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popV version: 0.6.0

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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: Fat'
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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/5e5e7a2f-8f1c-42ac-90dc-b4f80f38e84c.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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- | fibroblast | 2680 | 0.89 | 0.92 | 0.96 | 0.94 | 0.00 | 0.89 | 0.89 | 0.90 | 0.94 |
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- | macrophage | 1544 | 0.90 | 0.93 | 0.95 | 0.93 | 0.00 | 0.89 | 0.91 | 0.91 | 0.94 |
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- | B cell | 1452 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
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- | CD4-positive, alpha-beta T cell | 1131 | 0.89 | 0.89 | 0.89 | 0.87 | 0.00 | 0.87 | 0.85 | 0.87 | 0.90 |
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- | endothelial cell | 627 | 0.95 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |
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- | CD8-positive, alpha-beta T cell | 527 | 0.74 | 0.76 | 0.75 | 0.71 | 0.00 | 0.74 | 0.75 | 0.76 | 0.78 |
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- | mesenchymal stem cell of adipose tissue | 395 | 0.50 | 0.11 | 0.66 | 0.62 | 0.00 | 0.52 | 0.51 | 0.55 | 0.65 |
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- | neutrophil | 299 | 0.95 | 0.96 | 0.99 | 0.97 | 0.00 | 0.95 | 0.97 | 0.96 | 0.98 |
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- | smooth muscle cell | 215 | 0.85 | 0.86 | 0.92 | 0.83 | 0.00 | 0.84 | 0.87 | 0.90 | 0.91 |
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- | myofibroblast cell | 132 | 0.80 | 0.81 | 0.88 | 0.76 | 0.00 | 0.83 | 0.86 | 0.89 | 0.87 |
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- | natural killer cell | 70 | 0.82 | 0.80 | 0.84 | 0.76 | 0.00 | 0.77 | 0.80 | 0.79 | 0.84 |
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- | pericyte | 97 | 0.89 | 0.58 | 0.93 | 0.91 | 0.00 | 0.73 | 0.81 | 0.88 | 0.92 |
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- | monocyte | 78 | 0.56 | 0.77 | 0.77 | 0.71 | 0.00 | 0.64 | 0.66 | 0.69 | 0.73 |
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- | mature NK T cell | 40 | 0.76 | 0.75 | 0.72 | 0.45 | 0.00 | 0.72 | 0.72 | 0.72 | 0.76 |
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- | T cell | 31 | 0.33 | 0.35 | 0.54 | 0.40 | 0.00 | 0.25 | 0.22 | 0.28 | 0.48 |
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- | plasma cell | 39 | 0.76 | 0.93 | 0.93 | 0.87 | 0.00 | 0.82 | 0.96 | 0.84 | 0.95 |
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- | erythrocyte | 25 | 0.98 | 0.98 | 0.96 | 0.90 | 0.00 | 0.88 | 0.98 | 0.91 | 0.96 |
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- | muscle cell | 26 | 0.95 | 0.84 | 0.92 | 0.96 | 0.00 | 0.93 | 0.96 | 0.96 | 0.98 |
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- | leukocyte | 16 | 0.54 | 0.79 | 0.62 | 0.58 | 0.00 | 0.53 | 0.64 | 0.54 | 0.65 |
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- | mast cell | 7 | 0.74 | 0.88 | 0.92 | 0.93 | 0.00 | 0.82 | 0.88 | 0.74 | 0.93 |
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- | hematopoietic precursor cell | 5 | 0.00 | 0.00 | 0.73 | 0.80 | 0.00 | 0.27 | 0.57 | 0.50 | 0.62 |
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- | intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 |
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- | mesenchymal stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 1.00 | 0.00 | 0.00 |
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- | myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 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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- | activated CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | platelet | 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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- | fibroblast | 23289 | 0.90 | 0.91 | 0.97 | 0.97 | 0.00 | 0.90 | 0.89 | 0.91 | 0.95 |
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- | macrophage | 13709 | 0.91 | 0.93 | 0.97 | 0.96 | 0.00 | 0.91 | 0.92 | 0.92 | 0.95 |
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- | B cell | 13317 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
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- | CD4-positive, alpha-beta T cell | 10350 | 0.88 | 0.90 | 0.92 | 0.91 | 0.00 | 0.88 | 0.87 | 0.89 | 0.92 |
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- | endothelial cell | 6339 | 0.96 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.98 |
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- | CD8-positive, alpha-beta T cell | 4675 | 0.72 | 0.76 | 0.83 | 0.78 | 0.00 | 0.76 | 0.76 | 0.80 | 0.81 |
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- | mesenchymal stem cell of adipose tissue | 3382 | 0.49 | 0.09 | 0.79 | 0.74 | 0.00 | 0.55 | 0.52 | 0.58 | 0.68 |
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- | neutrophil | 3080 | 0.97 | 0.96 | 0.99 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |
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- | smooth muscle cell | 1745 | 0.84 | 0.84 | 0.97 | 0.90 | 0.00 | 0.94 | 0.92 | 0.92 | 0.95 |
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- | myofibroblast cell | 934 | 0.79 | 0.78 | 0.96 | 0.84 | 0.00 | 0.95 | 0.91 | 0.91 | 0.94 |
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- | natural killer cell | 803 | 0.84 | 0.84 | 0.89 | 0.85 | 0.00 | 0.87 | 0.89 | 0.90 | 0.91 |
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- | pericyte | 767 | 0.90 | 0.39 | 0.95 | 0.93 | 0.00 | 0.70 | 0.82 | 0.86 | 0.93 |
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- | monocyte | 763 | 0.59 | 0.76 | 0.86 | 0.83 | 0.00 | 0.73 | 0.72 | 0.71 | 0.77 |
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- | mature NK T cell | 338 | 0.76 | 0.73 | 0.82 | 0.62 | 0.00 | 0.76 | 0.80 | 0.83 | 0.88 |
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- | T cell | 300 | 0.36 | 0.27 | 0.64 | 0.56 | 0.00 | 0.30 | 0.40 | 0.43 | 0.53 |
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- | plasma cell | 274 | 0.76 | 0.88 | 0.96 | 0.93 | 0.00 | 0.81 | 0.96 | 0.83 | 0.95 |
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- | erythrocyte | 257 | 0.97 | 0.92 | 0.97 | 0.94 | 0.00 | 0.97 | 0.99 | 0.97 | 0.98 |
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- | muscle cell | 237 | 0.98 | 0.57 | 1.00 | 0.99 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |
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- | leukocyte | 152 | 0.62 | 0.69 | 0.82 | 0.61 | 0.00 | 0.68 | 0.77 | 0.69 | 0.86 |
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- | mast cell | 128 | 0.81 | 0.92 | 0.98 | 0.95 | 0.00 | 0.92 | 0.98 | 0.88 | 0.94 |
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- | hematopoietic precursor cell | 69 | 0.31 | 0.00 | 0.80 | 0.71 | 0.00 | 0.39 | 0.76 | 0.72 | 0.82 |
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- | intermediate monocyte | 42 | 0.00 | 0.00 | 0.27 | 0.30 | 0.00 | 0.13 | 0.57 | 0.73 | 0.80 |
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- | mesenchymal stem cell | 16 | 0.00 | 0.00 | 0.61 | 0.12 | 0.00 | 0.07 | 0.80 | 0.84 | 0.77 |
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- | myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 1.00 | 0.00 |
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- | classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 1.00 | 1.00 | 0.00 |
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- | non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 1.00 | 1.00 |
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- | activated CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |
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- | platelet | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 1.00 | 1.00 | 0.00 |
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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| fibroblast | 2680 | 0.89 | 0.92 | 0.96 | 0.94 | 0.00 | 0.89 | 0.89 | 0.90 | 0.94 |\n| macrophage | 1544 | 0.90 | 0.93 | 0.95 | 0.93 | 0.00 | 0.89 | 0.91 | 0.91 | 0.94 |\n| B cell | 1452 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |\n| CD4-positive, alpha-beta T cell | 1131 | 0.89 | 0.89 | 0.89 | 0.87 | 0.00 | 0.87 | 0.85 | 0.87 | 0.90 |\n| endothelial cell | 627 | 0.95 | 0.96 | 0.97 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 527 | 0.74 | 0.76 | 0.75 | 0.71 | 0.00 | 0.74 | 0.75 | 0.76 | 0.78 |\n| mesenchymal stem cell of adipose tissue | 395 | 0.50 | 0.11 | 0.66 | 0.62 | 0.00 | 0.52 | 0.51 | 0.55 | 0.65 |\n| neutrophil | 299 | 0.95 | 0.96 | 0.99 | 0.97 | 0.00 | 0.95 | 0.97 | 0.96 | 0.98 |\n| smooth muscle cell | 215 | 0.85 | 0.86 | 0.92 | 0.83 | 0.00 | 0.84 | 0.87 | 0.90 | 0.91 |\n| myofibroblast cell | 132 | 0.80 | 0.81 | 0.88 | 0.76 | 0.00 | 0.83 | 0.86 | 0.89 | 0.87 |\n| natural killer cell | 70 | 0.82 | 0.80 | 0.84 | 0.76 | 0.00 | 0.77 | 0.80 | 0.79 | 0.84 |\n| pericyte | 97 | 0.89 | 0.58 | 0.93 | 0.91 | 0.00 | 0.73 | 0.81 | 0.88 | 0.92 |\n| monocyte | 78 | 0.56 | 0.77 | 0.77 | 0.71 | 0.00 | 0.64 | 0.66 | 0.69 | 0.73 |\n| mature NK T cell | 40 | 0.76 | 0.75 | 0.72 | 0.45 | 0.00 | 0.72 | 0.72 | 0.72 | 0.76 |\n| T cell | 31 | 0.33 | 0.35 | 0.54 | 0.40 | 0.00 | 0.25 | 0.22 | 0.28 | 0.48 |\n| plasma cell | 39 | 0.76 | 0.93 | 0.93 | 0.87 | 0.00 | 0.82 | 0.96 | 0.84 | 0.95 |\n| erythrocyte | 25 | 0.98 | 0.98 | 0.96 | 0.90 | 0.00 | 0.88 | 0.98 | 0.91 | 0.96 |\n| muscle cell | 26 | 0.95 | 0.84 | 0.92 | 0.96 | 0.00 | 0.93 | 0.96 | 0.96 | 0.98 |\n| leukocyte | 16 | 0.54 | 0.79 | 0.62 | 0.58 | 0.00 | 0.53 | 0.64 | 0.54 | 0.65 |\n| mast cell | 7 | 0.74 | 0.88 | 0.92 | 0.93 | 0.00 | 0.82 | 0.88 | 0.74 | 0.93 |\n| hematopoietic precursor cell | 5 | 0.00 | 0.00 | 0.73 | 0.80 | 0.00 | 0.27 | 0.57 | 0.50 | 0.62 |\n| intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.00 |\n| mesenchymal stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 1.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| classical 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| activated CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| platelet | 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| fibroblast | 23289 | 0.90 | 0.91 | 0.97 | 0.97 | 0.00 | 0.90 | 0.89 | 0.91 | 0.95 |\n| macrophage | 13709 | 0.91 | 0.93 | 0.97 | 0.96 | 0.00 | 0.91 | 0.92 | 0.92 | 0.95 |\n| B cell | 13317 | 0.99 | 0.99 | 1.00 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| CD4-positive, alpha-beta T cell | 10350 | 0.88 | 0.90 | 0.92 | 0.91 | 0.00 | 0.88 | 0.87 | 0.89 | 0.92 |\n| endothelial cell | 6339 | 0.96 | 0.98 | 0.98 | 0.98 | 0.00 | 0.97 | 0.98 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 4675 | 0.72 | 0.76 | 0.83 | 0.78 | 0.00 | 0.76 | 0.76 | 0.80 | 0.81 |\n| mesenchymal stem cell of adipose tissue | 3382 | 0.49 | 0.09 | 0.79 | 0.74 | 0.00 | 0.55 | 0.52 | 0.58 | 0.68 |\n| neutrophil | 3080 | 0.97 | 0.96 | 0.99 | 0.98 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 1745 | 0.84 | 0.84 | 0.97 | 0.90 | 0.00 | 0.94 | 0.92 | 0.92 | 0.95 |\n| myofibroblast cell | 934 | 0.79 | 0.78 | 0.96 | 0.84 | 0.00 | 0.95 | 0.91 | 0.91 | 0.94 |\n| natural killer cell | 803 | 0.84 | 0.84 | 0.89 | 0.85 | 0.00 | 0.87 | 0.89 | 0.90 | 0.91 |\n| pericyte | 767 | 0.90 | 0.39 | 0.95 | 0.93 | 0.00 | 0.70 | 0.82 | 0.86 | 0.93 |\n| monocyte | 763 | 0.59 | 0.76 | 0.86 | 0.83 | 0.00 | 0.73 | 0.72 | 0.71 | 0.77 |\n| mature NK T cell | 338 | 0.76 | 0.73 | 0.82 | 0.62 | 0.00 | 0.76 | 0.80 | 0.83 | 0.88 |\n| T cell | 300 | 0.36 | 0.27 | 0.64 | 0.56 | 0.00 | 0.30 | 0.40 | 0.43 | 0.53 |\n| plasma cell | 274 | 0.76 | 0.88 | 0.96 | 0.93 | 0.00 | 0.81 | 0.96 | 0.83 | 0.95 |\n| erythrocyte | 257 | 0.97 | 0.92 | 0.97 | 0.94 | 0.00 | 0.97 | 0.99 | 0.97 | 0.98 |\n| muscle cell | 237 | 0.98 | 0.57 | 1.00 | 0.99 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |\n| leukocyte | 152 | 0.62 | 0.69 | 0.82 | 0.61 | 0.00 | 0.68 | 0.77 | 0.69 | 0.86 |\n| mast cell | 128 | 0.81 | 0.92 | 0.98 | 0.95 | 0.00 | 0.92 | 0.98 | 0.88 | 0.94 |\n| hematopoietic precursor cell | 69 | 0.31 | 0.00 | 0.80 | 0.71 | 0.00 | 0.39 | 0.76 | 0.72 | 0.82 |\n| intermediate monocyte | 42 | 0.00 | 0.00 | 0.27 | 0.30 | 0.00 | 0.13 | 0.57 | 0.73 | 0.80 |\n| mesenchymal stem cell | 16 | 0.00 | 0.00 | 0.61 | 0.12 | 0.00 | 0.07 | 0.80 | 0.84 | 0.77 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 1.00 | 0.00 |\n| classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 1.00 | 1.00 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.10 | 1.00 | 1.00 | 1.00 |\n| activated CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |\n| platelet | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 1.00 | 1.00 | 0.00 |"
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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| fibroblast | 2663 | 0.90 | 0.92 | 0.95 | 0.95 | 0.00 | 0.87 | 0.88 | 0.90 | 0.94 |\n| macrophage | 1561 | 0.91 | 0.93 | 0.95 | 0.94 | 0.00 | 0.88 | 0.91 | 0.91 | 0.94 |\n| B cell | 1443 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| CD4-positive, alpha-beta T cell | 1129 | 0.88 | 0.89 | 0.90 | 0.88 | 0.00 | 0.83 | 0.84 | 0.88 | 0.90 |\n| endothelial cell | 628 | 0.96 | 0.97 | 0.98 | 0.97 | 0.00 | 0.96 | 0.97 | 0.96 | 0.97 |\n| CD8-positive, alpha-beta T cell | 534 | 0.76 | 0.76 | 0.77 | 0.72 | 0.00 | 0.71 | 0.73 | 0.78 | 0.80 |\n| mesenchymal stem cell of adipose tissue | 391 | 0.51 | 0.11 | 0.64 | 0.61 | 0.00 | 0.49 | 0.49 | 0.54 | 0.65 |\n| neutrophil | 293 | 0.96 | 0.96 | 0.97 | 0.96 | 0.00 | 0.97 | 0.95 | 0.96 | 0.97 |\n| smooth muscle cell | 220 | 0.81 | 0.87 | 0.91 | 0.85 | 0.00 | 0.83 | 0.88 | 0.90 | 0.91 |\n| myofibroblast cell | 130 | 0.79 | 0.83 | 0.88 | 0.77 | 0.00 | 0.81 | 0.89 | 0.90 | 0.89 |\n| natural killer cell | 72 | 0.82 | 0.82 | 0.83 | 0.81 | 0.00 | 0.76 | 0.78 | 0.78 | 0.85 |\n| pericyte | 101 | 0.84 | 0.83 | 0.91 | 0.90 | 0.00 | 0.77 | 0.79 | 0.84 | 0.89 |\n| monocyte | 81 | 0.63 | 0.75 | 0.80 | 0.75 | 0.00 | 0.57 | 0.69 | 0.69 | 0.79 |\n| mature NK T cell | 41 | 0.78 | 0.75 | 0.74 | 0.61 | 0.00 | 0.71 | 0.65 | 0.72 | 0.78 |\n| T cell | 33 | 0.40 | 0.43 | 0.59 | 0.57 | 0.00 | 0.32 | 0.24 | 0.36 | 0.46 |\n| plasma cell | 37 | 0.80 | 0.87 | 0.89 | 0.89 | 0.00 | 0.77 | 0.94 | 0.86 | 0.92 |\n| erythrocyte | 26 | 0.93 | 0.94 | 0.96 | 0.90 | 0.00 | 0.92 | 0.95 | 1.00 | 0.98 |\n| muscle cell | 22 | 0.94 | 0.93 | 0.98 | 0.98 | 0.00 | 0.96 | 0.94 | 0.92 | 0.94 |\n| leukocyte | 16 | 0.65 | 0.73 | 0.65 | 0.40 | 0.00 | 0.39 | 0.54 | 0.51 | 0.73 |\n| mast cell | 8 | 0.76 | 0.94 | 0.94 | 0.94 | 0.00 | 0.76 | 0.84 | 0.89 | 0.94 |\n| hematopoietic precursor cell | 7 | 0.36 | 0.00 | 0.60 | 0.60 | 0.00 | 0.50 | 0.52 | 0.71 | 0.80 |\n| intermediate monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| classical 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| activated CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| platelet | 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| fibroblast | 23306 | 0.91 | 0.92 | 0.96 | 0.96 | 0.00 | 0.89 | 0.89 | 0.92 | 0.95 |\n| macrophage | 13692 | 0.92 | 0.94 | 0.96 | 0.95 | 0.00 | 0.89 | 0.92 | 0.92 | 0.94 |\n| B cell | 13326 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| CD4-positive, alpha-beta T cell | 10352 | 0.88 | 0.91 | 0.91 | 0.90 | 0.00 | 0.87 | 0.87 | 0.89 | 0.91 |\n| endothelial cell | 6338 | 0.97 | 0.98 | 0.98 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.98 |\n| CD8-positive, alpha-beta T cell | 4668 | 0.75 | 0.79 | 0.80 | 0.75 | 0.00 | 0.74 | 0.76 | 0.80 | 0.81 |\n| mesenchymal stem cell of adipose tissue | 3386 | 0.52 | 0.13 | 0.72 | 0.69 | 0.00 | 0.53 | 0.51 | 0.59 | 0.69 |\n| neutrophil | 3086 | 0.97 | 0.97 | 0.98 | 0.97 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 1740 | 0.86 | 0.87 | 0.95 | 0.87 | 0.00 | 0.91 | 0.91 | 0.93 | 0.95 |\n| myofibroblast cell | 936 | 0.84 | 0.82 | 0.93 | 0.77 | 0.00 | 0.89 | 0.91 | 0.91 | 0.94 |\n| natural killer cell | 801 | 0.85 | 0.86 | 0.87 | 0.83 | 0.00 | 0.85 | 0.89 | 0.90 | 0.90 |\n| pericyte | 763 | 0.82 | 0.83 | 0.93 | 0.92 | 0.00 | 0.73 | 0.79 | 0.83 | 0.86 |\n| monocyte | 760 | 0.65 | 0.79 | 0.82 | 0.78 | 0.00 | 0.59 | 0.72 | 0.72 | 0.77 |\n| mature NK T cell | 337 | 0.73 | 0.79 | 0.78 | 0.62 | 0.00 | 0.78 | 0.82 | 0.84 | 0.87 |\n| T cell | 298 | 0.41 | 0.44 | 0.58 | 0.57 | 0.00 | 0.37 | 0.42 | 0.45 | 0.58 |\n| plasma cell | 276 | 0.81 | 0.91 | 0.93 | 0.92 | 0.00 | 0.79 | 0.93 | 0.85 | 0.93 |\n| erythrocyte | 256 | 0.95 | 0.94 | 0.97 | 0.94 | 0.00 | 0.95 | 0.98 | 0.97 | 0.99 |\n| muscle cell | 241 | 0.98 | 0.86 | 0.99 | 0.99 | 0.00 | 0.98 | 0.96 | 0.98 | 0.99 |\n| leukocyte | 152 | 0.69 | 0.75 | 0.72 | 0.41 | 0.00 | 0.67 | 0.67 | 0.67 | 0.81 |\n| mast cell | 127 | 0.84 | 0.92 | 0.93 | 0.90 | 0.00 | 0.86 | 0.91 | 0.92 | 0.92 |\n| hematopoietic precursor cell | 67 | 0.39 | 0.00 | 0.59 | 0.59 | 0.00 | 0.56 | 0.71 | 0.69 | 0.86 |\n| intermediate monocyte | 42 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.19 | 0.60 | 0.67 | 0.75 |\n| mesenchymal stem cell | 16 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.76 | 0.89 | 0.48 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 1.00 | 1.00 | 0.50 |\n| classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.22 | 1.00 | 1.00 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| activated CD4-positive, alpha-beta T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 1.00 | 1.00 | 1.00 |\n| platelet | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 1.00 | 1.00 | 0.00 |"
4
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955
  "ENSG00000117475",
956
  "ENSG00000117479",
@@ -974,7 +933,6 @@
974
  "ENSG00000118432",
975
  "ENSG00000118503",
976
  "ENSG00000118515",
977
- "ENSG00000118520",
978
  "ENSG00000118523",
979
  "ENSG00000118564",
980
  "ENSG00000118620",
@@ -1012,6 +970,7 @@
1012
  "ENSG00000119906",
1013
  "ENSG00000119912",
1014
  "ENSG00000119917",
 
1015
  "ENSG00000119927",
1016
  "ENSG00000119938",
1017
  "ENSG00000119977",
@@ -1021,14 +980,12 @@
1021
  "ENSG00000120063",
1022
  "ENSG00000120068",
1023
  "ENSG00000120129",
1024
- "ENSG00000120137",
1025
  "ENSG00000120156",
1026
  "ENSG00000120215",
1027
  "ENSG00000120217",
1028
  "ENSG00000120251",
1029
  "ENSG00000120279",
1030
  "ENSG00000120280",
1031
- "ENSG00000120334",
1032
  "ENSG00000120370",
1033
  "ENSG00000120457",
1034
  "ENSG00000120539",
@@ -1059,7 +1016,6 @@
1059
  "ENSG00000121671",
1060
  "ENSG00000121690",
1061
  "ENSG00000121775",
1062
- "ENSG00000121797",
1063
  "ENSG00000121807",
1064
  "ENSG00000121879",
1065
  "ENSG00000121897",
@@ -1073,7 +1029,6 @@
1073
  "ENSG00000122223",
1074
  "ENSG00000122335",
1075
  "ENSG00000122390",
1076
- "ENSG00000122420",
1077
  "ENSG00000122435",
1078
  "ENSG00000122477",
1079
  "ENSG00000122679",
@@ -1101,7 +1056,6 @@
1101
  "ENSG00000123570",
1102
  "ENSG00000123595",
1103
  "ENSG00000123612",
1104
- "ENSG00000123643",
1105
  "ENSG00000123689",
1106
  "ENSG00000123728",
1107
  "ENSG00000123892",
@@ -1137,7 +1091,6 @@
1137
  "ENSG00000124920",
1138
  "ENSG00000125046",
1139
  "ENSG00000125084",
1140
- "ENSG00000125122",
1141
  "ENSG00000125124",
1142
  "ENSG00000125149",
1143
  "ENSG00000125170",
@@ -1154,6 +1107,7 @@
1154
  "ENSG00000125618",
1155
  "ENSG00000125675",
1156
  "ENSG00000125686",
 
1157
  "ENSG00000125734",
1158
  "ENSG00000125735",
1159
  "ENSG00000125772",
@@ -1161,6 +1115,7 @@
1161
  "ENSG00000125810",
1162
  "ENSG00000125818",
1163
  "ENSG00000125843",
 
1164
  "ENSG00000125872",
1165
  "ENSG00000125885",
1166
  "ENSG00000125945",
@@ -1215,7 +1170,6 @@
1215
  "ENSG00000128245",
1216
  "ENSG00000128294",
1217
  "ENSG00000128340",
1218
- "ENSG00000128394",
1219
  "ENSG00000128482",
1220
  "ENSG00000128567",
1221
  "ENSG00000128590",
@@ -1283,6 +1237,7 @@
1283
  "ENSG00000131043",
1284
  "ENSG00000131061",
1285
  "ENSG00000131080",
 
1286
  "ENSG00000131188",
1287
  "ENSG00000131351",
1288
  "ENSG00000131373",
@@ -1329,7 +1284,6 @@
1329
  "ENSG00000132716",
1330
  "ENSG00000132718",
1331
  "ENSG00000132768",
1332
- "ENSG00000132773",
1333
  "ENSG00000132801",
1334
  "ENSG00000132819",
1335
  "ENSG00000132821",
@@ -1344,7 +1298,6 @@
1344
  "ENSG00000133317",
1345
  "ENSG00000133328",
1346
  "ENSG00000133393",
1347
- "ENSG00000133401",
1348
  "ENSG00000133422",
1349
  "ENSG00000133433",
1350
  "ENSG00000133466",
@@ -1352,6 +1305,7 @@
1352
  "ENSG00000133561",
1353
  "ENSG00000133574",
1354
  "ENSG00000133597",
 
1355
  "ENSG00000133710",
1356
  "ENSG00000133739",
1357
  "ENSG00000133800",
@@ -1360,7 +1314,6 @@
1360
  "ENSG00000134014",
1361
  "ENSG00000134028",
1362
  "ENSG00000134057",
1363
- "ENSG00000134109",
1364
  "ENSG00000134184",
1365
  "ENSG00000134202",
1366
  "ENSG00000134242",
@@ -1368,7 +1321,6 @@
1368
  "ENSG00000134253",
1369
  "ENSG00000134255",
1370
  "ENSG00000134256",
1371
- "ENSG00000134285",
1372
  "ENSG00000134294",
1373
  "ENSG00000134317",
1374
  "ENSG00000134326",
@@ -1393,11 +1345,8 @@
1393
  "ENSG00000134817",
1394
  "ENSG00000134853",
1395
  "ENSG00000134864",
1396
- "ENSG00000134899",
1397
  "ENSG00000134900",
1398
  "ENSG00000134901",
1399
- "ENSG00000134905",
1400
- "ENSG00000134962",
1401
  "ENSG00000135040",
1402
  "ENSG00000135046",
1403
  "ENSG00000135047",
@@ -1411,7 +1360,6 @@
1411
  "ENSG00000135241",
1412
  "ENSG00000135245",
1413
  "ENSG00000135249",
1414
- "ENSG00000135315",
1415
  "ENSG00000135317",
1416
  "ENSG00000135362",
1417
  "ENSG00000135378",
@@ -1454,7 +1402,6 @@
1454
  "ENSG00000136235",
1455
  "ENSG00000136237",
1456
  "ENSG00000136244",
1457
- "ENSG00000136274",
1458
  "ENSG00000136286",
1459
  "ENSG00000136319",
1460
  "ENSG00000136436",
@@ -1467,7 +1414,6 @@
1467
  "ENSG00000136603",
1468
  "ENSG00000136634",
1469
  "ENSG00000136689",
1470
- "ENSG00000136783",
1471
  "ENSG00000136802",
1472
  "ENSG00000136824",
1473
  "ENSG00000136826",
@@ -1512,7 +1458,6 @@
1512
  "ENSG00000137869",
1513
  "ENSG00000137871",
1514
  "ENSG00000137877",
1515
- "ENSG00000137878",
1516
  "ENSG00000137942",
1517
  "ENSG00000137944",
1518
  "ENSG00000137948",
@@ -1540,14 +1485,12 @@
1540
  "ENSG00000138722",
1541
  "ENSG00000138759",
1542
  "ENSG00000138764",
1543
- "ENSG00000138771",
1544
  "ENSG00000138772",
1545
  "ENSG00000138777",
1546
  "ENSG00000138801",
1547
  "ENSG00000138829",
1548
  "ENSG00000138835",
1549
  "ENSG00000139055",
1550
- "ENSG00000139112",
1551
  "ENSG00000139133",
1552
  "ENSG00000139182",
1553
  "ENSG00000139187",
@@ -1577,7 +1520,6 @@
1577
  "ENSG00000139880",
1578
  "ENSG00000139890",
1579
  "ENSG00000139921",
1580
- "ENSG00000140006",
1581
  "ENSG00000140025",
1582
  "ENSG00000140030",
1583
  "ENSG00000140092",
@@ -1618,7 +1560,6 @@
1618
  "ENSG00000141232",
1619
  "ENSG00000141446",
1620
  "ENSG00000141448",
1621
- "ENSG00000141452",
1622
  "ENSG00000141469",
1623
  "ENSG00000141526",
1624
  "ENSG00000141527",
@@ -1633,15 +1574,12 @@
1633
  "ENSG00000141698",
1634
  "ENSG00000141738",
1635
  "ENSG00000141744",
1636
- "ENSG00000141854",
1637
  "ENSG00000141934",
1638
- "ENSG00000141956",
1639
  "ENSG00000141994",
1640
  "ENSG00000142065",
1641
  "ENSG00000142102",
1642
  "ENSG00000142156",
1643
  "ENSG00000142233",
1644
- "ENSG00000142273",
1645
  "ENSG00000142444",
1646
  "ENSG00000142528",
1647
  "ENSG00000142530",
@@ -1680,14 +1618,12 @@
1680
  "ENSG00000143375",
1681
  "ENSG00000143387",
1682
  "ENSG00000143390",
1683
- "ENSG00000143393",
1684
  "ENSG00000143401",
1685
  "ENSG00000143412",
1686
  "ENSG00000143416",
1687
  "ENSG00000143434",
1688
  "ENSG00000143436",
1689
  "ENSG00000143450",
1690
- "ENSG00000143458",
1691
  "ENSG00000143469",
1692
  "ENSG00000143493",
1693
  "ENSG00000143494",
@@ -1711,7 +1647,6 @@
1711
  "ENSG00000143942",
1712
  "ENSG00000143970",
1713
  "ENSG00000143995",
1714
- "ENSG00000144026",
1715
  "ENSG00000144028",
1716
  "ENSG00000144048",
1717
  "ENSG00000144061",
@@ -1745,7 +1680,6 @@
1745
  "ENSG00000145214",
1746
  "ENSG00000145217",
1747
  "ENSG00000145284",
1748
- "ENSG00000145332",
1749
  "ENSG00000145354",
1750
  "ENSG00000145388",
1751
  "ENSG00000145495",
@@ -1765,7 +1699,6 @@
1765
  "ENSG00000145945",
1766
  "ENSG00000145982",
1767
  "ENSG00000146006",
1768
- "ENSG00000146021",
1769
  "ENSG00000146054",
1770
  "ENSG00000146067",
1771
  "ENSG00000146070",
@@ -1791,7 +1724,6 @@
1791
  "ENSG00000146955",
1792
  "ENSG00000147036",
1793
  "ENSG00000147059",
1794
- "ENSG00000147100",
1795
  "ENSG00000147119",
1796
  "ENSG00000147124",
1797
  "ENSG00000147138",
@@ -1811,6 +1743,7 @@
1811
  "ENSG00000147852",
1812
  "ENSG00000147872",
1813
  "ENSG00000147889",
 
1814
  "ENSG00000147912",
1815
  "ENSG00000148082",
1816
  "ENSG00000148153",
@@ -1838,7 +1771,6 @@
1838
  "ENSG00000149050",
1839
  "ENSG00000149090",
1840
  "ENSG00000149131",
1841
- "ENSG00000149182",
1842
  "ENSG00000149218",
1843
  "ENSG00000149243",
1844
  "ENSG00000149311",
@@ -1882,7 +1814,6 @@
1882
  "ENSG00000151365",
1883
  "ENSG00000151376",
1884
  "ENSG00000151445",
1885
- "ENSG00000151468",
1886
  "ENSG00000151470",
1887
  "ENSG00000151498",
1888
  "ENSG00000151576",
@@ -1904,13 +1835,13 @@
1904
  "ENSG00000151929",
1905
  "ENSG00000151967",
1906
  "ENSG00000152229",
 
1907
  "ENSG00000152256",
1908
  "ENSG00000152332",
1909
- "ENSG00000152422",
1910
  "ENSG00000152433",
1911
  "ENSG00000152439",
1912
- "ENSG00000152454",
1913
  "ENSG00000152455",
 
1914
  "ENSG00000152475",
1915
  "ENSG00000152518",
1916
  "ENSG00000152556",
@@ -1928,8 +1859,6 @@
1928
  "ENSG00000152944",
1929
  "ENSG00000152969",
1930
  "ENSG00000153012",
1931
- "ENSG00000153044",
1932
- "ENSG00000153162",
1933
  "ENSG00000153201",
1934
  "ENSG00000153233",
1935
  "ENSG00000153234",
@@ -1971,19 +1900,16 @@
1971
  "ENSG00000155090",
1972
  "ENSG00000155158",
1973
  "ENSG00000155229",
1974
- "ENSG00000155256",
1975
  "ENSG00000155265",
1976
  "ENSG00000155275",
1977
  "ENSG00000155304",
1978
  "ENSG00000155363",
1979
  "ENSG00000155542",
1980
- "ENSG00000155561",
1981
  "ENSG00000155592",
1982
  "ENSG00000155629",
1983
  "ENSG00000155636",
1984
  "ENSG00000155657",
1985
  "ENSG00000155659",
1986
- "ENSG00000155729",
1987
  "ENSG00000155744",
1988
  "ENSG00000155827",
1989
  "ENSG00000155846",
@@ -2029,6 +1955,7 @@
2029
  "ENSG00000157404",
2030
  "ENSG00000157423",
2031
  "ENSG00000157429",
 
2032
  "ENSG00000157514",
2033
  "ENSG00000157538",
2034
  "ENSG00000157601",
@@ -2043,7 +1970,6 @@
2043
  "ENSG00000158006",
2044
  "ENSG00000158050",
2045
  "ENSG00000158106",
2046
- "ENSG00000158125",
2047
  "ENSG00000158156",
2048
  "ENSG00000158246",
2049
  "ENSG00000158301",
@@ -2052,6 +1978,7 @@
2052
  "ENSG00000158435",
2053
  "ENSG00000158473",
2054
  "ENSG00000158481",
 
2055
  "ENSG00000158525",
2056
  "ENSG00000158669",
2057
  "ENSG00000158710",
@@ -2062,7 +1989,6 @@
2062
  "ENSG00000158859",
2063
  "ENSG00000158863",
2064
  "ENSG00000158987",
2065
- "ENSG00000159055",
2066
  "ENSG00000159069",
2067
  "ENSG00000159167",
2068
  "ENSG00000159176",
@@ -2079,6 +2005,7 @@
2079
  "ENSG00000159423",
2080
  "ENSG00000159445",
2081
  "ENSG00000159618",
 
2082
  "ENSG00000159674",
2083
  "ENSG00000159713",
2084
  "ENSG00000159753",
@@ -2091,7 +2018,6 @@
2091
  "ENSG00000160013",
2092
  "ENSG00000160051",
2093
  "ENSG00000160094",
2094
- "ENSG00000160111",
2095
  "ENSG00000160131",
2096
  "ENSG00000160179",
2097
  "ENSG00000160180",
@@ -2127,7 +2053,6 @@
2127
  "ENSG00000161031",
2128
  "ENSG00000161036",
2129
  "ENSG00000161048",
2130
- "ENSG00000161243",
2131
  "ENSG00000161249",
2132
  "ENSG00000161267",
2133
  "ENSG00000161277",
@@ -2147,6 +2072,7 @@
2147
  "ENSG00000162065",
2148
  "ENSG00000162066",
2149
  "ENSG00000162129",
 
2150
  "ENSG00000162174",
2151
  "ENSG00000162194",
2152
  "ENSG00000162337",
@@ -2162,6 +2088,7 @@
2162
  "ENSG00000162441",
2163
  "ENSG00000162496",
2164
  "ENSG00000162517",
 
2165
  "ENSG00000162543",
2166
  "ENSG00000162551",
2167
  "ENSG00000162572",
@@ -2182,7 +2109,6 @@
2182
  "ENSG00000162676",
2183
  "ENSG00000162692",
2184
  "ENSG00000162702",
2185
- "ENSG00000162722",
2186
  "ENSG00000162723",
2187
  "ENSG00000162729",
2188
  "ENSG00000162736",
@@ -2193,6 +2119,7 @@
2193
  "ENSG00000162843",
2194
  "ENSG00000162881",
2195
  "ENSG00000162913",
 
2196
  "ENSG00000162971",
2197
  "ENSG00000162981",
2198
  "ENSG00000162992",
@@ -2263,10 +2190,8 @@
2263
  "ENSG00000163930",
2264
  "ENSG00000163932",
2265
  "ENSG00000163958",
2266
- "ENSG00000163959",
2267
  "ENSG00000164002",
2268
  "ENSG00000164011",
2269
- "ENSG00000164035",
2270
  "ENSG00000164062",
2271
  "ENSG00000164068",
2272
  "ENSG00000164070",
@@ -2320,11 +2245,8 @@
2320
  "ENSG00000164929",
2321
  "ENSG00000164930",
2322
  "ENSG00000164932",
2323
- "ENSG00000164941",
2324
  "ENSG00000164949",
2325
- "ENSG00000164961",
2326
  "ENSG00000164967",
2327
- "ENSG00000165028",
2328
  "ENSG00000165060",
2329
  "ENSG00000165061",
2330
  "ENSG00000165124",
@@ -2332,6 +2254,7 @@
2332
  "ENSG00000165156",
2333
  "ENSG00000165169",
2334
  "ENSG00000165194",
 
2335
  "ENSG00000165240",
2336
  "ENSG00000165246",
2337
  "ENSG00000165271",
@@ -2351,7 +2274,6 @@
2351
  "ENSG00000165572",
2352
  "ENSG00000165617",
2353
  "ENSG00000165633",
2354
- "ENSG00000165660",
2355
  "ENSG00000165661",
2356
  "ENSG00000165671",
2357
  "ENSG00000165685",
@@ -2387,27 +2309,22 @@
2387
  "ENSG00000166197",
2388
  "ENSG00000166257",
2389
  "ENSG00000166260",
2390
- "ENSG00000166261",
2391
  "ENSG00000166265",
2392
  "ENSG00000166313",
2393
- "ENSG00000166341",
2394
  "ENSG00000166349",
2395
  "ENSG00000166394",
2396
  "ENSG00000166398",
2397
- "ENSG00000166401",
2398
  "ENSG00000166407",
2399
  "ENSG00000166455",
2400
  "ENSG00000166482",
2401
  "ENSG00000166508",
2402
  "ENSG00000166535",
2403
- "ENSG00000166582",
2404
  "ENSG00000166682",
2405
  "ENSG00000166685",
2406
  "ENSG00000166704",
2407
  "ENSG00000166710",
2408
  "ENSG00000166736",
2409
  "ENSG00000166741",
2410
- "ENSG00000166743",
2411
  "ENSG00000166770",
2412
  "ENSG00000166803",
2413
  "ENSG00000166816",
@@ -2418,7 +2335,6 @@
2418
  "ENSG00000166866",
2419
  "ENSG00000166881",
2420
  "ENSG00000166887",
2421
- "ENSG00000166896",
2422
  "ENSG00000166900",
2423
  "ENSG00000166908",
2424
  "ENSG00000166923",
@@ -2497,7 +2413,6 @@
2497
  "ENSG00000168398",
2498
  "ENSG00000168411",
2499
  "ENSG00000168434",
2500
- "ENSG00000168447",
2501
  "ENSG00000168453",
2502
  "ENSG00000168454",
2503
  "ENSG00000168490",
@@ -2505,6 +2420,7 @@
2505
  "ENSG00000168497",
2506
  "ENSG00000168542",
2507
  "ENSG00000168612",
 
2508
  "ENSG00000168646",
2509
  "ENSG00000168658",
2510
  "ENSG00000168661",
@@ -2539,9 +2455,7 @@
2539
  "ENSG00000169242",
2540
  "ENSG00000169252",
2541
  "ENSG00000169297",
2542
- "ENSG00000169299",
2543
  "ENSG00000169385",
2544
- "ENSG00000169397",
2545
  "ENSG00000169403",
2546
  "ENSG00000169410",
2547
  "ENSG00000169429",
@@ -2559,7 +2473,6 @@
2559
  "ENSG00000169955",
2560
  "ENSG00000169981",
2561
  "ENSG00000170085",
2562
- "ENSG00000170088",
2563
  "ENSG00000170175",
2564
  "ENSG00000170190",
2565
  "ENSG00000170191",
@@ -2577,6 +2490,7 @@
2577
  "ENSG00000170382",
2578
  "ENSG00000170385",
2579
  "ENSG00000170421",
 
2580
  "ENSG00000170442",
2581
  "ENSG00000170448",
2582
  "ENSG00000170458",
@@ -2617,7 +2531,7 @@
2617
  "ENSG00000171428",
2618
  "ENSG00000171448",
2619
  "ENSG00000171469",
2620
- "ENSG00000171488",
2621
  "ENSG00000171492",
2622
  "ENSG00000171566",
2623
  "ENSG00000171574",
@@ -2653,7 +2567,6 @@
2653
  "ENSG00000172236",
2654
  "ENSG00000172244",
2655
  "ENSG00000172273",
2656
- "ENSG00000172331",
2657
  "ENSG00000172349",
2658
  "ENSG00000172375",
2659
  "ENSG00000172382",
@@ -2706,15 +2619,15 @@
2706
  "ENSG00000173848",
2707
  "ENSG00000173868",
2708
  "ENSG00000173894",
2709
- "ENSG00000173930",
2710
  "ENSG00000173950",
2711
  "ENSG00000173988",
2712
  "ENSG00000174013",
2713
  "ENSG00000174059",
2714
  "ENSG00000174151",
 
2715
  "ENSG00000174175",
2716
  "ENSG00000174177",
2717
- "ENSG00000174206",
2718
  "ENSG00000174227",
2719
  "ENSG00000174255",
2720
  "ENSG00000174276",
@@ -2733,7 +2646,6 @@
2733
  "ENSG00000174652",
2734
  "ENSG00000174672",
2735
  "ENSG00000174684",
2736
- "ENSG00000174721",
2737
  "ENSG00000174738",
2738
  "ENSG00000174799",
2739
  "ENSG00000174807",
@@ -2755,7 +2667,6 @@
2755
  "ENSG00000175182",
2756
  "ENSG00000175183",
2757
  "ENSG00000175203",
2758
- "ENSG00000175206",
2759
  "ENSG00000175213",
2760
  "ENSG00000175216",
2761
  "ENSG00000175221",
@@ -2769,7 +2680,6 @@
2769
  "ENSG00000175322",
2770
  "ENSG00000175426",
2771
  "ENSG00000175445",
2772
- "ENSG00000175463",
2773
  "ENSG00000175505",
2774
  "ENSG00000175536",
2775
  "ENSG00000175544",
@@ -2793,10 +2703,11 @@
2793
  "ENSG00000176222",
2794
  "ENSG00000176225",
2795
  "ENSG00000176273",
 
2796
  "ENSG00000176422",
2797
  "ENSG00000176428",
2798
  "ENSG00000176435",
2799
- "ENSG00000176601",
2800
  "ENSG00000176714",
2801
  "ENSG00000176732",
2802
  "ENSG00000176749",
@@ -2806,7 +2717,6 @@
2806
  "ENSG00000176903",
2807
  "ENSG00000176907",
2808
  "ENSG00000176909",
2809
- "ENSG00000176928",
2810
  "ENSG00000177025",
2811
  "ENSG00000177030",
2812
  "ENSG00000177084",
@@ -2820,7 +2730,6 @@
2820
  "ENSG00000177542",
2821
  "ENSG00000177575",
2822
  "ENSG00000177614",
2823
- "ENSG00000177628",
2824
  "ENSG00000177669",
2825
  "ENSG00000177679",
2826
  "ENSG00000177683",
@@ -2834,7 +2743,6 @@
2834
  "ENSG00000177943",
2835
  "ENSG00000177946",
2836
  "ENSG00000177963",
2837
- "ENSG00000177993",
2838
  "ENSG00000178015",
2839
  "ENSG00000178026",
2840
  "ENSG00000178033",
@@ -2856,7 +2764,6 @@
2856
  "ENSG00000178821",
2857
  "ENSG00000178860",
2858
  "ENSG00000178904",
2859
- "ENSG00000178927",
2860
  "ENSG00000178935",
2861
  "ENSG00000178950",
2862
  "ENSG00000178971",
@@ -2865,6 +2772,7 @@
2865
  "ENSG00000178999",
2866
  "ENSG00000179021",
2867
  "ENSG00000179044",
 
2868
  "ENSG00000179148",
2869
  "ENSG00000179222",
2870
  "ENSG00000179314",
@@ -2895,7 +2803,6 @@
2895
  "ENSG00000179918",
2896
  "ENSG00000179922",
2897
  "ENSG00000179941",
2898
- "ENSG00000179950",
2899
  "ENSG00000180035",
2900
  "ENSG00000180089",
2901
  "ENSG00000180113",
@@ -2929,7 +2836,6 @@
2929
  "ENSG00000181104",
2930
  "ENSG00000181135",
2931
  "ENSG00000181191",
2932
- "ENSG00000181195",
2933
  "ENSG00000181215",
2934
  "ENSG00000181450",
2935
  "ENSG00000181652",
@@ -2951,7 +2857,6 @@
2951
  "ENSG00000182199",
2952
  "ENSG00000182224",
2953
  "ENSG00000182257",
2954
- "ENSG00000182287",
2955
  "ENSG00000182308",
2956
  "ENSG00000182318",
2957
  "ENSG00000182325",
@@ -2972,17 +2877,18 @@
2972
  "ENSG00000182810",
2973
  "ENSG00000182866",
2974
  "ENSG00000182872",
2975
- "ENSG00000182873",
2976
  "ENSG00000182885",
2977
  "ENSG00000182902",
2978
  "ENSG00000182923",
2979
  "ENSG00000182944",
 
 
2980
  "ENSG00000182963",
2981
  "ENSG00000183010",
2982
  "ENSG00000183060",
2983
  "ENSG00000183111",
 
2984
  "ENSG00000183160",
2985
- "ENSG00000183255",
2986
  "ENSG00000183258",
2987
  "ENSG00000183379",
2988
  "ENSG00000183401",
@@ -2995,7 +2901,6 @@
2995
  "ENSG00000183542",
2996
  "ENSG00000183615",
2997
  "ENSG00000183682",
2998
- "ENSG00000183688",
2999
  "ENSG00000183690",
3000
  "ENSG00000183751",
3001
  "ENSG00000183762",
@@ -3008,7 +2913,6 @@
3008
  "ENSG00000183918",
3009
  "ENSG00000183963",
3010
  "ENSG00000184009",
3011
- "ENSG00000184047",
3012
  "ENSG00000184113",
3013
  "ENSG00000184144",
3014
  "ENSG00000184164",
@@ -3021,6 +2925,7 @@
3021
  "ENSG00000184292",
3022
  "ENSG00000184371",
3023
  "ENSG00000184378",
 
3024
  "ENSG00000184489",
3025
  "ENSG00000184502",
3026
  "ENSG00000184517",
@@ -3034,15 +2939,15 @@
3034
  "ENSG00000184786",
3035
  "ENSG00000184831",
3036
  "ENSG00000184916",
3037
- "ENSG00000184937",
3038
  "ENSG00000184949",
3039
  "ENSG00000185009",
 
3040
  "ENSG00000185065",
3041
- "ENSG00000185070",
3042
  "ENSG00000185085",
3043
  "ENSG00000185100",
3044
  "ENSG00000185101",
3045
  "ENSG00000185133",
 
3046
  "ENSG00000185189",
3047
  "ENSG00000185220",
3048
  "ENSG00000185252",
@@ -3051,7 +2956,6 @@
3051
  "ENSG00000185433",
3052
  "ENSG00000185483",
3053
  "ENSG00000185504",
3054
- "ENSG00000185507",
3055
  "ENSG00000185513",
3056
  "ENSG00000185522",
3057
  "ENSG00000185527",
@@ -3079,8 +2983,6 @@
3079
  "ENSG00000186020",
3080
  "ENSG00000186026",
3081
  "ENSG00000186106",
3082
- "ENSG00000186130",
3083
- "ENSG00000186160",
3084
  "ENSG00000186188",
3085
  "ENSG00000186197",
3086
  "ENSG00000186204",
@@ -3099,11 +3001,9 @@
3099
  "ENSG00000186462",
3100
  "ENSG00000186487",
3101
  "ENSG00000186496",
3102
- "ENSG00000186501",
3103
  "ENSG00000186517",
3104
  "ENSG00000186523",
3105
  "ENSG00000186575",
3106
- "ENSG00000186642",
3107
  "ENSG00000186666",
3108
  "ENSG00000186806",
3109
  "ENSG00000186810",
@@ -3119,10 +3019,10 @@
3119
  "ENSG00000187189",
3120
  "ENSG00000187288",
3121
  "ENSG00000187325",
3122
- "ENSG00000187372",
3123
  "ENSG00000187486",
3124
  "ENSG00000187531",
3125
  "ENSG00000187535",
 
3126
  "ENSG00000187607",
3127
  "ENSG00000187626",
3128
  "ENSG00000187650",
@@ -3140,9 +3040,9 @@
3140
  "ENSG00000188015",
3141
  "ENSG00000188021",
3142
  "ENSG00000188051",
3143
- "ENSG00000188060",
3144
  "ENSG00000188070",
3145
  "ENSG00000188095",
 
3146
  "ENSG00000188167",
3147
  "ENSG00000188185",
3148
  "ENSG00000188229",
@@ -3167,6 +3067,7 @@
3167
  "ENSG00000188938",
3168
  "ENSG00000188959",
3169
  "ENSG00000188976",
 
3170
  "ENSG00000189007",
3171
  "ENSG00000189013",
3172
  "ENSG00000189050",
@@ -3175,7 +3076,6 @@
3175
  "ENSG00000189060",
3176
  "ENSG00000189114",
3177
  "ENSG00000189120",
3178
- "ENSG00000189134",
3179
  "ENSG00000189143",
3180
  "ENSG00000189164",
3181
  "ENSG00000189238",
@@ -3189,7 +3089,6 @@
3189
  "ENSG00000196169",
3190
  "ENSG00000196177",
3191
  "ENSG00000196263",
3192
- "ENSG00000196267",
3193
  "ENSG00000196329",
3194
  "ENSG00000196338",
3195
  "ENSG00000196345",
@@ -3207,8 +3106,8 @@
3207
  "ENSG00000196616",
3208
  "ENSG00000196632",
3209
  "ENSG00000196646",
3210
- "ENSG00000196652",
3211
  "ENSG00000196653",
 
3212
  "ENSG00000196663",
3213
  "ENSG00000196664",
3214
  "ENSG00000196670",
@@ -3241,7 +3140,6 @@
3241
  "ENSG00000197142",
3242
  "ENSG00000197150",
3243
  "ENSG00000197168",
3244
- "ENSG00000197217",
3245
  "ENSG00000197245",
3246
  "ENSG00000197249",
3247
  "ENSG00000197253",
@@ -3251,9 +3149,7 @@
3251
  "ENSG00000197362",
3252
  "ENSG00000197372",
3253
  "ENSG00000197375",
3254
- "ENSG00000197380",
3255
  "ENSG00000197417",
3256
- "ENSG00000197479",
3257
  "ENSG00000197497",
3258
  "ENSG00000197540",
3259
  "ENSG00000197586",
@@ -3271,7 +3167,6 @@
3271
  "ENSG00000197774",
3272
  "ENSG00000197798",
3273
  "ENSG00000197816",
3274
- "ENSG00000197859",
3275
  "ENSG00000197860",
3276
  "ENSG00000197863",
3277
  "ENSG00000197889",
@@ -3281,6 +3176,7 @@
3281
  "ENSG00000197992",
3282
  "ENSG00000198000",
3283
  "ENSG00000198015",
 
3284
  "ENSG00000198039",
3285
  "ENSG00000198040",
3286
  "ENSG00000198056",
@@ -3289,7 +3185,6 @@
3289
  "ENSG00000198081",
3290
  "ENSG00000198133",
3291
  "ENSG00000198156",
3292
- "ENSG00000198185",
3293
  "ENSG00000198203",
3294
  "ENSG00000198205",
3295
  "ENSG00000198208",
@@ -3304,7 +3199,6 @@
3304
  "ENSG00000198380",
3305
  "ENSG00000198400",
3306
  "ENSG00000198429",
3307
- "ENSG00000198440",
3308
  "ENSG00000198455",
3309
  "ENSG00000198478",
3310
  "ENSG00000198521",
@@ -3316,6 +3210,7 @@
3316
  "ENSG00000198719",
3317
  "ENSG00000198727",
3318
  "ENSG00000198728",
 
3319
  "ENSG00000198736",
3320
  "ENSG00000198756",
3321
  "ENSG00000198759",
@@ -3334,7 +3229,6 @@
3334
  "ENSG00000198851",
3335
  "ENSG00000198858",
3336
  "ENSG00000198876",
3337
- "ENSG00000198883",
3338
  "ENSG00000198885",
3339
  "ENSG00000198886",
3340
  "ENSG00000198888",
@@ -3350,13 +3244,14 @@
3350
  "ENSG00000198954",
3351
  "ENSG00000198959",
3352
  "ENSG00000198961",
 
3353
  "ENSG00000203697",
3354
  "ENSG00000203705",
3355
  "ENSG00000203724",
3356
  "ENSG00000203747",
3357
  "ENSG00000203805",
3358
  "ENSG00000203808",
3359
- "ENSG00000203943",
3360
  "ENSG00000203963",
3361
  "ENSG00000203965",
3362
  "ENSG00000204086",
@@ -3364,36 +3259,31 @@
3364
  "ENSG00000204161",
3365
  "ENSG00000204176",
3366
  "ENSG00000204179",
3367
- "ENSG00000204228",
3368
  "ENSG00000204241",
3369
  "ENSG00000204248",
3370
  "ENSG00000204252",
3371
- "ENSG00000204261",
3372
  "ENSG00000204287",
3373
  "ENSG00000204301",
3374
- "ENSG00000204310",
3375
  "ENSG00000204315",
3376
  "ENSG00000204335",
3377
  "ENSG00000204351",
3378
  "ENSG00000204381",
3379
  "ENSG00000204389",
3380
  "ENSG00000204396",
3381
- "ENSG00000204410",
3382
- "ENSG00000204420",
3383
  "ENSG00000204421",
3384
  "ENSG00000204516",
3385
  "ENSG00000204519",
3386
  "ENSG00000204536",
3387
- "ENSG00000204576",
3388
  "ENSG00000204580",
3389
  "ENSG00000204592",
3390
  "ENSG00000204599",
 
3391
  "ENSG00000204682",
3392
  "ENSG00000204713",
3393
  "ENSG00000204758",
3394
  "ENSG00000204764",
3395
- "ENSG00000204815",
3396
  "ENSG00000204832",
 
3397
  "ENSG00000204859",
3398
  "ENSG00000204899",
3399
  "ENSG00000204923",
@@ -3427,14 +3317,12 @@
3427
  "ENSG00000206432",
3428
  "ENSG00000206559",
3429
  "ENSG00000206561",
 
3430
  "ENSG00000211445",
3431
  "ENSG00000211456",
3432
  "ENSG00000211460",
3433
- "ENSG00000211677",
3434
- "ENSG00000211679",
3435
- "ENSG00000211689",
3436
  "ENSG00000212123",
3437
- "ENSG00000212719",
3438
  "ENSG00000212916",
3439
  "ENSG00000213024",
3440
  "ENSG00000213066",
@@ -3448,7 +3336,6 @@
3448
  "ENSG00000213341",
3449
  "ENSG00000213390",
3450
  "ENSG00000213468",
3451
- "ENSG00000213588",
3452
  "ENSG00000213626",
3453
  "ENSG00000213638",
3454
  "ENSG00000213714",
@@ -3473,14 +3360,17 @@
3473
  "ENSG00000214548",
3474
  "ENSG00000214652",
3475
  "ENSG00000214706",
 
3476
  "ENSG00000214870",
 
 
 
3477
  "ENSG00000215041",
3478
  "ENSG00000215114",
3479
  "ENSG00000215126",
3480
  "ENSG00000215218",
3481
  "ENSG00000215241",
3482
  "ENSG00000215251",
3483
- "ENSG00000215256",
3484
  "ENSG00000215529",
3485
  "ENSG00000215808",
3486
  "ENSG00000216895",
@@ -3497,23 +3387,22 @@
3497
  "ENSG00000221986",
3498
  "ENSG00000221990",
3499
  "ENSG00000221994",
 
3500
  "ENSG00000223658",
3501
  "ENSG00000223806",
3502
- "ENSG00000223865",
3503
- "ENSG00000223923",
3504
  "ENSG00000224074",
3505
- "ENSG00000224093",
3506
  "ENSG00000224152",
3507
  "ENSG00000224164",
3508
  "ENSG00000224189",
3509
  "ENSG00000224238",
3510
  "ENSG00000224420",
3511
  "ENSG00000224531",
 
3512
  "ENSG00000224790",
 
3513
  "ENSG00000224897",
3514
  "ENSG00000224903",
3515
  "ENSG00000224934",
3516
- "ENSG00000224958",
3517
  "ENSG00000225194",
3518
  "ENSG00000225342",
3519
  "ENSG00000225383",
@@ -3524,32 +3413,32 @@
3524
  "ENSG00000225706",
3525
  "ENSG00000225731",
3526
  "ENSG00000225733",
3527
- "ENSG00000225783",
3528
  "ENSG00000225792",
3529
  "ENSG00000225793",
3530
  "ENSG00000225953",
3531
  "ENSG00000226363",
3532
- "ENSG00000226445",
3533
  "ENSG00000226496",
3534
  "ENSG00000226686",
 
3535
  "ENSG00000226979",
3536
  "ENSG00000227053",
3537
- "ENSG00000227191",
3538
  "ENSG00000227199",
 
3539
  "ENSG00000227252",
3540
  "ENSG00000227256",
3541
  "ENSG00000227354",
3542
  "ENSG00000227373",
3543
- "ENSG00000227392",
3544
  "ENSG00000227456",
3545
  "ENSG00000227467",
3546
  "ENSG00000227471",
 
3547
  "ENSG00000227544",
3548
  "ENSG00000228058",
3549
- "ENSG00000228060",
3550
  "ENSG00000228065",
3551
  "ENSG00000228140",
3552
  "ENSG00000228192",
 
3553
  "ENSG00000228223",
3554
  "ENSG00000228261",
3555
  "ENSG00000228495",
@@ -3558,54 +3447,70 @@
3558
  "ENSG00000228594",
3559
  "ENSG00000228784",
3560
  "ENSG00000228889",
 
3561
  "ENSG00000229111",
3562
  "ENSG00000229140",
3563
  "ENSG00000229236",
 
 
3564
  "ENSG00000229671",
3565
  "ENSG00000229719",
 
3566
  "ENSG00000229891",
3567
  "ENSG00000229981",
3568
  "ENSG00000230013",
3569
  "ENSG00000230091",
3570
  "ENSG00000230131",
3571
  "ENSG00000230257",
 
3572
  "ENSG00000230724",
 
3573
  "ENSG00000230749",
3574
  "ENSG00000230817",
3575
  "ENSG00000230844",
3576
- "ENSG00000230918",
3577
  "ENSG00000231105",
3578
  "ENSG00000231249",
 
 
3579
  "ENSG00000231298",
3580
  "ENSG00000231310",
3581
  "ENSG00000231389",
3582
  "ENSG00000231528",
3583
  "ENSG00000231728",
 
3584
  "ENSG00000231770",
 
3585
  "ENSG00000231908",
 
3586
  "ENSG00000232118",
3587
  "ENSG00000232233",
 
3588
  "ENSG00000232591",
3589
  "ENSG00000232618",
3590
  "ENSG00000232645",
3591
  "ENSG00000232656",
3592
- "ENSG00000232759",
3593
  "ENSG00000232774",
3594
  "ENSG00000232810",
 
3595
  "ENSG00000232859",
3596
  "ENSG00000232956",
3597
- "ENSG00000233073",
3598
  "ENSG00000233220",
3599
  "ENSG00000233334",
3600
  "ENSG00000233355",
 
 
3601
  "ENSG00000233730",
3602
  "ENSG00000233757",
 
3603
  "ENSG00000233885",
3604
  "ENSG00000233893",
3605
  "ENSG00000233922",
 
 
3606
  "ENSG00000234028",
3607
  "ENSG00000234127",
3608
  "ENSG00000234284",
 
3609
  "ENSG00000234362",
3610
  "ENSG00000234608",
3611
  "ENSG00000234614",
@@ -3613,10 +3518,12 @@
3613
  "ENSG00000234636",
3614
  "ENSG00000234650",
3615
  "ENSG00000234663",
3616
- "ENSG00000234684",
3617
  "ENSG00000234690",
 
3618
  "ENSG00000234745",
3619
  "ENSG00000234754",
 
 
3620
  "ENSG00000234956",
3621
  "ENSG00000235016",
3622
  "ENSG00000235098",
@@ -3625,25 +3532,26 @@
3625
  "ENSG00000235162",
3626
  "ENSG00000235173",
3627
  "ENSG00000235194",
3628
- "ENSG00000235300",
3629
  "ENSG00000235314",
3630
  "ENSG00000235387",
3631
  "ENSG00000235527",
 
3632
  "ENSG00000235724",
3633
  "ENSG00000235740",
3634
  "ENSG00000235790",
3635
- "ENSG00000235863",
3636
  "ENSG00000235865",
3637
  "ENSG00000235919",
3638
  "ENSG00000235927",
3639
  "ENSG00000235961",
3640
  "ENSG00000235997",
3641
- "ENSG00000236213",
3642
  "ENSG00000236320",
3643
  "ENSG00000236432",
3644
  "ENSG00000236467",
3645
  "ENSG00000236617",
3646
  "ENSG00000236682",
 
3647
  "ENSG00000236790",
3648
  "ENSG00000236849",
3649
  "ENSG00000236914",
@@ -3658,11 +3566,10 @@
3658
  "ENSG00000237424",
3659
  "ENSG00000237440",
3660
  "ENSG00000237476",
3661
- "ENSG00000237576",
3662
  "ENSG00000237980",
3663
  "ENSG00000238121",
3664
  "ENSG00000238197",
3665
- "ENSG00000238227",
3666
  "ENSG00000239305",
3667
  "ENSG00000239453",
3668
  "ENSG00000239636",
@@ -3672,26 +3579,29 @@
3672
  "ENSG00000239998",
3673
  "ENSG00000240005",
3674
  "ENSG00000240012",
3675
- "ENSG00000240053",
3676
  "ENSG00000240288",
3677
  "ENSG00000240303",
 
3678
  "ENSG00000240403",
3679
  "ENSG00000240498",
3680
  "ENSG00000240541",
3681
  "ENSG00000240583",
3682
  "ENSG00000240654",
3683
- "ENSG00000240790",
3684
  "ENSG00000240889",
3685
  "ENSG00000241158",
3686
- "ENSG00000241322",
3687
  "ENSG00000241544",
3688
  "ENSG00000241644",
3689
  "ENSG00000241852",
3690
  "ENSG00000242110",
3691
  "ENSG00000242252",
3692
  "ENSG00000242258",
 
3693
  "ENSG00000242474",
 
3694
  "ENSG00000242574",
 
3695
  "ENSG00000242852",
3696
  "ENSG00000243224",
3697
  "ENSG00000243335",
@@ -3710,8 +3620,10 @@
3710
  "ENSG00000244926",
3711
  "ENSG00000244968",
3712
  "ENSG00000245017",
 
3713
  "ENSG00000245146",
3714
  "ENSG00000245149",
 
3715
  "ENSG00000245164",
3716
  "ENSG00000245213",
3717
  "ENSG00000245498",
@@ -3722,33 +3634,34 @@
3722
  "ENSG00000245598",
3723
  "ENSG00000245680",
3724
  "ENSG00000245954",
 
3725
  "ENSG00000246084",
3726
  "ENSG00000246100",
3727
  "ENSG00000246145",
3728
  "ENSG00000246174",
 
3729
  "ENSG00000246366",
3730
- "ENSG00000246379",
3731
  "ENSG00000246430",
3732
  "ENSG00000246526",
3733
- "ENSG00000246790",
3734
  "ENSG00000246859",
3735
  "ENSG00000246877",
3736
  "ENSG00000246898",
3737
  "ENSG00000247271",
3738
- "ENSG00000247287",
3739
  "ENSG00000247317",
3740
  "ENSG00000247373",
3741
  "ENSG00000247400",
3742
  "ENSG00000247626",
3743
  "ENSG00000248008",
3744
  "ENSG00000248099",
3745
- "ENSG00000248538",
3746
- "ENSG00000248746",
 
 
3747
  "ENSG00000248810",
3748
  "ENSG00000248890",
3749
  "ENSG00000249115",
3750
  "ENSG00000249167",
3751
- "ENSG00000249379",
3752
  "ENSG00000249471",
3753
  "ENSG00000249532",
3754
  "ENSG00000249709",
@@ -3759,11 +3672,12 @@
3759
  "ENSG00000250072",
3760
  "ENSG00000250073",
3761
  "ENSG00000250091",
 
3762
  "ENSG00000250337",
3763
  "ENSG00000250365",
3764
  "ENSG00000250673",
3765
- "ENSG00000250910",
3766
  "ENSG00000251015",
 
3767
  "ENSG00000251247",
3768
  "ENSG00000251359",
3769
  "ENSG00000251364",
@@ -3772,6 +3686,7 @@
3772
  "ENSG00000251562",
3773
  "ENSG00000251586",
3774
  "ENSG00000251632",
 
3775
  "ENSG00000253210",
3776
  "ENSG00000253327",
3777
  "ENSG00000253368",
@@ -3780,30 +3695,29 @@
3780
  "ENSG00000253731",
3781
  "ENSG00000253807",
3782
  "ENSG00000253846",
3783
- "ENSG00000253848",
3784
  "ENSG00000253873",
3785
  "ENSG00000254004",
3786
  "ENSG00000254027",
3787
- "ENSG00000254109",
3788
  "ENSG00000254122",
 
3789
  "ENSG00000254469",
3790
- "ENSG00000254614",
3791
  "ENSG00000254703",
 
3792
  "ENSG00000254827",
3793
  "ENSG00000255052",
3794
  "ENSG00000255150",
3795
  "ENSG00000255153",
 
3796
  "ENSG00000255284",
3797
- "ENSG00000255458",
3798
  "ENSG00000255474",
3799
- "ENSG00000255521",
3800
  "ENSG00000255559",
3801
  "ENSG00000255561",
3802
- "ENSG00000255992",
3803
  "ENSG00000256223",
3804
  "ENSG00000256262",
3805
  "ENSG00000256269",
3806
  "ENSG00000256294",
 
3807
  "ENSG00000256576",
3808
  "ENSG00000256633",
3809
  "ENSG00000256683",
@@ -3812,36 +3726,47 @@
3812
  "ENSG00000256771",
3813
  "ENSG00000256862",
3814
  "ENSG00000256940",
 
3815
  "ENSG00000257017",
3816
  "ENSG00000257093",
3817
- "ENSG00000257097",
3818
  "ENSG00000257167",
 
3819
  "ENSG00000257433",
3820
  "ENSG00000257556",
3821
  "ENSG00000257702",
3822
- "ENSG00000257747",
3823
  "ENSG00000257913",
 
 
3824
  "ENSG00000258227",
 
 
3825
  "ENSG00000258376",
3826
  "ENSG00000258384",
3827
  "ENSG00000258405",
3828
  "ENSG00000258586",
3829
  "ENSG00000258655",
 
3830
  "ENSG00000258708",
 
3831
  "ENSG00000258730",
 
 
3832
  "ENSG00000258813",
3833
  "ENSG00000258867",
3834
  "ENSG00000258890",
 
3835
  "ENSG00000258940",
3836
  "ENSG00000259065",
3837
  "ENSG00000259172",
 
3838
  "ENSG00000259207",
3839
  "ENSG00000259225",
 
3840
  "ENSG00000259319",
3841
  "ENSG00000259417",
3842
  "ENSG00000259431",
3843
  "ENSG00000259456",
3844
- "ENSG00000259475",
3845
  "ENSG00000259498",
3846
  "ENSG00000259577",
3847
  "ENSG00000259583",
@@ -3852,11 +3777,16 @@
3852
  "ENSG00000259863",
3853
  "ENSG00000259905",
3854
  "ENSG00000259954",
 
3855
  "ENSG00000260018",
3856
  "ENSG00000260083",
3857
  "ENSG00000260101",
3858
  "ENSG00000260219",
3859
  "ENSG00000260228",
 
 
 
 
3860
  "ENSG00000260281",
3861
  "ENSG00000260285",
3862
  "ENSG00000260302",
@@ -3864,11 +3794,11 @@
3864
  "ENSG00000260325",
3865
  "ENSG00000260329",
3866
  "ENSG00000260339",
 
3867
  "ENSG00000260423",
3868
  "ENSG00000260439",
3869
- "ENSG00000260475",
3870
  "ENSG00000260572",
3871
- "ENSG00000260589",
3872
  "ENSG00000260806",
3873
  "ENSG00000260807",
3874
  "ENSG00000260898",
@@ -3876,130 +3806,200 @@
3876
  "ENSG00000261087",
3877
  "ENSG00000261150",
3878
  "ENSG00000261236",
 
3879
  "ENSG00000261326",
3880
  "ENSG00000261366",
3881
  "ENSG00000261371",
3882
- "ENSG00000261416",
3883
  "ENSG00000261420",
 
3884
  "ENSG00000261485",
 
 
3885
  "ENSG00000261652",
3886
- "ENSG00000261663",
3887
  "ENSG00000261701",
3888
  "ENSG00000261794",
3889
  "ENSG00000261801",
3890
  "ENSG00000261934",
 
3891
  "ENSG00000262179",
3892
  "ENSG00000262246",
 
3893
  "ENSG00000262655",
3894
  "ENSG00000262686",
3895
- "ENSG00000262903",
3896
  "ENSG00000263002",
3897
  "ENSG00000263072",
3898
  "ENSG00000263155",
 
3899
  "ENSG00000263528",
3900
  "ENSG00000263586",
3901
  "ENSG00000263627",
 
 
3902
  "ENSG00000263843",
3903
  "ENSG00000263884",
 
3904
  "ENSG00000264247",
3905
- "ENSG00000264269",
3906
  "ENSG00000264575",
 
3907
  "ENSG00000264954",
3908
- "ENSG00000264964",
3909
  "ENSG00000265142",
 
3910
  "ENSG00000265458",
3911
- "ENSG00000265688",
3912
- "ENSG00000265743",
3913
  "ENSG00000265752",
3914
  "ENSG00000265972",
3915
  "ENSG00000266094",
3916
  "ENSG00000266389",
 
3917
  "ENSG00000266524",
3918
  "ENSG00000266933",
3919
- "ENSG00000266969",
 
 
3920
  "ENSG00000267065",
3921
- "ENSG00000267272",
 
 
 
 
 
3922
  "ENSG00000267278",
 
3923
  "ENSG00000267395",
 
3924
  "ENSG00000267414",
3925
  "ENSG00000267470",
3926
  "ENSG00000267493",
3927
  "ENSG00000267508",
3928
  "ENSG00000267534",
3929
  "ENSG00000267575",
3930
- "ENSG00000267658",
3931
  "ENSG00000267690",
 
3932
  "ENSG00000267751",
 
 
 
 
3933
  "ENSG00000268006",
 
 
3934
  "ENSG00000268182",
 
3935
  "ENSG00000268658",
 
 
3936
  "ENSG00000268996",
3937
  "ENSG00000269019",
3938
- "ENSG00000269054",
3939
  "ENSG00000269067",
3940
- "ENSG00000269086",
3941
  "ENSG00000269696",
3942
- "ENSG00000269985",
 
 
 
 
 
 
3943
  "ENSG00000270006",
 
 
3944
  "ENSG00000270673",
3945
  "ENSG00000270820",
3946
  "ENSG00000271119",
3947
- "ENSG00000271133",
3948
  "ENSG00000271303",
3949
- "ENSG00000271503",
3950
- "ENSG00000271643",
3951
- "ENSG00000271931",
 
 
 
 
 
 
 
3952
  "ENSG00000272031",
 
 
3953
  "ENSG00000272142",
3954
  "ENSG00000272143",
3955
  "ENSG00000272145",
 
 
3956
  "ENSG00000272189",
 
 
 
 
 
 
 
3957
  "ENSG00000272374",
 
 
 
3958
  "ENSG00000272462",
 
 
3959
  "ENSG00000272525",
 
3960
  "ENSG00000272568",
 
3961
  "ENSG00000272602",
 
 
3962
  "ENSG00000272654",
3963
  "ENSG00000272663",
3964
  "ENSG00000272686",
3965
  "ENSG00000272695",
 
 
 
 
 
3966
  "ENSG00000272894",
 
 
 
 
3967
  "ENSG00000272994",
3968
  "ENSG00000273033",
3969
  "ENSG00000273045",
 
 
 
3970
  "ENSG00000273084",
3971
  "ENSG00000273117",
3972
  "ENSG00000273125",
3973
  "ENSG00000273142",
3974
- "ENSG00000273148",
 
 
 
 
3975
  "ENSG00000273253",
 
 
 
 
 
 
 
3976
  "ENSG00000273356",
 
 
3977
  "ENSG00000273382",
 
3978
  "ENSG00000274070",
3979
  "ENSG00000274180",
3980
  "ENSG00000274349",
3981
- "ENSG00000275004",
3982
  "ENSG00000275111",
3983
- "ENSG00000275302",
3984
- "ENSG00000275395",
3985
- "ENSG00000275835",
3986
- "ENSG00000276070",
3987
  "ENSG00000277075",
3988
- "ENSG00000277161",
3989
- "ENSG00000277363",
3990
- "ENSG00000277632",
3991
- "ENSG00000278053",
3992
  "ENSG00000278129",
3993
  "ENSG00000278558",
3994
- "ENSG00000278619",
3995
- "ENSG00000278768",
3996
- "ENSG00000278916",
3997
- "ENSG00000279873",
3998
  "ENSG00000280670",
3999
- "ENSG00000281005",
4000
- "ENSG00000281358",
4001
- "ENSG00000281691",
4002
- "ENSG00000290292"
4003
  ],
4004
  "label_categories": [
4005
  "B cell",
 
21
  "ENSG00000005187",
22
  "ENSG00000005194",
23
  "ENSG00000005302",
 
 
24
  "ENSG00000005469",
25
  "ENSG00000005844",
26
  "ENSG00000006025",
 
35
  "ENSG00000007264",
36
  "ENSG00000007314",
37
  "ENSG00000007350",
 
38
  "ENSG00000007384",
39
  "ENSG00000007402",
40
  "ENSG00000007516",
 
65
  "ENSG00000011422",
66
  "ENSG00000011426",
67
  "ENSG00000011465",
 
68
  "ENSG00000012211",
69
  "ENSG00000012232",
 
70
  "ENSG00000012822",
71
  "ENSG00000013275",
72
  "ENSG00000013392",
 
108
  "ENSG00000029534",
109
  "ENSG00000029993",
110
  "ENSG00000030582",
 
111
  "ENSG00000032389",
112
  "ENSG00000034053",
113
  "ENSG00000034693",
 
121
  "ENSG00000038295",
122
  "ENSG00000038358",
123
  "ENSG00000038532",
124
+ "ENSG00000039537",
125
  "ENSG00000039560",
126
  "ENSG00000040487",
127
  "ENSG00000040608",
 
166
  "ENSG00000055813",
167
  "ENSG00000056277",
168
  "ENSG00000057019",
 
169
  "ENSG00000057657",
170
  "ENSG00000057704",
171
  "ENSG00000058085",
 
191
  "ENSG00000064763",
192
  "ENSG00000064989",
193
  "ENSG00000064995",
 
194
  "ENSG00000065325",
195
  "ENSG00000065357",
196
  "ENSG00000065427",
 
229
  "ENSG00000070413",
230
  "ENSG00000070526",
231
  "ENSG00000070610",
 
232
  "ENSG00000070759",
233
  "ENSG00000070985",
234
  "ENSG00000071073",
235
  "ENSG00000071462",
236
  "ENSG00000071539",
 
237
  "ENSG00000071794",
238
  "ENSG00000071909",
239
  "ENSG00000071967",
 
284
  "ENSG00000079689",
285
  "ENSG00000079841",
286
  "ENSG00000079931",
 
287
  "ENSG00000080561",
288
  "ENSG00000080819",
289
  "ENSG00000080824",
 
297
  "ENSG00000081320",
298
  "ENSG00000081386",
299
  "ENSG00000081479",
 
300
  "ENSG00000081870",
301
  "ENSG00000082126",
302
  "ENSG00000082196",
 
303
  "ENSG00000083520",
 
304
  "ENSG00000083812",
305
  "ENSG00000083814",
306
  "ENSG00000083817",
 
310
  "ENSG00000085063",
311
  "ENSG00000085117",
312
  "ENSG00000085382",
 
313
  "ENSG00000085721",
 
314
  "ENSG00000085978",
315
  "ENSG00000085982",
316
  "ENSG00000086061",
 
352
  "ENSG00000090530",
353
  "ENSG00000090534",
354
  "ENSG00000090539",
 
355
  "ENSG00000090659",
356
  "ENSG00000090661",
357
  "ENSG00000090776",
 
378
  "ENSG00000094631",
379
  "ENSG00000094804",
380
  "ENSG00000094841",
 
381
  "ENSG00000095370",
382
  "ENSG00000095464",
383
  "ENSG00000095574",
 
385
  "ENSG00000095777",
386
  "ENSG00000095794",
387
  "ENSG00000095970",
 
388
  "ENSG00000096384",
389
  "ENSG00000096654",
390
  "ENSG00000096696",
 
436
  "ENSG00000100427",
437
  "ENSG00000100433",
438
  "ENSG00000100439",
439
+ "ENSG00000100448",
440
  "ENSG00000100450",
441
  "ENSG00000100453",
442
  "ENSG00000100483",
 
545
  "ENSG00000103257",
546
  "ENSG00000103269",
547
  "ENSG00000103404",
 
548
  "ENSG00000103549",
549
  "ENSG00000103710",
 
550
  "ENSG00000103855",
551
  "ENSG00000103932",
552
  "ENSG00000103942",
 
559
  "ENSG00000104221",
560
  "ENSG00000104237",
561
  "ENSG00000104267",
 
562
  "ENSG00000104299",
563
  "ENSG00000104312",
564
  "ENSG00000104320",
565
  "ENSG00000104321",
 
566
  "ENSG00000104368",
567
  "ENSG00000104412",
568
  "ENSG00000104415",
 
579
  "ENSG00000104888",
580
  "ENSG00000104901",
581
  "ENSG00000104907",
 
582
  "ENSG00000105011",
583
  "ENSG00000105053",
584
  "ENSG00000105146",
 
600
  "ENSG00000105650",
601
  "ENSG00000105668",
602
  "ENSG00000105671",
 
603
  "ENSG00000105708",
604
  "ENSG00000105726",
 
605
  "ENSG00000105750",
606
  "ENSG00000105793",
607
  "ENSG00000105810",
 
638
  "ENSG00000106638",
639
  "ENSG00000106701",
640
  "ENSG00000106789",
 
641
  "ENSG00000106852",
642
  "ENSG00000106868",
643
  "ENSG00000106952",
 
655
  "ENSG00000107821",
656
  "ENSG00000107829",
657
  "ENSG00000107854",
 
658
  "ENSG00000107951",
659
  "ENSG00000107984",
 
 
660
  "ENSG00000108255",
661
  "ENSG00000108342",
662
  "ENSG00000108352",
663
  "ENSG00000108439",
664
+ "ENSG00000108448",
665
  "ENSG00000108509",
666
  "ENSG00000108518",
667
  "ENSG00000108551",
 
696
  "ENSG00000109618",
697
  "ENSG00000109654",
698
  "ENSG00000109738",
 
699
  "ENSG00000109805",
700
  "ENSG00000109814",
701
  "ENSG00000109846",
 
727
  "ENSG00000110876",
728
  "ENSG00000110881",
729
  "ENSG00000110921",
 
730
  "ENSG00000110934",
731
  "ENSG00000110944",
732
  "ENSG00000110955",
 
733
  "ENSG00000111144",
734
  "ENSG00000111145",
735
  "ENSG00000111181",
 
745
  "ENSG00000111581",
746
  "ENSG00000111602",
747
  "ENSG00000111605",
 
748
  "ENSG00000111664",
749
  "ENSG00000111667",
750
  "ENSG00000111670",
 
785
  "ENSG00000112796",
786
  "ENSG00000112855",
787
  "ENSG00000112874",
788
+ "ENSG00000112936",
789
  "ENSG00000112941",
790
  "ENSG00000112981",
791
  "ENSG00000112983",
 
795
  "ENSG00000113119",
796
  "ENSG00000113140",
797
  "ENSG00000113194",
 
798
  "ENSG00000113240",
 
799
  "ENSG00000113328",
800
  "ENSG00000113361",
801
  "ENSG00000113407",
 
808
  "ENSG00000113597",
809
  "ENSG00000113621",
810
  "ENSG00000113638",
 
811
  "ENSG00000113721",
812
  "ENSG00000113734",
813
  "ENSG00000113739",
 
824
  "ENSG00000114251",
825
  "ENSG00000114270",
826
  "ENSG00000114279",
 
827
  "ENSG00000114378",
828
  "ENSG00000114388",
829
  "ENSG00000114487",
830
  "ENSG00000114491",
831
  "ENSG00000114520",
832
  "ENSG00000114529",
 
833
  "ENSG00000114631",
834
  "ENSG00000114638",
835
  "ENSG00000114650",
 
836
  "ENSG00000114735",
837
  "ENSG00000114737",
838
  "ENSG00000114738",
 
839
  "ENSG00000114745",
840
  "ENSG00000114770",
841
  "ENSG00000114812",
 
846
  "ENSG00000114993",
847
  "ENSG00000115009",
848
  "ENSG00000115041",
 
849
  "ENSG00000115112",
850
  "ENSG00000115155",
851
  "ENSG00000115165",
 
874
  "ENSG00000115947",
875
  "ENSG00000116005",
876
  "ENSG00000116016",
 
877
  "ENSG00000116198",
878
  "ENSG00000116213",
879
  "ENSG00000116237",
 
889
  "ENSG00000116741",
890
  "ENSG00000116747",
891
  "ENSG00000116761",
 
892
  "ENSG00000116819",
893
  "ENSG00000116824",
894
  "ENSG00000116885",
895
+ "ENSG00000116922",
896
  "ENSG00000116962",
897
  "ENSG00000117090",
898
  "ENSG00000117091",
 
901
  "ENSG00000117153",
902
  "ENSG00000117155",
903
  "ENSG00000117228",
 
904
  "ENSG00000117245",
905
  "ENSG00000117281",
906
  "ENSG00000117305",
 
910
  "ENSG00000117394",
911
  "ENSG00000117399",
912
  "ENSG00000117400",
 
913
  "ENSG00000117472",
914
  "ENSG00000117475",
915
  "ENSG00000117479",
 
933
  "ENSG00000118432",
934
  "ENSG00000118503",
935
  "ENSG00000118515",
 
936
  "ENSG00000118523",
937
  "ENSG00000118564",
938
  "ENSG00000118620",
 
970
  "ENSG00000119906",
971
  "ENSG00000119912",
972
  "ENSG00000119917",
973
+ "ENSG00000119919",
974
  "ENSG00000119927",
975
  "ENSG00000119938",
976
  "ENSG00000119977",
 
980
  "ENSG00000120063",
981
  "ENSG00000120068",
982
  "ENSG00000120129",
 
983
  "ENSG00000120156",
984
  "ENSG00000120215",
985
  "ENSG00000120217",
986
  "ENSG00000120251",
987
  "ENSG00000120279",
988
  "ENSG00000120280",
 
989
  "ENSG00000120370",
990
  "ENSG00000120457",
991
  "ENSG00000120539",
 
1016
  "ENSG00000121671",
1017
  "ENSG00000121690",
1018
  "ENSG00000121775",
 
1019
  "ENSG00000121807",
1020
  "ENSG00000121879",
1021
  "ENSG00000121897",
 
1029
  "ENSG00000122223",
1030
  "ENSG00000122335",
1031
  "ENSG00000122390",
 
1032
  "ENSG00000122435",
1033
  "ENSG00000122477",
1034
  "ENSG00000122679",
 
1056
  "ENSG00000123570",
1057
  "ENSG00000123595",
1058
  "ENSG00000123612",
 
1059
  "ENSG00000123689",
1060
  "ENSG00000123728",
1061
  "ENSG00000123892",
 
1091
  "ENSG00000124920",
1092
  "ENSG00000125046",
1093
  "ENSG00000125084",
 
1094
  "ENSG00000125124",
1095
  "ENSG00000125149",
1096
  "ENSG00000125170",
 
1107
  "ENSG00000125618",
1108
  "ENSG00000125675",
1109
  "ENSG00000125686",
1110
+ "ENSG00000125730",
1111
  "ENSG00000125734",
1112
  "ENSG00000125735",
1113
  "ENSG00000125772",
 
1115
  "ENSG00000125810",
1116
  "ENSG00000125818",
1117
  "ENSG00000125843",
1118
+ "ENSG00000125863",
1119
  "ENSG00000125872",
1120
  "ENSG00000125885",
1121
  "ENSG00000125945",
 
1170
  "ENSG00000128245",
1171
  "ENSG00000128294",
1172
  "ENSG00000128340",
 
1173
  "ENSG00000128482",
1174
  "ENSG00000128567",
1175
  "ENSG00000128590",
 
1237
  "ENSG00000131043",
1238
  "ENSG00000131061",
1239
  "ENSG00000131080",
1240
+ "ENSG00000131187",
1241
  "ENSG00000131188",
1242
  "ENSG00000131351",
1243
  "ENSG00000131373",
 
1284
  "ENSG00000132716",
1285
  "ENSG00000132718",
1286
  "ENSG00000132768",
 
1287
  "ENSG00000132801",
1288
  "ENSG00000132819",
1289
  "ENSG00000132821",
 
1298
  "ENSG00000133317",
1299
  "ENSG00000133328",
1300
  "ENSG00000133393",
 
1301
  "ENSG00000133422",
1302
  "ENSG00000133433",
1303
  "ENSG00000133466",
 
1305
  "ENSG00000133561",
1306
  "ENSG00000133574",
1307
  "ENSG00000133597",
1308
+ "ENSG00000133641",
1309
  "ENSG00000133710",
1310
  "ENSG00000133739",
1311
  "ENSG00000133800",
 
1314
  "ENSG00000134014",
1315
  "ENSG00000134028",
1316
  "ENSG00000134057",
 
1317
  "ENSG00000134184",
1318
  "ENSG00000134202",
1319
  "ENSG00000134242",
 
1321
  "ENSG00000134253",
1322
  "ENSG00000134255",
1323
  "ENSG00000134256",
 
1324
  "ENSG00000134294",
1325
  "ENSG00000134317",
1326
  "ENSG00000134326",
 
1345
  "ENSG00000134817",
1346
  "ENSG00000134853",
1347
  "ENSG00000134864",
 
1348
  "ENSG00000134900",
1349
  "ENSG00000134901",
 
 
1350
  "ENSG00000135040",
1351
  "ENSG00000135046",
1352
  "ENSG00000135047",
 
1360
  "ENSG00000135241",
1361
  "ENSG00000135245",
1362
  "ENSG00000135249",
 
1363
  "ENSG00000135317",
1364
  "ENSG00000135362",
1365
  "ENSG00000135378",
 
1402
  "ENSG00000136235",
1403
  "ENSG00000136237",
1404
  "ENSG00000136244",
 
1405
  "ENSG00000136286",
1406
  "ENSG00000136319",
1407
  "ENSG00000136436",
 
1414
  "ENSG00000136603",
1415
  "ENSG00000136634",
1416
  "ENSG00000136689",
 
1417
  "ENSG00000136802",
1418
  "ENSG00000136824",
1419
  "ENSG00000136826",
 
1458
  "ENSG00000137869",
1459
  "ENSG00000137871",
1460
  "ENSG00000137877",
 
1461
  "ENSG00000137942",
1462
  "ENSG00000137944",
1463
  "ENSG00000137948",
 
1485
  "ENSG00000138722",
1486
  "ENSG00000138759",
1487
  "ENSG00000138764",
 
1488
  "ENSG00000138772",
1489
  "ENSG00000138777",
1490
  "ENSG00000138801",
1491
  "ENSG00000138829",
1492
  "ENSG00000138835",
1493
  "ENSG00000139055",
 
1494
  "ENSG00000139133",
1495
  "ENSG00000139182",
1496
  "ENSG00000139187",
 
1520
  "ENSG00000139880",
1521
  "ENSG00000139890",
1522
  "ENSG00000139921",
 
1523
  "ENSG00000140025",
1524
  "ENSG00000140030",
1525
  "ENSG00000140092",
 
1560
  "ENSG00000141232",
1561
  "ENSG00000141446",
1562
  "ENSG00000141448",
 
1563
  "ENSG00000141469",
1564
  "ENSG00000141526",
1565
  "ENSG00000141527",
 
1574
  "ENSG00000141698",
1575
  "ENSG00000141738",
1576
  "ENSG00000141744",
 
1577
  "ENSG00000141934",
 
1578
  "ENSG00000141994",
1579
  "ENSG00000142065",
1580
  "ENSG00000142102",
1581
  "ENSG00000142156",
1582
  "ENSG00000142233",
 
1583
  "ENSG00000142444",
1584
  "ENSG00000142528",
1585
  "ENSG00000142530",
 
1618
  "ENSG00000143375",
1619
  "ENSG00000143387",
1620
  "ENSG00000143390",
 
1621
  "ENSG00000143401",
1622
  "ENSG00000143412",
1623
  "ENSG00000143416",
1624
  "ENSG00000143434",
1625
  "ENSG00000143436",
1626
  "ENSG00000143450",
 
1627
  "ENSG00000143469",
1628
  "ENSG00000143493",
1629
  "ENSG00000143494",
 
1647
  "ENSG00000143942",
1648
  "ENSG00000143970",
1649
  "ENSG00000143995",
 
1650
  "ENSG00000144028",
1651
  "ENSG00000144048",
1652
  "ENSG00000144061",
 
1680
  "ENSG00000145214",
1681
  "ENSG00000145217",
1682
  "ENSG00000145284",
 
1683
  "ENSG00000145354",
1684
  "ENSG00000145388",
1685
  "ENSG00000145495",
 
1699
  "ENSG00000145945",
1700
  "ENSG00000145982",
1701
  "ENSG00000146006",
 
1702
  "ENSG00000146054",
1703
  "ENSG00000146067",
1704
  "ENSG00000146070",
 
1724
  "ENSG00000146955",
1725
  "ENSG00000147036",
1726
  "ENSG00000147059",
 
1727
  "ENSG00000147119",
1728
  "ENSG00000147124",
1729
  "ENSG00000147138",
 
1743
  "ENSG00000147852",
1744
  "ENSG00000147872",
1745
  "ENSG00000147889",
1746
+ "ENSG00000147894",
1747
  "ENSG00000147912",
1748
  "ENSG00000148082",
1749
  "ENSG00000148153",
 
1771
  "ENSG00000149050",
1772
  "ENSG00000149090",
1773
  "ENSG00000149131",
 
1774
  "ENSG00000149218",
1775
  "ENSG00000149243",
1776
  "ENSG00000149311",
 
1814
  "ENSG00000151365",
1815
  "ENSG00000151376",
1816
  "ENSG00000151445",
 
1817
  "ENSG00000151470",
1818
  "ENSG00000151498",
1819
  "ENSG00000151576",
 
1835
  "ENSG00000151929",
1836
  "ENSG00000151967",
1837
  "ENSG00000152229",
1838
+ "ENSG00000152242",
1839
  "ENSG00000152256",
1840
  "ENSG00000152332",
 
1841
  "ENSG00000152433",
1842
  "ENSG00000152439",
 
1843
  "ENSG00000152455",
1844
+ "ENSG00000152467",
1845
  "ENSG00000152475",
1846
  "ENSG00000152518",
1847
  "ENSG00000152556",
 
1859
  "ENSG00000152944",
1860
  "ENSG00000152969",
1861
  "ENSG00000153012",
 
 
1862
  "ENSG00000153201",
1863
  "ENSG00000153233",
1864
  "ENSG00000153234",
 
1900
  "ENSG00000155090",
1901
  "ENSG00000155158",
1902
  "ENSG00000155229",
 
1903
  "ENSG00000155265",
1904
  "ENSG00000155275",
1905
  "ENSG00000155304",
1906
  "ENSG00000155363",
1907
  "ENSG00000155542",
 
1908
  "ENSG00000155592",
1909
  "ENSG00000155629",
1910
  "ENSG00000155636",
1911
  "ENSG00000155657",
1912
  "ENSG00000155659",
 
1913
  "ENSG00000155744",
1914
  "ENSG00000155827",
1915
  "ENSG00000155846",
 
1955
  "ENSG00000157404",
1956
  "ENSG00000157423",
1957
  "ENSG00000157429",
1958
+ "ENSG00000157502",
1959
  "ENSG00000157514",
1960
  "ENSG00000157538",
1961
  "ENSG00000157601",
 
1970
  "ENSG00000158006",
1971
  "ENSG00000158050",
1972
  "ENSG00000158106",
 
1973
  "ENSG00000158156",
1974
  "ENSG00000158246",
1975
  "ENSG00000158301",
 
1978
  "ENSG00000158435",
1979
  "ENSG00000158473",
1980
  "ENSG00000158481",
1981
+ "ENSG00000158488",
1982
  "ENSG00000158525",
1983
  "ENSG00000158669",
1984
  "ENSG00000158710",
 
1989
  "ENSG00000158859",
1990
  "ENSG00000158863",
1991
  "ENSG00000158987",
 
1992
  "ENSG00000159069",
1993
  "ENSG00000159167",
1994
  "ENSG00000159176",
 
2005
  "ENSG00000159423",
2006
  "ENSG00000159445",
2007
  "ENSG00000159618",
2008
+ "ENSG00000159648",
2009
  "ENSG00000159674",
2010
  "ENSG00000159713",
2011
  "ENSG00000159753",
 
2018
  "ENSG00000160013",
2019
  "ENSG00000160051",
2020
  "ENSG00000160094",
 
2021
  "ENSG00000160131",
2022
  "ENSG00000160179",
2023
  "ENSG00000160180",
 
2053
  "ENSG00000161031",
2054
  "ENSG00000161036",
2055
  "ENSG00000161048",
 
2056
  "ENSG00000161249",
2057
  "ENSG00000161267",
2058
  "ENSG00000161277",
 
2072
  "ENSG00000162065",
2073
  "ENSG00000162066",
2074
  "ENSG00000162129",
2075
+ "ENSG00000162148",
2076
  "ENSG00000162174",
2077
  "ENSG00000162194",
2078
  "ENSG00000162337",
 
2088
  "ENSG00000162441",
2089
  "ENSG00000162496",
2090
  "ENSG00000162517",
2091
+ "ENSG00000162522",
2092
  "ENSG00000162543",
2093
  "ENSG00000162551",
2094
  "ENSG00000162572",
 
2109
  "ENSG00000162676",
2110
  "ENSG00000162692",
2111
  "ENSG00000162702",
 
2112
  "ENSG00000162723",
2113
  "ENSG00000162729",
2114
  "ENSG00000162736",
 
2119
  "ENSG00000162843",
2120
  "ENSG00000162881",
2121
  "ENSG00000162913",
2122
+ "ENSG00000162947",
2123
  "ENSG00000162971",
2124
  "ENSG00000162981",
2125
  "ENSG00000162992",
 
2190
  "ENSG00000163930",
2191
  "ENSG00000163932",
2192
  "ENSG00000163958",
 
2193
  "ENSG00000164002",
2194
  "ENSG00000164011",
 
2195
  "ENSG00000164062",
2196
  "ENSG00000164068",
2197
  "ENSG00000164070",
 
2245
  "ENSG00000164929",
2246
  "ENSG00000164930",
2247
  "ENSG00000164932",
 
2248
  "ENSG00000164949",
 
2249
  "ENSG00000164967",
 
2250
  "ENSG00000165060",
2251
  "ENSG00000165061",
2252
  "ENSG00000165124",
 
2254
  "ENSG00000165156",
2255
  "ENSG00000165169",
2256
  "ENSG00000165194",
2257
+ "ENSG00000165197",
2258
  "ENSG00000165240",
2259
  "ENSG00000165246",
2260
  "ENSG00000165271",
 
2274
  "ENSG00000165572",
2275
  "ENSG00000165617",
2276
  "ENSG00000165633",
 
2277
  "ENSG00000165661",
2278
  "ENSG00000165671",
2279
  "ENSG00000165685",
 
2309
  "ENSG00000166197",
2310
  "ENSG00000166257",
2311
  "ENSG00000166260",
 
2312
  "ENSG00000166265",
2313
  "ENSG00000166313",
 
2314
  "ENSG00000166349",
2315
  "ENSG00000166394",
2316
  "ENSG00000166398",
 
2317
  "ENSG00000166407",
2318
  "ENSG00000166455",
2319
  "ENSG00000166482",
2320
  "ENSG00000166508",
2321
  "ENSG00000166535",
 
2322
  "ENSG00000166682",
2323
  "ENSG00000166685",
2324
  "ENSG00000166704",
2325
  "ENSG00000166710",
2326
  "ENSG00000166736",
2327
  "ENSG00000166741",
 
2328
  "ENSG00000166770",
2329
  "ENSG00000166803",
2330
  "ENSG00000166816",
 
2335
  "ENSG00000166866",
2336
  "ENSG00000166881",
2337
  "ENSG00000166887",
 
2338
  "ENSG00000166900",
2339
  "ENSG00000166908",
2340
  "ENSG00000166923",
 
2413
  "ENSG00000168398",
2414
  "ENSG00000168411",
2415
  "ENSG00000168434",
 
2416
  "ENSG00000168453",
2417
  "ENSG00000168454",
2418
  "ENSG00000168490",
 
2420
  "ENSG00000168497",
2421
  "ENSG00000168542",
2422
  "ENSG00000168612",
2423
+ "ENSG00000168619",
2424
  "ENSG00000168646",
2425
  "ENSG00000168658",
2426
  "ENSG00000168661",
 
2455
  "ENSG00000169242",
2456
  "ENSG00000169252",
2457
  "ENSG00000169297",
 
2458
  "ENSG00000169385",
 
2459
  "ENSG00000169403",
2460
  "ENSG00000169410",
2461
  "ENSG00000169429",
 
2473
  "ENSG00000169955",
2474
  "ENSG00000169981",
2475
  "ENSG00000170085",
 
2476
  "ENSG00000170175",
2477
  "ENSG00000170190",
2478
  "ENSG00000170191",
 
2490
  "ENSG00000170382",
2491
  "ENSG00000170385",
2492
  "ENSG00000170421",
2493
+ "ENSG00000170439",
2494
  "ENSG00000170442",
2495
  "ENSG00000170448",
2496
  "ENSG00000170458",
 
2531
  "ENSG00000171428",
2532
  "ENSG00000171448",
2533
  "ENSG00000171469",
2534
+ "ENSG00000171487",
2535
  "ENSG00000171492",
2536
  "ENSG00000171566",
2537
  "ENSG00000171574",
 
2567
  "ENSG00000172236",
2568
  "ENSG00000172244",
2569
  "ENSG00000172273",
 
2570
  "ENSG00000172349",
2571
  "ENSG00000172375",
2572
  "ENSG00000172382",
 
2619
  "ENSG00000173848",
2620
  "ENSG00000173868",
2621
  "ENSG00000173894",
2622
+ "ENSG00000173947",
2623
  "ENSG00000173950",
2624
  "ENSG00000173988",
2625
  "ENSG00000174013",
2626
  "ENSG00000174059",
2627
  "ENSG00000174151",
2628
+ "ENSG00000174171",
2629
  "ENSG00000174175",
2630
  "ENSG00000174177",
 
2631
  "ENSG00000174227",
2632
  "ENSG00000174255",
2633
  "ENSG00000174276",
 
2646
  "ENSG00000174652",
2647
  "ENSG00000174672",
2648
  "ENSG00000174684",
 
2649
  "ENSG00000174738",
2650
  "ENSG00000174799",
2651
  "ENSG00000174807",
 
2667
  "ENSG00000175182",
2668
  "ENSG00000175183",
2669
  "ENSG00000175203",
 
2670
  "ENSG00000175213",
2671
  "ENSG00000175216",
2672
  "ENSG00000175221",
 
2680
  "ENSG00000175322",
2681
  "ENSG00000175426",
2682
  "ENSG00000175445",
 
2683
  "ENSG00000175505",
2684
  "ENSG00000175536",
2685
  "ENSG00000175544",
 
2703
  "ENSG00000176222",
2704
  "ENSG00000176225",
2705
  "ENSG00000176273",
2706
+ "ENSG00000176320",
2707
  "ENSG00000176422",
2708
  "ENSG00000176428",
2709
  "ENSG00000176435",
2710
+ "ENSG00000176659",
2711
  "ENSG00000176714",
2712
  "ENSG00000176732",
2713
  "ENSG00000176749",
 
2717
  "ENSG00000176903",
2718
  "ENSG00000176907",
2719
  "ENSG00000176909",
 
2720
  "ENSG00000177025",
2721
  "ENSG00000177030",
2722
  "ENSG00000177084",
 
2730
  "ENSG00000177542",
2731
  "ENSG00000177575",
2732
  "ENSG00000177614",
 
2733
  "ENSG00000177669",
2734
  "ENSG00000177679",
2735
  "ENSG00000177683",
 
2743
  "ENSG00000177943",
2744
  "ENSG00000177946",
2745
  "ENSG00000177963",
 
2746
  "ENSG00000178015",
2747
  "ENSG00000178026",
2748
  "ENSG00000178033",
 
2764
  "ENSG00000178821",
2765
  "ENSG00000178860",
2766
  "ENSG00000178904",
 
2767
  "ENSG00000178935",
2768
  "ENSG00000178950",
2769
  "ENSG00000178971",
 
2772
  "ENSG00000178999",
2773
  "ENSG00000179021",
2774
  "ENSG00000179044",
2775
+ "ENSG00000179082",
2776
  "ENSG00000179148",
2777
  "ENSG00000179222",
2778
  "ENSG00000179314",
 
2803
  "ENSG00000179918",
2804
  "ENSG00000179922",
2805
  "ENSG00000179941",
 
2806
  "ENSG00000180035",
2807
  "ENSG00000180089",
2808
  "ENSG00000180113",
 
2836
  "ENSG00000181104",
2837
  "ENSG00000181135",
2838
  "ENSG00000181191",
 
2839
  "ENSG00000181215",
2840
  "ENSG00000181450",
2841
  "ENSG00000181652",
 
2857
  "ENSG00000182199",
2858
  "ENSG00000182224",
2859
  "ENSG00000182257",
 
2860
  "ENSG00000182308",
2861
  "ENSG00000182318",
2862
  "ENSG00000182325",
 
2877
  "ENSG00000182810",
2878
  "ENSG00000182866",
2879
  "ENSG00000182872",
 
2880
  "ENSG00000182885",
2881
  "ENSG00000182902",
2882
  "ENSG00000182923",
2883
  "ENSG00000182944",
2884
+ "ENSG00000182950",
2885
+ "ENSG00000182957",
2886
  "ENSG00000182963",
2887
  "ENSG00000183010",
2888
  "ENSG00000183060",
2889
  "ENSG00000183111",
2890
+ "ENSG00000183154",
2891
  "ENSG00000183160",
 
2892
  "ENSG00000183258",
2893
  "ENSG00000183379",
2894
  "ENSG00000183401",
 
2901
  "ENSG00000183542",
2902
  "ENSG00000183615",
2903
  "ENSG00000183682",
 
2904
  "ENSG00000183690",
2905
  "ENSG00000183751",
2906
  "ENSG00000183762",
 
2913
  "ENSG00000183918",
2914
  "ENSG00000183963",
2915
  "ENSG00000184009",
 
2916
  "ENSG00000184113",
2917
  "ENSG00000184144",
2918
  "ENSG00000184164",
 
2925
  "ENSG00000184292",
2926
  "ENSG00000184371",
2927
  "ENSG00000184378",
2928
+ "ENSG00000184441",
2929
  "ENSG00000184489",
2930
  "ENSG00000184502",
2931
  "ENSG00000184517",
 
2939
  "ENSG00000184786",
2940
  "ENSG00000184831",
2941
  "ENSG00000184916",
 
2942
  "ENSG00000184949",
2943
  "ENSG00000185009",
2944
+ "ENSG00000185010",
2945
  "ENSG00000185065",
 
2946
  "ENSG00000185085",
2947
  "ENSG00000185100",
2948
  "ENSG00000185101",
2949
  "ENSG00000185133",
2950
+ "ENSG00000185149",
2951
  "ENSG00000185189",
2952
  "ENSG00000185220",
2953
  "ENSG00000185252",
 
2956
  "ENSG00000185433",
2957
  "ENSG00000185483",
2958
  "ENSG00000185504",
 
2959
  "ENSG00000185513",
2960
  "ENSG00000185522",
2961
  "ENSG00000185527",
 
2983
  "ENSG00000186020",
2984
  "ENSG00000186026",
2985
  "ENSG00000186106",
 
 
2986
  "ENSG00000186188",
2987
  "ENSG00000186197",
2988
  "ENSG00000186204",
 
3001
  "ENSG00000186462",
3002
  "ENSG00000186487",
3003
  "ENSG00000186496",
 
3004
  "ENSG00000186517",
3005
  "ENSG00000186523",
3006
  "ENSG00000186575",
 
3007
  "ENSG00000186666",
3008
  "ENSG00000186806",
3009
  "ENSG00000186810",
 
3019
  "ENSG00000187189",
3020
  "ENSG00000187288",
3021
  "ENSG00000187325",
 
3022
  "ENSG00000187486",
3023
  "ENSG00000187531",
3024
  "ENSG00000187535",
3025
+ "ENSG00000187550",
3026
  "ENSG00000187607",
3027
  "ENSG00000187626",
3028
  "ENSG00000187650",
 
3040
  "ENSG00000188015",
3041
  "ENSG00000188021",
3042
  "ENSG00000188051",
 
3043
  "ENSG00000188070",
3044
  "ENSG00000188095",
3045
+ "ENSG00000188163",
3046
  "ENSG00000188167",
3047
  "ENSG00000188185",
3048
  "ENSG00000188229",
 
3067
  "ENSG00000188938",
3068
  "ENSG00000188959",
3069
  "ENSG00000188976",
3070
+ "ENSG00000188991",
3071
  "ENSG00000189007",
3072
  "ENSG00000189013",
3073
  "ENSG00000189050",
 
3076
  "ENSG00000189060",
3077
  "ENSG00000189114",
3078
  "ENSG00000189120",
 
3079
  "ENSG00000189143",
3080
  "ENSG00000189164",
3081
  "ENSG00000189238",
 
3089
  "ENSG00000196169",
3090
  "ENSG00000196177",
3091
  "ENSG00000196263",
 
3092
  "ENSG00000196329",
3093
  "ENSG00000196338",
3094
  "ENSG00000196345",
 
3106
  "ENSG00000196616",
3107
  "ENSG00000196632",
3108
  "ENSG00000196646",
 
3109
  "ENSG00000196653",
3110
+ "ENSG00000196659",
3111
  "ENSG00000196663",
3112
  "ENSG00000196664",
3113
  "ENSG00000196670",
 
3140
  "ENSG00000197142",
3141
  "ENSG00000197150",
3142
  "ENSG00000197168",
 
3143
  "ENSG00000197245",
3144
  "ENSG00000197249",
3145
  "ENSG00000197253",
 
3149
  "ENSG00000197362",
3150
  "ENSG00000197372",
3151
  "ENSG00000197375",
 
3152
  "ENSG00000197417",
 
3153
  "ENSG00000197497",
3154
  "ENSG00000197540",
3155
  "ENSG00000197586",
 
3167
  "ENSG00000197774",
3168
  "ENSG00000197798",
3169
  "ENSG00000197816",
 
3170
  "ENSG00000197860",
3171
  "ENSG00000197863",
3172
  "ENSG00000197889",
 
3176
  "ENSG00000197992",
3177
  "ENSG00000198000",
3178
  "ENSG00000198015",
3179
+ "ENSG00000198019",
3180
  "ENSG00000198039",
3181
  "ENSG00000198040",
3182
  "ENSG00000198056",
 
3185
  "ENSG00000198081",
3186
  "ENSG00000198133",
3187
  "ENSG00000198156",
 
3188
  "ENSG00000198203",
3189
  "ENSG00000198205",
3190
  "ENSG00000198208",
 
3199
  "ENSG00000198380",
3200
  "ENSG00000198400",
3201
  "ENSG00000198429",
 
3202
  "ENSG00000198455",
3203
  "ENSG00000198478",
3204
  "ENSG00000198521",
 
3210
  "ENSG00000198719",
3211
  "ENSG00000198727",
3212
  "ENSG00000198728",
3213
+ "ENSG00000198734",
3214
  "ENSG00000198736",
3215
  "ENSG00000198756",
3216
  "ENSG00000198759",
 
3229
  "ENSG00000198851",
3230
  "ENSG00000198858",
3231
  "ENSG00000198876",
 
3232
  "ENSG00000198885",
3233
  "ENSG00000198886",
3234
  "ENSG00000198888",
 
3244
  "ENSG00000198954",
3245
  "ENSG00000198959",
3246
  "ENSG00000198961",
3247
+ "ENSG00000203441",
3248
  "ENSG00000203697",
3249
  "ENSG00000203705",
3250
  "ENSG00000203724",
3251
  "ENSG00000203747",
3252
  "ENSG00000203805",
3253
  "ENSG00000203808",
3254
+ "ENSG00000203837",
3255
  "ENSG00000203963",
3256
  "ENSG00000203965",
3257
  "ENSG00000204086",
 
3259
  "ENSG00000204161",
3260
  "ENSG00000204176",
3261
  "ENSG00000204179",
 
3262
  "ENSG00000204241",
3263
  "ENSG00000204248",
3264
  "ENSG00000204252",
 
3265
  "ENSG00000204287",
3266
  "ENSG00000204301",
 
3267
  "ENSG00000204315",
3268
  "ENSG00000204335",
3269
  "ENSG00000204351",
3270
  "ENSG00000204381",
3271
  "ENSG00000204389",
3272
  "ENSG00000204396",
 
 
3273
  "ENSG00000204421",
3274
  "ENSG00000204516",
3275
  "ENSG00000204519",
3276
  "ENSG00000204536",
 
3277
  "ENSG00000204580",
3278
  "ENSG00000204592",
3279
  "ENSG00000204599",
3280
+ "ENSG00000204620",
3281
  "ENSG00000204682",
3282
  "ENSG00000204713",
3283
  "ENSG00000204758",
3284
  "ENSG00000204764",
 
3285
  "ENSG00000204832",
3286
+ "ENSG00000204851",
3287
  "ENSG00000204859",
3288
  "ENSG00000204899",
3289
  "ENSG00000204923",
 
3317
  "ENSG00000206432",
3318
  "ENSG00000206559",
3319
  "ENSG00000206561",
3320
+ "ENSG00000206567",
3321
  "ENSG00000211445",
3322
  "ENSG00000211456",
3323
  "ENSG00000211460",
 
 
 
3324
  "ENSG00000212123",
3325
+ "ENSG00000212743",
3326
  "ENSG00000212916",
3327
  "ENSG00000213024",
3328
  "ENSG00000213066",
 
3336
  "ENSG00000213341",
3337
  "ENSG00000213390",
3338
  "ENSG00000213468",
 
3339
  "ENSG00000213626",
3340
  "ENSG00000213638",
3341
  "ENSG00000213714",
 
3360
  "ENSG00000214548",
3361
  "ENSG00000214652",
3362
  "ENSG00000214706",
3363
+ "ENSG00000214708",
3364
  "ENSG00000214870",
3365
+ "ENSG00000215009",
3366
+ "ENSG00000215014",
3367
+ "ENSG00000215022",
3368
  "ENSG00000215041",
3369
  "ENSG00000215114",
3370
  "ENSG00000215126",
3371
  "ENSG00000215218",
3372
  "ENSG00000215241",
3373
  "ENSG00000215251",
 
3374
  "ENSG00000215529",
3375
  "ENSG00000215808",
3376
  "ENSG00000216895",
 
3387
  "ENSG00000221986",
3388
  "ENSG00000221990",
3389
  "ENSG00000221994",
3390
+ "ENSG00000223642",
3391
  "ENSG00000223658",
3392
  "ENSG00000223806",
 
 
3393
  "ENSG00000224074",
 
3394
  "ENSG00000224152",
3395
  "ENSG00000224164",
3396
  "ENSG00000224189",
3397
  "ENSG00000224238",
3398
  "ENSG00000224420",
3399
  "ENSG00000224531",
3400
+ "ENSG00000224738",
3401
  "ENSG00000224790",
3402
+ "ENSG00000224848",
3403
  "ENSG00000224897",
3404
  "ENSG00000224903",
3405
  "ENSG00000224934",
 
3406
  "ENSG00000225194",
3407
  "ENSG00000225342",
3408
  "ENSG00000225383",
 
3413
  "ENSG00000225706",
3414
  "ENSG00000225731",
3415
  "ENSG00000225733",
 
3416
  "ENSG00000225792",
3417
  "ENSG00000225793",
3418
  "ENSG00000225953",
3419
  "ENSG00000226363",
 
3420
  "ENSG00000226496",
3421
  "ENSG00000226686",
3422
+ "ENSG00000226756",
3423
  "ENSG00000226979",
3424
  "ENSG00000227053",
 
3425
  "ENSG00000227199",
3426
+ "ENSG00000227218",
3427
  "ENSG00000227252",
3428
  "ENSG00000227256",
3429
  "ENSG00000227354",
3430
  "ENSG00000227373",
3431
+ "ENSG00000227388",
3432
  "ENSG00000227456",
3433
  "ENSG00000227467",
3434
  "ENSG00000227471",
3435
+ "ENSG00000227540",
3436
  "ENSG00000227544",
3437
  "ENSG00000228058",
 
3438
  "ENSG00000228065",
3439
  "ENSG00000228140",
3440
  "ENSG00000228192",
3441
+ "ENSG00000228201",
3442
  "ENSG00000228223",
3443
  "ENSG00000228261",
3444
  "ENSG00000228495",
 
3447
  "ENSG00000228594",
3448
  "ENSG00000228784",
3449
  "ENSG00000228889",
3450
+ "ENSG00000228925",
3451
  "ENSG00000229111",
3452
  "ENSG00000229140",
3453
  "ENSG00000229236",
3454
+ "ENSG00000229314",
3455
+ "ENSG00000229425",
3456
  "ENSG00000229671",
3457
  "ENSG00000229719",
3458
+ "ENSG00000229728",
3459
  "ENSG00000229891",
3460
  "ENSG00000229981",
3461
  "ENSG00000230013",
3462
  "ENSG00000230091",
3463
  "ENSG00000230131",
3464
  "ENSG00000230257",
3465
+ "ENSG00000230615",
3466
  "ENSG00000230724",
3467
+ "ENSG00000230747",
3468
  "ENSG00000230749",
3469
  "ENSG00000230817",
3470
  "ENSG00000230844",
 
3471
  "ENSG00000231105",
3472
  "ENSG00000231249",
3473
+ "ENSG00000231256",
3474
+ "ENSG00000231274",
3475
  "ENSG00000231298",
3476
  "ENSG00000231310",
3477
  "ENSG00000231389",
3478
  "ENSG00000231528",
3479
  "ENSG00000231728",
3480
+ "ENSG00000231760",
3481
  "ENSG00000231770",
3482
+ "ENSG00000231794",
3483
  "ENSG00000231908",
3484
+ "ENSG00000232053",
3485
  "ENSG00000232118",
3486
  "ENSG00000232233",
3487
+ "ENSG00000232347",
3488
  "ENSG00000232591",
3489
  "ENSG00000232618",
3490
  "ENSG00000232645",
3491
  "ENSG00000232656",
 
3492
  "ENSG00000232774",
3493
  "ENSG00000232810",
3494
+ "ENSG00000232811",
3495
  "ENSG00000232859",
3496
  "ENSG00000232956",
 
3497
  "ENSG00000233220",
3498
  "ENSG00000233334",
3499
  "ENSG00000233355",
3500
+ "ENSG00000233607",
3501
+ "ENSG00000233621",
3502
  "ENSG00000233730",
3503
  "ENSG00000233757",
3504
+ "ENSG00000233785",
3505
  "ENSG00000233885",
3506
  "ENSG00000233893",
3507
  "ENSG00000233922",
3508
+ "ENSG00000233967",
3509
+ "ENSG00000233968",
3510
  "ENSG00000234028",
3511
  "ENSG00000234127",
3512
  "ENSG00000234284",
3513
+ "ENSG00000234292",
3514
  "ENSG00000234362",
3515
  "ENSG00000234608",
3516
  "ENSG00000234614",
 
3518
  "ENSG00000234636",
3519
  "ENSG00000234650",
3520
  "ENSG00000234663",
 
3521
  "ENSG00000234690",
3522
+ "ENSG00000234699",
3523
  "ENSG00000234745",
3524
  "ENSG00000234754",
3525
+ "ENSG00000234828",
3526
+ "ENSG00000234936",
3527
  "ENSG00000234956",
3528
  "ENSG00000235016",
3529
  "ENSG00000235098",
 
3532
  "ENSG00000235162",
3533
  "ENSG00000235173",
3534
  "ENSG00000235194",
3535
+ "ENSG00000235236",
3536
  "ENSG00000235314",
3537
  "ENSG00000235387",
3538
  "ENSG00000235527",
3539
+ "ENSG00000235641",
3540
  "ENSG00000235724",
3541
  "ENSG00000235740",
3542
  "ENSG00000235790",
 
3543
  "ENSG00000235865",
3544
  "ENSG00000235919",
3545
  "ENSG00000235927",
3546
  "ENSG00000235961",
3547
  "ENSG00000235997",
3548
+ "ENSG00000236008",
3549
  "ENSG00000236320",
3550
  "ENSG00000236432",
3551
  "ENSG00000236467",
3552
  "ENSG00000236617",
3553
  "ENSG00000236682",
3554
+ "ENSG00000236756",
3555
  "ENSG00000236790",
3556
  "ENSG00000236849",
3557
  "ENSG00000236914",
 
3566
  "ENSG00000237424",
3567
  "ENSG00000237440",
3568
  "ENSG00000237476",
3569
+ "ENSG00000237481",
3570
  "ENSG00000237980",
3571
  "ENSG00000238121",
3572
  "ENSG00000238197",
 
3573
  "ENSG00000239305",
3574
  "ENSG00000239453",
3575
  "ENSG00000239636",
 
3579
  "ENSG00000239998",
3580
  "ENSG00000240005",
3581
  "ENSG00000240012",
3582
+ "ENSG00000240219",
3583
  "ENSG00000240288",
3584
  "ENSG00000240303",
3585
+ "ENSG00000240350",
3586
  "ENSG00000240403",
3587
  "ENSG00000240498",
3588
  "ENSG00000240541",
3589
  "ENSG00000240583",
3590
  "ENSG00000240654",
 
3591
  "ENSG00000240889",
3592
  "ENSG00000241158",
3593
+ "ENSG00000241186",
3594
  "ENSG00000241544",
3595
  "ENSG00000241644",
3596
  "ENSG00000241852",
3597
  "ENSG00000242110",
3598
  "ENSG00000242252",
3599
  "ENSG00000242258",
3600
+ "ENSG00000242282",
3601
  "ENSG00000242474",
3602
+ "ENSG00000242553",
3603
  "ENSG00000242574",
3604
+ "ENSG00000242628",
3605
  "ENSG00000242852",
3606
  "ENSG00000243224",
3607
  "ENSG00000243335",
 
3620
  "ENSG00000244926",
3621
  "ENSG00000244968",
3622
  "ENSG00000245017",
3623
+ "ENSG00000245059",
3624
  "ENSG00000245146",
3625
  "ENSG00000245149",
3626
+ "ENSG00000245156",
3627
  "ENSG00000245164",
3628
  "ENSG00000245213",
3629
  "ENSG00000245498",
 
3634
  "ENSG00000245598",
3635
  "ENSG00000245680",
3636
  "ENSG00000245954",
3637
+ "ENSG00000246022",
3638
  "ENSG00000246084",
3639
  "ENSG00000246100",
3640
  "ENSG00000246145",
3641
  "ENSG00000246174",
3642
+ "ENSG00000246308",
3643
  "ENSG00000246366",
 
3644
  "ENSG00000246430",
3645
  "ENSG00000246526",
 
3646
  "ENSG00000246859",
3647
  "ENSG00000246877",
3648
  "ENSG00000246898",
3649
  "ENSG00000247271",
 
3650
  "ENSG00000247317",
3651
  "ENSG00000247373",
3652
  "ENSG00000247400",
3653
  "ENSG00000247626",
3654
  "ENSG00000248008",
3655
  "ENSG00000248099",
3656
+ "ENSG00000248144",
3657
+ "ENSG00000248240",
3658
+ "ENSG00000248544",
3659
+ "ENSG00000248712",
3660
  "ENSG00000248810",
3661
  "ENSG00000248890",
3662
  "ENSG00000249115",
3663
  "ENSG00000249167",
3664
+ "ENSG00000249258",
3665
  "ENSG00000249471",
3666
  "ENSG00000249532",
3667
  "ENSG00000249709",
 
3672
  "ENSG00000250072",
3673
  "ENSG00000250073",
3674
  "ENSG00000250091",
3675
+ "ENSG00000250132",
3676
  "ENSG00000250337",
3677
  "ENSG00000250365",
3678
  "ENSG00000250673",
 
3679
  "ENSG00000251015",
3680
+ "ENSG00000251136",
3681
  "ENSG00000251247",
3682
  "ENSG00000251359",
3683
  "ENSG00000251364",
 
3686
  "ENSG00000251562",
3687
  "ENSG00000251586",
3688
  "ENSG00000251632",
3689
+ "ENSG00000253200",
3690
  "ENSG00000253210",
3691
  "ENSG00000253327",
3692
  "ENSG00000253368",
 
3695
  "ENSG00000253731",
3696
  "ENSG00000253807",
3697
  "ENSG00000253846",
 
3698
  "ENSG00000253873",
3699
  "ENSG00000254004",
3700
  "ENSG00000254027",
3701
+ "ENSG00000254054",
3702
  "ENSG00000254122",
3703
+ "ENSG00000254162",
3704
  "ENSG00000254469",
 
3705
  "ENSG00000254703",
3706
+ "ENSG00000254802",
3707
  "ENSG00000254827",
3708
  "ENSG00000255052",
3709
  "ENSG00000255150",
3710
  "ENSG00000255153",
3711
+ "ENSG00000255274",
3712
  "ENSG00000255284",
 
3713
  "ENSG00000255474",
 
3714
  "ENSG00000255559",
3715
  "ENSG00000255561",
 
3716
  "ENSG00000256223",
3717
  "ENSG00000256262",
3718
  "ENSG00000256269",
3719
  "ENSG00000256294",
3720
+ "ENSG00000256433",
3721
  "ENSG00000256576",
3722
  "ENSG00000256633",
3723
  "ENSG00000256683",
 
3726
  "ENSG00000256771",
3727
  "ENSG00000256862",
3728
  "ENSG00000256940",
3729
+ "ENSG00000256982",
3730
  "ENSG00000257017",
3731
  "ENSG00000257093",
 
3732
  "ENSG00000257167",
3733
+ "ENSG00000257259",
3734
  "ENSG00000257433",
3735
  "ENSG00000257556",
3736
  "ENSG00000257702",
3737
+ "ENSG00000257831",
3738
  "ENSG00000257913",
3739
+ "ENSG00000258082",
3740
+ "ENSG00000258137",
3741
  "ENSG00000258227",
3742
+ "ENSG00000258302",
3743
+ "ENSG00000258325",
3744
  "ENSG00000258376",
3745
  "ENSG00000258384",
3746
  "ENSG00000258405",
3747
  "ENSG00000258586",
3748
  "ENSG00000258655",
3749
+ "ENSG00000258701",
3750
  "ENSG00000258708",
3751
+ "ENSG00000258711",
3752
  "ENSG00000258730",
3753
+ "ENSG00000258752",
3754
+ "ENSG00000258768",
3755
  "ENSG00000258813",
3756
  "ENSG00000258867",
3757
  "ENSG00000258890",
3758
+ "ENSG00000258938",
3759
  "ENSG00000258940",
3760
  "ENSG00000259065",
3761
  "ENSG00000259172",
3762
+ "ENSG00000259182",
3763
  "ENSG00000259207",
3764
  "ENSG00000259225",
3765
+ "ENSG00000259242",
3766
  "ENSG00000259319",
3767
  "ENSG00000259417",
3768
  "ENSG00000259431",
3769
  "ENSG00000259456",
 
3770
  "ENSG00000259498",
3771
  "ENSG00000259577",
3772
  "ENSG00000259583",
 
3777
  "ENSG00000259863",
3778
  "ENSG00000259905",
3779
  "ENSG00000259954",
3780
+ "ENSG00000260000",
3781
  "ENSG00000260018",
3782
  "ENSG00000260083",
3783
  "ENSG00000260101",
3784
  "ENSG00000260219",
3785
  "ENSG00000260228",
3786
+ "ENSG00000260267",
3787
+ "ENSG00000260273",
3788
+ "ENSG00000260274",
3789
+ "ENSG00000260279",
3790
  "ENSG00000260281",
3791
  "ENSG00000260285",
3792
  "ENSG00000260302",
 
3794
  "ENSG00000260325",
3795
  "ENSG00000260329",
3796
  "ENSG00000260339",
3797
+ "ENSG00000260367",
3798
  "ENSG00000260423",
3799
  "ENSG00000260439",
 
3800
  "ENSG00000260572",
3801
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4000
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