697
+ "ENSG00000248161",
3698
  "ENSG00000248441",
3699
  "ENSG00000248485",
 
3700
  "ENSG00000248663",
3701
  "ENSG00000248693",
3702
  "ENSG00000248890",
3703
  "ENSG00000248905",
 
3704
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3705
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3707
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3708
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3709
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3710
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3719
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3720
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3721
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3722
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3723
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3724
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3725
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3726
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3730
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3731
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3732
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3733
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3734
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3735
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3736
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3737
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3738
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3739
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3741
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3742
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3743
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3744
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3745
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3746
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3747
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3749
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3750
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3751
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3752
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3753
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3756
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3764
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3765
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3766
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3994
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3998
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4000
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4001
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