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popV
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tabula_sapiens_Salivary_Gland

Joblib
popV
biology
genomics
single-cell
AnnData:0.12.2
scikit_learn:1.7.2
organism:Homo sapiens
Python:3.12.8
popV:0.6.0
tissue: Salivary_Gland
Model card Files
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  1. .gitattributes +3 -0
  2. OnClass.data-00000-of-00001 +1 -1
  3. OnClass.index +0 -0
  4. OnClass.meta +0 -0
  5. OnClass.npz +1 -1
  6. README.md +0 -106
  7. accuracies.json +2 -2
  8. celltypist.pkl +1 -1
  9. svm_classifier_cuml.joblib → faiss_index.index +2 -2
  10. harmony_knn_classifier.joblib → harmony_knn_classifier.index +2 -2
  11. metadata.json +0 -31
  12. minified_ref_adata.h5ad +0 -3
  13. popv_output/predictions.csv +0 -0
  14. preprocessing.json +342 -342
  15. pynndescent_index.joblib +0 -3
  16. ref_labels.csv +0 -0
  17. scanvi/model.pt +2 -2
  18. scvi/model.pt +2 -2
  19. scvi_knn_classifier.joblib → scvi_knn_classifier.index +2 -2
  20. svm_classifier.joblib +2 -2
  21. xgboost_classifier.model +2 -2
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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: Salivary_Gland'
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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/f01bdd17-4902-40f5-86e3-240d66dd2587.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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- | acinar cell of salivary gland | 1210 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.91 | 0.97 | 0.97 | 0.98 |
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- | B cell | 532 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |
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- | fibroblast | 455 | 0.97 | 0.94 | 0.97 | 0.94 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |
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- | CD8-positive, alpha-beta T cell | 385 | 0.92 | 0.89 | 0.94 | 0.91 | 0.00 | 0.90 | 0.90 | 0.91 | 0.94 |
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- | duct epithelial cell | 385 | 0.87 | 0.78 | 0.94 | 0.84 | 0.00 | 0.77 | 0.88 | 0.89 | 0.91 |
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- | CD4-positive, alpha-beta T cell | 175 | 0.89 | 0.87 | 0.87 | 0.87 | 0.00 | 0.86 | 0.88 | 0.90 | 0.91 |
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- | endothelial cell | 160 | 0.95 | 0.90 | 0.95 | 0.90 | 0.00 | 0.94 | 0.94 | 0.93 | 0.96 |
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- | macrophage | 169 | 0.91 | 0.72 | 0.92 | 0.82 | 0.00 | 0.90 | 0.94 | 0.95 | 0.95 |
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- | basal cell | 101 | 0.89 | 0.91 | 0.93 | 0.88 | 0.00 | 0.86 | 0.87 | 0.90 | 0.91 |
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- | tissue-resident macrophage | 76 | 0.88 | 0.00 | 0.89 | 0.67 | 0.00 | 0.82 | 0.89 | 0.90 | 0.95 |
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- | plasma cell | 49 | 0.92 | 0.96 | 0.94 | 0.98 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |
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- | endothelial cell of lymphatic vessel | 48 | 0.89 | 0.72 | 0.92 | 0.74 | 0.00 | 0.84 | 0.87 | 0.84 | 0.93 |
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- | adventitial cell | 56 | 0.86 | 0.24 | 0.76 | 0.62 | 0.00 | 0.75 | 0.79 | 0.80 | 0.83 |
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- | vascular associated smooth muscle cell | 48 | 0.99 | 0.99 | 0.97 | 0.95 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |
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- | neutrophil | 23 | 0.94 | 0.90 | 1.00 | 0.94 | 0.00 | 0.94 | 0.98 | 0.98 | 0.96 |
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- | myoepithelial cell | 22 | 0.91 | 0.84 | 0.91 | 0.91 | 0.00 | 0.81 | 0.88 | 0.86 | 0.92 |
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- | T cell | 24 | 0.60 | 0.15 | 0.51 | 0.56 | 0.00 | 0.47 | 0.53 | 0.59 | 0.62 |
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- | ionocyte | 14 | 0.75 | 0.75 | 0.88 | 0.60 | 0.00 | 0.63 | 0.86 | 0.81 | 0.85 |
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- | endothelial cell of artery | 9 | 0.67 | 0.56 | 0.62 | 0.46 | 0.00 | 0.59 | 0.90 | 0.67 | 0.78 |
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- | monocyte | 12 | 0.55 | 0.57 | 0.52 | 0.48 | 0.00 | 0.57 | 0.65 | 0.58 | 0.59 |
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- | natural killer cell | 7 | 0.50 | 0.62 | 0.77 | 0.40 | 0.00 | 0.50 | 0.61 | 0.52 | 0.71 |
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- | mast cell | 4 | 0.00 | 0.73 | 0.60 | 0.67 | 0.00 | 0.67 | 0.57 | 0.80 | 0.67 |
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- | classical monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.12 | 0.22 | 0.17 | 0.00 |
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- | intermediate monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.00 | 0.17 | 0.18 | 0.00 |
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- | mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 |
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- | leukocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | salivary gland cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | 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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-
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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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- | acinar cell of salivary gland | 11027 | 0.96 | 0.93 | 0.98 | 0.97 | 0.00 | 0.94 | 0.96 | 0.96 | 0.98 |
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- | B cell | 4416 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |
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- | fibroblast | 4012 | 0.97 | 0.94 | 0.98 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |
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- | CD8-positive, alpha-beta T cell | 3680 | 0.91 | 0.86 | 0.95 | 0.93 | 0.00 | 0.90 | 0.91 | 0.92 | 0.94 |
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- | duct epithelial cell | 3504 | 0.86 | 0.75 | 0.95 | 0.90 | 0.00 | 0.82 | 0.87 | 0.88 | 0.92 |
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- | CD4-positive, alpha-beta T cell | 1711 | 0.89 | 0.85 | 0.92 | 0.89 | 0.00 | 0.89 | 0.90 | 0.91 | 0.92 |
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- | endothelial cell | 1469 | 0.94 | 0.88 | 0.96 | 0.94 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |
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- | macrophage | 1454 | 0.89 | 0.71 | 0.95 | 0.95 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |
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- | basal cell | 1081 | 0.92 | 0.92 | 0.96 | 0.93 | 0.00 | 0.91 | 0.95 | 0.94 | 0.96 |
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- | tissue-resident macrophage | 578 | 0.81 | 0.00 | 0.93 | 0.92 | 0.00 | 0.88 | 0.89 | 0.90 | 0.94 |
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- | plasma cell | 534 | 0.94 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |
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- | endothelial cell of lymphatic vessel | 498 | 0.91 | 0.66 | 0.94 | 0.88 | 0.00 | 0.93 | 0.94 | 0.95 | 0.97 |
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- | adventitial cell | 404 | 0.84 | 0.21 | 0.87 | 0.74 | 0.00 | 0.80 | 0.81 | 0.82 | 0.94 |
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- | vascular associated smooth muscle cell | 355 | 0.96 | 0.96 | 0.96 | 0.98 | 0.00 | 0.97 | 0.96 | 0.97 | 0.97 |
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- | neutrophil | 220 | 0.93 | 0.91 | 0.97 | 0.93 | 0.00 | 0.93 | 0.98 | 0.96 | 0.97 |
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- | myoepithelial cell | 194 | 0.91 | 0.90 | 0.94 | 0.93 | 0.00 | 0.80 | 0.90 | 0.90 | 0.94 |
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- | T cell | 169 | 0.65 | 0.23 | 0.76 | 0.71 | 0.00 | 0.64 | 0.82 | 0.85 | 0.87 |
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- | ionocyte | 128 | 0.88 | 0.86 | 0.93 | 0.70 | 0.00 | 0.73 | 0.93 | 0.88 | 0.94 |
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- | endothelial cell of artery | 107 | 0.76 | 0.60 | 0.92 | 0.58 | 0.00 | 0.82 | 0.93 | 0.92 | 0.92 |
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- | monocyte | 87 | 0.50 | 0.51 | 0.66 | 0.58 | 0.00 | 0.81 | 0.88 | 0.93 | 0.88 |
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- | natural killer cell | 66 | 0.44 | 0.42 | 0.61 | 0.48 | 0.00 | 0.47 | 0.55 | 0.63 | 0.69 |
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- | mast cell | 41 | 0.00 | 0.73 | 0.73 | 0.64 | 0.00 | 0.86 | 1.00 | 0.99 | 0.99 |
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- | classical monocyte | 35 | 0.00 | 0.00 | 0.44 | 0.37 | 0.00 | 0.80 | 0.99 | 0.99 | 0.87 |
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- | intermediate monocyte | 34 | 0.00 | 0.00 | 0.55 | 0.48 | 0.00 | 0.77 | 0.92 | 0.94 | 0.94 |
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- | mature NK T cell | 21 | 0.00 | 0.00 | 0.09 | 0.31 | 0.00 | 0.54 | 0.84 | 0.79 | 0.69 |
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- | leukocyte | 6 | 0.00 | 0.00 | 0.92 | 0.57 | 0.00 | 0.55 | 1.00 | 1.00 | 1.00 |
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- | pericyte | 3 | 0.00 | 0.00 | 0.33 | 0.57 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |
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- | salivary gland cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 1.00 | 0.80 | 0.67 |
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- | myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.50 | 1.00 | 0.00 |
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- | non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |
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-
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- </details>
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-
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-
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- # References
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-
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- Tabula Sapiens reveals transcription factor expression, senescence effects, and sex-specific features in cell types from 28 human organs and tissues, The Tabula Sapiens Consortium; bioRxiv, doi: https://doi.org/10.1101/2024.12.03.626516
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
accuracies.json CHANGED
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  {
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- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 1210 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.91 | 0.97 | 0.97 | 0.98 |\n| B cell | 532 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 455 | 0.97 | 0.94 | 0.97 | 0.94 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |\n| CD8-positive, alpha-beta T cell | 385 | 0.92 | 0.89 | 0.94 | 0.91 | 0.00 | 0.90 | 0.90 | 0.91 | 0.94 |\n| duct epithelial cell | 385 | 0.87 | 0.78 | 0.94 | 0.84 | 0.00 | 0.77 | 0.88 | 0.89 | 0.91 |\n| CD4-positive, alpha-beta T cell | 175 | 0.89 | 0.87 | 0.87 | 0.87 | 0.00 | 0.86 | 0.88 | 0.90 | 0.91 |\n| endothelial cell | 160 | 0.95 | 0.90 | 0.95 | 0.90 | 0.00 | 0.94 | 0.94 | 0.93 | 0.96 |\n| macrophage | 169 | 0.91 | 0.72 | 0.92 | 0.82 | 0.00 | 0.90 | 0.94 | 0.95 | 0.95 |\n| basal cell | 101 | 0.89 | 0.91 | 0.93 | 0.88 | 0.00 | 0.86 | 0.87 | 0.90 | 0.91 |\n| tissue-resident macrophage | 76 | 0.88 | 0.00 | 0.89 | 0.67 | 0.00 | 0.82 | 0.89 | 0.90 | 0.95 |\n| plasma cell | 49 | 0.92 | 0.96 | 0.94 | 0.98 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| endothelial cell of lymphatic vessel | 48 | 0.89 | 0.72 | 0.92 | 0.74 | 0.00 | 0.84 | 0.87 | 0.84 | 0.93 |\n| adventitial cell | 56 | 0.86 | 0.24 | 0.76 | 0.62 | 0.00 | 0.75 | 0.79 | 0.80 | 0.83 |\n| vascular associated smooth muscle cell | 48 | 0.99 | 0.99 | 0.97 | 0.95 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 23 | 0.94 | 0.90 | 1.00 | 0.94 | 0.00 | 0.94 | 0.98 | 0.98 | 0.96 |\n| myoepithelial cell | 22 | 0.91 | 0.84 | 0.91 | 0.91 | 0.00 | 0.81 | 0.88 | 0.86 | 0.92 |\n| T cell | 24 | 0.60 | 0.15 | 0.51 | 0.56 | 0.00 | 0.47 | 0.53 | 0.59 | 0.62 |\n| ionocyte | 14 | 0.75 | 0.75 | 0.88 | 0.60 | 0.00 | 0.63 | 0.86 | 0.81 | 0.85 |\n| endothelial cell of artery | 9 | 0.67 | 0.56 | 0.62 | 0.46 | 0.00 | 0.59 | 0.90 | 0.67 | 0.78 |\n| monocyte | 12 | 0.55 | 0.57 | 0.52 | 0.48 | 0.00 | 0.57 | 0.65 | 0.58 | 0.59 |\n| natural killer cell | 7 | 0.50 | 0.62 | 0.77 | 0.40 | 0.00 | 0.50 | 0.61 | 0.52 | 0.71 |\n| mast cell | 4 | 0.00 | 0.73 | 0.60 | 0.67 | 0.00 | 0.67 | 0.57 | 0.80 | 0.67 |\n| classical monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.12 | 0.22 | 0.17 | 0.00 |\n| intermediate monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.00 | 0.17 | 0.18 | 0.00 |\n| mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 |\n| leukocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| salivary gland cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| 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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- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 11027 | 0.96 | 0.93 | 0.98 | 0.97 | 0.00 | 0.94 | 0.96 | 0.96 | 0.98 |\n| B cell | 4416 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 4012 | 0.97 | 0.94 | 0.98 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| CD8-positive, alpha-beta T cell | 3680 | 0.91 | 0.86 | 0.95 | 0.93 | 0.00 | 0.90 | 0.91 | 0.92 | 0.94 |\n| duct epithelial cell | 3504 | 0.86 | 0.75 | 0.95 | 0.90 | 0.00 | 0.82 | 0.87 | 0.88 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1711 | 0.89 | 0.85 | 0.92 | 0.89 | 0.00 | 0.89 | 0.90 | 0.91 | 0.92 |\n| endothelial cell | 1469 | 0.94 | 0.88 | 0.96 | 0.94 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| macrophage | 1454 | 0.89 | 0.71 | 0.95 | 0.95 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |\n| basal cell | 1081 | 0.92 | 0.92 | 0.96 | 0.93 | 0.00 | 0.91 | 0.95 | 0.94 | 0.96 |\n| tissue-resident macrophage | 578 | 0.81 | 0.00 | 0.93 | 0.92 | 0.00 | 0.88 | 0.89 | 0.90 | 0.94 |\n| plasma cell | 534 | 0.94 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| endothelial cell of lymphatic vessel | 498 | 0.91 | 0.66 | 0.94 | 0.88 | 0.00 | 0.93 | 0.94 | 0.95 | 0.97 |\n| adventitial cell | 404 | 0.84 | 0.21 | 0.87 | 0.74 | 0.00 | 0.80 | 0.81 | 0.82 | 0.94 |\n| vascular associated smooth muscle cell | 355 | 0.96 | 0.96 | 0.96 | 0.98 | 0.00 | 0.97 | 0.96 | 0.97 | 0.97 |\n| neutrophil | 220 | 0.93 | 0.91 | 0.97 | 0.93 | 0.00 | 0.93 | 0.98 | 0.96 | 0.97 |\n| myoepithelial cell | 194 | 0.91 | 0.90 | 0.94 | 0.93 | 0.00 | 0.80 | 0.90 | 0.90 | 0.94 |\n| T cell | 169 | 0.65 | 0.23 | 0.76 | 0.71 | 0.00 | 0.64 | 0.82 | 0.85 | 0.87 |\n| ionocyte | 128 | 0.88 | 0.86 | 0.93 | 0.70 | 0.00 | 0.73 | 0.93 | 0.88 | 0.94 |\n| endothelial cell of artery | 107 | 0.76 | 0.60 | 0.92 | 0.58 | 0.00 | 0.82 | 0.93 | 0.92 | 0.92 |\n| monocyte | 87 | 0.50 | 0.51 | 0.66 | 0.58 | 0.00 | 0.81 | 0.88 | 0.93 | 0.88 |\n| natural killer cell | 66 | 0.44 | 0.42 | 0.61 | 0.48 | 0.00 | 0.47 | 0.55 | 0.63 | 0.69 |\n| mast cell | 41 | 0.00 | 0.73 | 0.73 | 0.64 | 0.00 | 0.86 | 1.00 | 0.99 | 0.99 |\n| classical monocyte | 35 | 0.00 | 0.00 | 0.44 | 0.37 | 0.00 | 0.80 | 0.99 | 0.99 | 0.87 |\n| intermediate monocyte | 34 | 0.00 | 0.00 | 0.55 | 0.48 | 0.00 | 0.77 | 0.92 | 0.94 | 0.94 |\n| mature NK T cell | 21 | 0.00 | 0.00 | 0.09 | 0.31 | 0.00 | 0.54 | 0.84 | 0.79 | 0.69 |\n| leukocyte | 6 | 0.00 | 0.00 | 0.92 | 0.57 | 0.00 | 0.55 | 1.00 | 1.00 | 1.00 |\n| pericyte | 3 | 0.00 | 0.00 | 0.33 | 0.57 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |\n| salivary gland cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 1.00 | 0.80 | 0.67 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.50 | 1.00 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |"
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  }
 
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  {
2
+ "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 1234 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.94 | 0.96 | 0.97 | 0.97 |\n| B cell | 510 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 465 | 0.97 | 0.94 | 0.97 | 0.95 | 0.00 | 0.92 | 0.96 | 0.95 | 0.98 |\n| CD8-positive, alpha-beta T cell | 381 | 0.87 | 0.88 | 0.93 | 0.90 | 0.00 | 0.88 | 0.89 | 0.90 | 0.92 |\n| duct epithelial cell | 377 | 0.87 | 0.78 | 0.92 | 0.86 | 0.00 | 0.83 | 0.87 | 0.88 | 0.90 |\n| CD4-positive, alpha-beta T cell | 166 | 0.87 | 0.87 | 0.87 | 0.82 | 0.00 | 0.82 | 0.87 | 0.90 | 0.89 |\n| endothelial cell | 160 | 0.93 | 0.90 | 0.92 | 0.89 | 0.00 | 0.93 | 0.95 | 0.95 | 0.97 |\n| macrophage | 173 | 0.94 | 0.71 | 0.92 | 0.90 | 0.00 | 0.91 | 0.95 | 0.96 | 0.95 |\n| basal cell | 108 | 0.87 | 0.90 | 0.91 | 0.87 | 0.00 | 0.87 | 0.85 | 0.87 | 0.89 |\n| tissue-resident macrophage | 80 | 0.85 | 0.00 | 0.92 | 0.86 | 0.00 | 0.91 | 0.90 | 0.91 | 0.95 |\n| plasma cell | 41 | 0.91 | 0.96 | 0.94 | 0.96 | 0.00 | 0.91 | 0.95 | 0.95 | 0.96 |\n| endothelial cell of lymphatic vessel | 56 | 0.84 | 0.70 | 0.85 | 0.76 | 0.00 | 0.83 | 0.91 | 0.92 | 0.95 |\n| adventitial cell | 56 | 0.84 | 0.30 | 0.75 | 0.72 | 0.00 | 0.65 | 0.77 | 0.72 | 0.80 |\n| vascular associated smooth muscle cell | 44 | 0.98 | 0.98 | 0.98 | 0.92 | 0.00 | 0.93 | 0.97 | 0.98 | 0.97 |\n| neutrophil | 25 | 0.91 | 0.88 | 0.91 | 1.00 | 0.00 | 0.98 | 0.92 | 0.94 | 0.93 |\n| myoepithelial cell | 15 | 0.91 | 0.88 | 0.90 | 0.84 | 0.00 | 0.70 | 0.81 | 0.88 | 0.91 |\n| T cell | 19 | 0.58 | 0.19 | 0.56 | 0.57 | 0.00 | 0.57 | 0.51 | 0.50 | 0.61 |\n| ionocyte | 17 | 0.76 | 0.80 | 0.84 | 0.76 | 0.00 | 0.87 | 0.88 | 0.88 | 0.88 |\n| endothelial cell of artery | 10 | 0.69 | 0.74 | 0.73 | 0.71 | 0.00 | 0.74 | 0.82 | 0.78 | 0.86 |\n| monocyte | 10 | 0.47 | 0.57 | 0.69 | 0.52 | 0.00 | 0.45 | 0.53 | 0.64 | 0.57 |\n| natural killer cell | 9 | 0.45 | 0.43 | 0.62 | 0.00 | 0.00 | 0.50 | 0.53 | 0.41 | 0.58 |\n| mast cell | 5 | 0.00 | 0.77 | 0.67 | 0.50 | 0.00 | 0.77 | 0.60 | 0.80 | 0.80 |\n| classical monocyte | 9 | 0.00 | 0.00 | 0.00 | 0.20 | 0.00 | 0.33 | 0.36 | 0.14 | 0.00 |\n| intermediate monocyte | 7 | 0.00 | 0.00 | 0.50 | 0.20 | 0.00 | 0.00 | 0.00 | 0.40 | 0.00 |\n| mature NK T cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.33 | 0.40 | 0.00 |\n| leukocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 1.00 | 0.00 | 0.00 |\n| pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| salivary gland cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic precursor cell | 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 |",
3
+ "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 11003 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.95 | 0.96 | 0.96 | 0.98 |\n| B cell | 4438 | 0.99 | 0.99 | 0.99 | 0.98 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| fibroblast | 4002 | 0.97 | 0.95 | 0.98 | 0.96 | 0.00 | 0.95 | 0.97 | 0.96 | 0.99 |\n| CD8-positive, alpha-beta T cell | 3684 | 0.86 | 0.87 | 0.93 | 0.91 | 0.00 | 0.89 | 0.90 | 0.91 | 0.93 |\n| duct epithelial cell | 3512 | 0.87 | 0.78 | 0.93 | 0.88 | 0.00 | 0.87 | 0.88 | 0.89 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1720 | 0.88 | 0.88 | 0.90 | 0.86 | 0.00 | 0.86 | 0.90 | 0.90 | 0.91 |\n| endothelial cell | 1469 | 0.93 | 0.90 | 0.93 | 0.94 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| macrophage | 1450 | 0.93 | 0.72 | 0.95 | 0.92 | 0.00 | 0.94 | 0.97 | 0.97 | 0.98 |\n| basal cell | 1074 | 0.90 | 0.93 | 0.95 | 0.90 | 0.00 | 0.91 | 0.94 | 0.95 | 0.95 |\n| tissue-resident macrophage | 574 | 0.73 | 0.01 | 0.91 | 0.91 | 0.00 | 0.90 | 0.85 | 0.88 | 0.90 |\n| plasma cell | 542 | 0.93 | 0.97 | 0.97 | 0.95 | 0.00 | 0.95 | 0.99 | 0.99 | 0.98 |\n| endothelial cell of lymphatic vessel | 490 | 0.88 | 0.68 | 0.86 | 0.88 | 0.00 | 0.91 | 0.95 | 0.96 | 0.97 |\n| adventitial cell | 404 | 0.83 | 0.34 | 0.83 | 0.74 | 0.00 | 0.76 | 0.80 | 0.80 | 0.92 |\n| vascular associated smooth muscle cell | 359 | 0.95 | 0.96 | 0.94 | 0.93 | 0.00 | 0.96 | 0.97 | 0.97 | 0.97 |\n| neutrophil | 218 | 0.94 | 0.88 | 0.93 | 0.95 | 0.00 | 0.97 | 0.96 | 0.97 | 0.96 |\n| myoepithelial cell | 201 | 0.93 | 0.94 | 0.90 | 0.90 | 0.00 | 0.78 | 0.91 | 0.91 | 0.95 |\n| T cell | 174 | 0.66 | 0.29 | 0.74 | 0.70 | 0.00 | 0.73 | 0.81 | 0.83 | 0.85 |\n| ionocyte | 125 | 0.84 | 0.91 | 0.91 | 0.80 | 0.00 | 0.74 | 0.93 | 0.91 | 0.94 |\n| endothelial cell of artery | 106 | 0.74 | 0.75 | 0.82 | 0.79 | 0.00 | 0.80 | 0.91 | 0.92 | 0.92 |\n| monocyte | 89 | 0.49 | 0.60 | 0.61 | 0.56 | 0.00 | 0.62 | 0.91 | 0.89 | 0.80 |\n| natural killer cell | 64 | 0.39 | 0.58 | 0.46 | 0.30 | 0.00 | 0.42 | 0.60 | 0.56 | 0.70 |\n| mast cell | 40 | 0.00 | 0.76 | 0.70 | 0.59 | 0.00 | 0.80 | 1.00 | 1.00 | 0.97 |\n| classical monocyte | 34 | 0.00 | 0.00 | 0.05 | 0.23 | 0.00 | 0.87 | 0.97 | 0.93 | 0.67 |\n| intermediate monocyte | 35 | 0.00 | 0.00 | 0.51 | 0.37 | 0.00 | 0.72 | 0.80 | 0.91 | 0.90 |\n| mature NK T cell | 20 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.47 | 0.74 | 0.75 | 0.67 |\n| leukocyte | 5 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.29 | 0.91 | 0.91 | 1.00 |\n| pericyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 0.00 |\n| salivary gland cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.03 | 1.00 | 1.00 | 1.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 1.00 | 0.00 |\n| hematopoietic precursor cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 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 |"
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639
  "ENSG00000108474",
640
  "ENSG00000108518",
 
641
  "ENSG00000108691",
642
  "ENSG00000108700",
643
  "ENSG00000108771",
@@ -656,15 +621,13 @@
656
  "ENSG00000109099",
657
  "ENSG00000109107",
658
  "ENSG00000109163",
659
- "ENSG00000109189",
660
  "ENSG00000109193",
 
661
  "ENSG00000109272",
662
  "ENSG00000109471",
663
- "ENSG00000109472",
664
  "ENSG00000109576",
665
  "ENSG00000109743",
666
  "ENSG00000109805",
667
- "ENSG00000109929",
668
  "ENSG00000109943",
669
  "ENSG00000109944",
670
  "ENSG00000109971",
@@ -680,12 +643,10 @@
680
  "ENSG00000110435",
681
  "ENSG00000110436",
682
  "ENSG00000110448",
683
- "ENSG00000110583",
684
  "ENSG00000110619",
685
  "ENSG00000110665",
686
  "ENSG00000110799",
687
  "ENSG00000110848",
688
- "ENSG00000110871",
689
  "ENSG00000110876",
690
  "ENSG00000110888",
691
  "ENSG00000110900",
@@ -705,16 +666,13 @@
705
  "ENSG00000111405",
706
  "ENSG00000111432",
707
  "ENSG00000111445",
708
- "ENSG00000111452",
709
  "ENSG00000111537",
710
  "ENSG00000111554",
711
- "ENSG00000111602",
712
  "ENSG00000111644",
713
  "ENSG00000111665",
714
  "ENSG00000111674",
715
  "ENSG00000111679",
716
  "ENSG00000111696",
717
- "ENSG00000111727",
718
  "ENSG00000111728",
719
  "ENSG00000111729",
720
  "ENSG00000111796",
@@ -723,7 +681,6 @@
723
  "ENSG00000111834",
724
  "ENSG00000111845",
725
  "ENSG00000111863",
726
- "ENSG00000112029",
727
  "ENSG00000112039",
728
  "ENSG00000112053",
729
  "ENSG00000112118",
@@ -741,7 +698,6 @@
741
  "ENSG00000112303",
742
  "ENSG00000112378",
743
  "ENSG00000112414",
744
- "ENSG00000112419",
745
  "ENSG00000112541",
746
  "ENSG00000112562",
747
  "ENSG00000112592",
@@ -750,15 +706,13 @@
750
  "ENSG00000112742",
751
  "ENSG00000112782",
752
  "ENSG00000112796",
753
- "ENSG00000112852",
754
  "ENSG00000112902",
 
755
  "ENSG00000112996",
756
  "ENSG00000113070",
757
  "ENSG00000113083",
758
  "ENSG00000113088",
759
  "ENSG00000113140",
760
- "ENSG00000113209",
761
- "ENSG00000113248",
762
  "ENSG00000113249",
763
  "ENSG00000113296",
764
  "ENSG00000113361",
@@ -766,7 +720,6 @@
766
  "ENSG00000113389",
767
  "ENSG00000113396",
768
  "ENSG00000113456",
769
- "ENSG00000113593",
770
  "ENSG00000113594",
771
  "ENSG00000113597",
772
  "ENSG00000113721",
@@ -775,9 +728,9 @@
775
  "ENSG00000113761",
776
  "ENSG00000113810",
777
  "ENSG00000113838",
 
778
  "ENSG00000113946",
779
  "ENSG00000114026",
780
- "ENSG00000114054",
781
  "ENSG00000114200",
782
  "ENSG00000114268",
783
  "ENSG00000114270",
@@ -808,7 +761,6 @@
808
  "ENSG00000115421",
809
  "ENSG00000115425",
810
  "ENSG00000115457",
811
- "ENSG00000115459",
812
  "ENSG00000115461",
813
  "ENSG00000115474",
814
  "ENSG00000115514",
@@ -818,7 +770,6 @@
818
  "ENSG00000115590",
819
  "ENSG00000115602",
820
  "ENSG00000115607",
821
- "ENSG00000115641",
822
  "ENSG00000115652",
823
  "ENSG00000115687",
824
  "ENSG00000115705",
@@ -841,6 +792,7 @@
841
  "ENSG00000116852",
842
  "ENSG00000116863",
843
  "ENSG00000116903",
 
844
  "ENSG00000116954",
845
  "ENSG00000116962",
846
  "ENSG00000116985",
@@ -861,6 +813,7 @@
861
  "ENSG00000117472",
862
  "ENSG00000117501",
863
  "ENSG00000117519",
 
864
  "ENSG00000117560",
865
  "ENSG00000117586",
866
  "ENSG00000117594",
@@ -871,17 +824,14 @@
871
  "ENSG00000117724",
872
  "ENSG00000117748",
873
  "ENSG00000117751",
874
- "ENSG00000117834",
875
  "ENSG00000118162",
876
  "ENSG00000118193",
877
  "ENSG00000118242",
878
  "ENSG00000118260",
879
  "ENSG00000118276",
880
  "ENSG00000118369",
881
- "ENSG00000118402",
882
  "ENSG00000118420",
883
  "ENSG00000118432",
884
- "ENSG00000118473",
885
  "ENSG00000118515",
886
  "ENSG00000118520",
887
  "ENSG00000118523",
@@ -892,36 +842,30 @@
892
  "ENSG00000118777",
893
  "ENSG00000118785",
894
  "ENSG00000118849",
895
- "ENSG00000119042",
896
  "ENSG00000119147",
897
  "ENSG00000119397",
898
  "ENSG00000119599",
899
  "ENSG00000119630",
900
  "ENSG00000119636",
901
  "ENSG00000119661",
902
- "ENSG00000119699",
903
  "ENSG00000119714",
904
  "ENSG00000119866",
905
  "ENSG00000119888",
906
  "ENSG00000119917",
 
907
  "ENSG00000119922",
908
  "ENSG00000119927",
909
  "ENSG00000119938",
910
  "ENSG00000119943",
911
- "ENSG00000119965",
912
  "ENSG00000119969",
913
  "ENSG00000120093",
914
  "ENSG00000120129",
915
  "ENSG00000120149",
916
  "ENSG00000120156",
917
- "ENSG00000120215",
918
  "ENSG00000120217",
919
  "ENSG00000120262",
920
  "ENSG00000120279",
921
- "ENSG00000120327",
922
- "ENSG00000120332",
923
  "ENSG00000120334",
924
- "ENSG00000120458",
925
  "ENSG00000120471",
926
  "ENSG00000120645",
927
  "ENSG00000120647",
@@ -929,7 +873,6 @@
929
  "ENSG00000120662",
930
  "ENSG00000120664",
931
  "ENSG00000120708",
932
- "ENSG00000120709",
933
  "ENSG00000120738",
934
  "ENSG00000120798",
935
  "ENSG00000120832",
@@ -977,14 +920,12 @@
977
  "ENSG00000122861",
978
  "ENSG00000122862",
979
  "ENSG00000122863",
980
- "ENSG00000122870",
981
  "ENSG00000122877",
982
  "ENSG00000122882",
983
  "ENSG00000122952",
984
  "ENSG00000122966",
985
  "ENSG00000122971",
986
  "ENSG00000123064",
987
- "ENSG00000123080",
988
  "ENSG00000123136",
989
  "ENSG00000123213",
990
  "ENSG00000123219",
@@ -992,8 +933,8 @@
992
  "ENSG00000123338",
993
  "ENSG00000123360",
994
  "ENSG00000123374",
995
- "ENSG00000123405",
996
  "ENSG00000123415",
 
997
  "ENSG00000123453",
998
  "ENSG00000123473",
999
  "ENSG00000123500",
@@ -1025,22 +966,20 @@
1025
  "ENSG00000124610",
1026
  "ENSG00000124613",
1027
  "ENSG00000124659",
1028
- "ENSG00000124678",
1029
  "ENSG00000124701",
1030
  "ENSG00000124713",
1031
- "ENSG00000124743",
1032
  "ENSG00000124766",
1033
  "ENSG00000124784",
1034
  "ENSG00000124785",
1035
  "ENSG00000124787",
1036
  "ENSG00000124875",
1037
  "ENSG00000124882",
1038
- "ENSG00000125089",
1039
  "ENSG00000125122",
1040
  "ENSG00000125148",
1041
  "ENSG00000125149",
1042
  "ENSG00000125170",
1043
  "ENSG00000125245",
 
1044
  "ENSG00000125319",
1045
  "ENSG00000125354",
1046
  "ENSG00000125355",
@@ -1057,10 +996,12 @@
1057
  "ENSG00000125657",
1058
  "ENSG00000125675",
1059
  "ENSG00000125726",
 
1060
  "ENSG00000125735",
1061
  "ENSG00000125775",
1062
  "ENSG00000125810",
1063
  "ENSG00000125812",
 
1064
  "ENSG00000125845",
1065
  "ENSG00000125846",
1066
  "ENSG00000125848",
@@ -1096,7 +1037,6 @@
1096
  "ENSG00000127580",
1097
  "ENSG00000127585",
1098
  "ENSG00000127903",
1099
- "ENSG00000127954",
1100
  "ENSG00000127955",
1101
  "ENSG00000127989",
1102
  "ENSG00000128011",
@@ -1115,7 +1055,6 @@
1115
  "ENSG00000128422",
1116
  "ENSG00000128513",
1117
  "ENSG00000128567",
1118
- "ENSG00000128591",
1119
  "ENSG00000128604",
1120
  "ENSG00000128606",
1121
  "ENSG00000128652",
@@ -1127,7 +1066,6 @@
1127
  "ENSG00000128965",
1128
  "ENSG00000129007",
1129
  "ENSG00000129028",
1130
- "ENSG00000129038",
1131
  "ENSG00000129048",
1132
  "ENSG00000129151",
1133
  "ENSG00000129167",
@@ -1145,10 +1083,8 @@
1145
  "ENSG00000129696",
1146
  "ENSG00000129749",
1147
  "ENSG00000129810",
1148
- "ENSG00000129951",
1149
  "ENSG00000129988",
1150
  "ENSG00000130023",
1151
- "ENSG00000130032",
1152
  "ENSG00000130066",
1153
  "ENSG00000130176",
1154
  "ENSG00000130203",
@@ -1161,8 +1097,6 @@
1161
  "ENSG00000130544",
1162
  "ENSG00000130558",
1163
  "ENSG00000130590",
1164
- "ENSG00000130595",
1165
- "ENSG00000130598",
1166
  "ENSG00000130649",
1167
  "ENSG00000130695",
1168
  "ENSG00000130702",
@@ -1170,7 +1104,6 @@
1170
  "ENSG00000130783",
1171
  "ENSG00000130803",
1172
  "ENSG00000130826",
1173
- "ENSG00000130830",
1174
  "ENSG00000130844",
1175
  "ENSG00000130856",
1176
  "ENSG00000130881",
@@ -1188,7 +1121,6 @@
1188
  "ENSG00000131153",
1189
  "ENSG00000131196",
1190
  "ENSG00000131242",
1191
- "ENSG00000131351",
1192
  "ENSG00000131355",
1193
  "ENSG00000131381",
1194
  "ENSG00000131409",
@@ -1211,14 +1143,12 @@
1211
  "ENSG00000132004",
1212
  "ENSG00000132016",
1213
  "ENSG00000132031",
1214
- "ENSG00000132109",
1215
  "ENSG00000132182",
1216
  "ENSG00000132185",
1217
  "ENSG00000132196",
1218
  "ENSG00000132275",
1219
  "ENSG00000132329",
1220
  "ENSG00000132330",
1221
- "ENSG00000132383",
1222
  "ENSG00000132386",
1223
  "ENSG00000132423",
1224
  "ENSG00000132465",
@@ -1226,7 +1156,6 @@
1226
  "ENSG00000132514",
1227
  "ENSG00000132517",
1228
  "ENSG00000132518",
1229
- "ENSG00000132535",
1230
  "ENSG00000132561",
1231
  "ENSG00000132563",
1232
  "ENSG00000132622",
@@ -1240,7 +1169,6 @@
1240
  "ENSG00000132744",
1241
  "ENSG00000132773",
1242
  "ENSG00000132801",
1243
- "ENSG00000132819",
1244
  "ENSG00000132825",
1245
  "ENSG00000132881",
1246
  "ENSG00000132906",
@@ -1265,15 +1193,12 @@
1265
  "ENSG00000133574",
1266
  "ENSG00000133640",
1267
  "ENSG00000133710",
1268
- "ENSG00000133739",
1269
  "ENSG00000133800",
1270
  "ENSG00000133895",
1271
- "ENSG00000134014",
1272
  "ENSG00000134028",
1273
  "ENSG00000134042",
1274
  "ENSG00000134057",
1275
  "ENSG00000134077",
1276
- "ENSG00000134198",
1277
  "ENSG00000134207",
1278
  "ENSG00000134222",
1279
  "ENSG00000134258",
@@ -1289,14 +1214,11 @@
1289
  "ENSG00000134539",
1290
  "ENSG00000134545",
1291
  "ENSG00000134548",
1292
- "ENSG00000134569",
1293
  "ENSG00000134571",
1294
  "ENSG00000134594",
1295
- "ENSG00000134602",
1296
  "ENSG00000134690",
1297
  "ENSG00000134716",
1298
  "ENSG00000134827",
1299
- "ENSG00000134830",
1300
  "ENSG00000134864",
1301
  "ENSG00000134871",
1302
  "ENSG00000134901",
@@ -1341,7 +1263,7 @@
1341
  "ENSG00000135914",
1342
  "ENSG00000135919",
1343
  "ENSG00000135925",
1344
- "ENSG00000135953",
1345
  "ENSG00000136014",
1346
  "ENSG00000136110",
1347
  "ENSG00000136114",
@@ -1352,13 +1274,12 @@
1352
  "ENSG00000136167",
1353
  "ENSG00000136235",
1354
  "ENSG00000136244",
 
1355
  "ENSG00000136274",
1356
  "ENSG00000136279",
1357
  "ENSG00000136319",
1358
- "ENSG00000136367",
1359
  "ENSG00000136378",
1360
  "ENSG00000136404",
1361
- "ENSG00000136436",
1362
  "ENSG00000136444",
1363
  "ENSG00000136449",
1364
  "ENSG00000136485",
@@ -1388,10 +1309,10 @@
1388
  "ENSG00000137124",
1389
  "ENSG00000137135",
1390
  "ENSG00000137185",
 
1391
  "ENSG00000137221",
1392
  "ENSG00000137310",
1393
  "ENSG00000137337",
1394
- "ENSG00000137343",
1395
  "ENSG00000137364",
1396
  "ENSG00000137393",
1397
  "ENSG00000137404",
@@ -1410,7 +1331,6 @@
1410
  "ENSG00000137752",
1411
  "ENSG00000137801",
1412
  "ENSG00000137802",
1413
- "ENSG00000137806",
1414
  "ENSG00000137809",
1415
  "ENSG00000137812",
1416
  "ENSG00000137834",
@@ -1420,7 +1340,6 @@
1420
  "ENSG00000137976",
1421
  "ENSG00000138061",
1422
  "ENSG00000138075",
1423
- "ENSG00000138092",
1424
  "ENSG00000138111",
1425
  "ENSG00000138134",
1426
  "ENSG00000138135",
@@ -1450,7 +1369,6 @@
1450
  "ENSG00000139209",
1451
  "ENSG00000139211",
1452
  "ENSG00000139220",
1453
- "ENSG00000139289",
1454
  "ENSG00000139292",
1455
  "ENSG00000139329",
1456
  "ENSG00000139344",
@@ -1462,14 +1380,13 @@
1462
  "ENSG00000139610",
1463
  "ENSG00000139626",
1464
  "ENSG00000139714",
1465
- "ENSG00000139737",
1466
  "ENSG00000139826",
1467
  "ENSG00000139880",
1468
  "ENSG00000139890",
1469
  "ENSG00000139899",
1470
  "ENSG00000139971",
1471
- "ENSG00000139998",
1472
  "ENSG00000140006",
 
1473
  "ENSG00000140030",
1474
  "ENSG00000140090",
1475
  "ENSG00000140092",
@@ -1478,10 +1395,8 @@
1478
  "ENSG00000140280",
1479
  "ENSG00000140285",
1480
  "ENSG00000140368",
1481
- "ENSG00000140398",
1482
  "ENSG00000140451",
1483
  "ENSG00000140464",
1484
- "ENSG00000140471",
1485
  "ENSG00000140506",
1486
  "ENSG00000140538",
1487
  "ENSG00000140543",
@@ -1503,10 +1418,10 @@
1503
  "ENSG00000141040",
1504
  "ENSG00000141052",
1505
  "ENSG00000141179",
 
1506
  "ENSG00000141232",
1507
  "ENSG00000141294",
1508
  "ENSG00000141338",
1509
- "ENSG00000141449",
1510
  "ENSG00000141469",
1511
  "ENSG00000141485",
1512
  "ENSG00000141499",
@@ -1530,13 +1445,12 @@
1530
  "ENSG00000142512",
1531
  "ENSG00000142528",
1532
  "ENSG00000142530",
 
1533
  "ENSG00000142556",
1534
  "ENSG00000142606",
1535
- "ENSG00000142627",
1536
  "ENSG00000142686",
1537
  "ENSG00000142733",
1538
  "ENSG00000142748",
1539
- "ENSG00000142765",
1540
  "ENSG00000142871",
1541
  "ENSG00000142910",
1542
  "ENSG00000142920",
@@ -1547,8 +1461,8 @@
1547
  "ENSG00000143110",
1548
  "ENSG00000143119",
1549
  "ENSG00000143127",
1550
- "ENSG00000143147",
1551
  "ENSG00000143178",
 
1552
  "ENSG00000143185",
1553
  "ENSG00000143224",
1554
  "ENSG00000143228",
@@ -1585,6 +1499,7 @@
1585
  "ENSG00000144395",
1586
  "ENSG00000144401",
1587
  "ENSG00000144407",
 
1588
  "ENSG00000144559",
1589
  "ENSG00000144589",
1590
  "ENSG00000144596",
@@ -1594,9 +1509,9 @@
1594
  "ENSG00000144792",
1595
  "ENSG00000144810",
1596
  "ENSG00000144821",
 
1597
  "ENSG00000144837",
1598
  "ENSG00000144843",
1599
- "ENSG00000144847",
1600
  "ENSG00000144891",
1601
  "ENSG00000145020",
1602
  "ENSG00000145088",
@@ -1629,7 +1544,6 @@
1629
  "ENSG00000145936",
1630
  "ENSG00000146094",
1631
  "ENSG00000146147",
1632
- "ENSG00000146151",
1633
  "ENSG00000146192",
1634
  "ENSG00000146263",
1635
  "ENSG00000146281",
@@ -1654,18 +1568,15 @@
1654
  "ENSG00000147443",
1655
  "ENSG00000147481",
1656
  "ENSG00000147570",
1657
- "ENSG00000147606",
1658
  "ENSG00000147642",
1659
- "ENSG00000147697",
1660
  "ENSG00000147874",
1661
  "ENSG00000147883",
1662
- "ENSG00000147912",
1663
  "ENSG00000148053",
1664
- "ENSG00000148057",
1665
  "ENSG00000148153",
1666
  "ENSG00000148154",
1667
  "ENSG00000148175",
1668
  "ENSG00000148180",
 
1669
  "ENSG00000148225",
1670
  "ENSG00000148229",
1671
  "ENSG00000148343",
@@ -1676,7 +1587,6 @@
1676
  "ENSG00000148677",
1677
  "ENSG00000148773",
1678
  "ENSG00000148814",
1679
- "ENSG00000148925",
1680
  "ENSG00000148926",
1681
  "ENSG00000148935",
1682
  "ENSG00000148985",
@@ -1685,11 +1595,11 @@
1685
  "ENSG00000149090",
1686
  "ENSG00000149131",
1687
  "ENSG00000149150",
1688
- "ENSG00000149294",
1689
  "ENSG00000149308",
1690
  "ENSG00000149311",
1691
  "ENSG00000149328",
1692
  "ENSG00000149380",
 
1693
  "ENSG00000149476",
1694
  "ENSG00000149488",
1695
  "ENSG00000149548",
@@ -1701,6 +1611,7 @@
1701
  "ENSG00000149596",
1702
  "ENSG00000149636",
1703
  "ENSG00000149679",
 
1704
  "ENSG00000149781",
1705
  "ENSG00000149792",
1706
  "ENSG00000149968",
@@ -1723,7 +1634,6 @@
1723
  "ENSG00000151065",
1724
  "ENSG00000151117",
1725
  "ENSG00000151287",
1726
- "ENSG00000151365",
1727
  "ENSG00000151445",
1728
  "ENSG00000151468",
1729
  "ENSG00000151490",
@@ -1736,9 +1646,9 @@
1736
  "ENSG00000151689",
1737
  "ENSG00000151812",
1738
  "ENSG00000151849",
1739
- "ENSG00000151876",
1740
  "ENSG00000151882",
1741
  "ENSG00000151892",
 
1742
  "ENSG00000151967",
1743
  "ENSG00000152049",
1744
  "ENSG00000152092",
@@ -1746,6 +1656,7 @@
1746
  "ENSG00000152207",
1747
  "ENSG00000152213",
1748
  "ENSG00000152359",
 
1749
  "ENSG00000152382",
1750
  "ENSG00000152439",
1751
  "ENSG00000152443",
@@ -1770,12 +1681,12 @@
1770
  "ENSG00000153132",
1771
  "ENSG00000153140",
1772
  "ENSG00000153283",
1773
- "ENSG00000153310",
1774
  "ENSG00000153347",
1775
  "ENSG00000153395",
1776
  "ENSG00000153446",
1777
  "ENSG00000153551",
1778
  "ENSG00000153563",
 
1779
  "ENSG00000153885",
1780
  "ENSG00000153896",
1781
  "ENSG00000153898",
@@ -1791,7 +1702,6 @@
1791
  "ENSG00000154165",
1792
  "ENSG00000154175",
1793
  "ENSG00000154277",
1794
- "ENSG00000154370",
1795
  "ENSG00000154451",
1796
  "ENSG00000154620",
1797
  "ENSG00000154639",
@@ -1817,9 +1727,9 @@
1817
  "ENSG00000155657",
1818
  "ENSG00000155659",
1819
  "ENSG00000155666",
 
1820
  "ENSG00000155846",
1821
  "ENSG00000155858",
1822
- "ENSG00000155906",
1823
  "ENSG00000155926",
1824
  "ENSG00000155961",
1825
  "ENSG00000155975",
@@ -1830,6 +1740,7 @@
1830
  "ENSG00000156172",
1831
  "ENSG00000156234",
1832
  "ENSG00000156265",
 
1833
  "ENSG00000156298",
1834
  "ENSG00000156299",
1835
  "ENSG00000156313",
@@ -1843,7 +1754,6 @@
1843
  "ENSG00000156689",
1844
  "ENSG00000156738",
1845
  "ENSG00000156787",
1846
- "ENSG00000156876",
1847
  "ENSG00000156885",
1848
  "ENSG00000156886",
1849
  "ENSG00000156968",
@@ -1855,20 +1765,17 @@
1855
  "ENSG00000157399",
1856
  "ENSG00000157456",
1857
  "ENSG00000157470",
 
1858
  "ENSG00000157514",
1859
  "ENSG00000157551",
1860
  "ENSG00000157570",
1861
- "ENSG00000157578",
1862
  "ENSG00000157601",
1863
  "ENSG00000157782",
1864
  "ENSG00000157833",
1865
- "ENSG00000157870",
1866
  "ENSG00000157895",
1867
- "ENSG00000157911",
1868
  "ENSG00000157927",
1869
  "ENSG00000157978",
1870
  "ENSG00000158050",
1871
- "ENSG00000158062",
1872
  "ENSG00000158092",
1873
  "ENSG00000158104",
1874
  "ENSG00000158106",
@@ -1876,47 +1783,40 @@
1876
  "ENSG00000158163",
1877
  "ENSG00000158164",
1878
  "ENSG00000158292",
1879
- "ENSG00000158296",
1880
  "ENSG00000158301",
1881
  "ENSG00000158402",
1882
- "ENSG00000158406",
1883
  "ENSG00000158423",
1884
- "ENSG00000158427",
1885
  "ENSG00000158435",
1886
  "ENSG00000158457",
1887
  "ENSG00000158473",
1888
  "ENSG00000158481",
1889
- "ENSG00000158483",
1890
  "ENSG00000158552",
1891
  "ENSG00000158691",
1892
  "ENSG00000158714",
 
1893
  "ENSG00000158806",
1894
  "ENSG00000158825",
1895
  "ENSG00000158856",
1896
  "ENSG00000158859",
1897
  "ENSG00000158882",
1898
- "ENSG00000158987",
1899
  "ENSG00000159082",
1900
- "ENSG00000159111",
1901
  "ENSG00000159164",
1902
  "ENSG00000159167",
1903
  "ENSG00000159176",
1904
  "ENSG00000159200",
1905
  "ENSG00000159208",
1906
- "ENSG00000159214",
1907
  "ENSG00000159261",
1908
  "ENSG00000159339",
1909
  "ENSG00000159374",
1910
  "ENSG00000159387",
1911
  "ENSG00000159403",
1912
  "ENSG00000159423",
1913
- "ENSG00000159496",
1914
  "ENSG00000159556",
1915
  "ENSG00000159618",
1916
  "ENSG00000159674",
1917
  "ENSG00000159713",
1918
  "ENSG00000159753",
1919
- "ENSG00000159761",
1920
  "ENSG00000159763",
1921
  "ENSG00000159792",
1922
  "ENSG00000159882",
@@ -1933,11 +1833,9 @@
1933
  "ENSG00000160229",
1934
  "ENSG00000160233",
1935
  "ENSG00000160255",
1936
- "ENSG00000160284",
1937
  "ENSG00000160321",
1938
  "ENSG00000160323",
1939
  "ENSG00000160336",
1940
- "ENSG00000160352",
1941
  "ENSG00000160392",
1942
  "ENSG00000160401",
1943
  "ENSG00000160408",
@@ -1955,7 +1853,6 @@
1955
  "ENSG00000160862",
1956
  "ENSG00000160867",
1957
  "ENSG00000160883",
1958
- "ENSG00000160886",
1959
  "ENSG00000160908",
1960
  "ENSG00000160949",
1961
  "ENSG00000160957",
@@ -1967,23 +1864,23 @@
1967
  "ENSG00000161048",
1968
  "ENSG00000161055",
1969
  "ENSG00000161179",
 
1970
  "ENSG00000161277",
1971
  "ENSG00000161298",
1972
  "ENSG00000161381",
1973
- "ENSG00000161395",
1974
  "ENSG00000161405",
1975
- "ENSG00000161618",
1976
  "ENSG00000161647",
1977
  "ENSG00000161653",
1978
  "ENSG00000161692",
1979
  "ENSG00000161911",
1980
  "ENSG00000161940",
1981
  "ENSG00000161944",
1982
- "ENSG00000162004",
1983
  "ENSG00000162066",
1984
  "ENSG00000162073",
1985
  "ENSG00000162078",
1986
  "ENSG00000162086",
 
 
1987
  "ENSG00000162174",
1988
  "ENSG00000162194",
1989
  "ENSG00000162367",
@@ -1996,7 +1893,6 @@
1996
  "ENSG00000162438",
1997
  "ENSG00000162461",
1998
  "ENSG00000162482",
1999
- "ENSG00000162496",
2000
  "ENSG00000162510",
2001
  "ENSG00000162511",
2002
  "ENSG00000162512",
@@ -2008,6 +1904,7 @@
2008
  "ENSG00000162618",
2009
  "ENSG00000162620",
2010
  "ENSG00000162623",
 
2011
  "ENSG00000162631",
2012
  "ENSG00000162639",
2013
  "ENSG00000162641",
@@ -2025,7 +1922,6 @@
2025
  "ENSG00000162777",
2026
  "ENSG00000162836",
2027
  "ENSG00000162851",
2028
- "ENSG00000162852",
2029
  "ENSG00000162869",
2030
  "ENSG00000162877",
2031
  "ENSG00000162891",
@@ -2042,6 +1938,7 @@
2042
  "ENSG00000163032",
2043
  "ENSG00000163040",
2044
  "ENSG00000163050",
 
2045
  "ENSG00000163072",
2046
  "ENSG00000163093",
2047
  "ENSG00000163106",
@@ -2049,10 +1946,8 @@
2049
  "ENSG00000163154",
2050
  "ENSG00000163155",
2051
  "ENSG00000163161",
2052
- "ENSG00000163171",
2053
  "ENSG00000163219",
2054
- "ENSG00000163239",
2055
- "ENSG00000163328",
2056
  "ENSG00000163347",
2057
  "ENSG00000163359",
2058
  "ENSG00000163376",
@@ -2060,7 +1955,6 @@
2060
  "ENSG00000163453",
2061
  "ENSG00000163462",
2062
  "ENSG00000163472",
2063
- "ENSG00000163481",
2064
  "ENSG00000163482",
2065
  "ENSG00000163492",
2066
  "ENSG00000163507",
@@ -2092,7 +1986,6 @@
2092
  "ENSG00000163762",
2093
  "ENSG00000163794",
2094
  "ENSG00000163803",
2095
- "ENSG00000163812",
2096
  "ENSG00000163818",
2097
  "ENSG00000163827",
2098
  "ENSG00000163832",
@@ -2108,7 +2001,6 @@
2108
  "ENSG00000163964",
2109
  "ENSG00000163993",
2110
  "ENSG00000164002",
2111
- "ENSG00000164010",
2112
  "ENSG00000164011",
2113
  "ENSG00000164032",
2114
  "ENSG00000164035",
@@ -2126,12 +2018,10 @@
2126
  "ENSG00000164120",
2127
  "ENSG00000164129",
2128
  "ENSG00000164161",
2129
- "ENSG00000164188",
2130
  "ENSG00000164197",
2131
  "ENSG00000164211",
2132
  "ENSG00000164220",
2133
  "ENSG00000164251",
2134
- "ENSG00000164266",
2135
  "ENSG00000164270",
2136
  "ENSG00000164284",
2137
  "ENSG00000164296",
@@ -2164,10 +2054,10 @@
2164
  "ENSG00000164736",
2165
  "ENSG00000164742",
2166
  "ENSG00000164743",
 
2167
  "ENSG00000164825",
2168
  "ENSG00000164841",
2169
  "ENSG00000164850",
2170
- "ENSG00000164867",
2171
  "ENSG00000164920",
2172
  "ENSG00000164929",
2173
  "ENSG00000164932",
@@ -2176,11 +2066,13 @@
2176
  "ENSG00000164975",
2177
  "ENSG00000164976",
2178
  "ENSG00000165071",
 
2179
  "ENSG00000165138",
2180
  "ENSG00000165152",
2181
  "ENSG00000165168",
2182
  "ENSG00000165188",
2183
  "ENSG00000165194",
 
2184
  "ENSG00000165269",
2185
  "ENSG00000165359",
2186
  "ENSG00000165443",
@@ -2193,9 +2085,7 @@
2193
  "ENSG00000165568",
2194
  "ENSG00000165617",
2195
  "ENSG00000165621",
2196
- "ENSG00000165660",
2197
  "ENSG00000165661",
2198
- "ENSG00000165685",
2199
  "ENSG00000165704",
2200
  "ENSG00000165716",
2201
  "ENSG00000165730",
@@ -2205,12 +2095,12 @@
2205
  "ENSG00000165810",
2206
  "ENSG00000165821",
2207
  "ENSG00000165868",
 
2208
  "ENSG00000165923",
2209
  "ENSG00000165943",
2210
  "ENSG00000166073",
2211
  "ENSG00000166133",
2212
  "ENSG00000166148",
2213
- "ENSG00000166166",
2214
  "ENSG00000166169",
2215
  "ENSG00000166188",
2216
  "ENSG00000166192",
@@ -2221,14 +2111,12 @@
2221
  "ENSG00000166292",
2222
  "ENSG00000166341",
2223
  "ENSG00000166343",
2224
- "ENSG00000166428",
2225
  "ENSG00000166446",
2226
  "ENSG00000166450",
2227
  "ENSG00000166451",
2228
  "ENSG00000166477",
2229
  "ENSG00000166478",
2230
  "ENSG00000166482",
2231
- "ENSG00000166529",
2232
  "ENSG00000166578",
2233
  "ENSG00000166669",
2234
  "ENSG00000166676",
@@ -2244,12 +2132,10 @@
2244
  "ENSG00000166819",
2245
  "ENSG00000166831",
2246
  "ENSG00000166845",
2247
- "ENSG00000166851",
2248
  "ENSG00000166860",
2249
  "ENSG00000166920",
2250
  "ENSG00000166923",
2251
  "ENSG00000166928",
2252
- "ENSG00000166963",
2253
  "ENSG00000166965",
2254
  "ENSG00000166971",
2255
  "ENSG00000166997",
@@ -2263,16 +2149,15 @@
2263
  "ENSG00000167103",
2264
  "ENSG00000167105",
2265
  "ENSG00000167191",
2266
- "ENSG00000167196",
2267
  "ENSG00000167207",
2268
  "ENSG00000167208",
2269
  "ENSG00000167216",
2270
  "ENSG00000167333",
2271
  "ENSG00000167371",
2272
  "ENSG00000167377",
 
2273
  "ENSG00000167419",
2274
  "ENSG00000167434",
2275
- "ENSG00000167447",
2276
  "ENSG00000167476",
2277
  "ENSG00000167513",
2278
  "ENSG00000167525",
@@ -2293,13 +2178,11 @@
2293
  "ENSG00000167664",
2294
  "ENSG00000167676",
2295
  "ENSG00000167695",
2296
- "ENSG00000167699",
2297
  "ENSG00000167723",
2298
  "ENSG00000167748",
2299
  "ENSG00000167754",
2300
  "ENSG00000167755",
2301
  "ENSG00000167779",
2302
- "ENSG00000167785",
2303
  "ENSG00000167840",
2304
  "ENSG00000167842",
2305
  "ENSG00000167850",
@@ -2337,6 +2220,7 @@
2337
  "ENSG00000168453",
2338
  "ENSG00000168490",
2339
  "ENSG00000168491",
 
2340
  "ENSG00000168496",
2341
  "ENSG00000168497",
2342
  "ENSG00000168539",
@@ -2346,10 +2230,10 @@
2346
  "ENSG00000168646",
2347
  "ENSG00000168661",
2348
  "ENSG00000168685",
2349
- "ENSG00000168702",
2350
  "ENSG00000168758",
2351
  "ENSG00000168778",
2352
  "ENSG00000168792",
 
2353
  "ENSG00000168811",
2354
  "ENSG00000168824",
2355
  "ENSG00000168826",
@@ -2358,7 +2242,6 @@
2358
  "ENSG00000168907",
2359
  "ENSG00000168913",
2360
  "ENSG00000168917",
2361
- "ENSG00000168936",
2362
  "ENSG00000168995",
2363
  "ENSG00000169019",
2364
  "ENSG00000169031",
@@ -2379,12 +2262,11 @@
2379
  "ENSG00000169291",
2380
  "ENSG00000169313",
2381
  "ENSG00000169385",
2382
- "ENSG00000169403",
2383
  "ENSG00000169418",
2384
  "ENSG00000169429",
2385
  "ENSG00000169432",
2386
- "ENSG00000169490",
2387
  "ENSG00000169495",
 
2388
  "ENSG00000169508",
2389
  "ENSG00000169562",
2390
  "ENSG00000169598",
@@ -2401,10 +2283,8 @@
2401
  "ENSG00000170037",
2402
  "ENSG00000170074",
2403
  "ENSG00000170075",
2404
- "ENSG00000170175",
2405
  "ENSG00000170191",
2406
  "ENSG00000170222",
2407
- "ENSG00000170260",
2408
  "ENSG00000170264",
2409
  "ENSG00000170312",
2410
  "ENSG00000170322",
@@ -2421,25 +2301,26 @@
2421
  "ENSG00000170473",
2422
  "ENSG00000170476",
2423
  "ENSG00000170522",
2424
- "ENSG00000170571",
2425
  "ENSG00000170627",
2426
  "ENSG00000170631",
2427
- "ENSG00000170667",
2428
  "ENSG00000170734",
2429
  "ENSG00000170745",
2430
  "ENSG00000170779",
 
2431
  "ENSG00000170891",
2432
  "ENSG00000170915",
2433
  "ENSG00000170927",
2434
  "ENSG00000170954",
 
2435
  "ENSG00000170961",
2436
  "ENSG00000171016",
2437
- "ENSG00000171051",
2438
  "ENSG00000171056",
2439
  "ENSG00000171103",
2440
  "ENSG00000171130",
2441
  "ENSG00000171161",
2442
  "ENSG00000171169",
 
 
2443
  "ENSG00000171204",
2444
  "ENSG00000171223",
2445
  "ENSG00000171224",
@@ -2463,7 +2344,6 @@
2463
  "ENSG00000171574",
2464
  "ENSG00000171595",
2465
  "ENSG00000171596",
2466
- "ENSG00000171608",
2467
  "ENSG00000171617",
2468
  "ENSG00000171631",
2469
  "ENSG00000171649",
@@ -2484,7 +2364,6 @@
2484
  "ENSG00000172005",
2485
  "ENSG00000172014",
2486
  "ENSG00000172020",
2487
- "ENSG00000172046",
2488
  "ENSG00000172113",
2489
  "ENSG00000172116",
2490
  "ENSG00000172159",
@@ -2495,8 +2374,8 @@
2495
  "ENSG00000172273",
2496
  "ENSG00000172318",
2497
  "ENSG00000172331",
2498
- "ENSG00000172345",
2499
  "ENSG00000172349",
 
2500
  "ENSG00000172375",
2501
  "ENSG00000172379",
2502
  "ENSG00000172382",
@@ -2525,7 +2404,6 @@
2525
  "ENSG00000173114",
2526
  "ENSG00000173137",
2527
  "ENSG00000173175",
2528
- "ENSG00000173198",
2529
  "ENSG00000173200",
2530
  "ENSG00000173208",
2531
  "ENSG00000173253",
@@ -2541,7 +2419,6 @@
2541
  "ENSG00000173432",
2542
  "ENSG00000173456",
2543
  "ENSG00000173480",
2544
- "ENSG00000173531",
2545
  "ENSG00000173535",
2546
  "ENSG00000173545",
2547
  "ENSG00000173546",
@@ -2550,13 +2427,13 @@
2550
  "ENSG00000173638",
2551
  "ENSG00000173641",
2552
  "ENSG00000173662",
2553
- "ENSG00000173706",
2554
  "ENSG00000173894",
2555
  "ENSG00000173917",
2556
- "ENSG00000173928",
2557
  "ENSG00000174007",
2558
  "ENSG00000174059",
2559
  "ENSG00000174123",
 
2560
  "ENSG00000174175",
2561
  "ENSG00000174206",
2562
  "ENSG00000174236",
@@ -2583,12 +2460,14 @@
2583
  "ENSG00000174807",
2584
  "ENSG00000174827",
2585
  "ENSG00000174842",
 
2586
  "ENSG00000174946",
2587
  "ENSG00000174951",
2588
  "ENSG00000175063",
2589
  "ENSG00000175087",
2590
  "ENSG00000175170",
2591
  "ENSG00000175183",
 
2592
  "ENSG00000175283",
2593
  "ENSG00000175318",
2594
  "ENSG00000175322",
@@ -2645,18 +2524,14 @@
2645
  "ENSG00000176884",
2646
  "ENSG00000176896",
2647
  "ENSG00000176909",
2648
- "ENSG00000176953",
2649
  "ENSG00000176971",
2650
  "ENSG00000177034",
2651
- "ENSG00000177058",
2652
  "ENSG00000177096",
2653
  "ENSG00000177098",
2654
  "ENSG00000177105",
2655
  "ENSG00000177125",
2656
  "ENSG00000177181",
2657
  "ENSG00000177191",
2658
- "ENSG00000177192",
2659
- "ENSG00000177272",
2660
  "ENSG00000177302",
2661
  "ENSG00000177406",
2662
  "ENSG00000177409",
@@ -2665,6 +2540,7 @@
2665
  "ENSG00000177455",
2666
  "ENSG00000177464",
2667
  "ENSG00000177485",
 
2668
  "ENSG00000177542",
2669
  "ENSG00000177575",
2670
  "ENSG00000177613",
@@ -2674,7 +2550,6 @@
2674
  "ENSG00000177873",
2675
  "ENSG00000177946",
2676
  "ENSG00000177963",
2677
- "ENSG00000177981",
2678
  "ENSG00000177990",
2679
  "ENSG00000178015",
2680
  "ENSG00000178026",
@@ -2688,6 +2563,7 @@
2688
  "ENSG00000178229",
2689
  "ENSG00000178301",
2690
  "ENSG00000178343",
 
2691
  "ENSG00000178381",
2692
  "ENSG00000178386",
2693
  "ENSG00000178401",
@@ -2711,7 +2587,6 @@
2711
  "ENSG00000178996",
2712
  "ENSG00000178999",
2713
  "ENSG00000179021",
2714
- "ENSG00000179041",
2715
  "ENSG00000179044",
2716
  "ENSG00000179111",
2717
  "ENSG00000179115",
@@ -2739,7 +2614,6 @@
2739
  "ENSG00000179922",
2740
  "ENSG00000179941",
2741
  "ENSG00000179981",
2742
- "ENSG00000180071",
2743
  "ENSG00000180089",
2744
  "ENSG00000180096",
2745
  "ENSG00000180113",
@@ -2747,10 +2621,8 @@
2747
  "ENSG00000180245",
2748
  "ENSG00000180257",
2749
  "ENSG00000180318",
2750
- "ENSG00000180329",
2751
  "ENSG00000180340",
2752
  "ENSG00000180346",
2753
- "ENSG00000180376",
2754
  "ENSG00000180423",
2755
  "ENSG00000180448",
2756
  "ENSG00000180479",
@@ -2766,14 +2638,11 @@
2766
  "ENSG00000180871",
2767
  "ENSG00000180879",
2768
  "ENSG00000180884",
2769
- "ENSG00000180938",
2770
- "ENSG00000180953",
2771
  "ENSG00000181004",
2772
  "ENSG00000181007",
2773
  "ENSG00000181019",
2774
  "ENSG00000181036",
2775
  "ENSG00000181104",
2776
- "ENSG00000181135",
2777
  "ENSG00000181143",
2778
  "ENSG00000181195",
2779
  "ENSG00000181218",
@@ -2783,8 +2652,8 @@
2783
  "ENSG00000181472",
2784
  "ENSG00000181523",
2785
  "ENSG00000181544",
 
2786
  "ENSG00000181619",
2787
- "ENSG00000181631",
2788
  "ENSG00000181638",
2789
  "ENSG00000181652",
2790
  "ENSG00000181656",
@@ -2828,7 +2697,6 @@
2828
  "ENSG00000182993",
2829
  "ENSG00000183019",
2830
  "ENSG00000183036",
2831
- "ENSG00000183044",
2832
  "ENSG00000183092",
2833
  "ENSG00000183150",
2834
  "ENSG00000183250",
@@ -2841,7 +2709,6 @@
2841
  "ENSG00000183484",
2842
  "ENSG00000183496",
2843
  "ENSG00000183542",
2844
- "ENSG00000183549",
2845
  "ENSG00000183615",
2846
  "ENSG00000183647",
2847
  "ENSG00000183665",
@@ -2872,12 +2739,14 @@
2872
  "ENSG00000184271",
2873
  "ENSG00000184281",
2874
  "ENSG00000184292",
 
2875
  "ENSG00000184313",
2876
  "ENSG00000184343",
2877
  "ENSG00000184378",
2878
  "ENSG00000184428",
2879
  "ENSG00000184434",
2880
  "ENSG00000184436",
 
2881
  "ENSG00000184489",
2882
  "ENSG00000184497",
2883
  "ENSG00000184517",
@@ -2889,15 +2758,14 @@
2889
  "ENSG00000184809",
2890
  "ENSG00000184860",
2891
  "ENSG00000184916",
2892
- "ENSG00000184925",
2893
  "ENSG00000184949",
2894
  "ENSG00000184986",
 
2895
  "ENSG00000185065",
2896
  "ENSG00000185070",
2897
  "ENSG00000185085",
2898
  "ENSG00000185100",
2899
  "ENSG00000185101",
2900
- "ENSG00000185127",
2901
  "ENSG00000185220",
2902
  "ENSG00000185245",
2903
  "ENSG00000185252",
@@ -2922,6 +2790,7 @@
2922
  "ENSG00000185652",
2923
  "ENSG00000185670",
2924
  "ENSG00000185681",
 
2925
  "ENSG00000185697",
2926
  "ENSG00000185739",
2927
  "ENSG00000185745",
@@ -2946,15 +2815,14 @@
2946
  "ENSG00000186088",
2947
  "ENSG00000186130",
2948
  "ENSG00000186160",
2949
- "ENSG00000186193",
2950
  "ENSG00000186204",
2951
  "ENSG00000186212",
2952
  "ENSG00000186260",
2953
  "ENSG00000186272",
 
2954
  "ENSG00000186281",
2955
  "ENSG00000186300",
2956
  "ENSG00000186310",
2957
- "ENSG00000186340",
2958
  "ENSG00000186364",
2959
  "ENSG00000186376",
2960
  "ENSG00000186407",
@@ -2969,8 +2837,6 @@
2969
  "ENSG00000186564",
2970
  "ENSG00000186638",
2971
  "ENSG00000186642",
2972
- "ENSG00000186654",
2973
- "ENSG00000186660",
2974
  "ENSG00000186792",
2975
  "ENSG00000186810",
2976
  "ENSG00000186812",
@@ -2989,7 +2855,6 @@
2989
  "ENSG00000187189",
2990
  "ENSG00000187266",
2991
  "ENSG00000187288",
2992
- "ENSG00000187372",
2993
  "ENSG00000187498",
2994
  "ENSG00000187513",
2995
  "ENSG00000187522",
@@ -3000,10 +2865,10 @@
3000
  "ENSG00000187650",
3001
  "ENSG00000187678",
3002
  "ENSG00000187688",
 
3003
  "ENSG00000187741",
3004
  "ENSG00000187764",
3005
  "ENSG00000187792",
3006
- "ENSG00000187815",
3007
  "ENSG00000187862",
3008
  "ENSG00000187866",
3009
  "ENSG00000187908",
@@ -3016,14 +2881,17 @@
3016
  "ENSG00000188070",
3017
  "ENSG00000188130",
3018
  "ENSG00000188167",
 
3019
  "ENSG00000188211",
3020
  "ENSG00000188227",
3021
  "ENSG00000188257",
3022
  "ENSG00000188266",
 
3023
  "ENSG00000188283",
3024
  "ENSG00000188295",
3025
  "ENSG00000188315",
3026
  "ENSG00000188322",
 
3027
  "ENSG00000188368",
3028
  "ENSG00000188385",
3029
  "ENSG00000188389",
@@ -3036,13 +2904,13 @@
3036
  "ENSG00000188573",
3037
  "ENSG00000188611",
3038
  "ENSG00000188613",
 
3039
  "ENSG00000188636",
3040
  "ENSG00000188659",
3041
  "ENSG00000188672",
3042
  "ENSG00000188687",
3043
  "ENSG00000188693",
3044
  "ENSG00000188707",
3045
- "ENSG00000188729",
3046
  "ENSG00000188783",
3047
  "ENSG00000188785",
3048
  "ENSG00000188822",
@@ -3051,7 +2919,6 @@
3051
  "ENSG00000188917",
3052
  "ENSG00000188958",
3053
  "ENSG00000188993",
3054
- "ENSG00000188997",
3055
  "ENSG00000189042",
3056
  "ENSG00000189056",
3057
  "ENSG00000189057",
@@ -3074,7 +2941,6 @@
3074
  "ENSG00000196074",
3075
  "ENSG00000196090",
3076
  "ENSG00000196126",
3077
- "ENSG00000196151",
3078
  "ENSG00000196152",
3079
  "ENSG00000196155",
3080
  "ENSG00000196166",
@@ -3084,17 +2950,16 @@
3084
  "ENSG00000196214",
3085
  "ENSG00000196267",
3086
  "ENSG00000196268",
3087
- "ENSG00000196290",
3088
  "ENSG00000196296",
3089
  "ENSG00000196329",
3090
  "ENSG00000196338",
3091
  "ENSG00000196345",
3092
  "ENSG00000196357",
3093
  "ENSG00000196378",
 
3094
  "ENSG00000196417",
3095
  "ENSG00000196418",
3096
  "ENSG00000196422",
3097
- "ENSG00000196437",
3098
  "ENSG00000196449",
3099
  "ENSG00000196458",
3100
  "ENSG00000196460",
@@ -3110,15 +2975,14 @@
3110
  "ENSG00000196639",
3111
  "ENSG00000196646",
3112
  "ENSG00000196653",
 
3113
  "ENSG00000196666",
3114
  "ENSG00000196711",
3115
  "ENSG00000196735",
3116
  "ENSG00000196741",
3117
  "ENSG00000196793",
3118
  "ENSG00000196810",
3119
- "ENSG00000196843",
3120
  "ENSG00000196867",
3121
- "ENSG00000196878",
3122
  "ENSG00000196951",
3123
  "ENSG00000196967",
3124
  "ENSG00000196972",
@@ -3134,43 +2998,38 @@
3134
  "ENSG00000197128",
3135
  "ENSG00000197150",
3136
  "ENSG00000197168",
3137
- "ENSG00000197177",
3138
  "ENSG00000197245",
3139
  "ENSG00000197249",
3140
  "ENSG00000197265",
3141
  "ENSG00000197279",
3142
- "ENSG00000197355",
3143
  "ENSG00000197362",
3144
  "ENSG00000197372",
3145
  "ENSG00000197380",
3146
  "ENSG00000197406",
3147
- "ENSG00000197415",
3148
  "ENSG00000197429",
3149
  "ENSG00000197446",
3150
  "ENSG00000197465",
3151
  "ENSG00000197471",
3152
- "ENSG00000197479",
3153
  "ENSG00000197483",
3154
  "ENSG00000197497",
3155
  "ENSG00000197520",
3156
  "ENSG00000197540",
 
3157
  "ENSG00000197561",
3158
  "ENSG00000197565",
3159
  "ENSG00000197566",
3160
  "ENSG00000197608",
3161
  "ENSG00000197614",
3162
  "ENSG00000197619",
3163
- "ENSG00000197620",
3164
- "ENSG00000197622",
3165
  "ENSG00000197646",
3166
  "ENSG00000197647",
3167
  "ENSG00000197705",
3168
- "ENSG00000197724",
3169
  "ENSG00000197748",
3170
  "ENSG00000197766",
3171
  "ENSG00000197769",
3172
  "ENSG00000197798",
3173
  "ENSG00000197808",
 
3174
  "ENSG00000197816",
3175
  "ENSG00000197841",
3176
  "ENSG00000197857",
@@ -3181,7 +3040,6 @@
3181
  "ENSG00000197888",
3182
  "ENSG00000197889",
3183
  "ENSG00000197933",
3184
- "ENSG00000197935",
3185
  "ENSG00000197937",
3186
  "ENSG00000197951",
3187
  "ENSG00000197977",
@@ -3194,7 +3052,6 @@
3194
  "ENSG00000198089",
3195
  "ENSG00000198093",
3196
  "ENSG00000198099",
3197
- "ENSG00000198133",
3198
  "ENSG00000198146",
3199
  "ENSG00000198182",
3200
  "ENSG00000198276",
@@ -3218,7 +3075,6 @@
3218
  "ENSG00000198712",
3219
  "ENSG00000198719",
3220
  "ENSG00000198727",
3221
- "ENSG00000198728",
3222
  "ENSG00000198746",
3223
  "ENSG00000198756",
3224
  "ENSG00000198763",
@@ -3236,7 +3092,6 @@
3236
  "ENSG00000198848",
3237
  "ENSG00000198858",
3238
  "ENSG00000198860",
3239
- "ENSG00000198874",
3240
  "ENSG00000198885",
3241
  "ENSG00000198886",
3242
  "ENSG00000198890",
@@ -3249,13 +3104,9 @@
3249
  "ENSG00000198948",
3250
  "ENSG00000198959",
3251
  "ENSG00000198963",
3252
- "ENSG00000203288",
3253
- "ENSG00000203326",
3254
  "ENSG00000203356",
3255
- "ENSG00000203446",
3256
  "ENSG00000203497",
3257
  "ENSG00000203685",
3258
- "ENSG00000203697",
3259
  "ENSG00000203710",
3260
  "ENSG00000203747",
3261
  "ENSG00000203797",
@@ -3267,6 +3118,7 @@
3267
  "ENSG00000203993",
3268
  "ENSG00000204086",
3269
  "ENSG00000204147",
 
3270
  "ENSG00000204161",
3271
  "ENSG00000204176",
3272
  "ENSG00000204248",
@@ -3277,12 +3129,7 @@
3277
  "ENSG00000204305",
3278
  "ENSG00000204389",
3279
  "ENSG00000204390",
3280
- "ENSG00000204410",
3281
- "ENSG00000204420",
3282
  "ENSG00000204421",
3283
- "ENSG00000204428",
3284
- "ENSG00000204439",
3285
- "ENSG00000204472",
3286
  "ENSG00000204475",
3287
  "ENSG00000204516",
3288
  "ENSG00000204519",
@@ -3294,10 +3141,9 @@
3294
  "ENSG00000204599",
3295
  "ENSG00000204604",
3296
  "ENSG00000204618",
3297
- "ENSG00000204625",
3298
  "ENSG00000204740",
3299
  "ENSG00000204758",
3300
- "ENSG00000204815",
3301
  "ENSG00000204839",
3302
  "ENSG00000204899",
3303
  "ENSG00000204923",
@@ -3306,6 +3152,7 @@
3306
  "ENSG00000204947",
3307
  "ENSG00000205038",
3308
  "ENSG00000205045",
 
3309
  "ENSG00000205076",
3310
  "ENSG00000205084",
3311
  "ENSG00000205089",
@@ -3313,19 +3160,20 @@
3313
  "ENSG00000205208",
3314
  "ENSG00000205221",
3315
  "ENSG00000205250",
3316
- "ENSG00000205277",
3317
  "ENSG00000205413",
3318
  "ENSG00000205420",
3319
- "ENSG00000205426",
3320
  "ENSG00000205542",
3321
  "ENSG00000205559",
3322
  "ENSG00000205560",
3323
  "ENSG00000205593",
 
3324
  "ENSG00000205643",
3325
  "ENSG00000205710",
3326
  "ENSG00000205744",
3327
  "ENSG00000205758",
3328
  "ENSG00000205808",
 
 
3329
  "ENSG00000206052",
3330
  "ENSG00000206069",
3331
  "ENSG00000206075",
@@ -3335,11 +3183,9 @@
3335
  "ENSG00000206557",
3336
  "ENSG00000206559",
3337
  "ENSG00000206561",
 
3338
  "ENSG00000211445",
3339
  "ENSG00000211448",
3340
- "ENSG00000211677",
3341
- "ENSG00000211679",
3342
- "ENSG00000211829",
3343
  "ENSG00000212916",
3344
  "ENSG00000213057",
3345
  "ENSG00000213088",
@@ -3350,12 +3196,10 @@
3350
  "ENSG00000213390",
3351
  "ENSG00000213424",
3352
  "ENSG00000213516",
3353
- "ENSG00000213588",
3354
  "ENSG00000213638",
3355
  "ENSG00000213658",
3356
  "ENSG00000213694",
3357
  "ENSG00000213714",
3358
- "ENSG00000213760",
3359
  "ENSG00000213762",
3360
  "ENSG00000213809",
3361
  "ENSG00000213889",
@@ -3365,7 +3209,6 @@
3365
  "ENSG00000213937",
3366
  "ENSG00000213949",
3367
  "ENSG00000213967",
3368
- "ENSG00000213988",
3369
  "ENSG00000214029",
3370
  "ENSG00000214128",
3371
  "ENSG00000214140",
@@ -3376,9 +3219,10 @@
3376
  "ENSG00000214575",
3377
  "ENSG00000214595",
3378
  "ENSG00000214652",
3379
- "ENSG00000214706",
3380
  "ENSG00000214870",
3381
  "ENSG00000214894",
 
 
3382
  "ENSG00000215041",
3383
  "ENSG00000215217",
3384
  "ENSG00000215218",
@@ -3387,12 +3231,11 @@
3387
  "ENSG00000215458",
3388
  "ENSG00000215788",
3389
  "ENSG00000215808",
3390
- "ENSG00000215883",
3391
  "ENSG00000216863",
3392
  "ENSG00000217442",
 
3393
  "ENSG00000219607",
3394
  "ENSG00000220201",
3395
- "ENSG00000221818",
3396
  "ENSG00000221829",
3397
  "ENSG00000221866",
3398
  "ENSG00000221883",
@@ -3407,19 +3250,15 @@
3407
  "ENSG00000221994",
3408
  "ENSG00000222011",
3409
  "ENSG00000223546",
3410
- "ENSG00000223547",
3411
  "ENSG00000223561",
3412
  "ENSG00000223658",
3413
- "ENSG00000223813",
3414
- "ENSG00000223865",
3415
- "ENSG00000223923",
3416
  "ENSG00000223960",
3417
  "ENSG00000224046",
3418
  "ENSG00000224057",
3419
  "ENSG00000224086",
3420
- "ENSG00000224137",
3421
  "ENSG00000224152",
3422
  "ENSG00000224164",
 
3423
  "ENSG00000224238",
3424
  "ENSG00000224358",
3425
  "ENSG00000224383",
@@ -3428,114 +3267,137 @@
3428
  "ENSG00000224429",
3429
  "ENSG00000224565",
3430
  "ENSG00000224687",
 
3431
  "ENSG00000224843",
 
3432
  "ENSG00000224903",
3433
  "ENSG00000224934",
3434
- "ENSG00000224977",
3435
  "ENSG00000224982",
 
 
3436
  "ENSG00000225265",
3437
  "ENSG00000225285",
 
3438
  "ENSG00000225342",
3439
- "ENSG00000225439",
3440
  "ENSG00000225535",
3441
  "ENSG00000225572",
3442
  "ENSG00000225578",
 
3443
  "ENSG00000225611",
 
3444
  "ENSG00000225697",
 
3445
  "ENSG00000225791",
3446
  "ENSG00000225793",
3447
  "ENSG00000225855",
3448
  "ENSG00000225880",
3449
  "ENSG00000225938",
3450
  "ENSG00000225945",
 
3451
  "ENSG00000225975",
3452
  "ENSG00000226026",
3453
  "ENSG00000226029",
3454
  "ENSG00000226200",
3455
- "ENSG00000226445",
3456
  "ENSG00000226496",
3457
- "ENSG00000226833",
 
3458
  "ENSG00000226887",
3459
  "ENSG00000226889",
3460
  "ENSG00000226979",
3461
  "ENSG00000227051",
3462
  "ENSG00000227155",
3463
- "ENSG00000227191",
3464
- "ENSG00000227354",
3465
  "ENSG00000227373",
3466
  "ENSG00000227403",
3467
  "ENSG00000227471",
3468
- "ENSG00000227954",
3469
- "ENSG00000228013",
3470
- "ENSG00000228060",
 
3471
  "ENSG00000228140",
 
3472
  "ENSG00000228192",
 
3473
  "ENSG00000228340",
 
 
3474
  "ENSG00000228536",
3475
  "ENSG00000228594",
3476
  "ENSG00000228606",
3477
- "ENSG00000228661",
3478
  "ENSG00000228701",
3479
  "ENSG00000228784",
3480
- "ENSG00000228857",
3481
- "ENSG00000228878",
3482
  "ENSG00000229056",
3483
  "ENSG00000229111",
3484
  "ENSG00000229124",
3485
  "ENSG00000229127",
 
3486
  "ENSG00000229291",
3487
- "ENSG00000229334",
3488
  "ENSG00000229474",
3489
  "ENSG00000229619",
3490
  "ENSG00000229647",
 
3491
  "ENSG00000230013",
 
3492
  "ENSG00000230091",
 
3493
  "ENSG00000230148",
3494
  "ENSG00000230337",
3495
  "ENSG00000230513",
3496
  "ENSG00000230555",
 
 
3497
  "ENSG00000230797",
3498
  "ENSG00000230844",
3499
  "ENSG00000231105",
 
3500
  "ENSG00000231133",
3501
  "ENSG00000231177",
3502
  "ENSG00000231210",
3503
  "ENSG00000231298",
 
3504
  "ENSG00000231389",
3505
  "ENSG00000231407",
3506
  "ENSG00000231528",
3507
  "ENSG00000231621",
3508
  "ENSG00000231742",
 
3509
  "ENSG00000231764",
3510
  "ENSG00000231768",
 
3511
  "ENSG00000231770",
3512
- "ENSG00000231852",
3513
  "ENSG00000231887",
3514
  "ENSG00000231890",
3515
  "ENSG00000231908",
3516
  "ENSG00000231920",
3517
- "ENSG00000232065",
3518
  "ENSG00000232098",
3519
  "ENSG00000232233",
3520
  "ENSG00000232310",
3521
  "ENSG00000232453",
3522
  "ENSG00000232533",
3523
  "ENSG00000232591",
 
 
3524
  "ENSG00000232656",
3525
  "ENSG00000232684",
3526
  "ENSG00000232810",
 
3527
  "ENSG00000232859",
3528
  "ENSG00000232977",
3529
  "ENSG00000233098",
3530
- "ENSG00000233110",
3531
  "ENSG00000233117",
3532
- "ENSG00000233246",
3533
  "ENSG00000233554",
 
3534
  "ENSG00000233672",
3535
  "ENSG00000233791",
3536
  "ENSG00000233822",
 
3537
  "ENSG00000234028",
3538
- "ENSG00000234072",
3539
  "ENSG00000234284",
3540
  "ENSG00000234350",
3541
  "ENSG00000234511",
@@ -3545,46 +3407,50 @@
3545
  "ENSG00000234663",
3546
  "ENSG00000234684",
3547
  "ENSG00000234707",
3548
- "ENSG00000234715",
3549
  "ENSG00000234719",
3550
- "ENSG00000234832",
3551
- "ENSG00000234869",
3552
  "ENSG00000234883",
 
3553
  "ENSG00000235016",
3554
  "ENSG00000235097",
3555
  "ENSG00000235106",
3556
  "ENSG00000235162",
3557
  "ENSG00000235172",
3558
- "ENSG00000235185",
3559
- "ENSG00000235300",
3560
  "ENSG00000235387",
3561
  "ENSG00000235501",
3562
  "ENSG00000235530",
3563
  "ENSG00000235532",
3564
- "ENSG00000235621",
3565
  "ENSG00000235706",
3566
  "ENSG00000235724",
3567
  "ENSG00000235740",
3568
  "ENSG00000235865",
3569
  "ENSG00000235897",
 
3570
  "ENSG00000235919",
3571
- "ENSG00000236021",
3572
  "ENSG00000236104",
3573
- "ENSG00000236120",
3574
  "ENSG00000236144",
3575
  "ENSG00000236200",
 
3576
  "ENSG00000236213",
3577
- "ENSG00000236305",
3578
  "ENSG00000236423",
 
3579
  "ENSG00000236617",
 
 
 
3580
  "ENSG00000236859",
3581
  "ENSG00000236915",
 
 
3582
  "ENSG00000236991",
3583
  "ENSG00000237001",
3584
- "ENSG00000237036",
3585
  "ENSG00000237054",
3586
  "ENSG00000237080",
3587
  "ENSG00000237125",
 
3588
  "ENSG00000237149",
3589
  "ENSG00000237172",
3590
  "ENSG00000237181",
@@ -3594,23 +3460,24 @@
3594
  "ENSG00000237436",
3595
  "ENSG00000237440",
3596
  "ENSG00000237441",
 
 
3597
  "ENSG00000237484",
3598
- "ENSG00000237489",
3599
  "ENSG00000237686",
3600
- "ENSG00000237742",
3601
  "ENSG00000237753",
 
3602
  "ENSG00000237797",
3603
  "ENSG00000237886",
3604
  "ENSG00000237928",
3605
  "ENSG00000237949",
3606
  "ENSG00000237950",
3607
  "ENSG00000237989",
3608
- "ENSG00000238005",
3609
  "ENSG00000238121",
3610
- "ENSG00000238164",
3611
  "ENSG00000238197",
3612
  "ENSG00000238198",
3613
  "ENSG00000239219",
 
3614
  "ENSG00000239445",
3615
  "ENSG00000239453",
3616
  "ENSG00000239636",
@@ -3619,13 +3486,13 @@
3619
  "ENSG00000239961",
3620
  "ENSG00000239998",
3621
  "ENSG00000240012",
3622
- "ENSG00000240053",
3623
  "ENSG00000240057",
3624
- "ENSG00000240063",
3625
  "ENSG00000240137",
3626
  "ENSG00000240204",
 
3627
  "ENSG00000240288",
3628
  "ENSG00000240373",
 
3629
  "ENSG00000240405",
3630
  "ENSG00000240498",
3631
  "ENSG00000240505",
@@ -3633,12 +3500,9 @@
3633
  "ENSG00000240583",
3634
  "ENSG00000240694",
3635
  "ENSG00000240747",
3636
- "ENSG00000240790",
3637
  "ENSG00000240859",
3638
  "ENSG00000240889",
3639
- "ENSG00000241106",
3640
  "ENSG00000241135",
3641
- "ENSG00000241155",
3642
  "ENSG00000241158",
3643
  "ENSG00000241163",
3644
  "ENSG00000241316",
@@ -3650,27 +3514,33 @@
3650
  "ENSG00000241878",
3651
  "ENSG00000241933",
3652
  "ENSG00000242114",
3653
- "ENSG00000242242",
3654
  "ENSG00000242522",
 
3655
  "ENSG00000242574",
 
3656
  "ENSG00000242732",
3657
- "ENSG00000242781",
3658
  "ENSG00000242852",
3659
  "ENSG00000243137",
3660
  "ENSG00000243335",
 
3661
  "ENSG00000243701",
3662
  "ENSG00000243811",
3663
  "ENSG00000243943",
3664
  "ENSG00000244041",
3665
  "ENSG00000244219",
3666
  "ENSG00000244300",
 
3667
  "ENSG00000244558",
3668
  "ENSG00000244734",
3669
  "ENSG00000244926",
 
3670
  "ENSG00000245017",
 
 
3671
  "ENSG00000245105",
3672
  "ENSG00000245146",
3673
  "ENSG00000245149",
 
3674
  "ENSG00000245164",
3675
  "ENSG00000245213",
3676
  "ENSG00000245275",
@@ -3680,14 +3550,16 @@
3680
  "ENSG00000245532",
3681
  "ENSG00000245552",
3682
  "ENSG00000245556",
3683
- "ENSG00000245571",
3684
  "ENSG00000245614",
3685
  "ENSG00000245680",
3686
  "ENSG00000245954",
3687
  "ENSG00000245975",
 
3688
  "ENSG00000246084",
3689
  "ENSG00000246089",
3690
  "ENSG00000246223",
 
3691
  "ENSG00000246339",
3692
  "ENSG00000246366",
3693
  "ENSG00000246526",
@@ -3700,23 +3572,28 @@
3700
  "ENSG00000247157",
3701
  "ENSG00000247199",
3702
  "ENSG00000247317",
3703
- "ENSG00000247373",
3704
  "ENSG00000247626",
3705
  "ENSG00000247746",
3706
  "ENSG00000247796",
 
3707
  "ENSG00000247950",
3708
  "ENSG00000248008",
 
3709
  "ENSG00000248174",
3710
- "ENSG00000248429",
 
3711
  "ENSG00000248473",
3712
  "ENSG00000248483",
3713
  "ENSG00000248489",
 
3714
  "ENSG00000248690",
 
3715
  "ENSG00000248771",
 
3716
  "ENSG00000248810",
3717
  "ENSG00000248890",
3718
  "ENSG00000248925",
3719
- "ENSG00000249375",
3720
  "ENSG00000249378",
3721
  "ENSG00000249669",
3722
  "ENSG00000249715",
@@ -3728,12 +3605,15 @@
3728
  "ENSG00000249992",
3729
  "ENSG00000249993",
3730
  "ENSG00000250073",
3731
- "ENSG00000250091",
3732
  "ENSG00000250159",
3733
  "ENSG00000250616",
3734
  "ENSG00000250673",
3735
  "ENSG00000250802",
 
3736
  "ENSG00000251022",
 
 
3737
  "ENSG00000251279",
3738
  "ENSG00000251323",
3739
  "ENSG00000251369",
@@ -3741,44 +3621,53 @@
3741
  "ENSG00000251538",
3742
  "ENSG00000251562",
3743
  "ENSG00000251637",
 
 
 
3744
  "ENSG00000253302",
3745
  "ENSG00000253309",
3746
- "ENSG00000253490",
3747
  "ENSG00000253522",
3748
  "ENSG00000253537",
3749
  "ENSG00000253669",
3750
  "ENSG00000253704",
3751
  "ENSG00000253953",
3752
- "ENSG00000254003",
3753
  "ENSG00000254122",
 
3754
  "ENSG00000254245",
3755
  "ENSG00000254415",
 
3756
  "ENSG00000254535",
3757
  "ENSG00000254703",
 
3758
  "ENSG00000254827",
3759
- "ENSG00000254858",
3760
  "ENSG00000254862",
3761
  "ENSG00000255008",
 
 
3762
  "ENSG00000255052",
3763
  "ENSG00000255100",
3764
  "ENSG00000255150",
3765
  "ENSG00000255153",
 
3766
  "ENSG00000255284",
 
3767
  "ENSG00000255363",
3768
  "ENSG00000255423",
3769
- "ENSG00000255458",
3770
- "ENSG00000255521",
3771
  "ENSG00000255561",
3772
  "ENSG00000255867",
3773
  "ENSG00000255874",
 
3774
  "ENSG00000256039",
3775
  "ENSG00000256043",
3776
  "ENSG00000256061",
3777
  "ENSG00000256087",
 
3778
  "ENSG00000256128",
3779
  "ENSG00000256223",
3780
  "ENSG00000256262",
3781
  "ENSG00000256269",
 
 
3782
  "ENSG00000256576",
3783
  "ENSG00000256683",
3784
  "ENSG00000256771",
@@ -3788,6 +3677,8 @@
3788
  "ENSG00000257052",
3789
  "ENSG00000257135",
3790
  "ENSG00000257167",
 
 
3791
  "ENSG00000257285",
3792
  "ENSG00000257354",
3793
  "ENSG00000257433",
@@ -3798,49 +3689,67 @@
3798
  "ENSG00000257913",
3799
  "ENSG00000257924",
3800
  "ENSG00000258057",
 
3801
  "ENSG00000258227",
3802
- "ENSG00000258343",
 
3803
  "ENSG00000258376",
3804
  "ENSG00000258405",
3805
  "ENSG00000258457",
3806
  "ENSG00000258476",
3807
  "ENSG00000258484",
3808
  "ENSG00000258512",
3809
- "ENSG00000258545",
3810
  "ENSG00000258647",
3811
  "ENSG00000258708",
 
 
3812
  "ENSG00000259129",
3813
  "ENSG00000259134",
3814
  "ENSG00000259207",
 
 
3815
  "ENSG00000259291",
3816
  "ENSG00000259319",
 
3817
  "ENSG00000259349",
 
 
3818
  "ENSG00000259456",
3819
  "ENSG00000259488",
3820
  "ENSG00000259498",
3821
  "ENSG00000259577",
3822
  "ENSG00000259826",
3823
  "ENSG00000259877",
 
3824
  "ENSG00000259905",
 
3825
  "ENSG00000259943",
3826
  "ENSG00000259956",
 
 
3827
  "ENSG00000260001",
 
 
3828
  "ENSG00000260101",
 
3829
  "ENSG00000260219",
3830
  "ENSG00000260236",
 
3831
  "ENSG00000260302",
3832
  "ENSG00000260314",
3833
  "ENSG00000260317",
3834
  "ENSG00000260325",
3835
  "ENSG00000260329",
3836
  "ENSG00000260339",
 
 
3837
  "ENSG00000260475",
 
3838
  "ENSG00000260526",
3839
  "ENSG00000260572",
3840
- "ENSG00000260589",
3841
  "ENSG00000260625",
3842
- "ENSG00000260630",
3843
- "ENSG00000260778",
3844
  "ENSG00000260804",
3845
  "ENSG00000260852",
3846
  "ENSG00000260876",
@@ -3848,53 +3757,80 @@
3848
  "ENSG00000260898",
3849
  "ENSG00000260942",
3850
  "ENSG00000260992",
 
3851
  "ENSG00000261087",
 
3852
  "ENSG00000261173",
3853
  "ENSG00000261188",
3854
  "ENSG00000261220",
 
 
3855
  "ENSG00000261326",
3856
  "ENSG00000261341",
3857
  "ENSG00000261371",
3858
  "ENSG00000261390",
3859
  "ENSG00000261416",
 
3860
  "ENSG00000261455",
3861
  "ENSG00000261485",
3862
- "ENSG00000261488",
 
3863
  "ENSG00000261794",
3864
  "ENSG00000261801",
 
3865
  "ENSG00000261934",
3866
  "ENSG00000261971",
 
 
3867
  "ENSG00000262097",
3868
  "ENSG00000262165",
 
 
 
 
 
3869
  "ENSG00000263002",
3870
  "ENSG00000263004",
 
 
3871
  "ENSG00000263400",
3872
  "ENSG00000263417",
3873
- "ENSG00000263528",
3874
  "ENSG00000263874",
3875
- "ENSG00000264235",
3876
  "ENSG00000264247",
3877
- "ENSG00000264269",
3878
  "ENSG00000264575",
 
 
3879
  "ENSG00000264672",
3880
- "ENSG00000264964",
3881
  "ENSG00000265096",
 
3882
  "ENSG00000265142",
3883
- "ENSG00000265190",
3884
  "ENSG00000265817",
3885
  "ENSG00000265972",
 
3886
  "ENSG00000266010",
 
3887
  "ENSG00000266256",
 
3888
  "ENSG00000266714",
3889
  "ENSG00000266904",
 
3890
  "ENSG00000266967",
3891
- "ENSG00000266983",
3892
- "ENSG00000267207",
3893
- "ENSG00000267259",
 
 
 
3894
  "ENSG00000267270",
 
3895
  "ENSG00000267278",
3896
  "ENSG00000267280",
 
3897
  "ENSG00000267337",
 
3898
  "ENSG00000267365",
3899
  "ENSG00000267395",
3900
  "ENSG00000267402",
@@ -3907,99 +3843,163 @@
3907
  "ENSG00000267534",
3908
  "ENSG00000267551",
3909
  "ENSG00000267680",
 
 
3910
  "ENSG00000267767",
 
3911
  "ENSG00000267858",
3912
  "ENSG00000268001",
 
 
3913
  "ENSG00000268257",
 
 
 
3914
  "ENSG00000268621",
3915
  "ENSG00000268751",
 
3916
  "ENSG00000268895",
 
3917
  "ENSG00000268996",
3918
- "ENSG00000269086",
3919
  "ENSG00000269220",
3920
  "ENSG00000269343",
3921
  "ENSG00000269404",
3922
  "ENSG00000269696",
 
 
 
3923
  "ENSG00000270084",
 
3924
  "ENSG00000270141",
3925
- "ENSG00000270164",
 
 
3926
  "ENSG00000270362",
3927
  "ENSG00000270547",
 
3928
  "ENSG00000270673",
 
 
3929
  "ENSG00000270959",
3930
  "ENSG00000270964",
 
3931
  "ENSG00000271122",
 
3932
  "ENSG00000271270",
3933
  "ENSG00000271383",
3934
- "ENSG00000271447",
3935
- "ENSG00000271503",
3936
  "ENSG00000271538",
 
 
3937
  "ENSG00000271784",
 
 
 
 
 
3938
  "ENSG00000271991",
 
 
 
3939
  "ENSG00000272031",
 
 
 
3940
  "ENSG00000272142",
3941
  "ENSG00000272143",
 
3942
  "ENSG00000272145",
 
 
3943
  "ENSG00000272189",
3944
- "ENSG00000272269",
 
 
 
 
 
3945
  "ENSG00000272282",
 
 
 
 
 
3946
  "ENSG00000272398",
 
 
3947
  "ENSG00000272455",
3948
  "ENSG00000272462",
 
3949
  "ENSG00000272523",
 
 
3950
  "ENSG00000272620",
 
 
3951
  "ENSG00000272663",
3952
  "ENSG00000272666",
3953
  "ENSG00000272677",
3954
  "ENSG00000272695",
3955
  "ENSG00000272701",
3956
  "ENSG00000272716",
 
 
 
3957
  "ENSG00000272767",
 
 
3958
  "ENSG00000272841",
3959
  "ENSG00000272853",
3960
- "ENSG00000272894",
3961
  "ENSG00000272902",
 
 
 
 
3962
  "ENSG00000272994",
 
 
3963
  "ENSG00000273033",
3964
  "ENSG00000273045",
 
 
3965
  "ENSG00000273084",
 
3966
  "ENSG00000273117",
3967
  "ENSG00000273143",
3968
- "ENSG00000273148",
 
 
 
 
 
3969
  "ENSG00000273249",
 
 
 
 
 
 
3970
  "ENSG00000273356",
 
 
3971
  "ENSG00000273382",
 
3972
  "ENSG00000273409",
 
 
3973
  "ENSG00000274286",
3974
- "ENSG00000274736",
3975
- "ENSG00000274750",
3976
- "ENSG00000275004",
3977
- "ENSG00000275074",
3978
  "ENSG00000275111",
3979
- "ENSG00000275302",
3980
- "ENSG00000275395",
3981
- "ENSG00000275700",
3982
  "ENSG00000275714",
3983
  "ENSG00000276045",
3984
- "ENSG00000276070",
3985
- "ENSG00000276116",
3986
- "ENSG00000276234",
3987
- "ENSG00000276293",
3988
  "ENSG00000276600",
3989
- "ENSG00000277075",
3990
- "ENSG00000277157",
3991
- "ENSG00000277161",
3992
- "ENSG00000277632",
3993
  "ENSG00000278129",
3994
- "ENSG00000278619",
3995
  "ENSG00000278637",
3996
  "ENSG00000278828",
3997
- "ENSG00000279873",
3998
  "ENSG00000280670",
3999
- "ENSG00000281103",
4000
- "ENSG00000281332",
4001
- "ENSG00000281358",
4002
- "ENSG00000281501"
4003
  ],
4004
  "label_categories": [
4005
  "B cell",
@@ -4031,7 +4031,7 @@
4031
  "plasma cell",
4032
  "salivary gland cell",
4033
  "tissue-resident macrophage",
4034
- "unassigned",
4035
- "vascular associated smooth muscle cell"
4036
  ]
4037
  }
 
1
  {
2
  "gene_names": [
3
+ "ENSG00000000460",
4
  "ENSG00000000938",
5
  "ENSG00000001497",
6
  "ENSG00000002587",
 
11
  "ENSG00000003509",
12
  "ENSG00000004139",
13
  "ENSG00000004809",
 
14
  "ENSG00000005102",
15
  "ENSG00000005156",
16
  "ENSG00000005187",
17
  "ENSG00000005194",
 
18
  "ENSG00000005381",
 
19
  "ENSG00000005801",
20
  "ENSG00000005844",
21
+ "ENSG00000005961",
22
  "ENSG00000005981",
23
  "ENSG00000006128",
24
  "ENSG00000006194",
25
  "ENSG00000006210",
26
  "ENSG00000006282",
27
  "ENSG00000006432",
 
28
  "ENSG00000006606",
29
  "ENSG00000006638",
30
  "ENSG00000006744",
 
43
  "ENSG00000008513",
44
  "ENSG00000008516",
45
  "ENSG00000008517",
46
+ "ENSG00000008735",
47
  "ENSG00000008838",
48
  "ENSG00000009694",
49
  "ENSG00000009724",
50
  "ENSG00000009790",
51
  "ENSG00000010292",
52
  "ENSG00000010319",
 
53
  "ENSG00000010539",
54
  "ENSG00000010932",
55
  "ENSG00000011009",
 
72
  "ENSG00000014914",
73
  "ENSG00000015133",
74
  "ENSG00000016082",
 
75
  "ENSG00000017427",
76
  "ENSG00000018236",
77
  "ENSG00000018610",
 
95
  "ENSG00000026751",
96
  "ENSG00000026950",
97
  "ENSG00000028137",
 
98
  "ENSG00000029534",
99
  "ENSG00000030110",
100
  "ENSG00000032219",
 
102
  "ENSG00000034053",
103
  "ENSG00000034533",
104
  "ENSG00000034971",
 
105
  "ENSG00000036448",
106
  "ENSG00000036473",
107
  "ENSG00000037280",
108
  "ENSG00000038358",
109
  "ENSG00000038427",
110
  "ENSG00000040487",
111
+ "ENSG00000040531",
112
  "ENSG00000040608",
113
  "ENSG00000040731",
114
  "ENSG00000041880",
 
170
  "ENSG00000063127",
171
  "ENSG00000063176",
172
  "ENSG00000063587",
 
173
  "ENSG00000063761",
 
174
  "ENSG00000064102",
175
  "ENSG00000064201",
176
  "ENSG00000064205",
 
190
  "ENSG00000065534",
191
  "ENSG00000065600",
192
  "ENSG00000065665",
 
193
  "ENSG00000066056",
194
  "ENSG00000066185",
195
  "ENSG00000066279",
 
207
  "ENSG00000068654",
208
  "ENSG00000068976",
209
  "ENSG00000069122",
 
210
  "ENSG00000069966",
211
  "ENSG00000070047",
 
212
  "ENSG00000070182",
213
  "ENSG00000070718",
214
  "ENSG00000070915",
 
227
  "ENSG00000073861",
228
  "ENSG00000073910",
229
  "ENSG00000074047",
 
230
  "ENSG00000074590",
231
  "ENSG00000074660",
232
  "ENSG00000074706",
 
244
  "ENSG00000076382",
245
  "ENSG00000076641",
246
  "ENSG00000076706",
 
247
  "ENSG00000077274",
248
  "ENSG00000077348",
249
  "ENSG00000077585",
 
278
  "ENSG00000081277",
279
  "ENSG00000081386",
280
  "ENSG00000081479",
 
281
  "ENSG00000081853",
282
  "ENSG00000082074",
283
  "ENSG00000082213",
284
  "ENSG00000082482",
 
285
  "ENSG00000082516",
286
  "ENSG00000083444",
287
  "ENSG00000083750",
 
299
  "ENSG00000085741",
300
  "ENSG00000085978",
301
  "ENSG00000085998",
 
302
  "ENSG00000086200",
303
  "ENSG00000086205",
304
  "ENSG00000086548",
 
325
  "ENSG00000089091",
326
  "ENSG00000089163",
327
  "ENSG00000089472",
 
328
  "ENSG00000089685",
329
  "ENSG00000089692",
330
  "ENSG00000089723",
 
334
  "ENSG00000090432",
335
  "ENSG00000090612",
336
  "ENSG00000090659",
 
337
  "ENSG00000090975",
338
  "ENSG00000091106",
339
  "ENSG00000091128",
340
  "ENSG00000091136",
341
  "ENSG00000091181",
342
  "ENSG00000091436",
 
343
  "ENSG00000091513",
344
  "ENSG00000091536",
345
  "ENSG00000091651",
 
359
  "ENSG00000092853",
360
  "ENSG00000092929",
361
  "ENSG00000092964",
 
362
  "ENSG00000093134",
363
  "ENSG00000094804",
364
  "ENSG00000094841",
 
368
  "ENSG00000095303",
369
  "ENSG00000095319",
370
  "ENSG00000095370",
 
371
  "ENSG00000095587",
372
  "ENSG00000095713",
373
  "ENSG00000096006",
374
+ "ENSG00000096654",
375
  "ENSG00000096996",
376
  "ENSG00000097021",
377
  "ENSG00000099194",
 
382
  "ENSG00000099849",
383
  "ENSG00000099860",
384
  "ENSG00000099866",
 
385
  "ENSG00000099937",
 
386
  "ENSG00000099953",
387
  "ENSG00000099958",
388
  "ENSG00000099960",
 
390
  "ENSG00000099994",
391
  "ENSG00000099998",
392
  "ENSG00000100003",
 
393
  "ENSG00000100036",
394
  "ENSG00000100056",
395
  "ENSG00000100060",
396
  "ENSG00000100079",
397
  "ENSG00000100100",
398
  "ENSG00000100116",
 
399
  "ENSG00000100156",
400
  "ENSG00000100219",
401
  "ENSG00000100228",
 
406
  "ENSG00000100297",
407
  "ENSG00000100298",
408
  "ENSG00000100302",
 
409
  "ENSG00000100336",
410
  "ENSG00000100346",
 
411
  "ENSG00000100351",
412
  "ENSG00000100368",
 
413
  "ENSG00000100385",
414
  "ENSG00000100395",
415
  "ENSG00000100416",
 
416
  "ENSG00000100450",
417
  "ENSG00000100453",
418
  "ENSG00000100473",
 
448
  "ENSG00000101439",
449
  "ENSG00000101440",
450
  "ENSG00000101442",
451
+ "ENSG00000101446",
452
  "ENSG00000101452",
453
  "ENSG00000101574",
454
  "ENSG00000101624",
 
471
  "ENSG00000102096",
472
  "ENSG00000102109",
473
  "ENSG00000102174",
 
474
  "ENSG00000102245",
475
  "ENSG00000102265",
476
  "ENSG00000102384",
 
481
  "ENSG00000102743",
482
  "ENSG00000102755",
483
  "ENSG00000102760",
 
484
  "ENSG00000102804",
485
  "ENSG00000102837",
486
  "ENSG00000102870",
 
487
  "ENSG00000102879",
488
  "ENSG00000102886",
489
  "ENSG00000102897",
 
494
  "ENSG00000102981",
495
  "ENSG00000103005",
496
  "ENSG00000103034",
 
497
  "ENSG00000103044",
498
  "ENSG00000103051",
499
  "ENSG00000103066",
 
508
  "ENSG00000103494",
509
  "ENSG00000103522",
510
  "ENSG00000103540",
 
511
  "ENSG00000103671",
512
  "ENSG00000103710",
513
  "ENSG00000103740",
 
530
  "ENSG00000105011",
531
  "ENSG00000105131",
532
  "ENSG00000105136",
 
533
  "ENSG00000105173",
534
  "ENSG00000105227",
 
535
  "ENSG00000105278",
536
  "ENSG00000105290",
537
  "ENSG00000105352",
 
544
  "ENSG00000105499",
545
  "ENSG00000105538",
546
  "ENSG00000105583",
 
547
  "ENSG00000105641",
548
  "ENSG00000105672",
549
  "ENSG00000105676",
 
591
  "ENSG00000107738",
592
  "ENSG00000107742",
593
  "ENSG00000107796",
 
594
  "ENSG00000107821",
595
  "ENSG00000107984",
596
  "ENSG00000108039",
597
  "ENSG00000108176",
598
  "ENSG00000108244",
 
599
  "ENSG00000108375",
600
  "ENSG00000108379",
601
  "ENSG00000108381",
602
  "ENSG00000108384",
603
  "ENSG00000108474",
604
  "ENSG00000108518",
605
+ "ENSG00000108654",
606
  "ENSG00000108691",
607
  "ENSG00000108700",
608
  "ENSG00000108771",
 
621
  "ENSG00000109099",
622
  "ENSG00000109107",
623
  "ENSG00000109163",
 
624
  "ENSG00000109193",
625
+ "ENSG00000109205",
626
  "ENSG00000109272",
627
  "ENSG00000109471",
 
628
  "ENSG00000109576",
629
  "ENSG00000109743",
630
  "ENSG00000109805",
 
631
  "ENSG00000109943",
632
  "ENSG00000109944",
633
  "ENSG00000109971",
 
643
  "ENSG00000110435",
644
  "ENSG00000110436",
645
  "ENSG00000110448",
 
646
  "ENSG00000110619",
647
  "ENSG00000110665",
648
  "ENSG00000110799",
649
  "ENSG00000110848",
 
650
  "ENSG00000110876",
651
  "ENSG00000110888",
652
  "ENSG00000110900",
 
666
  "ENSG00000111405",
667
  "ENSG00000111432",
668
  "ENSG00000111445",
 
669
  "ENSG00000111537",
670
  "ENSG00000111554",
 
671
  "ENSG00000111644",
672
  "ENSG00000111665",
673
  "ENSG00000111674",
674
  "ENSG00000111679",
675
  "ENSG00000111696",
 
676
  "ENSG00000111728",
677
  "ENSG00000111729",
678
  "ENSG00000111796",
 
681
  "ENSG00000111834",
682
  "ENSG00000111845",
683
  "ENSG00000111863",
 
684
  "ENSG00000112039",
685
  "ENSG00000112053",
686
  "ENSG00000112118",
 
698
  "ENSG00000112303",
699
  "ENSG00000112378",
700
  "ENSG00000112414",
 
701
  "ENSG00000112541",
702
  "ENSG00000112562",
703
  "ENSG00000112592",
 
706
  "ENSG00000112742",
707
  "ENSG00000112782",
708
  "ENSG00000112796",
 
709
  "ENSG00000112902",
710
+ "ENSG00000112936",
711
  "ENSG00000112996",
712
  "ENSG00000113070",
713
  "ENSG00000113083",
714
  "ENSG00000113088",
715
  "ENSG00000113140",
 
 
716
  "ENSG00000113249",
717
  "ENSG00000113296",
718
  "ENSG00000113361",
 
720
  "ENSG00000113389",
721
  "ENSG00000113396",
722
  "ENSG00000113456",
 
723
  "ENSG00000113594",
724
  "ENSG00000113597",
725
  "ENSG00000113721",
 
728
  "ENSG00000113761",
729
  "ENSG00000113810",
730
  "ENSG00000113838",
731
+ "ENSG00000113924",
732
  "ENSG00000113946",
733
  "ENSG00000114026",
 
734
  "ENSG00000114200",
735
  "ENSG00000114268",
736
  "ENSG00000114270",
 
761
  "ENSG00000115421",
762
  "ENSG00000115425",
763
  "ENSG00000115457",
 
764
  "ENSG00000115461",
765
  "ENSG00000115474",
766
  "ENSG00000115514",
 
770
  "ENSG00000115590",
771
  "ENSG00000115602",
772
  "ENSG00000115607",
 
773
  "ENSG00000115652",
774
  "ENSG00000115687",
775
  "ENSG00000115705",
 
792
  "ENSG00000116852",
793
  "ENSG00000116863",
794
  "ENSG00000116903",
795
+ "ENSG00000116922",
796
  "ENSG00000116954",
797
  "ENSG00000116962",
798
  "ENSG00000116985",
 
813
  "ENSG00000117472",
814
  "ENSG00000117501",
815
  "ENSG00000117519",
816
+ "ENSG00000117525",
817
  "ENSG00000117560",
818
  "ENSG00000117586",
819
  "ENSG00000117594",
 
824
  "ENSG00000117724",
825
  "ENSG00000117748",
826
  "ENSG00000117751",
 
827
  "ENSG00000118162",
828
  "ENSG00000118193",
829
  "ENSG00000118242",
830
  "ENSG00000118260",
831
  "ENSG00000118276",
832
  "ENSG00000118369",
 
833
  "ENSG00000118420",
834
  "ENSG00000118432",
 
835
  "ENSG00000118515",
836
  "ENSG00000118520",
837
  "ENSG00000118523",
 
842
  "ENSG00000118777",
843
  "ENSG00000118785",
844
  "ENSG00000118849",
 
845
  "ENSG00000119147",
846
  "ENSG00000119397",
847
  "ENSG00000119599",
848
  "ENSG00000119630",
849
  "ENSG00000119636",
850
  "ENSG00000119661",
 
851
  "ENSG00000119714",
852
  "ENSG00000119866",
853
  "ENSG00000119888",
854
  "ENSG00000119917",
855
+ "ENSG00000119919",
856
  "ENSG00000119922",
857
  "ENSG00000119927",
858
  "ENSG00000119938",
859
  "ENSG00000119943",
 
860
  "ENSG00000119969",
861
  "ENSG00000120093",
862
  "ENSG00000120129",
863
  "ENSG00000120149",
864
  "ENSG00000120156",
 
865
  "ENSG00000120217",
866
  "ENSG00000120262",
867
  "ENSG00000120279",
 
 
868
  "ENSG00000120334",
 
869
  "ENSG00000120471",
870
  "ENSG00000120645",
871
  "ENSG00000120647",
 
873
  "ENSG00000120662",
874
  "ENSG00000120664",
875
  "ENSG00000120708",
 
876
  "ENSG00000120738",
877
  "ENSG00000120798",
878
  "ENSG00000120832",
 
920
  "ENSG00000122861",
921
  "ENSG00000122862",
922
  "ENSG00000122863",
 
923
  "ENSG00000122877",
924
  "ENSG00000122882",
925
  "ENSG00000122952",
926
  "ENSG00000122966",
927
  "ENSG00000122971",
928
  "ENSG00000123064",
 
929
  "ENSG00000123136",
930
  "ENSG00000123213",
931
  "ENSG00000123219",
 
933
  "ENSG00000123338",
934
  "ENSG00000123360",
935
  "ENSG00000123374",
 
936
  "ENSG00000123415",
937
+ "ENSG00000123427",
938
  "ENSG00000123453",
939
  "ENSG00000123473",
940
  "ENSG00000123500",
 
966
  "ENSG00000124610",
967
  "ENSG00000124613",
968
  "ENSG00000124659",
 
969
  "ENSG00000124701",
970
  "ENSG00000124713",
 
971
  "ENSG00000124766",
972
  "ENSG00000124784",
973
  "ENSG00000124785",
974
  "ENSG00000124787",
975
  "ENSG00000124875",
976
  "ENSG00000124882",
 
977
  "ENSG00000125122",
978
  "ENSG00000125148",
979
  "ENSG00000125149",
980
  "ENSG00000125170",
981
  "ENSG00000125245",
982
+ "ENSG00000125249",
983
  "ENSG00000125319",
984
  "ENSG00000125354",
985
  "ENSG00000125355",
 
996
  "ENSG00000125657",
997
  "ENSG00000125675",
998
  "ENSG00000125726",
999
+ "ENSG00000125730",
1000
  "ENSG00000125735",
1001
  "ENSG00000125775",
1002
  "ENSG00000125810",
1003
  "ENSG00000125812",
1004
+ "ENSG00000125814",
1005
  "ENSG00000125845",
1006
  "ENSG00000125846",
1007
  "ENSG00000125848",
 
1037
  "ENSG00000127580",
1038
  "ENSG00000127585",
1039
  "ENSG00000127903",
 
1040
  "ENSG00000127955",
1041
  "ENSG00000127989",
1042
  "ENSG00000128011",
 
1055
  "ENSG00000128422",
1056
  "ENSG00000128513",
1057
  "ENSG00000128567",
 
1058
  "ENSG00000128604",
1059
  "ENSG00000128606",
1060
  "ENSG00000128652",
 
1066
  "ENSG00000128965",
1067
  "ENSG00000129007",
1068
  "ENSG00000129028",
 
1069
  "ENSG00000129048",
1070
  "ENSG00000129151",
1071
  "ENSG00000129167",
 
1083
  "ENSG00000129696",
1084
  "ENSG00000129749",
1085
  "ENSG00000129810",
 
1086
  "ENSG00000129988",
1087
  "ENSG00000130023",
 
1088
  "ENSG00000130066",
1089
  "ENSG00000130176",
1090
  "ENSG00000130203",
 
1097
  "ENSG00000130544",
1098
  "ENSG00000130558",
1099
  "ENSG00000130590",
 
 
1100
  "ENSG00000130649",
1101
  "ENSG00000130695",
1102
  "ENSG00000130702",
 
1104
  "ENSG00000130783",
1105
  "ENSG00000130803",
1106
  "ENSG00000130826",
 
1107
  "ENSG00000130844",
1108
  "ENSG00000130856",
1109
  "ENSG00000130881",
 
1121
  "ENSG00000131153",
1122
  "ENSG00000131196",
1123
  "ENSG00000131242",
 
1124
  "ENSG00000131355",
1125
  "ENSG00000131381",
1126
  "ENSG00000131409",
 
1143
  "ENSG00000132004",
1144
  "ENSG00000132016",
1145
  "ENSG00000132031",
 
1146
  "ENSG00000132182",
1147
  "ENSG00000132185",
1148
  "ENSG00000132196",
1149
  "ENSG00000132275",
1150
  "ENSG00000132329",
1151
  "ENSG00000132330",
 
1152
  "ENSG00000132386",
1153
  "ENSG00000132423",
1154
  "ENSG00000132465",
 
1156
  "ENSG00000132514",
1157
  "ENSG00000132517",
1158
  "ENSG00000132518",
 
1159
  "ENSG00000132561",
1160
  "ENSG00000132563",
1161
  "ENSG00000132622",
 
1169
  "ENSG00000132744",
1170
  "ENSG00000132773",
1171
  "ENSG00000132801",
 
1172
  "ENSG00000132825",
1173
  "ENSG00000132881",
1174
  "ENSG00000132906",
 
1193
  "ENSG00000133574",
1194
  "ENSG00000133640",
1195
  "ENSG00000133710",
 
1196
  "ENSG00000133800",
1197
  "ENSG00000133895",
 
1198
  "ENSG00000134028",
1199
  "ENSG00000134042",
1200
  "ENSG00000134057",
1201
  "ENSG00000134077",
 
1202
  "ENSG00000134207",
1203
  "ENSG00000134222",
1204
  "ENSG00000134258",
 
1214
  "ENSG00000134539",
1215
  "ENSG00000134545",
1216
  "ENSG00000134548",
 
1217
  "ENSG00000134571",
1218
  "ENSG00000134594",
 
1219
  "ENSG00000134690",
1220
  "ENSG00000134716",
1221
  "ENSG00000134827",
 
1222
  "ENSG00000134864",
1223
  "ENSG00000134871",
1224
  "ENSG00000134901",
 
1263
  "ENSG00000135914",
1264
  "ENSG00000135919",
1265
  "ENSG00000135925",
1266
+ "ENSG00000136011",
1267
  "ENSG00000136014",
1268
  "ENSG00000136110",
1269
  "ENSG00000136114",
 
1274
  "ENSG00000136167",
1275
  "ENSG00000136235",
1276
  "ENSG00000136244",
1277
+ "ENSG00000136270",
1278
  "ENSG00000136274",
1279
  "ENSG00000136279",
1280
  "ENSG00000136319",
 
1281
  "ENSG00000136378",
1282
  "ENSG00000136404",
 
1283
  "ENSG00000136444",
1284
  "ENSG00000136449",
1285
  "ENSG00000136485",
 
1309
  "ENSG00000137124",
1310
  "ENSG00000137135",
1311
  "ENSG00000137185",
1312
+ "ENSG00000137218",
1313
  "ENSG00000137221",
1314
  "ENSG00000137310",
1315
  "ENSG00000137337",
 
1316
  "ENSG00000137364",
1317
  "ENSG00000137393",
1318
  "ENSG00000137404",
 
1331
  "ENSG00000137752",
1332
  "ENSG00000137801",
1333
  "ENSG00000137802",
 
1334
  "ENSG00000137809",
1335
  "ENSG00000137812",
1336
  "ENSG00000137834",
 
1340
  "ENSG00000137976",
1341
  "ENSG00000138061",
1342
  "ENSG00000138075",
 
1343
  "ENSG00000138111",
1344
  "ENSG00000138134",
1345
  "ENSG00000138135",
 
1369
  "ENSG00000139209",
1370
  "ENSG00000139211",
1371
  "ENSG00000139220",
 
1372
  "ENSG00000139292",
1373
  "ENSG00000139329",
1374
  "ENSG00000139344",
 
1380
  "ENSG00000139610",
1381
  "ENSG00000139626",
1382
  "ENSG00000139714",
 
1383
  "ENSG00000139826",
1384
  "ENSG00000139880",
1385
  "ENSG00000139890",
1386
  "ENSG00000139899",
1387
  "ENSG00000139971",
 
1388
  "ENSG00000140006",
1389
+ "ENSG00000140022",
1390
  "ENSG00000140030",
1391
  "ENSG00000140090",
1392
  "ENSG00000140092",
 
1395
  "ENSG00000140280",
1396
  "ENSG00000140285",
1397
  "ENSG00000140368",
 
1398
  "ENSG00000140451",
1399
  "ENSG00000140464",
 
1400
  "ENSG00000140506",
1401
  "ENSG00000140538",
1402
  "ENSG00000140543",
 
1418
  "ENSG00000141040",
1419
  "ENSG00000141052",
1420
  "ENSG00000141179",
1421
+ "ENSG00000141219",
1422
  "ENSG00000141232",
1423
  "ENSG00000141294",
1424
  "ENSG00000141338",
 
1425
  "ENSG00000141469",
1426
  "ENSG00000141485",
1427
  "ENSG00000141499",
 
1445
  "ENSG00000142512",
1446
  "ENSG00000142528",
1447
  "ENSG00000142530",
1448
+ "ENSG00000142541",
1449
  "ENSG00000142556",
1450
  "ENSG00000142606",
 
1451
  "ENSG00000142686",
1452
  "ENSG00000142733",
1453
  "ENSG00000142748",
 
1454
  "ENSG00000142871",
1455
  "ENSG00000142910",
1456
  "ENSG00000142920",
 
1461
  "ENSG00000143110",
1462
  "ENSG00000143119",
1463
  "ENSG00000143127",
 
1464
  "ENSG00000143178",
1465
+ "ENSG00000143184",
1466
  "ENSG00000143185",
1467
  "ENSG00000143224",
1468
  "ENSG00000143228",
 
1499
  "ENSG00000144395",
1500
  "ENSG00000144401",
1501
  "ENSG00000144407",
1502
+ "ENSG00000144460",
1503
  "ENSG00000144559",
1504
  "ENSG00000144589",
1505
  "ENSG00000144596",
 
1509
  "ENSG00000144792",
1510
  "ENSG00000144810",
1511
  "ENSG00000144821",
1512
+ "ENSG00000144824",
1513
  "ENSG00000144837",
1514
  "ENSG00000144843",
 
1515
  "ENSG00000144891",
1516
  "ENSG00000145020",
1517
  "ENSG00000145088",
 
1544
  "ENSG00000145936",
1545
  "ENSG00000146094",
1546
  "ENSG00000146147",
 
1547
  "ENSG00000146192",
1548
  "ENSG00000146263",
1549
  "ENSG00000146281",
 
1568
  "ENSG00000147443",
1569
  "ENSG00000147481",
1570
  "ENSG00000147570",
 
1571
  "ENSG00000147642",
 
1572
  "ENSG00000147874",
1573
  "ENSG00000147883",
 
1574
  "ENSG00000148053",
 
1575
  "ENSG00000148153",
1576
  "ENSG00000148154",
1577
  "ENSG00000148175",
1578
  "ENSG00000148180",
1579
+ "ENSG00000148187",
1580
  "ENSG00000148225",
1581
  "ENSG00000148229",
1582
  "ENSG00000148343",
 
1587
  "ENSG00000148677",
1588
  "ENSG00000148773",
1589
  "ENSG00000148814",
 
1590
  "ENSG00000148926",
1591
  "ENSG00000148935",
1592
  "ENSG00000148985",
 
1595
  "ENSG00000149090",
1596
  "ENSG00000149131",
1597
  "ENSG00000149150",
 
1598
  "ENSG00000149308",
1599
  "ENSG00000149311",
1600
  "ENSG00000149328",
1601
  "ENSG00000149380",
1602
+ "ENSG00000149474",
1603
  "ENSG00000149476",
1604
  "ENSG00000149488",
1605
  "ENSG00000149548",
 
1611
  "ENSG00000149596",
1612
  "ENSG00000149636",
1613
  "ENSG00000149679",
1614
+ "ENSG00000149716",
1615
  "ENSG00000149781",
1616
  "ENSG00000149792",
1617
  "ENSG00000149968",
 
1634
  "ENSG00000151065",
1635
  "ENSG00000151117",
1636
  "ENSG00000151287",
 
1637
  "ENSG00000151445",
1638
  "ENSG00000151468",
1639
  "ENSG00000151490",
 
1646
  "ENSG00000151689",
1647
  "ENSG00000151812",
1648
  "ENSG00000151849",
 
1649
  "ENSG00000151882",
1650
  "ENSG00000151892",
1651
+ "ENSG00000151914",
1652
  "ENSG00000151967",
1653
  "ENSG00000152049",
1654
  "ENSG00000152092",
 
1656
  "ENSG00000152207",
1657
  "ENSG00000152213",
1658
  "ENSG00000152359",
1659
+ "ENSG00000152377",
1660
  "ENSG00000152382",
1661
  "ENSG00000152439",
1662
  "ENSG00000152443",
 
1681
  "ENSG00000153132",
1682
  "ENSG00000153140",
1683
  "ENSG00000153283",
 
1684
  "ENSG00000153347",
1685
  "ENSG00000153395",
1686
  "ENSG00000153446",
1687
  "ENSG00000153551",
1688
  "ENSG00000153563",
1689
+ "ENSG00000153790",
1690
  "ENSG00000153885",
1691
  "ENSG00000153896",
1692
  "ENSG00000153898",
 
1702
  "ENSG00000154165",
1703
  "ENSG00000154175",
1704
  "ENSG00000154277",
 
1705
  "ENSG00000154451",
1706
  "ENSG00000154620",
1707
  "ENSG00000154639",
 
1727
  "ENSG00000155657",
1728
  "ENSG00000155659",
1729
  "ENSG00000155666",
1730
+ "ENSG00000155749",
1731
  "ENSG00000155846",
1732
  "ENSG00000155858",
 
1733
  "ENSG00000155926",
1734
  "ENSG00000155961",
1735
  "ENSG00000155975",
 
1740
  "ENSG00000156172",
1741
  "ENSG00000156234",
1742
  "ENSG00000156265",
1743
+ "ENSG00000156284",
1744
  "ENSG00000156298",
1745
  "ENSG00000156299",
1746
  "ENSG00000156313",
 
1754
  "ENSG00000156689",
1755
  "ENSG00000156738",
1756
  "ENSG00000156787",
 
1757
  "ENSG00000156885",
1758
  "ENSG00000156886",
1759
  "ENSG00000156968",
 
1765
  "ENSG00000157399",
1766
  "ENSG00000157456",
1767
  "ENSG00000157470",
1768
+ "ENSG00000157502",
1769
  "ENSG00000157514",
1770
  "ENSG00000157551",
1771
  "ENSG00000157570",
 
1772
  "ENSG00000157601",
1773
  "ENSG00000157782",
1774
  "ENSG00000157833",
 
1775
  "ENSG00000157895",
 
1776
  "ENSG00000157927",
1777
  "ENSG00000157978",
1778
  "ENSG00000158050",
 
1779
  "ENSG00000158092",
1780
  "ENSG00000158104",
1781
  "ENSG00000158106",
 
1783
  "ENSG00000158163",
1784
  "ENSG00000158164",
1785
  "ENSG00000158292",
 
1786
  "ENSG00000158301",
1787
  "ENSG00000158402",
 
1788
  "ENSG00000158423",
 
1789
  "ENSG00000158435",
1790
  "ENSG00000158457",
1791
  "ENSG00000158473",
1792
  "ENSG00000158481",
 
1793
  "ENSG00000158552",
1794
  "ENSG00000158691",
1795
  "ENSG00000158714",
1796
+ "ENSG00000158717",
1797
  "ENSG00000158806",
1798
  "ENSG00000158825",
1799
  "ENSG00000158856",
1800
  "ENSG00000158859",
1801
  "ENSG00000158882",
1802
+ "ENSG00000158887",
1803
  "ENSG00000159082",
 
1804
  "ENSG00000159164",
1805
  "ENSG00000159167",
1806
  "ENSG00000159176",
1807
  "ENSG00000159200",
1808
  "ENSG00000159208",
 
1809
  "ENSG00000159261",
1810
  "ENSG00000159339",
1811
  "ENSG00000159374",
1812
  "ENSG00000159387",
1813
  "ENSG00000159403",
1814
  "ENSG00000159423",
 
1815
  "ENSG00000159556",
1816
  "ENSG00000159618",
1817
  "ENSG00000159674",
1818
  "ENSG00000159713",
1819
  "ENSG00000159753",
 
1820
  "ENSG00000159763",
1821
  "ENSG00000159792",
1822
  "ENSG00000159882",
 
1833
  "ENSG00000160229",
1834
  "ENSG00000160233",
1835
  "ENSG00000160255",
 
1836
  "ENSG00000160321",
1837
  "ENSG00000160323",
1838
  "ENSG00000160336",
 
1839
  "ENSG00000160392",
1840
  "ENSG00000160401",
1841
  "ENSG00000160408",
 
1853
  "ENSG00000160862",
1854
  "ENSG00000160867",
1855
  "ENSG00000160883",
 
1856
  "ENSG00000160908",
1857
  "ENSG00000160949",
1858
  "ENSG00000160957",
 
1864
  "ENSG00000161048",
1865
  "ENSG00000161055",
1866
  "ENSG00000161179",
1867
+ "ENSG00000161243",
1868
  "ENSG00000161277",
1869
  "ENSG00000161298",
1870
  "ENSG00000161381",
 
1871
  "ENSG00000161405",
 
1872
  "ENSG00000161647",
1873
  "ENSG00000161653",
1874
  "ENSG00000161692",
1875
  "ENSG00000161911",
1876
  "ENSG00000161940",
1877
  "ENSG00000161944",
 
1878
  "ENSG00000162066",
1879
  "ENSG00000162073",
1880
  "ENSG00000162078",
1881
  "ENSG00000162086",
1882
+ "ENSG00000162139",
1883
+ "ENSG00000162148",
1884
  "ENSG00000162174",
1885
  "ENSG00000162194",
1886
  "ENSG00000162367",
 
1893
  "ENSG00000162438",
1894
  "ENSG00000162461",
1895
  "ENSG00000162482",
 
1896
  "ENSG00000162510",
1897
  "ENSG00000162511",
1898
  "ENSG00000162512",
 
1904
  "ENSG00000162618",
1905
  "ENSG00000162620",
1906
  "ENSG00000162623",
1907
+ "ENSG00000162624",
1908
  "ENSG00000162631",
1909
  "ENSG00000162639",
1910
  "ENSG00000162641",
 
1922
  "ENSG00000162777",
1923
  "ENSG00000162836",
1924
  "ENSG00000162851",
 
1925
  "ENSG00000162869",
1926
  "ENSG00000162877",
1927
  "ENSG00000162891",
 
1938
  "ENSG00000163032",
1939
  "ENSG00000163040",
1940
  "ENSG00000163050",
1941
+ "ENSG00000163053",
1942
  "ENSG00000163072",
1943
  "ENSG00000163093",
1944
  "ENSG00000163106",
 
1946
  "ENSG00000163154",
1947
  "ENSG00000163155",
1948
  "ENSG00000163161",
1949
+ "ENSG00000163209",
1950
  "ENSG00000163219",
 
 
1951
  "ENSG00000163347",
1952
  "ENSG00000163359",
1953
  "ENSG00000163376",
 
1955
  "ENSG00000163453",
1956
  "ENSG00000163462",
1957
  "ENSG00000163472",
 
1958
  "ENSG00000163482",
1959
  "ENSG00000163492",
1960
  "ENSG00000163507",
 
1986
  "ENSG00000163762",
1987
  "ENSG00000163794",
1988
  "ENSG00000163803",
 
1989
  "ENSG00000163818",
1990
  "ENSG00000163827",
1991
  "ENSG00000163832",
 
2001
  "ENSG00000163964",
2002
  "ENSG00000163993",
2003
  "ENSG00000164002",
 
2004
  "ENSG00000164011",
2005
  "ENSG00000164032",
2006
  "ENSG00000164035",
 
2018
  "ENSG00000164120",
2019
  "ENSG00000164129",
2020
  "ENSG00000164161",
 
2021
  "ENSG00000164197",
2022
  "ENSG00000164211",
2023
  "ENSG00000164220",
2024
  "ENSG00000164251",
 
2025
  "ENSG00000164270",
2026
  "ENSG00000164284",
2027
  "ENSG00000164296",
 
2054
  "ENSG00000164736",
2055
  "ENSG00000164742",
2056
  "ENSG00000164743",
2057
+ "ENSG00000164764",
2058
  "ENSG00000164825",
2059
  "ENSG00000164841",
2060
  "ENSG00000164850",
 
2061
  "ENSG00000164920",
2062
  "ENSG00000164929",
2063
  "ENSG00000164932",
 
2066
  "ENSG00000164975",
2067
  "ENSG00000164976",
2068
  "ENSG00000165071",
2069
+ "ENSG00000165124",
2070
  "ENSG00000165138",
2071
  "ENSG00000165152",
2072
  "ENSG00000165168",
2073
  "ENSG00000165188",
2074
  "ENSG00000165194",
2075
+ "ENSG00000165197",
2076
  "ENSG00000165269",
2077
  "ENSG00000165359",
2078
  "ENSG00000165443",
 
2085
  "ENSG00000165568",
2086
  "ENSG00000165617",
2087
  "ENSG00000165621",
 
2088
  "ENSG00000165661",
 
2089
  "ENSG00000165704",
2090
  "ENSG00000165716",
2091
  "ENSG00000165730",
 
2095
  "ENSG00000165810",
2096
  "ENSG00000165821",
2097
  "ENSG00000165868",
2098
+ "ENSG00000165917",
2099
  "ENSG00000165923",
2100
  "ENSG00000165943",
2101
  "ENSG00000166073",
2102
  "ENSG00000166133",
2103
  "ENSG00000166148",
 
2104
  "ENSG00000166169",
2105
  "ENSG00000166188",
2106
  "ENSG00000166192",
 
2111
  "ENSG00000166292",
2112
  "ENSG00000166341",
2113
  "ENSG00000166343",
 
2114
  "ENSG00000166446",
2115
  "ENSG00000166450",
2116
  "ENSG00000166451",
2117
  "ENSG00000166477",
2118
  "ENSG00000166478",
2119
  "ENSG00000166482",
 
2120
  "ENSG00000166578",
2121
  "ENSG00000166669",
2122
  "ENSG00000166676",
 
2132
  "ENSG00000166819",
2133
  "ENSG00000166831",
2134
  "ENSG00000166845",
 
2135
  "ENSG00000166860",
2136
  "ENSG00000166920",
2137
  "ENSG00000166923",
2138
  "ENSG00000166928",
 
2139
  "ENSG00000166965",
2140
  "ENSG00000166971",
2141
  "ENSG00000166997",
 
2149
  "ENSG00000167103",
2150
  "ENSG00000167105",
2151
  "ENSG00000167191",
 
2152
  "ENSG00000167207",
2153
  "ENSG00000167208",
2154
  "ENSG00000167216",
2155
  "ENSG00000167333",
2156
  "ENSG00000167371",
2157
  "ENSG00000167377",
2158
+ "ENSG00000167384",
2159
  "ENSG00000167419",
2160
  "ENSG00000167434",
 
2161
  "ENSG00000167476",
2162
  "ENSG00000167513",
2163
  "ENSG00000167525",
 
2178
  "ENSG00000167664",
2179
  "ENSG00000167676",
2180
  "ENSG00000167695",
 
2181
  "ENSG00000167723",
2182
  "ENSG00000167748",
2183
  "ENSG00000167754",
2184
  "ENSG00000167755",
2185
  "ENSG00000167779",
 
2186
  "ENSG00000167840",
2187
  "ENSG00000167842",
2188
  "ENSG00000167850",
 
2220
  "ENSG00000168453",
2221
  "ENSG00000168490",
2222
  "ENSG00000168491",
2223
+ "ENSG00000168495",
2224
  "ENSG00000168496",
2225
  "ENSG00000168497",
2226
  "ENSG00000168539",
 
2230
  "ENSG00000168646",
2231
  "ENSG00000168661",
2232
  "ENSG00000168685",
 
2233
  "ENSG00000168758",
2234
  "ENSG00000168778",
2235
  "ENSG00000168792",
2236
+ "ENSG00000168806",
2237
  "ENSG00000168811",
2238
  "ENSG00000168824",
2239
  "ENSG00000168826",
 
2242
  "ENSG00000168907",
2243
  "ENSG00000168913",
2244
  "ENSG00000168917",
 
2245
  "ENSG00000168995",
2246
  "ENSG00000169019",
2247
  "ENSG00000169031",
 
2262
  "ENSG00000169291",
2263
  "ENSG00000169313",
2264
  "ENSG00000169385",
 
2265
  "ENSG00000169418",
2266
  "ENSG00000169429",
2267
  "ENSG00000169432",
 
2268
  "ENSG00000169495",
2269
+ "ENSG00000169507",
2270
  "ENSG00000169508",
2271
  "ENSG00000169562",
2272
  "ENSG00000169598",
 
2283
  "ENSG00000170037",
2284
  "ENSG00000170074",
2285
  "ENSG00000170075",
 
2286
  "ENSG00000170191",
2287
  "ENSG00000170222",
 
2288
  "ENSG00000170264",
2289
  "ENSG00000170312",
2290
  "ENSG00000170322",
 
2301
  "ENSG00000170473",
2302
  "ENSG00000170476",
2303
  "ENSG00000170522",
 
2304
  "ENSG00000170627",
2305
  "ENSG00000170631",
 
2306
  "ENSG00000170734",
2307
  "ENSG00000170745",
2308
  "ENSG00000170779",
2309
+ "ENSG00000170846",
2310
  "ENSG00000170891",
2311
  "ENSG00000170915",
2312
  "ENSG00000170927",
2313
  "ENSG00000170954",
2314
+ "ENSG00000170959",
2315
  "ENSG00000170961",
2316
  "ENSG00000171016",
 
2317
  "ENSG00000171056",
2318
  "ENSG00000171103",
2319
  "ENSG00000171130",
2320
  "ENSG00000171161",
2321
  "ENSG00000171169",
2322
+ "ENSG00000171195",
2323
+ "ENSG00000171201",
2324
  "ENSG00000171204",
2325
  "ENSG00000171223",
2326
  "ENSG00000171224",
 
2344
  "ENSG00000171574",
2345
  "ENSG00000171595",
2346
  "ENSG00000171596",
 
2347
  "ENSG00000171617",
2348
  "ENSG00000171631",
2349
  "ENSG00000171649",
 
2364
  "ENSG00000172005",
2365
  "ENSG00000172014",
2366
  "ENSG00000172020",
 
2367
  "ENSG00000172113",
2368
  "ENSG00000172116",
2369
  "ENSG00000172159",
 
2374
  "ENSG00000172273",
2375
  "ENSG00000172318",
2376
  "ENSG00000172331",
 
2377
  "ENSG00000172349",
2378
+ "ENSG00000172361",
2379
  "ENSG00000172375",
2380
  "ENSG00000172379",
2381
  "ENSG00000172382",
 
2404
  "ENSG00000173114",
2405
  "ENSG00000173137",
2406
  "ENSG00000173175",
 
2407
  "ENSG00000173200",
2408
  "ENSG00000173208",
2409
  "ENSG00000173253",
 
2419
  "ENSG00000173432",
2420
  "ENSG00000173456",
2421
  "ENSG00000173480",
 
2422
  "ENSG00000173535",
2423
  "ENSG00000173545",
2424
  "ENSG00000173546",
 
2427
  "ENSG00000173638",
2428
  "ENSG00000173641",
2429
  "ENSG00000173662",
 
2430
  "ENSG00000173894",
2431
  "ENSG00000173917",
2432
+ "ENSG00000173947",
2433
  "ENSG00000174007",
2434
  "ENSG00000174059",
2435
  "ENSG00000174123",
2436
+ "ENSG00000174171",
2437
  "ENSG00000174175",
2438
  "ENSG00000174206",
2439
  "ENSG00000174236",
 
2460
  "ENSG00000174807",
2461
  "ENSG00000174827",
2462
  "ENSG00000174842",
2463
+ "ENSG00000174885",
2464
  "ENSG00000174946",
2465
  "ENSG00000174951",
2466
  "ENSG00000175063",
2467
  "ENSG00000175087",
2468
  "ENSG00000175170",
2469
  "ENSG00000175183",
2470
+ "ENSG00000175206",
2471
  "ENSG00000175283",
2472
  "ENSG00000175318",
2473
  "ENSG00000175322",
 
2524
  "ENSG00000176884",
2525
  "ENSG00000176896",
2526
  "ENSG00000176909",
 
2527
  "ENSG00000176971",
2528
  "ENSG00000177034",
 
2529
  "ENSG00000177096",
2530
  "ENSG00000177098",
2531
  "ENSG00000177105",
2532
  "ENSG00000177125",
2533
  "ENSG00000177181",
2534
  "ENSG00000177191",
 
 
2535
  "ENSG00000177302",
2536
  "ENSG00000177406",
2537
  "ENSG00000177409",
 
2540
  "ENSG00000177455",
2541
  "ENSG00000177464",
2542
  "ENSG00000177485",
2543
+ "ENSG00000177494",
2544
  "ENSG00000177542",
2545
  "ENSG00000177575",
2546
  "ENSG00000177613",
 
2550
  "ENSG00000177873",
2551
  "ENSG00000177946",
2552
  "ENSG00000177963",
 
2553
  "ENSG00000177990",
2554
  "ENSG00000178015",
2555
  "ENSG00000178026",
 
2563
  "ENSG00000178229",
2564
  "ENSG00000178301",
2565
  "ENSG00000178343",
2566
+ "ENSG00000178372",
2567
  "ENSG00000178381",
2568
  "ENSG00000178386",
2569
  "ENSG00000178401",
 
2587
  "ENSG00000178996",
2588
  "ENSG00000178999",
2589
  "ENSG00000179021",
 
2590
  "ENSG00000179044",
2591
  "ENSG00000179111",
2592
  "ENSG00000179115",
 
2614
  "ENSG00000179922",
2615
  "ENSG00000179941",
2616
  "ENSG00000179981",
 
2617
  "ENSG00000180089",
2618
  "ENSG00000180096",
2619
  "ENSG00000180113",
 
2621
  "ENSG00000180245",
2622
  "ENSG00000180257",
2623
  "ENSG00000180318",
 
2624
  "ENSG00000180340",
2625
  "ENSG00000180346",
 
2626
  "ENSG00000180423",
2627
  "ENSG00000180448",
2628
  "ENSG00000180479",
 
2638
  "ENSG00000180871",
2639
  "ENSG00000180879",
2640
  "ENSG00000180884",
 
 
2641
  "ENSG00000181004",
2642
  "ENSG00000181007",
2643
  "ENSG00000181019",
2644
  "ENSG00000181036",
2645
  "ENSG00000181104",
 
2646
  "ENSG00000181143",
2647
  "ENSG00000181195",
2648
  "ENSG00000181218",
 
2652
  "ENSG00000181472",
2653
  "ENSG00000181523",
2654
  "ENSG00000181544",
2655
+ "ENSG00000181617",
2656
  "ENSG00000181619",
 
2657
  "ENSG00000181638",
2658
  "ENSG00000181652",
2659
  "ENSG00000181656",
 
2697
  "ENSG00000182993",
2698
  "ENSG00000183019",
2699
  "ENSG00000183036",
 
2700
  "ENSG00000183092",
2701
  "ENSG00000183150",
2702
  "ENSG00000183250",
 
2709
  "ENSG00000183484",
2710
  "ENSG00000183496",
2711
  "ENSG00000183542",
 
2712
  "ENSG00000183615",
2713
  "ENSG00000183647",
2714
  "ENSG00000183665",
 
2739
  "ENSG00000184271",
2740
  "ENSG00000184281",
2741
  "ENSG00000184292",
2742
+ "ENSG00000184307",
2743
  "ENSG00000184313",
2744
  "ENSG00000184343",
2745
  "ENSG00000184378",
2746
  "ENSG00000184428",
2747
  "ENSG00000184434",
2748
  "ENSG00000184436",
2749
+ "ENSG00000184441",
2750
  "ENSG00000184489",
2751
  "ENSG00000184497",
2752
  "ENSG00000184517",
 
2758
  "ENSG00000184809",
2759
  "ENSG00000184860",
2760
  "ENSG00000184916",
 
2761
  "ENSG00000184949",
2762
  "ENSG00000184986",
2763
+ "ENSG00000185010",
2764
  "ENSG00000185065",
2765
  "ENSG00000185070",
2766
  "ENSG00000185085",
2767
  "ENSG00000185100",
2768
  "ENSG00000185101",
 
2769
  "ENSG00000185220",
2770
  "ENSG00000185245",
2771
  "ENSG00000185252",
 
2790
  "ENSG00000185652",
2791
  "ENSG00000185670",
2792
  "ENSG00000185681",
2793
+ "ENSG00000185689",
2794
  "ENSG00000185697",
2795
  "ENSG00000185739",
2796
  "ENSG00000185745",
 
2815
  "ENSG00000186088",
2816
  "ENSG00000186130",
2817
  "ENSG00000186160",
 
2818
  "ENSG00000186204",
2819
  "ENSG00000186212",
2820
  "ENSG00000186260",
2821
  "ENSG00000186272",
2822
+ "ENSG00000186280",
2823
  "ENSG00000186281",
2824
  "ENSG00000186300",
2825
  "ENSG00000186310",
 
2826
  "ENSG00000186364",
2827
  "ENSG00000186376",
2828
  "ENSG00000186407",
 
2837
  "ENSG00000186564",
2838
  "ENSG00000186638",
2839
  "ENSG00000186642",
 
 
2840
  "ENSG00000186792",
2841
  "ENSG00000186810",
2842
  "ENSG00000186812",
 
2855
  "ENSG00000187189",
2856
  "ENSG00000187266",
2857
  "ENSG00000187288",
 
2858
  "ENSG00000187498",
2859
  "ENSG00000187513",
2860
  "ENSG00000187522",
 
2865
  "ENSG00000187650",
2866
  "ENSG00000187678",
2867
  "ENSG00000187688",
2868
+ "ENSG00000187689",
2869
  "ENSG00000187741",
2870
  "ENSG00000187764",
2871
  "ENSG00000187792",
 
2872
  "ENSG00000187862",
2873
  "ENSG00000187866",
2874
  "ENSG00000187908",
 
2881
  "ENSG00000188070",
2882
  "ENSG00000188130",
2883
  "ENSG00000188167",
2884
+ "ENSG00000188175",
2885
  "ENSG00000188211",
2886
  "ENSG00000188227",
2887
  "ENSG00000188257",
2888
  "ENSG00000188266",
2889
+ "ENSG00000188277",
2890
  "ENSG00000188283",
2891
  "ENSG00000188295",
2892
  "ENSG00000188315",
2893
  "ENSG00000188322",
2894
+ "ENSG00000188365",
2895
  "ENSG00000188368",
2896
  "ENSG00000188385",
2897
  "ENSG00000188389",
 
2904
  "ENSG00000188573",
2905
  "ENSG00000188611",
2906
  "ENSG00000188613",
2907
+ "ENSG00000188626",
2908
  "ENSG00000188636",
2909
  "ENSG00000188659",
2910
  "ENSG00000188672",
2911
  "ENSG00000188687",
2912
  "ENSG00000188693",
2913
  "ENSG00000188707",
 
2914
  "ENSG00000188783",
2915
  "ENSG00000188785",
2916
  "ENSG00000188822",
 
2919
  "ENSG00000188917",
2920
  "ENSG00000188958",
2921
  "ENSG00000188993",
 
2922
  "ENSG00000189042",
2923
  "ENSG00000189056",
2924
  "ENSG00000189057",
 
2941
  "ENSG00000196074",
2942
  "ENSG00000196090",
2943
  "ENSG00000196126",
 
2944
  "ENSG00000196152",
2945
  "ENSG00000196155",
2946
  "ENSG00000196166",
 
2950
  "ENSG00000196214",
2951
  "ENSG00000196267",
2952
  "ENSG00000196268",
 
2953
  "ENSG00000196296",
2954
  "ENSG00000196329",
2955
  "ENSG00000196338",
2956
  "ENSG00000196345",
2957
  "ENSG00000196357",
2958
  "ENSG00000196378",
2959
+ "ENSG00000196381",
2960
  "ENSG00000196417",
2961
  "ENSG00000196418",
2962
  "ENSG00000196422",
 
2963
  "ENSG00000196449",
2964
  "ENSG00000196458",
2965
  "ENSG00000196460",
 
2975
  "ENSG00000196639",
2976
  "ENSG00000196646",
2977
  "ENSG00000196653",
2978
+ "ENSG00000196659",
2979
  "ENSG00000196666",
2980
  "ENSG00000196711",
2981
  "ENSG00000196735",
2982
  "ENSG00000196741",
2983
  "ENSG00000196793",
2984
  "ENSG00000196810",
 
2985
  "ENSG00000196867",
 
2986
  "ENSG00000196951",
2987
  "ENSG00000196967",
2988
  "ENSG00000196972",
 
2998
  "ENSG00000197128",
2999
  "ENSG00000197150",
3000
  "ENSG00000197168",
 
3001
  "ENSG00000197245",
3002
  "ENSG00000197249",
3003
  "ENSG00000197265",
3004
  "ENSG00000197279",
 
3005
  "ENSG00000197362",
3006
  "ENSG00000197372",
3007
  "ENSG00000197380",
3008
  "ENSG00000197406",
 
3009
  "ENSG00000197429",
3010
  "ENSG00000197446",
3011
  "ENSG00000197465",
3012
  "ENSG00000197471",
 
3013
  "ENSG00000197483",
3014
  "ENSG00000197497",
3015
  "ENSG00000197520",
3016
  "ENSG00000197540",
3017
+ "ENSG00000197557",
3018
  "ENSG00000197561",
3019
  "ENSG00000197565",
3020
  "ENSG00000197566",
3021
  "ENSG00000197608",
3022
  "ENSG00000197614",
3023
  "ENSG00000197619",
 
 
3024
  "ENSG00000197646",
3025
  "ENSG00000197647",
3026
  "ENSG00000197705",
 
3027
  "ENSG00000197748",
3028
  "ENSG00000197766",
3029
  "ENSG00000197769",
3030
  "ENSG00000197798",
3031
  "ENSG00000197808",
3032
+ "ENSG00000197813",
3033
  "ENSG00000197816",
3034
  "ENSG00000197841",
3035
  "ENSG00000197857",
 
3040
  "ENSG00000197888",
3041
  "ENSG00000197889",
3042
  "ENSG00000197933",
 
3043
  "ENSG00000197937",
3044
  "ENSG00000197951",
3045
  "ENSG00000197977",
 
3052
  "ENSG00000198089",
3053
  "ENSG00000198093",
3054
  "ENSG00000198099",
 
3055
  "ENSG00000198146",
3056
  "ENSG00000198182",
3057
  "ENSG00000198276",
 
3075
  "ENSG00000198712",
3076
  "ENSG00000198719",
3077
  "ENSG00000198727",
 
3078
  "ENSG00000198746",
3079
  "ENSG00000198756",
3080
  "ENSG00000198763",
 
3092
  "ENSG00000198848",
3093
  "ENSG00000198858",
3094
  "ENSG00000198860",
 
3095
  "ENSG00000198885",
3096
  "ENSG00000198886",
3097
  "ENSG00000198890",
 
3104
  "ENSG00000198948",
3105
  "ENSG00000198959",
3106
  "ENSG00000198963",
 
 
3107
  "ENSG00000203356",
 
3108
  "ENSG00000203497",
3109
  "ENSG00000203685",
 
3110
  "ENSG00000203710",
3111
  "ENSG00000203747",
3112
  "ENSG00000203797",
 
3118
  "ENSG00000203993",
3119
  "ENSG00000204086",
3120
  "ENSG00000204147",
3121
+ "ENSG00000204149",
3122
  "ENSG00000204161",
3123
  "ENSG00000204176",
3124
  "ENSG00000204248",
 
3129
  "ENSG00000204305",
3130
  "ENSG00000204389",
3131
  "ENSG00000204390",
 
 
3132
  "ENSG00000204421",
 
 
 
3133
  "ENSG00000204475",
3134
  "ENSG00000204516",
3135
  "ENSG00000204519",
 
3141
  "ENSG00000204599",
3142
  "ENSG00000204604",
3143
  "ENSG00000204618",
3144
+ "ENSG00000204620",
3145
  "ENSG00000204740",
3146
  "ENSG00000204758",
 
3147
  "ENSG00000204839",
3148
  "ENSG00000204899",
3149
  "ENSG00000204923",
 
3152
  "ENSG00000204947",
3153
  "ENSG00000205038",
3154
  "ENSG00000205045",
3155
+ "ENSG00000205057",
3156
  "ENSG00000205076",
3157
  "ENSG00000205084",
3158
  "ENSG00000205089",
 
3160
  "ENSG00000205208",
3161
  "ENSG00000205221",
3162
  "ENSG00000205250",
 
3163
  "ENSG00000205413",
3164
  "ENSG00000205420",
 
3165
  "ENSG00000205542",
3166
  "ENSG00000205559",
3167
  "ENSG00000205560",
3168
  "ENSG00000205593",
3169
+ "ENSG00000205611",
3170
  "ENSG00000205643",
3171
  "ENSG00000205710",
3172
  "ENSG00000205744",
3173
  "ENSG00000205758",
3174
  "ENSG00000205808",
3175
+ "ENSG00000205929",
3176
+ "ENSG00000205959",
3177
  "ENSG00000206052",
3178
  "ENSG00000206069",
3179
  "ENSG00000206075",
 
3183
  "ENSG00000206557",
3184
  "ENSG00000206559",
3185
  "ENSG00000206561",
3186
+ "ENSG00000206567",
3187
  "ENSG00000211445",
3188
  "ENSG00000211448",
 
 
 
3189
  "ENSG00000212916",
3190
  "ENSG00000213057",
3191
  "ENSG00000213088",
 
3196
  "ENSG00000213390",
3197
  "ENSG00000213424",
3198
  "ENSG00000213516",
 
3199
  "ENSG00000213638",
3200
  "ENSG00000213658",
3201
  "ENSG00000213694",
3202
  "ENSG00000213714",
 
3203
  "ENSG00000213762",
3204
  "ENSG00000213809",
3205
  "ENSG00000213889",
 
3209
  "ENSG00000213937",
3210
  "ENSG00000213949",
3211
  "ENSG00000213967",
 
3212
  "ENSG00000214029",
3213
  "ENSG00000214128",
3214
  "ENSG00000214140",
 
3219
  "ENSG00000214575",
3220
  "ENSG00000214595",
3221
  "ENSG00000214652",
 
3222
  "ENSG00000214870",
3223
  "ENSG00000214894",
3224
+ "ENSG00000215014",
3225
+ "ENSG00000215022",
3226
  "ENSG00000215041",
3227
  "ENSG00000215217",
3228
  "ENSG00000215218",
 
3231
  "ENSG00000215458",
3232
  "ENSG00000215788",
3233
  "ENSG00000215808",
 
3234
  "ENSG00000216863",
3235
  "ENSG00000217442",
3236
+ "ENSG00000218018",
3237
  "ENSG00000219607",
3238
  "ENSG00000220201",
 
3239
  "ENSG00000221829",
3240
  "ENSG00000221866",
3241
  "ENSG00000221883",
 
3250
  "ENSG00000221994",
3251
  "ENSG00000222011",
3252
  "ENSG00000223546",
 
3253
  "ENSG00000223561",
3254
  "ENSG00000223658",
 
 
 
3255
  "ENSG00000223960",
3256
  "ENSG00000224046",
3257
  "ENSG00000224057",
3258
  "ENSG00000224086",
 
3259
  "ENSG00000224152",
3260
  "ENSG00000224164",
3261
+ "ENSG00000224167",
3262
  "ENSG00000224238",
3263
  "ENSG00000224358",
3264
  "ENSG00000224383",
 
3267
  "ENSG00000224429",
3268
  "ENSG00000224565",
3269
  "ENSG00000224687",
3270
+ "ENSG00000224738",
3271
  "ENSG00000224843",
3272
+ "ENSG00000224848",
3273
  "ENSG00000224903",
3274
  "ENSG00000224934",
 
3275
  "ENSG00000224982",
3276
+ "ENSG00000225032",
3277
+ "ENSG00000225096",
3278
  "ENSG00000225265",
3279
  "ENSG00000225285",
3280
+ "ENSG00000225335",
3281
  "ENSG00000225342",
3282
+ "ENSG00000225489",
3283
  "ENSG00000225535",
3284
  "ENSG00000225572",
3285
  "ENSG00000225578",
3286
+ "ENSG00000225602",
3287
  "ENSG00000225611",
3288
+ "ENSG00000225643",
3289
  "ENSG00000225697",
3290
+ "ENSG00000225742",
3291
  "ENSG00000225791",
3292
  "ENSG00000225793",
3293
  "ENSG00000225855",
3294
  "ENSG00000225880",
3295
  "ENSG00000225938",
3296
  "ENSG00000225945",
3297
+ "ENSG00000225950",
3298
  "ENSG00000225975",
3299
  "ENSG00000226026",
3300
  "ENSG00000226029",
3301
  "ENSG00000226200",
3302
+ "ENSG00000226310",
3303
  "ENSG00000226496",
3304
+ "ENSG00000226756",
3305
+ "ENSG00000226791",
3306
  "ENSG00000226887",
3307
  "ENSG00000226889",
3308
  "ENSG00000226979",
3309
  "ENSG00000227051",
3310
  "ENSG00000227155",
3311
+ "ENSG00000227218",
 
3312
  "ENSG00000227373",
3313
  "ENSG00000227403",
3314
  "ENSG00000227471",
3315
+ "ENSG00000227540",
3316
+ "ENSG00000227741",
3317
+ "ENSG00000228037",
3318
+ "ENSG00000228084",
3319
  "ENSG00000228140",
3320
+ "ENSG00000228172",
3321
  "ENSG00000228192",
3322
+ "ENSG00000228274",
3323
  "ENSG00000228340",
3324
+ "ENSG00000228395",
3325
+ "ENSG00000228427",
3326
  "ENSG00000228536",
3327
  "ENSG00000228594",
3328
  "ENSG00000228606",
 
3329
  "ENSG00000228701",
3330
  "ENSG00000228784",
3331
+ "ENSG00000228863",
 
3332
  "ENSG00000229056",
3333
  "ENSG00000229111",
3334
  "ENSG00000229124",
3335
  "ENSG00000229127",
3336
+ "ENSG00000229178",
3337
  "ENSG00000229291",
3338
+ "ENSG00000229425",
3339
  "ENSG00000229474",
3340
  "ENSG00000229619",
3341
  "ENSG00000229647",
3342
+ "ENSG00000229931",
3343
  "ENSG00000230013",
3344
+ "ENSG00000230074",
3345
  "ENSG00000230091",
3346
+ "ENSG00000230105",
3347
  "ENSG00000230148",
3348
  "ENSG00000230337",
3349
  "ENSG00000230513",
3350
  "ENSG00000230555",
3351
+ "ENSG00000230648",
3352
+ "ENSG00000230709",
3353
  "ENSG00000230797",
3354
  "ENSG00000230844",
3355
  "ENSG00000231105",
3356
+ "ENSG00000231119",
3357
  "ENSG00000231133",
3358
  "ENSG00000231177",
3359
  "ENSG00000231210",
3360
  "ENSG00000231298",
3361
+ "ENSG00000231329",
3362
  "ENSG00000231389",
3363
  "ENSG00000231407",
3364
  "ENSG00000231528",
3365
  "ENSG00000231621",
3366
  "ENSG00000231742",
3367
+ "ENSG00000231760",
3368
  "ENSG00000231764",
3369
  "ENSG00000231768",
3370
+ "ENSG00000231769",
3371
  "ENSG00000231770",
 
3372
  "ENSG00000231887",
3373
  "ENSG00000231890",
3374
  "ENSG00000231908",
3375
  "ENSG00000231920",
3376
+ "ENSG00000232063",
3377
  "ENSG00000232098",
3378
  "ENSG00000232233",
3379
  "ENSG00000232310",
3380
  "ENSG00000232453",
3381
  "ENSG00000232533",
3382
  "ENSG00000232591",
3383
+ "ENSG00000232611",
3384
+ "ENSG00000232653",
3385
  "ENSG00000232656",
3386
  "ENSG00000232684",
3387
  "ENSG00000232810",
3388
+ "ENSG00000232811",
3389
  "ENSG00000232859",
3390
  "ENSG00000232977",
3391
  "ENSG00000233098",
 
3392
  "ENSG00000233117",
3393
+ "ENSG00000233478",
3394
  "ENSG00000233554",
3395
+ "ENSG00000233621",
3396
  "ENSG00000233672",
3397
  "ENSG00000233791",
3398
  "ENSG00000233822",
3399
+ "ENSG00000233967",
3400
  "ENSG00000234028",
 
3401
  "ENSG00000234284",
3402
  "ENSG00000234350",
3403
  "ENSG00000234511",
 
3407
  "ENSG00000234663",
3408
  "ENSG00000234684",
3409
  "ENSG00000234707",
 
3410
  "ENSG00000234719",
 
 
3411
  "ENSG00000234883",
3412
+ "ENSG00000234936",
3413
  "ENSG00000235016",
3414
  "ENSG00000235097",
3415
  "ENSG00000235106",
3416
  "ENSG00000235162",
3417
  "ENSG00000235172",
3418
+ "ENSG00000235236",
 
3419
  "ENSG00000235387",
3420
  "ENSG00000235501",
3421
  "ENSG00000235530",
3422
  "ENSG00000235532",
3423
+ "ENSG00000235641",
3424
  "ENSG00000235706",
3425
  "ENSG00000235724",
3426
  "ENSG00000235740",
3427
  "ENSG00000235865",
3428
  "ENSG00000235897",
3429
+ "ENSG00000235904",
3430
  "ENSG00000235919",
3431
+ "ENSG00000236008",
3432
  "ENSG00000236104",
 
3433
  "ENSG00000236144",
3434
  "ENSG00000236200",
3435
+ "ENSG00000236209",
3436
  "ENSG00000236213",
3437
+ "ENSG00000236255",
3438
  "ENSG00000236423",
3439
+ "ENSG00000236514",
3440
  "ENSG00000236617",
3441
+ "ENSG00000236663",
3442
+ "ENSG00000236714",
3443
+ "ENSG00000236756",
3444
  "ENSG00000236859",
3445
  "ENSG00000236915",
3446
+ "ENSG00000236924",
3447
+ "ENSG00000236935",
3448
  "ENSG00000236991",
3449
  "ENSG00000237001",
 
3450
  "ENSG00000237054",
3451
  "ENSG00000237080",
3452
  "ENSG00000237125",
3453
+ "ENSG00000237126",
3454
  "ENSG00000237149",
3455
  "ENSG00000237172",
3456
  "ENSG00000237181",
 
3460
  "ENSG00000237436",
3461
  "ENSG00000237440",
3462
  "ENSG00000237441",
3463
+ "ENSG00000237461",
3464
+ "ENSG00000237481",
3465
  "ENSG00000237484",
3466
+ "ENSG00000237667",
3467
  "ENSG00000237686",
 
3468
  "ENSG00000237753",
3469
+ "ENSG00000237763",
3470
  "ENSG00000237797",
3471
  "ENSG00000237886",
3472
  "ENSG00000237928",
3473
  "ENSG00000237949",
3474
  "ENSG00000237950",
3475
  "ENSG00000237989",
 
3476
  "ENSG00000238121",
 
3477
  "ENSG00000238197",
3478
  "ENSG00000238198",
3479
  "ENSG00000239219",
3480
+ "ENSG00000239332",
3481
  "ENSG00000239445",
3482
  "ENSG00000239453",
3483
  "ENSG00000239636",
 
3486
  "ENSG00000239961",
3487
  "ENSG00000239998",
3488
  "ENSG00000240012",
 
3489
  "ENSG00000240057",
 
3490
  "ENSG00000240137",
3491
  "ENSG00000240204",
3492
+ "ENSG00000240219",
3493
  "ENSG00000240288",
3494
  "ENSG00000240373",
3495
+ "ENSG00000240401",
3496
  "ENSG00000240405",
3497
  "ENSG00000240498",
3498
  "ENSG00000240505",
 
3500
  "ENSG00000240583",
3501
  "ENSG00000240694",
3502
  "ENSG00000240747",
 
3503
  "ENSG00000240859",
3504
  "ENSG00000240889",
 
3505
  "ENSG00000241135",
 
3506
  "ENSG00000241158",
3507
  "ENSG00000241163",
3508
  "ENSG00000241316",
 
3514
  "ENSG00000241878",
3515
  "ENSG00000241933",
3516
  "ENSG00000242114",
 
3517
  "ENSG00000242522",
3518
+ "ENSG00000242553",
3519
  "ENSG00000242574",
3520
+ "ENSG00000242628",
3521
  "ENSG00000242732",
 
3522
  "ENSG00000242852",
3523
  "ENSG00000243137",
3524
  "ENSG00000243335",
3525
+ "ENSG00000243477",
3526
  "ENSG00000243701",
3527
  "ENSG00000243811",
3528
  "ENSG00000243943",
3529
  "ENSG00000244041",
3530
  "ENSG00000244219",
3531
  "ENSG00000244300",
3532
+ "ENSG00000244459",
3533
  "ENSG00000244558",
3534
  "ENSG00000244734",
3535
  "ENSG00000244926",
3536
+ "ENSG00000244968",
3537
  "ENSG00000245017",
3538
+ "ENSG00000245025",
3539
+ "ENSG00000245059",
3540
  "ENSG00000245105",
3541
  "ENSG00000245146",
3542
  "ENSG00000245149",
3543
+ "ENSG00000245156",
3544
  "ENSG00000245164",
3545
  "ENSG00000245213",
3546
  "ENSG00000245275",
 
3550
  "ENSG00000245532",
3551
  "ENSG00000245552",
3552
  "ENSG00000245556",
3553
+ "ENSG00000245598",
3554
  "ENSG00000245614",
3555
  "ENSG00000245680",
3556
  "ENSG00000245954",
3557
  "ENSG00000245975",
3558
+ "ENSG00000246022",
3559
  "ENSG00000246084",
3560
  "ENSG00000246089",
3561
  "ENSG00000246223",
3562
+ "ENSG00000246308",
3563
  "ENSG00000246339",
3564
  "ENSG00000246366",
3565
  "ENSG00000246526",
 
3572
  "ENSG00000247157",
3573
  "ENSG00000247199",
3574
  "ENSG00000247317",
 
3575
  "ENSG00000247626",
3576
  "ENSG00000247746",
3577
  "ENSG00000247796",
3578
+ "ENSG00000247934",
3579
  "ENSG00000247950",
3580
  "ENSG00000248008",
3581
+ "ENSG00000248144",
3582
  "ENSG00000248174",
3583
+ "ENSG00000248240",
3584
+ "ENSG00000248373",
3585
  "ENSG00000248473",
3586
  "ENSG00000248483",
3587
  "ENSG00000248489",
3588
+ "ENSG00000248544",
3589
  "ENSG00000248690",
3590
+ "ENSG00000248712",
3591
  "ENSG00000248771",
3592
+ "ENSG00000248787",
3593
  "ENSG00000248810",
3594
  "ENSG00000248890",
3595
  "ENSG00000248925",
3596
+ "ENSG00000249258",
3597
  "ENSG00000249378",
3598
  "ENSG00000249669",
3599
  "ENSG00000249715",
 
3605
  "ENSG00000249992",
3606
  "ENSG00000249993",
3607
  "ENSG00000250073",
3608
+ "ENSG00000250132",
3609
  "ENSG00000250159",
3610
  "ENSG00000250616",
3611
  "ENSG00000250673",
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4005
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4031
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4032
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4033
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4034
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