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popV version: 0.6.0

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README.md DELETED
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- ---
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- library_name: popV
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- license: cc-by-4.0
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- tags:
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- - biology
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- - genomics
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- - single-cell
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- - AnnData:0.12.2
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- - scikit_learn:1.7.2
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- - organism:Homo sapiens
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- - Python:3.12.8
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- - popV:0.6.0
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- - 'tissue: diverse'
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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/a68b64d8-aee3-4947-81b7-36b8fe5a44d2.cxg/) in the CELLxGENE browser for interactive exploration of the data and download of the source data.
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-
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- **Training Code URL**:
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- Not provided by uploader.
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-
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- # Metrics
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-
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- We provide here accuracies for each of the experts and the ensemble model. The validation set accuracies are
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- computed on a 10% random subset of the data that was not used for training.
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-
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- | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | fibroblast | 8250 | 0.80 | 0.79 | 0.89 | 0.74 | 0.00 | 0.62 | 0.70 | 0.75 | 0.88 |
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- | stromal cell of ovary | 3507 | 0.97 | 0.95 | 0.90 | 0.80 | 0.00 | 0.60 | 0.96 | 0.97 | 0.99 |
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- | mesenchymal stem cell | 2281 | 0.94 | 0.75 | 0.89 | 0.42 | 0.00 | 0.25 | 0.90 | 0.90 | 0.95 |
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- | smooth muscle cell | 1795 | 0.76 | 0.67 | 0.85 | 0.75 | 0.00 | 0.71 | 0.77 | 0.80 | 0.84 |
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- | pericyte | 1108 | 0.72 | 0.66 | 0.84 | 0.67 | 0.00 | 0.60 | 0.68 | 0.73 | 0.78 |
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- | skeletal muscle satellite stem cell | 666 | 0.96 | 0.96 | 0.96 | 0.80 | 0.00 | 0.84 | 0.95 | 0.96 | 0.97 |
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- | blood vessel smooth muscle cell | 579 | 0.84 | 0.44 | 0.93 | 0.67 | 0.00 | 0.82 | 0.88 | 0.88 | 0.94 |
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- | regular atrial cardiac myocyte | 618 | 0.82 | 0.64 | 0.77 | 0.59 | 0.00 | 0.61 | 0.87 | 0.94 | 0.91 |
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- | fibroblast of breast | 549 | 0.97 | 0.00 | 0.67 | 0.16 | 0.00 | 0.01 | 0.89 | 0.81 | 0.89 |
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- | vascular associated smooth muscle cell | 469 | 0.73 | 0.07 | 0.68 | 0.56 | 0.00 | 0.23 | 0.64 | 0.72 | 0.75 |
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- | myofibroblast cell | 432 | 0.62 | 0.39 | 0.80 | 0.46 | 0.00 | 0.31 | 0.61 | 0.63 | 0.76 |
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- | thymic fibroblast type 2 | 402 | 0.64 | 0.00 | 0.42 | 0.07 | 0.00 | 0.05 | 0.61 | 0.62 | 0.44 |
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- | mesenchymal stem cell of adipose tissue | 357 | 0.36 | 0.00 | 0.64 | 0.29 | 0.00 | 0.29 | 0.36 | 0.42 | 0.52 |
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- | stromal cell | 285 | 0.76 | 0.02 | 0.59 | 0.48 | 0.00 | 0.33 | 0.77 | 0.83 | 0.94 |
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- | thymic fibroblast type 1 | 339 | 0.63 | 0.01 | 0.56 | 0.15 | 0.00 | 0.08 | 0.57 | 0.56 | 0.61 |
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- | ventricular cardiac muscle cell | 244 | 0.45 | 0.01 | 0.63 | 0.47 | 0.00 | 0.49 | 0.73 | 0.84 | 0.77 |
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- | fibroblast of cardiac tissue | 188 | 0.84 | 0.57 | 0.93 | 0.08 | 0.00 | 0.22 | 0.70 | 0.75 | 0.94 |
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- | alveolar adventitial fibroblast | 123 | 0.73 | 0.46 | 0.65 | 0.12 | 0.00 | 0.05 | 0.63 | 0.79 | 0.76 |
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- | adventitial cell | 110 | 0.26 | 0.02 | 0.16 | 0.10 | 0.00 | 0.16 | 0.30 | 0.40 | 0.38 |
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- | theca cell | 121 | 0.75 | 0.29 | 0.88 | 0.73 | 0.00 | 0.73 | 0.80 | 0.75 | 0.88 |
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- | keratocyte | 85 | 0.53 | 0.02 | 0.39 | 0.04 | 0.00 | 0.14 | 0.45 | 0.46 | 0.61 |
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- | myometrial cell | 102 | 0.85 | 0.00 | 0.87 | 0.31 | 0.00 | 0.29 | 0.65 | 0.76 | 0.85 |
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- | mural cell | 59 | 0.71 | 0.56 | 0.72 | 0.24 | 0.00 | 0.22 | 0.56 | 0.61 | 0.83 |
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- | Mueller cell | 50 | 0.98 | 0.89 | 0.95 | 0.92 | 0.00 | 0.68 | 0.94 | 0.97 | 0.97 |
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- | fast muscle cell | 53 | 0.62 | 0.69 | 0.84 | 0.63 | 0.00 | 0.81 | 0.83 | 0.86 | 0.91 |
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- | pancreatic stellate cell | 37 | 0.66 | 0.00 | 0.51 | 0.25 | 0.00 | 0.00 | 0.63 | 0.75 | 0.72 |
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- | tendon cell | 39 | 0.44 | 0.14 | 0.45 | 0.00 | 0.00 | 0.38 | 0.35 | 0.35 | 0.69 |
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- | muscle cell | 35 | 0.77 | 0.00 | 0.81 | 0.62 | 0.00 | 0.59 | 0.92 | 0.90 | 0.97 |
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- | Schwann cell | 34 | 0.74 | 0.76 | 0.85 | 0.81 | 0.00 | 0.53 | 0.70 | 0.73 | 0.86 |
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- | melanocyte | 18 | 0.00 | 0.62 | 0.81 | 0.24 | 0.00 | 0.14 | 0.42 | 0.67 | 0.91 |
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- | hepatic stellate cell | 29 | 0.62 | 0.00 | 0.62 | 0.29 | 0.00 | 0.29 | 0.69 | 0.83 | 0.76 |
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- | bronchial smooth muscle cell | 13 | 0.23 | 0.27 | 0.12 | 0.14 | 0.00 | 0.00 | 0.23 | 0.25 | 0.27 |
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- | tongue muscle cell | 9 | 0.43 | 0.36 | 0.50 | 0.20 | 0.00 | 0.11 | 0.58 | 0.46 | 0.62 |
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- | slow muscle cell | 15 | 0.56 | 0.38 | 0.67 | 0.00 | 0.00 | 0.68 | 0.78 | 0.93 | 0.90 |
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- | connective tissue cell | 8 | 0.00 | 0.00 | 0.00 | 0.13 | 0.00 | 0.05 | 0.09 | 0.12 | 0.31 |
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- | adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | glial cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.02 | 0.33 | 0.20 | 1.00 |
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- | Leydig cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | mesenchymal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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-
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- The train accuracies are computed on the training data.
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-
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- | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
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- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | fibroblast | 74886 | 0.81 | 0.79 | 0.90 | 0.77 | 0.00 | 0.81 | 0.69 | 0.74 | 0.92 |
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- | stromal cell of ovary | 31496 | 0.97 | 0.94 | 0.87 | 0.80 | 0.00 | 0.96 | 0.97 | 0.97 | 0.99 |
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- | mesenchymal stem cell | 21215 | 0.94 | 0.76 | 0.92 | 0.45 | 0.00 | 0.93 | 0.89 | 0.89 | 0.97 |
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- | smooth muscle cell | 16594 | 0.76 | 0.67 | 0.89 | 0.78 | 0.00 | 0.88 | 0.77 | 0.80 | 0.89 |
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- | pericyte | 9769 | 0.70 | 0.65 | 0.86 | 0.71 | 0.00 | 0.76 | 0.69 | 0.74 | 0.81 |
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- | skeletal muscle satellite stem cell | 5502 | 0.96 | 0.95 | 0.97 | 0.87 | 0.00 | 0.95 | 0.94 | 0.96 | 0.97 |
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- | blood vessel smooth muscle cell | 5408 | 0.84 | 0.44 | 0.95 | 0.76 | 0.00 | 0.96 | 0.88 | 0.88 | 0.96 |
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- | regular atrial cardiac myocyte | 5193 | 0.79 | 0.63 | 0.87 | 0.85 | 0.00 | 0.98 | 0.88 | 0.95 | 0.94 |
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- | fibroblast of breast | 4721 | 0.97 | 0.00 | 0.67 | 0.31 | 0.00 | 0.94 | 0.86 | 0.80 | 0.99 |
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- | vascular associated smooth muscle cell | 4549 | 0.73 | 0.06 | 0.74 | 0.58 | 0.00 | 0.73 | 0.66 | 0.73 | 0.80 |
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- | myofibroblast cell | 4003 | 0.64 | 0.36 | 0.87 | 0.60 | 0.00 | 0.60 | 0.63 | 0.65 | 0.81 |
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- | thymic fibroblast type 2 | 3801 | 0.64 | 0.00 | 0.56 | 0.20 | 0.00 | 0.88 | 0.61 | 0.63 | 0.87 |
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- | mesenchymal stem cell of adipose tissue | 3415 | 0.40 | 0.00 | 0.69 | 0.41 | 0.00 | 0.49 | 0.39 | 0.44 | 0.56 |
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- | stromal cell | 3143 | 0.77 | 0.01 | 0.62 | 0.49 | 0.00 | 0.77 | 0.80 | 0.84 | 0.94 |
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- | thymic fibroblast type 1 | 2930 | 0.58 | 0.01 | 0.71 | 0.19 | 0.00 | 0.86 | 0.58 | 0.55 | 0.83 |
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- | ventricular cardiac muscle cell | 2354 | 0.39 | 0.00 | 0.72 | 0.71 | 0.00 | 0.94 | 0.78 | 0.88 | 0.85 |
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- | fibroblast of cardiac tissue | 1749 | 0.84 | 0.53 | 0.97 | 0.30 | 0.00 | 0.53 | 0.71 | 0.75 | 0.95 |
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- | alveolar adventitial fibroblast | 988 | 0.74 | 0.46 | 0.61 | 0.10 | 0.00 | 0.75 | 0.66 | 0.84 | 0.92 |
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- | adventitial cell | 934 | 0.27 | 0.01 | 0.38 | 0.12 | 0.00 | 0.70 | 0.29 | 0.39 | 0.61 |
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- | theca cell | 917 | 0.69 | 0.26 | 0.90 | 0.80 | 0.00 | 0.62 | 0.77 | 0.71 | 0.86 |
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- | keratocyte | 889 | 0.54 | 0.03 | 0.39 | 0.07 | 0.00 | 0.36 | 0.45 | 0.51 | 0.70 |
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- | myometrial cell | 815 | 0.82 | 0.00 | 0.86 | 0.55 | 0.00 | 0.61 | 0.60 | 0.74 | 0.87 |
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- | mural cell | 555 | 0.68 | 0.50 | 0.74 | 0.24 | 0.00 | 0.82 | 0.56 | 0.65 | 0.93 |
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- | Mueller cell | 445 | 0.99 | 0.85 | 0.94 | 0.92 | 0.00 | 0.81 | 0.95 | 0.96 | 0.98 |
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- | fast muscle cell | 442 | 0.63 | 0.69 | 0.84 | 0.76 | 0.00 | 0.76 | 0.84 | 0.92 | 0.95 |
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- | pancreatic stellate cell | 387 | 0.61 | 0.00 | 0.76 | 0.27 | 0.00 | 0.62 | 0.68 | 0.76 | 0.78 |
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- | tendon cell | 381 | 0.48 | 0.13 | 0.73 | 0.17 | 0.00 | 0.49 | 0.38 | 0.40 | 0.75 |
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- | muscle cell | 371 | 0.79 | 0.01 | 0.83 | 0.86 | 0.00 | 0.87 | 0.95 | 0.99 | 0.99 |
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- | Schwann cell | 278 | 0.61 | 0.68 | 0.84 | 0.72 | 0.00 | 0.68 | 0.70 | 0.79 | 0.90 |
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- | melanocyte | 214 | 0.00 | 0.70 | 0.89 | 0.50 | 0.00 | 0.32 | 0.57 | 0.78 | 0.96 |
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- | hepatic stellate cell | 193 | 0.54 | 0.02 | 0.66 | 0.43 | 0.00 | 0.67 | 0.59 | 0.74 | 0.82 |
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- | bronchial smooth muscle cell | 206 | 0.38 | 0.04 | 0.45 | 0.15 | 0.00 | 0.67 | 0.48 | 0.56 | 0.74 |
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- | tongue muscle cell | 188 | 0.46 | 0.22 | 0.76 | 0.16 | 0.00 | 0.55 | 0.80 | 0.70 | 0.88 |
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- | slow muscle cell | 159 | 0.56 | 0.43 | 0.80 | 0.31 | 0.00 | 0.76 | 0.87 | 0.95 | 0.95 |
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- | connective tissue cell | 143 | 0.00 | 0.00 | 0.09 | 0.13 | 0.00 | 0.56 | 0.21 | 0.25 | 0.62 |
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- | adipocyte | 33 | 0.88 | 0.00 | 0.91 | 0.43 | 0.00 | 0.43 | 0.80 | 0.80 | 0.97 |
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- | glial cell | 19 | 0.00 | 0.00 | 0.65 | 0.27 | 0.00 | 0.06 | 0.38 | 0.28 | 0.54 |
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- | Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.56 | 0.29 | 0.50 |
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- | mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.15 | 0.44 | 0.67 |
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-
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- </details>
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-
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-
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- # References
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-
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- Tabula Sapiens reveals transcription factor expression, senescence effects, and sex-specific features in cell types from 28 human organs and tissues, The Tabula Sapiens Consortium; bioRxiv, doi: https://doi.org/10.1101/2024.12.03.626516
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
accuracies.json CHANGED
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  {
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- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 8250 | 0.80 | 0.79 | 0.89 | 0.74 | 0.00 | 0.62 | 0.70 | 0.75 | 0.88 |\n| stromal cell of ovary | 3507 | 0.97 | 0.95 | 0.90 | 0.80 | 0.00 | 0.60 | 0.96 | 0.97 | 0.99 |\n| mesenchymal stem cell | 2281 | 0.94 | 0.75 | 0.89 | 0.42 | 0.00 | 0.25 | 0.90 | 0.90 | 0.95 |\n| smooth muscle cell | 1795 | 0.76 | 0.67 | 0.85 | 0.75 | 0.00 | 0.71 | 0.77 | 0.80 | 0.84 |\n| pericyte | 1108 | 0.72 | 0.66 | 0.84 | 0.67 | 0.00 | 0.60 | 0.68 | 0.73 | 0.78 |\n| skeletal muscle satellite stem cell | 666 | 0.96 | 0.96 | 0.96 | 0.80 | 0.00 | 0.84 | 0.95 | 0.96 | 0.97 |\n| blood vessel smooth muscle cell | 579 | 0.84 | 0.44 | 0.93 | 0.67 | 0.00 | 0.82 | 0.88 | 0.88 | 0.94 |\n| regular atrial cardiac myocyte | 618 | 0.82 | 0.64 | 0.77 | 0.59 | 0.00 | 0.61 | 0.87 | 0.94 | 0.91 |\n| fibroblast of breast | 549 | 0.97 | 0.00 | 0.67 | 0.16 | 0.00 | 0.01 | 0.89 | 0.81 | 0.89 |\n| vascular associated smooth muscle cell | 469 | 0.73 | 0.07 | 0.68 | 0.56 | 0.00 | 0.23 | 0.64 | 0.72 | 0.75 |\n| myofibroblast cell | 432 | 0.62 | 0.39 | 0.80 | 0.46 | 0.00 | 0.31 | 0.61 | 0.63 | 0.76 |\n| thymic fibroblast type 2 | 402 | 0.64 | 0.00 | 0.42 | 0.07 | 0.00 | 0.05 | 0.61 | 0.62 | 0.44 |\n| mesenchymal stem cell of adipose tissue | 357 | 0.36 | 0.00 | 0.64 | 0.29 | 0.00 | 0.29 | 0.36 | 0.42 | 0.52 |\n| stromal cell | 285 | 0.76 | 0.02 | 0.59 | 0.48 | 0.00 | 0.33 | 0.77 | 0.83 | 0.94 |\n| thymic fibroblast type 1 | 339 | 0.63 | 0.01 | 0.56 | 0.15 | 0.00 | 0.08 | 0.57 | 0.56 | 0.61 |\n| ventricular cardiac muscle cell | 244 | 0.45 | 0.01 | 0.63 | 0.47 | 0.00 | 0.49 | 0.73 | 0.84 | 0.77 |\n| fibroblast of cardiac tissue | 188 | 0.84 | 0.57 | 0.93 | 0.08 | 0.00 | 0.22 | 0.70 | 0.75 | 0.94 |\n| alveolar adventitial fibroblast | 123 | 0.73 | 0.46 | 0.65 | 0.12 | 0.00 | 0.05 | 0.63 | 0.79 | 0.76 |\n| adventitial cell | 110 | 0.26 | 0.02 | 0.16 | 0.10 | 0.00 | 0.16 | 0.30 | 0.40 | 0.38 |\n| theca cell | 121 | 0.75 | 0.29 | 0.88 | 0.73 | 0.00 | 0.73 | 0.80 | 0.75 | 0.88 |\n| keratocyte | 85 | 0.53 | 0.02 | 0.39 | 0.04 | 0.00 | 0.14 | 0.45 | 0.46 | 0.61 |\n| myometrial cell | 102 | 0.85 | 0.00 | 0.87 | 0.31 | 0.00 | 0.29 | 0.65 | 0.76 | 0.85 |\n| mural cell | 59 | 0.71 | 0.56 | 0.72 | 0.24 | 0.00 | 0.22 | 0.56 | 0.61 | 0.83 |\n| Mueller cell | 50 | 0.98 | 0.89 | 0.95 | 0.92 | 0.00 | 0.68 | 0.94 | 0.97 | 0.97 |\n| fast muscle cell | 53 | 0.62 | 0.69 | 0.84 | 0.63 | 0.00 | 0.81 | 0.83 | 0.86 | 0.91 |\n| pancreatic stellate cell | 37 | 0.66 | 0.00 | 0.51 | 0.25 | 0.00 | 0.00 | 0.63 | 0.75 | 0.72 |\n| tendon cell | 39 | 0.44 | 0.14 | 0.45 | 0.00 | 0.00 | 0.38 | 0.35 | 0.35 | 0.69 |\n| muscle cell | 35 | 0.77 | 0.00 | 0.81 | 0.62 | 0.00 | 0.59 | 0.92 | 0.90 | 0.97 |\n| Schwann cell | 34 | 0.74 | 0.76 | 0.85 | 0.81 | 0.00 | 0.53 | 0.70 | 0.73 | 0.86 |\n| melanocyte | 18 | 0.00 | 0.62 | 0.81 | 0.24 | 0.00 | 0.14 | 0.42 | 0.67 | 0.91 |\n| hepatic stellate cell | 29 | 0.62 | 0.00 | 0.62 | 0.29 | 0.00 | 0.29 | 0.69 | 0.83 | 0.76 |\n| bronchial smooth muscle cell | 13 | 0.23 | 0.27 | 0.12 | 0.14 | 0.00 | 0.00 | 0.23 | 0.25 | 0.27 |\n| tongue muscle cell | 9 | 0.43 | 0.36 | 0.50 | 0.20 | 0.00 | 0.11 | 0.58 | 0.46 | 0.62 |\n| slow muscle cell | 15 | 0.56 | 0.38 | 0.67 | 0.00 | 0.00 | 0.68 | 0.78 | 0.93 | 0.90 |\n| connective tissue cell | 8 | 0.00 | 0.00 | 0.00 | 0.13 | 0.00 | 0.05 | 0.09 | 0.12 | 0.31 |\n| adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| glial cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.02 | 0.33 | 0.20 | 1.00 |\n| Leydig cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 74886 | 0.81 | 0.79 | 0.90 | 0.77 | 0.00 | 0.81 | 0.69 | 0.74 | 0.92 |\n| stromal cell of ovary | 31496 | 0.97 | 0.94 | 0.87 | 0.80 | 0.00 | 0.96 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 21215 | 0.94 | 0.76 | 0.92 | 0.45 | 0.00 | 0.93 | 0.89 | 0.89 | 0.97 |\n| smooth muscle cell | 16594 | 0.76 | 0.67 | 0.89 | 0.78 | 0.00 | 0.88 | 0.77 | 0.80 | 0.89 |\n| pericyte | 9769 | 0.70 | 0.65 | 0.86 | 0.71 | 0.00 | 0.76 | 0.69 | 0.74 | 0.81 |\n| skeletal muscle satellite stem cell | 5502 | 0.96 | 0.95 | 0.97 | 0.87 | 0.00 | 0.95 | 0.94 | 0.96 | 0.97 |\n| blood vessel smooth muscle cell | 5408 | 0.84 | 0.44 | 0.95 | 0.76 | 0.00 | 0.96 | 0.88 | 0.88 | 0.96 |\n| regular atrial cardiac myocyte | 5193 | 0.79 | 0.63 | 0.87 | 0.85 | 0.00 | 0.98 | 0.88 | 0.95 | 0.94 |\n| fibroblast of breast | 4721 | 0.97 | 0.00 | 0.67 | 0.31 | 0.00 | 0.94 | 0.86 | 0.80 | 0.99 |\n| vascular associated smooth muscle cell | 4549 | 0.73 | 0.06 | 0.74 | 0.58 | 0.00 | 0.73 | 0.66 | 0.73 | 0.80 |\n| myofibroblast cell | 4003 | 0.64 | 0.36 | 0.87 | 0.60 | 0.00 | 0.60 | 0.63 | 0.65 | 0.81 |\n| thymic fibroblast type 2 | 3801 | 0.64 | 0.00 | 0.56 | 0.20 | 0.00 | 0.88 | 0.61 | 0.63 | 0.87 |\n| mesenchymal stem cell of adipose tissue | 3415 | 0.40 | 0.00 | 0.69 | 0.41 | 0.00 | 0.49 | 0.39 | 0.44 | 0.56 |\n| stromal cell | 3143 | 0.77 | 0.01 | 0.62 | 0.49 | 0.00 | 0.77 | 0.80 | 0.84 | 0.94 |\n| thymic fibroblast type 1 | 2930 | 0.58 | 0.01 | 0.71 | 0.19 | 0.00 | 0.86 | 0.58 | 0.55 | 0.83 |\n| ventricular cardiac muscle cell | 2354 | 0.39 | 0.00 | 0.72 | 0.71 | 0.00 | 0.94 | 0.78 | 0.88 | 0.85 |\n| fibroblast of cardiac tissue | 1749 | 0.84 | 0.53 | 0.97 | 0.30 | 0.00 | 0.53 | 0.71 | 0.75 | 0.95 |\n| alveolar adventitial fibroblast | 988 | 0.74 | 0.46 | 0.61 | 0.10 | 0.00 | 0.75 | 0.66 | 0.84 | 0.92 |\n| adventitial cell | 934 | 0.27 | 0.01 | 0.38 | 0.12 | 0.00 | 0.70 | 0.29 | 0.39 | 0.61 |\n| theca cell | 917 | 0.69 | 0.26 | 0.90 | 0.80 | 0.00 | 0.62 | 0.77 | 0.71 | 0.86 |\n| keratocyte | 889 | 0.54 | 0.03 | 0.39 | 0.07 | 0.00 | 0.36 | 0.45 | 0.51 | 0.70 |\n| myometrial cell | 815 | 0.82 | 0.00 | 0.86 | 0.55 | 0.00 | 0.61 | 0.60 | 0.74 | 0.87 |\n| mural cell | 555 | 0.68 | 0.50 | 0.74 | 0.24 | 0.00 | 0.82 | 0.56 | 0.65 | 0.93 |\n| Mueller cell | 445 | 0.99 | 0.85 | 0.94 | 0.92 | 0.00 | 0.81 | 0.95 | 0.96 | 0.98 |\n| fast muscle cell | 442 | 0.63 | 0.69 | 0.84 | 0.76 | 0.00 | 0.76 | 0.84 | 0.92 | 0.95 |\n| pancreatic stellate cell | 387 | 0.61 | 0.00 | 0.76 | 0.27 | 0.00 | 0.62 | 0.68 | 0.76 | 0.78 |\n| tendon cell | 381 | 0.48 | 0.13 | 0.73 | 0.17 | 0.00 | 0.49 | 0.38 | 0.40 | 0.75 |\n| muscle cell | 371 | 0.79 | 0.01 | 0.83 | 0.86 | 0.00 | 0.87 | 0.95 | 0.99 | 0.99 |\n| Schwann cell | 278 | 0.61 | 0.68 | 0.84 | 0.72 | 0.00 | 0.68 | 0.70 | 0.79 | 0.90 |\n| melanocyte | 214 | 0.00 | 0.70 | 0.89 | 0.50 | 0.00 | 0.32 | 0.57 | 0.78 | 0.96 |\n| hepatic stellate cell | 193 | 0.54 | 0.02 | 0.66 | 0.43 | 0.00 | 0.67 | 0.59 | 0.74 | 0.82 |\n| bronchial smooth muscle cell | 206 | 0.38 | 0.04 | 0.45 | 0.15 | 0.00 | 0.67 | 0.48 | 0.56 | 0.74 |\n| tongue muscle cell | 188 | 0.46 | 0.22 | 0.76 | 0.16 | 0.00 | 0.55 | 0.80 | 0.70 | 0.88 |\n| slow muscle cell | 159 | 0.56 | 0.43 | 0.80 | 0.31 | 0.00 | 0.76 | 0.87 | 0.95 | 0.95 |\n| connective tissue cell | 143 | 0.00 | 0.00 | 0.09 | 0.13 | 0.00 | 0.56 | 0.21 | 0.25 | 0.62 |\n| adipocyte | 33 | 0.88 | 0.00 | 0.91 | 0.43 | 0.00 | 0.43 | 0.80 | 0.80 | 0.97 |\n| glial cell | 19 | 0.00 | 0.00 | 0.65 | 0.27 | 0.00 | 0.06 | 0.38 | 0.28 | 0.54 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.56 | 0.29 | 0.50 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.15 | 0.44 | 0.67 |"
4
  }
 
1
  {
2
+ "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 8243 | 0.81 | 0.79 | 0.88 | 0.72 | 0.00 | 0.65 | 0.67 | 0.74 | 0.88 |\n| stromal cell of ovary | 3498 | 0.98 | 0.95 | 0.90 | 0.72 | 0.00 | 0.38 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 2271 | 0.93 | 0.77 | 0.89 | 0.41 | 0.00 | 0.06 | 0.89 | 0.90 | 0.95 |\n| smooth muscle cell | 1811 | 0.79 | 0.66 | 0.84 | 0.72 | 0.00 | 0.65 | 0.75 | 0.82 | 0.84 |\n| pericyte | 1112 | 0.74 | 0.65 | 0.83 | 0.68 | 0.00 | 0.55 | 0.68 | 0.75 | 0.79 |\n| skeletal muscle satellite stem cell | 670 | 0.94 | 0.95 | 0.96 | 0.81 | 0.00 | 0.73 | 0.95 | 0.95 | 0.97 |\n| blood vessel smooth muscle cell | 584 | 0.81 | 0.41 | 0.93 | 0.65 | 0.00 | 0.36 | 0.87 | 0.86 | 0.93 |\n| regular atrial cardiac myocyte | 619 | 0.82 | 0.47 | 0.74 | 0.52 | 0.00 | 0.14 | 0.89 | 0.95 | 0.93 |\n| fibroblast of breast | 548 | 0.96 | 0.00 | 0.68 | 0.11 | 0.00 | 0.00 | 0.89 | 0.85 | 0.88 |\n| vascular associated smooth muscle cell | 473 | 0.76 | 0.05 | 0.64 | 0.49 | 0.00 | 0.26 | 0.60 | 0.72 | 0.74 |\n| myofibroblast cell | 418 | 0.68 | 0.43 | 0.81 | 0.46 | 0.00 | 0.31 | 0.56 | 0.63 | 0.77 |\n| thymic fibroblast type 2 | 406 | 0.65 | 0.00 | 0.39 | 0.15 | 0.00 | 0.03 | 0.58 | 0.61 | 0.39 |\n| mesenchymal stem cell of adipose tissue | 365 | 0.35 | 0.00 | 0.64 | 0.36 | 0.00 | 0.33 | 0.37 | 0.38 | 0.52 |\n| stromal cell | 285 | 0.86 | 0.01 | 0.61 | 0.29 | 0.00 | 0.37 | 0.85 | 0.83 | 0.94 |\n| thymic fibroblast type 1 | 336 | 0.58 | 0.02 | 0.57 | 0.17 | 0.00 | 0.07 | 0.55 | 0.60 | 0.56 |\n| ventricular cardiac muscle cell | 244 | 0.43 | 0.00 | 0.62 | 0.47 | 0.00 | 0.48 | 0.77 | 0.88 | 0.84 |\n| fibroblast of cardiac tissue | 187 | 0.96 | 0.64 | 0.92 | 0.11 | 0.00 | 0.34 | 0.72 | 0.78 | 0.95 |\n| alveolar adventitial fibroblast | 124 | 0.74 | 0.33 | 0.65 | 0.10 | 0.00 | 0.13 | 0.62 | 0.81 | 0.75 |\n| adventitial cell | 110 | 0.22 | 0.04 | 0.17 | 0.04 | 0.00 | 0.16 | 0.31 | 0.35 | 0.38 |\n| theca cell | 121 | 0.78 | 0.31 | 0.88 | 0.62 | 0.00 | 0.63 | 0.81 | 0.73 | 0.87 |\n| keratocyte | 91 | 0.56 | 0.04 | 0.29 | 0.02 | 0.00 | 0.17 | 0.46 | 0.46 | 0.43 |\n| myometrial cell | 102 | 0.66 | 0.00 | 0.86 | 0.55 | 0.00 | 0.55 | 0.63 | 0.78 | 0.85 |\n| mural cell | 64 | 0.71 | 0.55 | 0.68 | 0.15 | 0.00 | 0.31 | 0.55 | 0.66 | 0.84 |\n| Mueller cell | 50 | 0.98 | 0.80 | 0.95 | 0.82 | 0.00 | 0.81 | 0.95 | 0.92 | 0.98 |\n| fast muscle cell | 53 | 0.53 | 0.74 | 0.83 | 0.71 | 0.00 | 0.81 | 0.83 | 0.88 | 0.92 |\n| pancreatic stellate cell | 37 | 0.61 | 0.00 | 0.53 | 0.25 | 0.00 | 0.11 | 0.65 | 0.79 | 0.82 |\n| tendon cell | 40 | 0.63 | 0.14 | 0.41 | 0.00 | 0.00 | 0.10 | 0.37 | 0.36 | 0.59 |\n| muscle cell | 32 | 0.72 | 0.00 | 0.77 | 0.75 | 0.00 | 0.44 | 0.94 | 0.94 | 0.97 |\n| Schwann cell | 27 | 0.75 | 0.81 | 0.92 | 0.89 | 0.00 | 0.30 | 0.71 | 0.60 | 0.86 |\n| melanocyte | 16 | 0.00 | 0.63 | 0.80 | 0.69 | 0.00 | 0.29 | 0.43 | 0.77 | 0.79 |\n| hepatic stellate cell | 27 | 0.50 | 0.00 | 0.41 | 0.30 | 0.00 | 0.24 | 0.72 | 0.82 | 0.84 |\n| bronchial smooth muscle cell | 13 | 0.26 | 0.14 | 0.00 | 0.14 | 0.00 | 0.27 | 0.28 | 0.25 | 0.50 |\n| tongue muscle cell | 11 | 0.43 | 0.31 | 0.62 | 0.00 | 0.00 | 0.09 | 0.37 | 0.40 | 0.62 |\n| slow muscle cell | 15 | 0.56 | 0.37 | 0.68 | 0.21 | 0.00 | 0.36 | 0.85 | 0.97 | 0.93 |\n| connective tissue cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.11 | 0.18 | 0.00 |\n| adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| glial cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.03 | 0.17 | 0.09 | 0.25 |\n| Leydig cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
+ "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| fibroblast | 74894 | 0.81 | 0.79 | 0.90 | 0.73 | 0.00 | 0.88 | 0.67 | 0.75 | 0.91 |\n| stromal cell of ovary | 31505 | 0.98 | 0.94 | 0.87 | 0.70 | 0.00 | 0.96 | 0.97 | 0.97 | 0.99 |\n| mesenchymal stem cell | 21225 | 0.94 | 0.77 | 0.91 | 0.46 | 0.00 | 0.96 | 0.89 | 0.90 | 0.97 |\n| smooth muscle cell | 16578 | 0.79 | 0.66 | 0.88 | 0.76 | 0.00 | 0.82 | 0.76 | 0.80 | 0.88 |\n| pericyte | 9765 | 0.73 | 0.65 | 0.86 | 0.73 | 0.00 | 0.75 | 0.71 | 0.76 | 0.82 |\n| skeletal muscle satellite stem cell | 5498 | 0.95 | 0.94 | 0.97 | 0.87 | 0.00 | 0.94 | 0.95 | 0.96 | 0.97 |\n| blood vessel smooth muscle cell | 5403 | 0.81 | 0.43 | 0.95 | 0.76 | 0.00 | 0.93 | 0.87 | 0.88 | 0.95 |\n| regular atrial cardiac myocyte | 5192 | 0.80 | 0.48 | 0.87 | 0.84 | 0.00 | 0.99 | 0.90 | 0.94 | 0.94 |\n| fibroblast of breast | 4722 | 0.96 | 0.00 | 0.65 | 0.22 | 0.00 | 0.99 | 0.88 | 0.85 | 0.99 |\n| vascular associated smooth muscle cell | 4545 | 0.76 | 0.06 | 0.74 | 0.55 | 0.00 | 0.75 | 0.64 | 0.73 | 0.81 |\n| myofibroblast cell | 4017 | 0.67 | 0.42 | 0.87 | 0.60 | 0.00 | 0.63 | 0.61 | 0.67 | 0.82 |\n| thymic fibroblast type 2 | 3797 | 0.66 | 0.00 | 0.55 | 0.18 | 0.00 | 0.91 | 0.59 | 0.62 | 0.86 |\n| mesenchymal stem cell of adipose tissue | 3407 | 0.35 | 0.00 | 0.69 | 0.46 | 0.00 | 0.53 | 0.38 | 0.41 | 0.53 |\n| stromal cell | 3143 | 0.86 | 0.01 | 0.62 | 0.37 | 0.00 | 0.87 | 0.83 | 0.85 | 0.94 |\n| thymic fibroblast type 1 | 2933 | 0.57 | 0.01 | 0.70 | 0.18 | 0.00 | 0.86 | 0.54 | 0.58 | 0.84 |\n| ventricular cardiac muscle cell | 2354 | 0.40 | 0.00 | 0.72 | 0.68 | 0.00 | 0.96 | 0.81 | 0.89 | 0.85 |\n| fibroblast of cardiac tissue | 1750 | 0.96 | 0.55 | 0.97 | 0.25 | 0.00 | 0.96 | 0.73 | 0.78 | 0.97 |\n| alveolar adventitial fibroblast | 987 | 0.75 | 0.41 | 0.58 | 0.12 | 0.00 | 0.80 | 0.59 | 0.82 | 0.93 |\n| adventitial cell | 934 | 0.21 | 0.00 | 0.37 | 0.06 | 0.00 | 0.52 | 0.31 | 0.37 | 0.57 |\n| theca cell | 917 | 0.76 | 0.26 | 0.91 | 0.72 | 0.00 | 0.55 | 0.75 | 0.69 | 0.88 |\n| keratocyte | 883 | 0.55 | 0.04 | 0.38 | 0.03 | 0.00 | 0.55 | 0.46 | 0.50 | 0.68 |\n| myometrial cell | 815 | 0.60 | 0.00 | 0.85 | 0.69 | 0.00 | 0.71 | 0.63 | 0.73 | 0.84 |\n| mural cell | 550 | 0.68 | 0.52 | 0.75 | 0.22 | 0.00 | 0.67 | 0.54 | 0.64 | 0.92 |\n| Mueller cell | 445 | 0.98 | 0.82 | 0.93 | 0.88 | 0.00 | 0.94 | 0.95 | 0.93 | 0.98 |\n| fast muscle cell | 442 | 0.53 | 0.68 | 0.85 | 0.78 | 0.00 | 0.87 | 0.86 | 0.92 | 0.94 |\n| pancreatic stellate cell | 387 | 0.56 | 0.00 | 0.77 | 0.33 | 0.00 | 0.64 | 0.64 | 0.76 | 0.78 |\n| tendon cell | 380 | 0.67 | 0.16 | 0.72 | 0.24 | 0.00 | 0.43 | 0.41 | 0.41 | 0.82 |\n| muscle cell | 374 | 0.80 | 0.00 | 0.84 | 0.89 | 0.00 | 0.84 | 0.97 | 0.99 | 0.99 |\n| Schwann cell | 285 | 0.61 | 0.68 | 0.84 | 0.73 | 0.00 | 0.52 | 0.74 | 0.80 | 0.87 |\n| melanocyte | 216 | 0.00 | 0.69 | 0.89 | 0.64 | 0.00 | 0.45 | 0.61 | 0.78 | 0.94 |\n| hepatic stellate cell | 195 | 0.45 | 0.00 | 0.65 | 0.47 | 0.00 | 0.64 | 0.62 | 0.73 | 0.82 |\n| bronchial smooth muscle cell | 206 | 0.40 | 0.05 | 0.40 | 0.13 | 0.00 | 0.46 | 0.45 | 0.56 | 0.68 |\n| tongue muscle cell | 187 | 0.45 | 0.24 | 0.75 | 0.11 | 0.00 | 0.47 | 0.58 | 0.62 | 0.86 |\n| slow muscle cell | 159 | 0.57 | 0.42 | 0.80 | 0.47 | 0.00 | 0.75 | 0.89 | 0.95 | 0.97 |\n| connective tissue cell | 143 | 0.00 | 0.00 | 0.07 | 0.08 | 0.00 | 0.42 | 0.22 | 0.30 | 0.54 |\n| adipocyte | 33 | 0.64 | 0.00 | 0.92 | 0.36 | 0.00 | 0.25 | 0.77 | 0.90 | 0.99 |\n| glial cell | 19 | 0.00 | 0.00 | 0.70 | 0.33 | 0.00 | 0.10 | 0.34 | 0.18 | 0.55 |\n| Leydig cell | 9 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.44 | 0.27 | 0.74 |\n| mesenchymal cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 0.10 | 0.57 | 0.67 |"
4
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- {
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- "popv_version": "0.6.0",
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- "setup_dict": {
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- "ref_batch_key": "batch_key",
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- },
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- "prediction_keys": [
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- "popv_celltypist_prediction",
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- "popv_knn_harmony_prediction",
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23
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24
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26
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- "XGboost"
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- "organism": "Homo sapiens"
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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1201
  "ENSG00000131148",
 
1202
  "ENSG00000131203",
1203
- "ENSG00000131373",
1204
  "ENSG00000131400",
1205
  "ENSG00000131408",
1206
  "ENSG00000131459",
@@ -1221,8 +1149,6 @@
1221
  "ENSG00000132185",
1222
  "ENSG00000132204",
1223
  "ENSG00000132254",
1224
- "ENSG00000132305",
1225
- "ENSG00000132323",
1226
  "ENSG00000132329",
1227
  "ENSG00000132386",
1228
  "ENSG00000132437",
@@ -1230,8 +1156,6 @@
1230
  "ENSG00000132475",
1231
  "ENSG00000132514",
1232
  "ENSG00000132541",
1233
- "ENSG00000132561",
1234
- "ENSG00000132639",
1235
  "ENSG00000132677",
1236
  "ENSG00000132692",
1237
  "ENSG00000132773",
@@ -1271,7 +1195,6 @@
1271
  "ENSG00000134061",
1272
  "ENSG00000134152",
1273
  "ENSG00000134160",
1274
- "ENSG00000134183",
1275
  "ENSG00000134207",
1276
  "ENSG00000134215",
1277
  "ENSG00000134222",
@@ -1280,7 +1203,6 @@
1280
  "ENSG00000134253",
1281
  "ENSG00000134285",
1282
  "ENSG00000134323",
1283
- "ENSG00000134324",
1284
  "ENSG00000134326",
1285
  "ENSG00000134333",
1286
  "ENSG00000134339",
@@ -1296,7 +1218,6 @@
1296
  "ENSG00000134690",
1297
  "ENSG00000134716",
1298
  "ENSG00000134748",
1299
- "ENSG00000134757",
1300
  "ENSG00000134762",
1301
  "ENSG00000134817",
1302
  "ENSG00000134827",
@@ -1304,7 +1225,6 @@
1304
  "ENSG00000134873",
1305
  "ENSG00000134884",
1306
  "ENSG00000134917",
1307
- "ENSG00000134940",
1308
  "ENSG00000134955",
1309
  "ENSG00000134962",
1310
  "ENSG00000134970",
@@ -1314,7 +1234,6 @@
1314
  "ENSG00000135090",
1315
  "ENSG00000135114",
1316
  "ENSG00000135116",
1317
- "ENSG00000135124",
1318
  "ENSG00000135218",
1319
  "ENSG00000135245",
1320
  "ENSG00000135312",
@@ -1326,7 +1245,6 @@
1326
  "ENSG00000135406",
1327
  "ENSG00000135409",
1328
  "ENSG00000135423",
1329
- "ENSG00000135424",
1330
  "ENSG00000135426",
1331
  "ENSG00000135454",
1332
  "ENSG00000135506",
@@ -1334,11 +1252,9 @@
1334
  "ENSG00000135547",
1335
  "ENSG00000135549",
1336
  "ENSG00000135577",
1337
- "ENSG00000135596",
1338
  "ENSG00000135604",
1339
  "ENSG00000135636",
1340
  "ENSG00000135697",
1341
- "ENSG00000135740",
1342
  "ENSG00000135744",
1343
  "ENSG00000135750",
1344
  "ENSG00000135773",
@@ -1348,9 +1264,7 @@
1348
  "ENSG00000135917",
1349
  "ENSG00000135919",
1350
  "ENSG00000135926",
1351
- "ENSG00000135953",
1352
  "ENSG00000135960",
1353
- "ENSG00000136021",
1354
  "ENSG00000136059",
1355
  "ENSG00000136068",
1356
  "ENSG00000136114",
@@ -1358,16 +1272,13 @@
1358
  "ENSG00000136160",
1359
  "ENSG00000136167",
1360
  "ENSG00000136235",
1361
- "ENSG00000136237",
1362
  "ENSG00000136240",
1363
  "ENSG00000136244",
1364
  "ENSG00000136286",
1365
- "ENSG00000136319",
1366
  "ENSG00000136378",
1367
  "ENSG00000136404",
1368
  "ENSG00000136449",
1369
  "ENSG00000136457",
1370
- "ENSG00000136492",
1371
  "ENSG00000136514",
1372
  "ENSG00000136531",
1373
  "ENSG00000136546",
@@ -1375,7 +1286,6 @@
1375
  "ENSG00000136689",
1376
  "ENSG00000136826",
1377
  "ENSG00000136866",
1378
- "ENSG00000136869",
1379
  "ENSG00000136872",
1380
  "ENSG00000136897",
1381
  "ENSG00000136908",
@@ -1421,9 +1331,7 @@
1421
  "ENSG00000137601",
1422
  "ENSG00000137628",
1423
  "ENSG00000137648",
1424
- "ENSG00000137672",
1425
  "ENSG00000137673",
1426
- "ENSG00000137675",
1427
  "ENSG00000137727",
1428
  "ENSG00000137731",
1429
  "ENSG00000137760",
@@ -1439,7 +1347,6 @@
1439
  "ENSG00000137976",
1440
  "ENSG00000137996",
1441
  "ENSG00000138030",
1442
- "ENSG00000138050",
1443
  "ENSG00000138061",
1444
  "ENSG00000138074",
1445
  "ENSG00000138100",
@@ -1458,11 +1365,9 @@
1458
  "ENSG00000138587",
1459
  "ENSG00000138604",
1460
  "ENSG00000138615",
1461
- "ENSG00000138642",
1462
  "ENSG00000138658",
1463
  "ENSG00000138669",
1464
  "ENSG00000138722",
1465
- "ENSG00000138741",
1466
  "ENSG00000138755",
1467
  "ENSG00000138768",
1468
  "ENSG00000138769",
@@ -1477,7 +1382,6 @@
1477
  "ENSG00000138892",
1478
  "ENSG00000139055",
1479
  "ENSG00000139178",
1480
- "ENSG00000139190",
1481
  "ENSG00000139193",
1482
  "ENSG00000139200",
1483
  "ENSG00000139219",
@@ -1495,7 +1399,6 @@
1495
  "ENSG00000139572",
1496
  "ENSG00000139624",
1497
  "ENSG00000139629",
1498
- "ENSG00000139631",
1499
  "ENSG00000139714",
1500
  "ENSG00000139767",
1501
  "ENSG00000139780",
@@ -1524,14 +1427,12 @@
1524
  "ENSG00000140450",
1525
  "ENSG00000140451",
1526
  "ENSG00000140459",
1527
- "ENSG00000140463",
1528
  "ENSG00000140465",
1529
  "ENSG00000140519",
1530
  "ENSG00000140522",
1531
  "ENSG00000140527",
1532
  "ENSG00000140538",
1533
  "ENSG00000140557",
1534
- "ENSG00000140598",
1535
  "ENSG00000140682",
1536
  "ENSG00000140835",
1537
  "ENSG00000140839",
@@ -1552,7 +1453,7 @@
1552
  "ENSG00000141519",
1553
  "ENSG00000141527",
1554
  "ENSG00000141543",
1555
- "ENSG00000141551",
1556
  "ENSG00000141668",
1557
  "ENSG00000141682",
1558
  "ENSG00000141738",
@@ -1581,7 +1482,6 @@
1581
  "ENSG00000143127",
1582
  "ENSG00000143153",
1583
  "ENSG00000143178",
1584
- "ENSG00000143184",
1585
  "ENSG00000143194",
1586
  "ENSG00000143196",
1587
  "ENSG00000143217",
@@ -1594,7 +1494,6 @@
1594
  "ENSG00000143365",
1595
  "ENSG00000143375",
1596
  "ENSG00000143387",
1597
- "ENSG00000143409",
1598
  "ENSG00000143450",
1599
  "ENSG00000143452",
1600
  "ENSG00000143494",
@@ -1604,7 +1503,6 @@
1604
  "ENSG00000143546",
1605
  "ENSG00000143549",
1606
  "ENSG00000143556",
1607
- "ENSG00000143603",
1608
  "ENSG00000143621",
1609
  "ENSG00000143632",
1610
  "ENSG00000143768",
@@ -1629,10 +1527,8 @@
1629
  "ENSG00000144407",
1630
  "ENSG00000144455",
1631
  "ENSG00000144460",
1632
- "ENSG00000144468",
1633
  "ENSG00000144481",
1634
  "ENSG00000144566",
1635
- "ENSG00000144596",
1636
  "ENSG00000144644",
1637
  "ENSG00000144649",
1638
  "ENSG00000144681",
@@ -1647,6 +1543,7 @@
1647
  "ENSG00000144852",
1648
  "ENSG00000144857",
1649
  "ENSG00000145040",
 
1650
  "ENSG00000145147",
1651
  "ENSG00000145248",
1652
  "ENSG00000145287",
@@ -1659,7 +1556,6 @@
1659
  "ENSG00000145428",
1660
  "ENSG00000145545",
1661
  "ENSG00000145569",
1662
- "ENSG00000145649",
1663
  "ENSG00000145681",
1664
  "ENSG00000145692",
1665
  "ENSG00000145700",
@@ -1668,7 +1564,6 @@
1668
  "ENSG00000145723",
1669
  "ENSG00000145757",
1670
  "ENSG00000145777",
1671
- "ENSG00000145779",
1672
  "ENSG00000145794",
1673
  "ENSG00000145824",
1674
  "ENSG00000145864",
@@ -1679,7 +1574,6 @@
1679
  "ENSG00000146085",
1680
  "ENSG00000146094",
1681
  "ENSG00000146192",
1682
- "ENSG00000146205",
1683
  "ENSG00000146216",
1684
  "ENSG00000146250",
1685
  "ENSG00000146267",
@@ -1707,7 +1601,6 @@
1707
  "ENSG00000147255",
1708
  "ENSG00000147257",
1709
  "ENSG00000147274",
1710
- "ENSG00000147316",
1711
  "ENSG00000147383",
1712
  "ENSG00000147437",
1713
  "ENSG00000147443",
@@ -1743,17 +1636,14 @@
1743
  "ENSG00000149295",
1744
  "ENSG00000149305",
1745
  "ENSG00000149328",
1746
- "ENSG00000149489",
1747
  "ENSG00000149506",
1748
  "ENSG00000149548",
1749
  "ENSG00000149557",
1750
  "ENSG00000149564",
1751
  "ENSG00000149573",
1752
  "ENSG00000149575",
1753
- "ENSG00000149577",
1754
  "ENSG00000149591",
1755
  "ENSG00000149679",
1756
- "ENSG00000149735",
1757
  "ENSG00000149968",
1758
  "ENSG00000150045",
1759
  "ENSG00000150048",
@@ -1762,20 +1652,17 @@
1762
  "ENSG00000150433",
1763
  "ENSG00000150551",
1764
  "ENSG00000150594",
1765
- "ENSG00000150627",
1766
  "ENSG00000150636",
1767
  "ENSG00000150687",
1768
  "ENSG00000150722",
1769
  "ENSG00000150750",
1770
- "ENSG00000150776",
1771
  "ENSG00000150783",
 
1772
  "ENSG00000151006",
1773
  "ENSG00000151062",
1774
  "ENSG00000151224",
1775
- "ENSG00000151360",
1776
  "ENSG00000151365",
1777
  "ENSG00000151388",
1778
- "ENSG00000151468",
1779
  "ENSG00000151474",
1780
  "ENSG00000151475",
1781
  "ENSG00000151490",
@@ -1796,11 +1683,9 @@
1796
  "ENSG00000152213",
1797
  "ENSG00000152253",
1798
  "ENSG00000152292",
1799
- "ENSG00000152332",
1800
  "ENSG00000152348",
1801
  "ENSG00000152430",
1802
  "ENSG00000152433",
1803
- "ENSG00000152439",
1804
  "ENSG00000152443",
1805
  "ENSG00000152454",
1806
  "ENSG00000152457",
@@ -1828,11 +1713,10 @@
1828
  "ENSG00000153214",
1829
  "ENSG00000153563",
1830
  "ENSG00000153786",
1831
- "ENSG00000153802",
1832
  "ENSG00000153896",
1833
  "ENSG00000153898",
1834
  "ENSG00000153902",
1835
- "ENSG00000153982",
1836
  "ENSG00000154027",
1837
  "ENSG00000154080",
1838
  "ENSG00000154096",
@@ -1848,7 +1732,6 @@
1848
  "ENSG00000154451",
1849
  "ENSG00000154485",
1850
  "ENSG00000154493",
1851
- "ENSG00000154553",
1852
  "ENSG00000154556",
1853
  "ENSG00000154611",
1854
  "ENSG00000154620",
@@ -1862,7 +1745,6 @@
1862
  "ENSG00000155085",
1863
  "ENSG00000155158",
1864
  "ENSG00000155265",
1865
- "ENSG00000155275",
1866
  "ENSG00000155304",
1867
  "ENSG00000155367",
1868
  "ENSG00000155530",
@@ -1877,11 +1759,11 @@
1877
  "ENSG00000155961",
1878
  "ENSG00000156006",
1879
  "ENSG00000156042",
1880
- "ENSG00000156049",
1881
  "ENSG00000156076",
1882
  "ENSG00000156218",
1883
  "ENSG00000156219",
1884
  "ENSG00000156234",
 
1885
  "ENSG00000156261",
1886
  "ENSG00000156265",
1887
  "ENSG00000156298",
@@ -1901,18 +1783,15 @@
1901
  "ENSG00000156983",
1902
  "ENSG00000157005",
1903
  "ENSG00000157020",
1904
- "ENSG00000157036",
1905
  "ENSG00000157060",
1906
  "ENSG00000157103",
1907
  "ENSG00000157111",
1908
  "ENSG00000157119",
1909
  "ENSG00000157150",
1910
- "ENSG00000157152",
1911
  "ENSG00000157193",
1912
  "ENSG00000157214",
1913
  "ENSG00000157224",
1914
  "ENSG00000157303",
1915
- "ENSG00000157322",
1916
  "ENSG00000157353",
1917
  "ENSG00000157399",
1918
  "ENSG00000157404",
@@ -1924,7 +1803,6 @@
1924
  "ENSG00000157653",
1925
  "ENSG00000157765",
1926
  "ENSG00000157766",
1927
- "ENSG00000157870",
1928
  "ENSG00000157884",
1929
  "ENSG00000157890",
1930
  "ENSG00000157999",
@@ -1955,7 +1833,6 @@
1955
  "ENSG00000159200",
1956
  "ENSG00000159208",
1957
  "ENSG00000159251",
1958
- "ENSG00000159259",
1959
  "ENSG00000159263",
1960
  "ENSG00000159314",
1961
  "ENSG00000159387",
@@ -1963,7 +1840,6 @@
1963
  "ENSG00000159403",
1964
  "ENSG00000159423",
1965
  "ENSG00000159450",
1966
- "ENSG00000159496",
1967
  "ENSG00000159556",
1968
  "ENSG00000159588",
1969
  "ENSG00000159625",
@@ -1981,7 +1857,6 @@
1981
  "ENSG00000160117",
1982
  "ENSG00000160131",
1983
  "ENSG00000160180",
1984
- "ENSG00000160188",
1985
  "ENSG00000160233",
1986
  "ENSG00000160255",
1987
  "ENSG00000160298",
@@ -1997,7 +1872,6 @@
1997
  "ENSG00000160679",
1998
  "ENSG00000160710",
1999
  "ENSG00000160789",
2000
- "ENSG00000160799",
2001
  "ENSG00000160803",
2002
  "ENSG00000160808",
2003
  "ENSG00000160838",
@@ -2012,7 +1886,6 @@
2012
  "ENSG00000161405",
2013
  "ENSG00000161594",
2014
  "ENSG00000161653",
2015
- "ENSG00000161664",
2016
  "ENSG00000161671",
2017
  "ENSG00000161800",
2018
  "ENSG00000161896",
@@ -2036,7 +1909,6 @@
2036
  "ENSG00000162461",
2037
  "ENSG00000162482",
2038
  "ENSG00000162494",
2039
- "ENSG00000162496",
2040
  "ENSG00000162511",
2041
  "ENSG00000162543",
2042
  "ENSG00000162551",
@@ -2048,7 +1920,6 @@
2048
  "ENSG00000162624",
2049
  "ENSG00000162630",
2050
  "ENSG00000162631",
2051
- "ENSG00000162639",
2052
  "ENSG00000162643",
2053
  "ENSG00000162645",
2054
  "ENSG00000162650",
@@ -2090,13 +1961,11 @@
2090
  "ENSG00000163157",
2091
  "ENSG00000163171",
2092
  "ENSG00000163209",
2093
- "ENSG00000163216",
2094
  "ENSG00000163220",
2095
  "ENSG00000163273",
2096
  "ENSG00000163293",
2097
  "ENSG00000163328",
2098
  "ENSG00000163331",
2099
- "ENSG00000163347",
2100
  "ENSG00000163359",
2101
  "ENSG00000163376",
2102
  "ENSG00000163377",
@@ -2125,7 +1994,6 @@
2125
  "ENSG00000163661",
2126
  "ENSG00000163673",
2127
  "ENSG00000163687",
2128
- "ENSG00000163689",
2129
  "ENSG00000163710",
2130
  "ENSG00000163719",
2131
  "ENSG00000163734",
@@ -2204,7 +2072,6 @@
2204
  "ENSG00000164935",
2205
  "ENSG00000164949",
2206
  "ENSG00000164951",
2207
- "ENSG00000165029",
2208
  "ENSG00000165061",
2209
  "ENSG00000165124",
2210
  "ENSG00000165140",
@@ -2216,7 +2083,6 @@
2216
  "ENSG00000165197",
2217
  "ENSG00000165325",
2218
  "ENSG00000165349",
2219
- "ENSG00000165376",
2220
  "ENSG00000165383",
2221
  "ENSG00000165417",
2222
  "ENSG00000165474",
@@ -2226,14 +2092,10 @@
2226
  "ENSG00000165566",
2227
  "ENSG00000165626",
2228
  "ENSG00000165694",
2229
- "ENSG00000165702",
2230
- "ENSG00000165731",
2231
  "ENSG00000165794",
2232
- "ENSG00000165813",
2233
  "ENSG00000165828",
2234
  "ENSG00000165832",
2235
  "ENSG00000165887",
2236
- "ENSG00000165891",
2237
  "ENSG00000165899",
2238
  "ENSG00000165972",
2239
  "ENSG00000165985",
@@ -2269,7 +2131,6 @@
2269
  "ENSG00000166840",
2270
  "ENSG00000166851",
2271
  "ENSG00000166860",
2272
- "ENSG00000166889",
2273
  "ENSG00000166923",
2274
  "ENSG00000166927",
2275
  "ENSG00000166947",
@@ -2280,7 +2141,6 @@
2280
  "ENSG00000167077",
2281
  "ENSG00000167094",
2282
  "ENSG00000167105",
2283
- "ENSG00000167107",
2284
  "ENSG00000167207",
2285
  "ENSG00000167208",
2286
  "ENSG00000167210",
@@ -2316,8 +2176,6 @@
2316
  "ENSG00000167757",
2317
  "ENSG00000167759",
2318
  "ENSG00000167779",
2319
- "ENSG00000167785",
2320
- "ENSG00000167792",
2321
  "ENSG00000167850",
2322
  "ENSG00000167851",
2323
  "ENSG00000167858",
@@ -2343,7 +2201,6 @@
2343
  "ENSG00000168350",
2344
  "ENSG00000168356",
2345
  "ENSG00000168389",
2346
- "ENSG00000168395",
2347
  "ENSG00000168397",
2348
  "ENSG00000168398",
2349
  "ENSG00000168411",
@@ -2365,7 +2222,6 @@
2365
  "ENSG00000168661",
2366
  "ENSG00000168672",
2367
  "ENSG00000168685",
2368
- "ENSG00000168743",
2369
  "ENSG00000168795",
2370
  "ENSG00000168811",
2371
  "ENSG00000168824",
@@ -2413,10 +2269,7 @@
2413
  "ENSG00000169692",
2414
  "ENSG00000169752",
2415
  "ENSG00000169762",
2416
- "ENSG00000169783",
2417
  "ENSG00000169836",
2418
- "ENSG00000169851",
2419
- "ENSG00000169855",
2420
  "ENSG00000169856",
2421
  "ENSG00000169894",
2422
  "ENSG00000169900",
@@ -2439,10 +2292,10 @@
2439
  "ENSG00000170323",
2440
  "ENSG00000170345",
2441
  "ENSG00000170373",
2442
- "ENSG00000170379",
2443
  "ENSG00000170421",
2444
  "ENSG00000170425",
2445
  "ENSG00000170426",
 
2446
  "ENSG00000170442",
2447
  "ENSG00000170458",
2448
  "ENSG00000170465",
@@ -2500,6 +2353,7 @@
2500
  "ENSG00000171659",
2501
  "ENSG00000171695",
2502
  "ENSG00000171714",
 
2503
  "ENSG00000171786",
2504
  "ENSG00000171806",
2505
  "ENSG00000171813",
@@ -2512,12 +2366,10 @@
2512
  "ENSG00000171951",
2513
  "ENSG00000171962",
2514
  "ENSG00000172000",
2515
- "ENSG00000172020",
2516
  "ENSG00000172031",
2517
  "ENSG00000172061",
2518
  "ENSG00000172115",
2519
  "ENSG00000172116",
2520
- "ENSG00000172137",
2521
  "ENSG00000172156",
2522
  "ENSG00000172167",
2523
  "ENSG00000172179",
@@ -2545,6 +2397,7 @@
2545
  "ENSG00000172818",
2546
  "ENSG00000172935",
2547
  "ENSG00000172955",
 
2548
  "ENSG00000173110",
2549
  "ENSG00000173193",
2550
  "ENSG00000173198",
@@ -2555,7 +2408,6 @@
2555
  "ENSG00000173281",
2556
  "ENSG00000173338",
2557
  "ENSG00000173389",
2558
- "ENSG00000173418",
2559
  "ENSG00000173421",
2560
  "ENSG00000173432",
2561
  "ENSG00000173452",
@@ -2568,18 +2420,18 @@
2568
  "ENSG00000173809",
2569
  "ENSG00000173825",
2570
  "ENSG00000173826",
2571
- "ENSG00000173905",
2572
  "ENSG00000173914",
2573
  "ENSG00000173926",
2574
  "ENSG00000173930",
 
2575
  "ENSG00000173991",
 
2576
  "ENSG00000174175",
2577
  "ENSG00000174225",
2578
  "ENSG00000174227",
2579
  "ENSG00000174292",
2580
  "ENSG00000174325",
2581
  "ENSG00000174327",
2582
- "ENSG00000174348",
2583
  "ENSG00000174371",
2584
  "ENSG00000174417",
2585
  "ENSG00000174429",
@@ -2589,7 +2441,6 @@
2589
  "ENSG00000174502",
2590
  "ENSG00000174514",
2591
  "ENSG00000174529",
2592
- "ENSG00000174564",
2593
  "ENSG00000174599",
2594
  "ENSG00000174600",
2595
  "ENSG00000174607",
@@ -2605,7 +2456,6 @@
2605
  "ENSG00000174951",
2606
  "ENSG00000174963",
2607
  "ENSG00000175063",
2608
- "ENSG00000175066",
2609
  "ENSG00000175073",
2610
  "ENSG00000175084",
2611
  "ENSG00000175097",
@@ -2613,7 +2463,6 @@
2613
  "ENSG00000175182",
2614
  "ENSG00000175202",
2615
  "ENSG00000175305",
2616
- "ENSG00000175318",
2617
  "ENSG00000175348",
2618
  "ENSG00000175352",
2619
  "ENSG00000175426",
@@ -2627,7 +2476,6 @@
2627
  "ENSG00000175567",
2628
  "ENSG00000175595",
2629
  "ENSG00000175691",
2630
- "ENSG00000175697",
2631
  "ENSG00000175894",
2632
  "ENSG00000175899",
2633
  "ENSG00000175946",
@@ -2636,7 +2484,6 @@
2636
  "ENSG00000176029",
2637
  "ENSG00000176040",
2638
  "ENSG00000176076",
2639
- "ENSG00000176092",
2640
  "ENSG00000176165",
2641
  "ENSG00000176225",
2642
  "ENSG00000176244",
@@ -2647,7 +2494,7 @@
2647
  "ENSG00000176444",
2648
  "ENSG00000176532",
2649
  "ENSG00000176595",
2650
- "ENSG00000176678",
2651
  "ENSG00000176749",
2652
  "ENSG00000176769",
2653
  "ENSG00000176884",
@@ -2665,9 +2512,7 @@
2665
  "ENSG00000177324",
2666
  "ENSG00000177453",
2667
  "ENSG00000177455",
2668
- "ENSG00000177459",
2669
  "ENSG00000177464",
2670
- "ENSG00000177483",
2671
  "ENSG00000177485",
2672
  "ENSG00000177627",
2673
  "ENSG00000177669",
@@ -2715,9 +2560,9 @@
2715
  "ENSG00000178965",
2716
  "ENSG00000178966",
2717
  "ENSG00000178988",
 
2718
  "ENSG00000179088",
2719
  "ENSG00000179097",
2720
- "ENSG00000179136",
2721
  "ENSG00000179144",
2722
  "ENSG00000179148",
2723
  "ENSG00000179151",
@@ -2776,7 +2621,6 @@
2776
  "ENSG00000180616",
2777
  "ENSG00000180626",
2778
  "ENSG00000180644",
2779
- "ENSG00000180660",
2780
  "ENSG00000180667",
2781
  "ENSG00000180720",
2782
  "ENSG00000180730",
@@ -2819,6 +2663,7 @@
2819
  "ENSG00000181754",
2820
  "ENSG00000181773",
2821
  "ENSG00000181778",
 
2822
  "ENSG00000181790",
2823
  "ENSG00000181800",
2824
  "ENSG00000181826",
@@ -2832,7 +2677,6 @@
2832
  "ENSG00000182177",
2833
  "ENSG00000182179",
2834
  "ENSG00000182183",
2835
- "ENSG00000182253",
2836
  "ENSG00000182257",
2837
  "ENSG00000182318",
2838
  "ENSG00000182326",
@@ -2850,11 +2694,8 @@
2850
  "ENSG00000182718",
2851
  "ENSG00000182759",
2852
  "ENSG00000182782",
2853
- "ENSG00000182810",
2854
  "ENSG00000182853",
2855
  "ENSG00000182866",
2856
- "ENSG00000182870",
2857
- "ENSG00000182901",
2858
  "ENSG00000182963",
2859
  "ENSG00000183060",
2860
  "ENSG00000183067",
@@ -2863,6 +2704,7 @@
2863
  "ENSG00000183111",
2864
  "ENSG00000183134",
2865
  "ENSG00000183150",
 
2866
  "ENSG00000183196",
2867
  "ENSG00000183307",
2868
  "ENSG00000183309",
@@ -2895,7 +2737,6 @@
2895
  "ENSG00000184117",
2896
  "ENSG00000184156",
2897
  "ENSG00000184254",
2898
- "ENSG00000184274",
2899
  "ENSG00000184292",
2900
  "ENSG00000184307",
2901
  "ENSG00000184343",
@@ -2919,6 +2760,7 @@
2919
  "ENSG00000184939",
2920
  "ENSG00000184949",
2921
  "ENSG00000185002",
 
2922
  "ENSG00000185065",
2923
  "ENSG00000185070",
2924
  "ENSG00000185105",
@@ -2953,7 +2795,6 @@
2953
  "ENSG00000185915",
2954
  "ENSG00000185947",
2955
  "ENSG00000185972",
2956
- "ENSG00000185985",
2957
  "ENSG00000186019",
2958
  "ENSG00000186051",
2959
  "ENSG00000186088",
@@ -2982,9 +2823,7 @@
2982
  "ENSG00000186603",
2983
  "ENSG00000186642",
2984
  "ENSG00000186684",
2985
- "ENSG00000186710",
2986
  "ENSG00000186716",
2987
- "ENSG00000186812",
2988
  "ENSG00000186832",
2989
  "ENSG00000186847",
2990
  "ENSG00000186891",
@@ -2994,7 +2833,6 @@
2994
  "ENSG00000187054",
2995
  "ENSG00000187094",
2996
  "ENSG00000187098",
2997
- "ENSG00000187122",
2998
  "ENSG00000187134",
2999
  "ENSG00000187288",
3000
  "ENSG00000187486",
@@ -3006,11 +2844,9 @@
3006
  "ENSG00000187682",
3007
  "ENSG00000187715",
3008
  "ENSG00000187730",
3009
- "ENSG00000187753",
3010
  "ENSG00000187773",
3011
  "ENSG00000187783",
3012
  "ENSG00000187801",
3013
- "ENSG00000187808",
3014
  "ENSG00000187815",
3015
  "ENSG00000187862",
3016
  "ENSG00000187905",
@@ -3022,17 +2858,16 @@
3022
  "ENSG00000188000",
3023
  "ENSG00000188032",
3024
  "ENSG00000188037",
3025
- "ENSG00000188051",
3026
  "ENSG00000188060",
3027
  "ENSG00000188070",
3028
  "ENSG00000188133",
3029
  "ENSG00000188162",
 
3030
  "ENSG00000188257",
3031
  "ENSG00000188277",
3032
  "ENSG00000188282",
3033
  "ENSG00000188338",
3034
  "ENSG00000188368",
3035
- "ENSG00000188373",
3036
  "ENSG00000188385",
3037
  "ENSG00000188404",
3038
  "ENSG00000188428",
@@ -3049,8 +2884,6 @@
3049
  "ENSG00000188620",
3050
  "ENSG00000188641",
3051
  "ENSG00000188659",
3052
- "ENSG00000188677",
3053
- "ENSG00000188687",
3054
  "ENSG00000188707",
3055
  "ENSG00000188710",
3056
  "ENSG00000188725",
@@ -3074,7 +2907,6 @@
3074
  "ENSG00000189067",
3075
  "ENSG00000189068",
3076
  "ENSG00000189091",
3077
- "ENSG00000189114",
3078
  "ENSG00000189120",
3079
  "ENSG00000189143",
3080
  "ENSG00000189144",
@@ -3095,7 +2927,6 @@
3095
  "ENSG00000196196",
3096
  "ENSG00000196214",
3097
  "ENSG00000196230",
3098
- "ENSG00000196236",
3099
  "ENSG00000196263",
3100
  "ENSG00000196296",
3101
  "ENSG00000196329",
@@ -3109,20 +2940,19 @@
3109
  "ENSG00000196407",
3110
  "ENSG00000196420",
3111
  "ENSG00000196422",
3112
- "ENSG00000196440",
3113
  "ENSG00000196459",
3114
  "ENSG00000196466",
3115
  "ENSG00000196503",
3116
  "ENSG00000196584",
3117
  "ENSG00000196611",
3118
  "ENSG00000196616",
 
3119
  "ENSG00000196711",
3120
  "ENSG00000196724",
3121
  "ENSG00000196741",
3122
  "ENSG00000196767",
3123
  "ENSG00000196793",
3124
  "ENSG00000196812",
3125
- "ENSG00000196821",
3126
  "ENSG00000196843",
3127
  "ENSG00000196865",
3128
  "ENSG00000196872",
@@ -3149,7 +2979,6 @@
3149
  "ENSG00000197134",
3150
  "ENSG00000197150",
3151
  "ENSG00000197168",
3152
- "ENSG00000197245",
3153
  "ENSG00000197253",
3154
  "ENSG00000197256",
3155
  "ENSG00000197261",
@@ -3158,7 +2987,6 @@
3158
  "ENSG00000197362",
3159
  "ENSG00000197363",
3160
  "ENSG00000197385",
3161
- "ENSG00000197415",
3162
  "ENSG00000197444",
3163
  "ENSG00000197461",
3164
  "ENSG00000197467",
@@ -3167,6 +2995,7 @@
3167
  "ENSG00000197506",
3168
  "ENSG00000197535",
3169
  "ENSG00000197540",
 
3170
  "ENSG00000197579",
3171
  "ENSG00000197608",
3172
  "ENSG00000197614",
@@ -3177,7 +3006,6 @@
3177
  "ENSG00000197753",
3178
  "ENSG00000197766",
3179
  "ENSG00000197769",
3180
- "ENSG00000197780",
3181
  "ENSG00000197857",
3182
  "ENSG00000197880",
3183
  "ENSG00000197893",
@@ -3192,7 +3020,6 @@
3192
  "ENSG00000198077",
3193
  "ENSG00000198088",
3194
  "ENSG00000198092",
3195
- "ENSG00000198093",
3196
  "ENSG00000198099",
3197
  "ENSG00000198125",
3198
  "ENSG00000198133",
@@ -3205,8 +3032,6 @@
3205
  "ENSG00000198354",
3206
  "ENSG00000198380",
3207
  "ENSG00000198467",
3208
- "ENSG00000198478",
3209
- "ENSG00000198492",
3210
  "ENSG00000198523",
3211
  "ENSG00000198535",
3212
  "ENSG00000198538",
@@ -3225,6 +3050,7 @@
3225
  "ENSG00000198718",
3226
  "ENSG00000198719",
3227
  "ENSG00000198727",
 
3228
  "ENSG00000198746",
3229
  "ENSG00000198753",
3230
  "ENSG00000198759",
@@ -3240,7 +3066,6 @@
3240
  "ENSG00000198837",
3241
  "ENSG00000198842",
3242
  "ENSG00000198844",
3243
- "ENSG00000198848",
3244
  "ENSG00000198881",
3245
  "ENSG00000198885",
3246
  "ENSG00000198886",
@@ -3251,7 +3076,6 @@
3251
  "ENSG00000198910",
3252
  "ENSG00000198914",
3253
  "ENSG00000198915",
3254
- "ENSG00000198917",
3255
  "ENSG00000198920",
3256
  "ENSG00000198938",
3257
  "ENSG00000198939",
@@ -3262,7 +3086,6 @@
3262
  "ENSG00000203356",
3263
  "ENSG00000203668",
3264
  "ENSG00000203684",
3265
- "ENSG00000203685",
3266
  "ENSG00000203722",
3267
  "ENSG00000203747",
3268
  "ENSG00000203785",
@@ -3308,7 +3131,6 @@
3308
  "ENSG00000205116",
3309
  "ENSG00000205126",
3310
  "ENSG00000205133",
3311
- "ENSG00000205181",
3312
  "ENSG00000205334",
3313
  "ENSG00000205336",
3314
  "ENSG00000205358",
@@ -3324,13 +3146,14 @@
3324
  "ENSG00000205744",
3325
  "ENSG00000205808",
3326
  "ENSG00000205809",
3327
- "ENSG00000205853",
3328
- "ENSG00000205903",
3329
  "ENSG00000205922",
 
 
3330
  "ENSG00000206075",
3331
  "ENSG00000206530",
3332
  "ENSG00000206535",
3333
  "ENSG00000206561",
 
3334
  "ENSG00000211445",
3335
  "ENSG00000211448",
3336
  "ENSG00000212743",
@@ -3345,7 +3168,6 @@
3345
  "ENSG00000213523",
3346
  "ENSG00000213699",
3347
  "ENSG00000213714",
3348
- "ENSG00000213799",
3349
  "ENSG00000213809",
3350
  "ENSG00000213901",
3351
  "ENSG00000213937",
@@ -3356,6 +3178,7 @@
3356
  "ENSG00000214097",
3357
  "ENSG00000214106",
3358
  "ENSG00000214128",
 
3359
  "ENSG00000214353",
3360
  "ENSG00000214360",
3361
  "ENSG00000214376",
@@ -3367,8 +3190,9 @@
3367
  "ENSG00000214711",
3368
  "ENSG00000214870",
3369
  "ENSG00000214872",
 
3370
  "ENSG00000215018",
3371
- "ENSG00000215041",
3372
  "ENSG00000215218",
3373
  "ENSG00000215251",
3374
  "ENSG00000215475",
@@ -3379,6 +3203,7 @@
3379
  "ENSG00000217236",
3380
  "ENSG00000218018",
3381
  "ENSG00000218823",
 
3382
  "ENSG00000221887",
3383
  "ENSG00000221909",
3384
  "ENSG00000221944",
@@ -3396,10 +3221,9 @@
3396
  "ENSG00000223960",
3397
  "ENSG00000224046",
3398
  "ENSG00000224086",
3399
- "ENSG00000224157",
3400
- "ENSG00000224177",
3401
  "ENSG00000224184",
3402
  "ENSG00000224189",
 
3403
  "ENSG00000224215",
3404
  "ENSG00000224286",
3405
  "ENSG00000224310",
@@ -3413,6 +3237,8 @@
3413
  "ENSG00000224592",
3414
  "ENSG00000224596",
3415
  "ENSG00000224616",
 
 
3416
  "ENSG00000224790",
3417
  "ENSG00000224843",
3418
  "ENSG00000224924",
@@ -3426,6 +3252,7 @@
3426
  "ENSG00000225194",
3427
  "ENSG00000225265",
3428
  "ENSG00000225298",
 
3429
  "ENSG00000225361",
3430
  "ENSG00000225383",
3431
  "ENSG00000225465",
@@ -3441,21 +3268,25 @@
3441
  "ENSG00000225791",
3442
  "ENSG00000225792",
3443
  "ENSG00000225826",
 
3444
  "ENSG00000225938",
3445
- "ENSG00000225945",
3446
  "ENSG00000225953",
3447
  "ENSG00000225978",
3448
  "ENSG00000226031",
3449
  "ENSG00000226051",
3450
  "ENSG00000226091",
3451
  "ENSG00000226137",
 
 
3452
  "ENSG00000226479",
3453
  "ENSG00000226496",
3454
  "ENSG00000226510",
3455
  "ENSG00000226581",
 
3456
  "ENSG00000226686",
3457
  "ENSG00000226754",
3458
  "ENSG00000226808",
 
3459
  "ENSG00000226853",
3460
  "ENSG00000226887",
3461
  "ENSG00000226979",
@@ -3466,6 +3297,7 @@
3466
  "ENSG00000227071",
3467
  "ENSG00000227124",
3468
  "ENSG00000227165",
 
3469
  "ENSG00000227268",
3470
  "ENSG00000227290",
3471
  "ENSG00000227308",
@@ -3474,11 +3306,14 @@
3474
  "ENSG00000227507",
3475
  "ENSG00000227508",
3476
  "ENSG00000227544",
 
3477
  "ENSG00000227676",
3478
- "ENSG00000227868",
3479
  "ENSG00000228058",
 
3480
  "ENSG00000228140",
3481
  "ENSG00000228192",
 
3482
  "ENSG00000228261",
3483
  "ENSG00000228278",
3484
  "ENSG00000228293",
@@ -3489,12 +3324,11 @@
3489
  "ENSG00000228701",
3490
  "ENSG00000228775",
3491
  "ENSG00000228784",
3492
- "ENSG00000229056",
3493
  "ENSG00000229140",
3494
  "ENSG00000229153",
3495
  "ENSG00000229214",
3496
  "ENSG00000229334",
3497
- "ENSG00000229404",
3498
  "ENSG00000229536",
3499
  "ENSG00000229563",
3500
  "ENSG00000229589",
@@ -3505,6 +3339,7 @@
3505
  "ENSG00000229873",
3506
  "ENSG00000229950",
3507
  "ENSG00000230046",
 
3508
  "ENSG00000230176",
3509
  "ENSG00000230257",
3510
  "ENSG00000230266",
@@ -3514,7 +3349,7 @@
3514
  "ENSG00000230368",
3515
  "ENSG00000230417",
3516
  "ENSG00000230438",
3517
- "ENSG00000230489",
3518
  "ENSG00000230658",
3519
  "ENSG00000230797",
3520
  "ENSG00000230798",
@@ -3523,7 +3358,6 @@
3523
  "ENSG00000231105",
3524
  "ENSG00000231106",
3525
  "ENSG00000231133",
3526
- "ENSG00000231177",
3527
  "ENSG00000231208",
3528
  "ENSG00000231233",
3529
  "ENSG00000231249",
@@ -3537,6 +3371,7 @@
3537
  "ENSG00000231636",
3538
  "ENSG00000231652",
3539
  "ENSG00000231690",
 
3540
  "ENSG00000231728",
3541
  "ENSG00000231738",
3542
  "ENSG00000231764",
@@ -3547,14 +3382,17 @@
3547
  "ENSG00000232759",
3548
  "ENSG00000232774",
3549
  "ENSG00000232803",
3550
- "ENSG00000232810",
3551
  "ENSG00000232850",
3552
  "ENSG00000232973",
3553
  "ENSG00000232977",
 
3554
  "ENSG00000233009",
 
3555
  "ENSG00000233175",
3556
  "ENSG00000233203",
3557
  "ENSG00000233220",
 
3558
  "ENSG00000233308",
3559
  "ENSG00000233355",
3560
  "ENSG00000233436",
@@ -3565,24 +3403,28 @@
3565
  "ENSG00000233723",
3566
  "ENSG00000233791",
3567
  "ENSG00000233922",
 
 
 
3568
  "ENSG00000234215",
3569
  "ENSG00000234284",
3570
  "ENSG00000234380",
3571
  "ENSG00000234390",
3572
- "ENSG00000234452",
3573
  "ENSG00000234577",
 
3574
  "ENSG00000234616",
3575
- "ENSG00000234661",
3576
  "ENSG00000234676",
3577
  "ENSG00000234690",
3578
  "ENSG00000234754",
3579
  "ENSG00000234817",
3580
  "ENSG00000234883",
 
3581
  "ENSG00000234928",
3582
  "ENSG00000235026",
3583
  "ENSG00000235109",
3584
  "ENSG00000235162",
3585
  "ENSG00000235172",
 
3586
  "ENSG00000235280",
3587
  "ENSG00000235366",
3588
  "ENSG00000235387",
@@ -3590,32 +3432,39 @@
3590
  "ENSG00000235488",
3591
  "ENSG00000235532",
3592
  "ENSG00000235560",
3593
- "ENSG00000235576",
3594
  "ENSG00000235631",
 
3595
  "ENSG00000235706",
3596
  "ENSG00000235770",
3597
  "ENSG00000235890",
3598
  "ENSG00000235897",
3599
  "ENSG00000235961",
3600
  "ENSG00000235997",
 
3601
  "ENSG00000236078",
3602
  "ENSG00000236081",
3603
  "ENSG00000236144",
 
3604
  "ENSG00000236213",
3605
- "ENSG00000236388",
 
3606
  "ENSG00000236502",
3607
  "ENSG00000236519",
3608
  "ENSG00000236526",
3609
  "ENSG00000236617",
3610
  "ENSG00000236682",
 
3611
  "ENSG00000236915",
3612
  "ENSG00000237009",
3613
  "ENSG00000237166",
3614
  "ENSG00000237181",
3615
  "ENSG00000237248",
3616
  "ENSG00000237399",
 
3617
  "ENSG00000237424",
 
3618
  "ENSG00000237452",
 
3619
  "ENSG00000237489",
3620
  "ENSG00000237523",
3621
  "ENSG00000237595",
@@ -3626,10 +3475,11 @@
3626
  "ENSG00000237950",
3627
  "ENSG00000237980",
3628
  "ENSG00000238099",
 
 
3629
  "ENSG00000239445",
3630
  "ENSG00000239453",
3631
  "ENSG00000239474",
3632
- "ENSG00000239636",
3633
  "ENSG00000239887",
3634
  "ENSG00000240005",
3635
  "ENSG00000240038",
@@ -3652,7 +3502,6 @@
3652
  "ENSG00000241644",
3653
  "ENSG00000241794",
3654
  "ENSG00000241832",
3655
- "ENSG00000241935",
3656
  "ENSG00000242220",
3657
  "ENSG00000242252",
3658
  "ENSG00000242259",
@@ -3662,6 +3511,7 @@
3662
  "ENSG00000242689",
3663
  "ENSG00000243083",
3664
  "ENSG00000243137",
 
3665
  "ENSG00000243244",
3666
  "ENSG00000243566",
3667
  "ENSG00000243709",
@@ -3682,40 +3532,42 @@
3682
  "ENSG00000245384",
3683
  "ENSG00000245498",
3684
  "ENSG00000245532",
3685
- "ENSG00000245598",
3686
  "ENSG00000245614",
3687
  "ENSG00000245680",
3688
- "ENSG00000245750",
3689
  "ENSG00000245954",
3690
  "ENSG00000246100",
3691
  "ENSG00000246145",
3692
  "ENSG00000246263",
3693
  "ENSG00000246339",
3694
  "ENSG00000246523",
3695
- "ENSG00000246526",
3696
  "ENSG00000246548",
3697
  "ENSG00000246898",
3698
  "ENSG00000247626",
3699
  "ENSG00000247735",
3700
- "ENSG00000247746",
3701
- "ENSG00000247796",
3702
  "ENSG00000247877",
 
 
 
3703
  "ENSG00000248144",
3704
  "ENSG00000248243",
 
3705
  "ENSG00000248485",
 
3706
  "ENSG00000248690",
3707
  "ENSG00000248713",
3708
  "ENSG00000248727",
 
3709
  "ENSG00000248746",
 
3710
  "ENSG00000248925",
3711
  "ENSG00000249096",
3712
  "ENSG00000249346",
 
3713
  "ENSG00000249532",
3714
  "ENSG00000249572",
3715
  "ENSG00000249599",
3716
- "ENSG00000249736",
3717
  "ENSG00000249751",
3718
- "ENSG00000249825",
3719
  "ENSG00000249846",
3720
  "ENSG00000250107",
3721
  "ENSG00000250254",
@@ -3724,24 +3576,30 @@
3724
  "ENSG00000250366",
3725
  "ENSG00000250423",
3726
  "ENSG00000250486",
 
3727
  "ENSG00000250565",
3728
  "ENSG00000250616",
3729
  "ENSG00000250673",
 
 
3730
  "ENSG00000250802",
3731
  "ENSG00000251191",
3732
- "ENSG00000251209",
3733
  "ENSG00000251226",
3734
  "ENSG00000251230",
 
3735
  "ENSG00000251359",
3736
  "ENSG00000251364",
3737
  "ENSG00000251369",
3738
  "ENSG00000251381",
 
3739
  "ENSG00000251442",
3740
  "ENSG00000251533",
3741
  "ENSG00000251562",
3742
  "ENSG00000251637",
3743
  "ENSG00000251676",
 
3744
  "ENSG00000253210",
 
3745
  "ENSG00000253301",
3746
  "ENSG00000253313",
3747
  "ENSG00000253327",
@@ -3750,6 +3608,7 @@
3750
  "ENSG00000253537",
3751
  "ENSG00000253598",
3752
  "ENSG00000253633",
 
3753
  "ENSG00000253649",
3754
  "ENSG00000253661",
3755
  "ENSG00000253669",
@@ -3758,43 +3617,48 @@
3758
  "ENSG00000253733",
3759
  "ENSG00000253764",
3760
  "ENSG00000253799",
3761
- "ENSG00000253873",
3762
  "ENSG00000253953",
3763
  "ENSG00000253958",
3764
  "ENSG00000253978",
3765
  "ENSG00000254027",
 
3766
  "ENSG00000254211",
3767
  "ENSG00000254226",
3768
  "ENSG00000254266",
3769
  "ENSG00000254300",
3770
  "ENSG00000254389",
3771
  "ENSG00000254415",
 
3772
  "ENSG00000254469",
3773
  "ENSG00000254480",
3774
  "ENSG00000254585",
3775
  "ENSG00000254703",
3776
- "ENSG00000255052",
 
 
 
 
3777
  "ENSG00000255363",
3778
  "ENSG00000255418",
3779
  "ENSG00000255559",
3780
  "ENSG00000255571",
3781
  "ENSG00000255974",
3782
  "ENSG00000256039",
3783
- "ENSG00000256087",
3784
  "ENSG00000256124",
3785
  "ENSG00000256223",
3786
  "ENSG00000256235",
3787
  "ENSG00000256262",
3788
- "ENSG00000256294",
3789
  "ENSG00000256576",
3790
  "ENSG00000256660",
3791
- "ENSG00000256771",
3792
  "ENSG00000256806",
3793
  "ENSG00000256862",
3794
  "ENSG00000257017",
3795
  "ENSG00000257052",
3796
  "ENSG00000257135",
3797
  "ENSG00000257139",
 
 
3798
  "ENSG00000257446",
3799
  "ENSG00000257497",
3800
  "ENSG00000257594",
@@ -3803,15 +3667,19 @@
3803
  "ENSG00000257949",
3804
  "ENSG00000258057",
3805
  "ENSG00000258099",
 
3806
  "ENSG00000258169",
 
3807
  "ENSG00000258376",
3808
  "ENSG00000258384",
3809
  "ENSG00000258405",
3810
  "ENSG00000258476",
3811
- "ENSG00000258484",
3812
  "ENSG00000258586",
3813
  "ENSG00000258609",
3814
  "ENSG00000258647",
 
 
 
3815
  "ENSG00000258725",
3816
  "ENSG00000258730",
3817
  "ENSG00000258754",
@@ -3821,6 +3689,7 @@
3821
  "ENSG00000258940",
3822
  "ENSG00000258955",
3823
  "ENSG00000258957",
 
3824
  "ENSG00000259023",
3825
  "ENSG00000259091",
3826
  "ENSG00000259125",
@@ -3828,7 +3697,9 @@
3828
  "ENSG00000259153",
3829
  "ENSG00000259224",
3830
  "ENSG00000259230",
 
3831
  "ENSG00000259251",
 
3832
  "ENSG00000259319",
3833
  "ENSG00000259330",
3834
  "ENSG00000259361",
@@ -3843,56 +3714,83 @@
3843
  "ENSG00000259818",
3844
  "ENSG00000259867",
3845
  "ENSG00000259883",
 
3846
  "ENSG00000259943",
3847
  "ENSG00000259954",
 
3848
  "ENSG00000260034",
 
 
 
3849
  "ENSG00000260101",
 
3850
  "ENSG00000260193",
 
3851
  "ENSG00000260219",
3852
  "ENSG00000260220",
3853
  "ENSG00000260236",
 
3854
  "ENSG00000260314",
3855
  "ENSG00000260317",
3856
  "ENSG00000260325",
 
 
 
3857
  "ENSG00000260372",
3858
  "ENSG00000260388",
 
3859
  "ENSG00000260420",
3860
  "ENSG00000260423",
3861
  "ENSG00000260439",
3862
  "ENSG00000260475",
 
3863
  "ENSG00000260572",
3864
  "ENSG00000260625",
 
3865
  "ENSG00000260691",
3866
  "ENSG00000260742",
 
3867
  "ENSG00000260804",
3868
- "ENSG00000260806",
3869
- "ENSG00000260807",
3870
  "ENSG00000260868",
3871
  "ENSG00000260876",
3872
  "ENSG00000260886",
3873
  "ENSG00000260910",
3874
  "ENSG00000260924",
3875
- "ENSG00000260942",
3876
  "ENSG00000260979",
3877
- "ENSG00000261008",
3878
  "ENSG00000261121",
 
 
3879
  "ENSG00000261188",
3880
- "ENSG00000261220",
3881
  "ENSG00000261251",
3882
  "ENSG00000261360",
3883
  "ENSG00000261371",
3884
  "ENSG00000261420",
 
3885
  "ENSG00000261504",
 
3886
  "ENSG00000261594",
 
3887
  "ENSG00000261742",
3888
  "ENSG00000261801",
3889
  "ENSG00000261824",
 
 
3890
  "ENSG00000262097",
3891
  "ENSG00000262117",
3892
  "ENSG00000262179",
 
3893
  "ENSG00000262468",
3894
  "ENSG00000262576",
3895
- "ENSG00000263843",
 
 
 
 
 
 
3896
  "ENSG00000264230",
3897
  "ENSG00000264575",
3898
  "ENSG00000264672",
@@ -3904,95 +3802,197 @@
3904
  "ENSG00000265817",
3905
  "ENSG00000265972",
3906
  "ENSG00000266524",
 
3907
  "ENSG00000266904",
3908
  "ENSG00000266916",
3909
  "ENSG00000266921",
 
 
 
3910
  "ENSG00000267040",
3911
  "ENSG00000267060",
3912
  "ENSG00000267107",
 
 
 
3913
  "ENSG00000267278",
 
3914
  "ENSG00000267289",
3915
  "ENSG00000267296",
3916
  "ENSG00000267309",
3917
  "ENSG00000267325",
3918
  "ENSG00000267365",
 
3919
  "ENSG00000267454",
3920
  "ENSG00000267470",
3921
  "ENSG00000267498",
3922
  "ENSG00000267508",
3923
  "ENSG00000267535",
 
3924
  "ENSG00000267551",
3925
  "ENSG00000267603",
 
 
3926
  "ENSG00000267767",
 
 
3927
  "ENSG00000268182",
 
 
3928
  "ENSG00000268388",
 
 
 
 
3929
  "ENSG00000268654",
3930
  "ENSG00000268658",
3931
  "ENSG00000268894",
 
 
3932
  "ENSG00000269019",
3933
- "ENSG00000269054",
3934
  "ENSG00000269067",
 
3935
  "ENSG00000269220",
3936
  "ENSG00000269313",
3937
  "ENSG00000269473",
3938
- "ENSG00000269696",
3939
  "ENSG00000269699",
 
 
3940
  "ENSG00000269959",
 
 
 
 
3941
  "ENSG00000270177",
3942
  "ENSG00000270194",
3943
  "ENSG00000270332",
 
 
3944
  "ENSG00000270547",
 
 
3945
  "ENSG00000271086",
3946
  "ENSG00000271119",
 
 
 
3947
  "ENSG00000271334",
 
3948
  "ENSG00000271387",
 
3949
  "ENSG00000271474",
3950
  "ENSG00000271538",
 
 
 
 
3951
  "ENSG00000271826",
 
3952
  "ENSG00000271849",
 
 
 
 
3953
  "ENSG00000271991",
 
 
3954
  "ENSG00000272097",
 
3955
  "ENSG00000272138",
3956
  "ENSG00000272142",
3957
  "ENSG00000272145",
 
3958
  "ENSG00000272189",
 
 
 
3959
  "ENSG00000272282",
3960
  "ENSG00000272323",
 
 
 
 
3961
  "ENSG00000272374",
 
 
3962
  "ENSG00000272398",
3963
- "ENSG00000272455",
 
3964
  "ENSG00000272459",
3965
  "ENSG00000272462",
 
 
 
3966
  "ENSG00000272523",
3967
  "ENSG00000272525",
 
3968
  "ENSG00000272568",
3969
  "ENSG00000272604",
3970
  "ENSG00000272636",
 
3971
  "ENSG00000272662",
3972
  "ENSG00000272663",
3973
  "ENSG00000272695",
3974
  "ENSG00000272701",
 
 
 
 
3975
  "ENSG00000272795",
 
 
3976
  "ENSG00000272841",
 
 
 
3977
  "ENSG00000272902",
 
3978
  "ENSG00000272913",
 
 
 
 
 
3979
  "ENSG00000273002",
 
3980
  "ENSG00000273008",
3981
- "ENSG00000273015",
 
3982
  "ENSG00000273033",
3983
  "ENSG00000273045",
3984
  "ENSG00000273079",
 
 
 
 
 
3985
  "ENSG00000273173",
 
 
 
 
 
3986
  "ENSG00000273265",
 
 
 
3987
  "ENSG00000273356",
 
 
 
3988
  "ENSG00000273382",
 
 
 
 
 
 
3989
  "ENSG00000274286",
3990
  "ENSG00000276043",
3991
  "ENSG00000276231",
3992
  "ENSG00000277075",
3993
  "ENSG00000277462",
3994
  "ENSG00000277586",
3995
- "ENSG00000278129",
3996
  "ENSG00000278195",
3997
  "ENSG00000278318",
3998
  "ENSG00000278570",
 
48
  "ENSG00000010165",
49
  "ENSG00000010278",
50
  "ENSG00000010282",
 
51
  "ENSG00000010310",
52
  "ENSG00000010327",
53
  "ENSG00000010379",
 
73
  "ENSG00000017260",
74
  "ENSG00000018510",
75
  "ENSG00000019102",
 
76
  "ENSG00000019186",
77
  "ENSG00000019549",
78
  "ENSG00000019582",
 
84
  "ENSG00000023839",
85
  "ENSG00000025156",
86
  "ENSG00000025423",
 
87
  "ENSG00000026508",
88
  "ENSG00000027001",
89
  "ENSG00000027644",
 
102
  "ENSG00000036828",
103
  "ENSG00000037280",
104
  "ENSG00000037749",
 
105
  "ENSG00000038427",
106
  "ENSG00000039068",
107
+ "ENSG00000039537",
108
  "ENSG00000039600",
109
  "ENSG00000039987",
110
  "ENSG00000040275",
 
111
  "ENSG00000040608",
112
  "ENSG00000041982",
113
  "ENSG00000042088",
 
120
  "ENSG00000046653",
121
  "ENSG00000047188",
122
  "ENSG00000047597",
123
+ "ENSG00000047621",
124
  "ENSG00000047936",
125
  "ENSG00000048028",
126
  "ENSG00000049089",
 
132
  "ENSG00000050730",
133
  "ENSG00000051108",
134
  "ENSG00000051180",
 
135
  "ENSG00000051825",
136
  "ENSG00000052344",
137
  "ENSG00000052850",
 
144
  "ENSG00000056291",
145
  "ENSG00000056736",
146
  "ENSG00000056998",
147
+ "ENSG00000057593",
148
  "ENSG00000057657",
149
  "ENSG00000058804",
150
  "ENSG00000059573",
 
154
  "ENSG00000060718",
155
  "ENSG00000061337",
156
  "ENSG00000062038",
 
157
  "ENSG00000062370",
158
  "ENSG00000062524",
159
  "ENSG00000064115",
 
168
  "ENSG00000065371",
169
  "ENSG00000065534",
170
  "ENSG00000065600",
 
171
  "ENSG00000065911",
172
  "ENSG00000065970",
173
  "ENSG00000066056",
 
177
  "ENSG00000066813",
178
  "ENSG00000067082",
179
  "ENSG00000067221",
 
180
  "ENSG00000067606",
181
  "ENSG00000067842",
182
  "ENSG00000068784",
 
190
  "ENSG00000070182",
191
  "ENSG00000070193",
192
  "ENSG00000070526",
 
193
  "ENSG00000070915",
194
  "ENSG00000071073",
195
  "ENSG00000071282",
 
200
  "ENSG00000072310",
201
  "ENSG00000072422",
202
  "ENSG00000072694",
 
203
  "ENSG00000072952",
204
  "ENSG00000073111",
205
  "ENSG00000073282",
206
  "ENSG00000073598",
207
  "ENSG00000073756",
208
  "ENSG00000073849",
 
209
  "ENSG00000074211",
210
  "ENSG00000074410",
211
  "ENSG00000074582",
212
  "ENSG00000074660",
 
213
  "ENSG00000075035",
214
  "ENSG00000075043",
215
  "ENSG00000075073",
 
220
  "ENSG00000075624",
221
  "ENSG00000075826",
222
  "ENSG00000076242",
 
 
223
  "ENSG00000076382",
224
  "ENSG00000076641",
225
  "ENSG00000076650",
 
229
  "ENSG00000077498",
230
  "ENSG00000077522",
231
  "ENSG00000077616",
 
232
  "ENSG00000077800",
233
  "ENSG00000077942",
234
  "ENSG00000077984",
 
242
  "ENSG00000079101",
243
  "ENSG00000079332",
244
  "ENSG00000079385",
245
+ "ENSG00000079393",
246
  "ENSG00000079689",
247
  "ENSG00000080166",
248
  "ENSG00000080293",
 
275
  "ENSG00000085449",
276
  "ENSG00000085465",
277
  "ENSG00000085552",
 
 
 
278
  "ENSG00000086061",
279
  "ENSG00000086289",
280
  "ENSG00000086506",
 
292
  "ENSG00000088832",
293
  "ENSG00000088836",
294
  "ENSG00000088882",
295
+ "ENSG00000088926",
296
  "ENSG00000088992",
297
  "ENSG00000089012",
 
298
  "ENSG00000089248",
299
  "ENSG00000089250",
300
  "ENSG00000089335",
 
307
  "ENSG00000090382",
308
  "ENSG00000090432",
309
  "ENSG00000090487",
 
310
  "ENSG00000090659",
 
311
  "ENSG00000091128",
312
  "ENSG00000091129",
313
  "ENSG00000091136",
 
315
  "ENSG00000091409",
316
  "ENSG00000091428",
317
  "ENSG00000091513",
 
318
  "ENSG00000091704",
319
  "ENSG00000091879",
320
  "ENSG00000091986",
 
347
  "ENSG00000099365",
348
  "ENSG00000099849",
349
  "ENSG00000099860",
 
350
  "ENSG00000099942",
351
  "ENSG00000099953",
352
  "ENSG00000099957",
 
362
  "ENSG00000100146",
363
  "ENSG00000100162",
364
  "ENSG00000100191",
 
365
  "ENSG00000100206",
366
  "ENSG00000100218",
367
  "ENSG00000100220",
 
379
  "ENSG00000100351",
380
  "ENSG00000100368",
381
  "ENSG00000100385",
 
382
  "ENSG00000100425",
383
  "ENSG00000100427",
384
  "ENSG00000100448",
 
388
  "ENSG00000100558",
389
  "ENSG00000100580",
390
  "ENSG00000100583",
 
391
  "ENSG00000100593",
392
  "ENSG00000100596",
393
  "ENSG00000100604",
 
412
  "ENSG00000101255",
413
  "ENSG00000101280",
414
  "ENSG00000101306",
 
415
  "ENSG00000101331",
416
  "ENSG00000101333",
417
  "ENSG00000101361",
 
425
  "ENSG00000101680",
426
  "ENSG00000101811",
427
  "ENSG00000101825",
 
 
428
  "ENSG00000101850",
429
  "ENSG00000101856",
430
  "ENSG00000101883",
 
464
  "ENSG00000102970",
465
  "ENSG00000102978",
466
  "ENSG00000102981",
 
467
  "ENSG00000103044",
468
  "ENSG00000103067",
469
  "ENSG00000103174",
 
471
  "ENSG00000103269",
472
  "ENSG00000103313",
473
  "ENSG00000103335",
 
474
  "ENSG00000103356",
475
  "ENSG00000103375",
476
  "ENSG00000103381",
 
487
  "ENSG00000104112",
488
  "ENSG00000104140",
489
  "ENSG00000104142",
 
490
  "ENSG00000104267",
 
491
  "ENSG00000104313",
492
  "ENSG00000104321",
493
  "ENSG00000104327",
 
497
  "ENSG00000104497",
498
  "ENSG00000104518",
499
  "ENSG00000104537",
 
500
  "ENSG00000104689",
501
  "ENSG00000104722",
502
  "ENSG00000104738",
 
525
  "ENSG00000105352",
526
  "ENSG00000105357",
527
  "ENSG00000105374",
 
528
  "ENSG00000105401",
529
  "ENSG00000105447",
530
  "ENSG00000105479",
531
  "ENSG00000105499",
532
  "ENSG00000105509",
533
  "ENSG00000105519",
 
534
  "ENSG00000105641",
535
  "ENSG00000105664",
536
  "ENSG00000105668",
 
546
  "ENSG00000105880",
547
  "ENSG00000105894",
548
  "ENSG00000105928",
 
549
  "ENSG00000105971",
550
  "ENSG00000105974",
551
  "ENSG00000105989",
 
556
  "ENSG00000106178",
557
  "ENSG00000106211",
558
  "ENSG00000106236",
 
559
  "ENSG00000106278",
560
  "ENSG00000106328",
561
  "ENSG00000106336",
 
578
  "ENSG00000106819",
579
  "ENSG00000106852",
580
  "ENSG00000107014",
 
581
  "ENSG00000107105",
582
  "ENSG00000107147",
583
  "ENSG00000107165",
584
  "ENSG00000107331",
 
585
  "ENSG00000107562",
586
  "ENSG00000107796",
587
  "ENSG00000107815",
 
589
  "ENSG00000108039",
590
  "ENSG00000108094",
591
  "ENSG00000108231",
 
592
  "ENSG00000108244",
593
  "ENSG00000108309",
594
  "ENSG00000108342",
 
611
  "ENSG00000108813",
612
  "ENSG00000108821",
613
  "ENSG00000108828",
 
614
  "ENSG00000108878",
615
  "ENSG00000108924",
616
  "ENSG00000108950",
 
626
  "ENSG00000109272",
627
  "ENSG00000109424",
628
  "ENSG00000109606",
 
629
  "ENSG00000109794",
 
630
  "ENSG00000109832",
631
  "ENSG00000109846",
632
  "ENSG00000109861",
 
696
  "ENSG00000112137",
697
  "ENSG00000112149",
698
  "ENSG00000112183",
 
699
  "ENSG00000112214",
700
  "ENSG00000112246",
701
  "ENSG00000112299",
702
  "ENSG00000112303",
703
  "ENSG00000112304",
 
 
 
704
  "ENSG00000112414",
705
  "ENSG00000112419",
706
  "ENSG00000112473",
 
714
  "ENSG00000112812",
715
  "ENSG00000112877",
716
  "ENSG00000112893",
717
+ "ENSG00000112936",
718
  "ENSG00000112941",
719
  "ENSG00000112984",
720
  "ENSG00000113070",
721
  "ENSG00000113073",
 
722
  "ENSG00000113119",
723
  "ENSG00000113140",
724
  "ENSG00000113262",
 
728
  "ENSG00000113441",
729
  "ENSG00000113504",
730
  "ENSG00000113520",
 
731
  "ENSG00000113532",
732
  "ENSG00000113569",
733
  "ENSG00000113580",
 
764
  "ENSG00000115008",
765
  "ENSG00000115009",
766
  "ENSG00000115085",
 
767
  "ENSG00000115155",
768
  "ENSG00000115159",
769
  "ENSG00000115165",
 
795
  "ENSG00000115616",
796
  "ENSG00000115648",
797
  "ENSG00000115738",
 
798
  "ENSG00000115827",
799
  "ENSG00000115828",
800
  "ENSG00000115866",
 
819
  "ENSG00000116771",
820
  "ENSG00000116785",
821
  "ENSG00000116809",
 
822
  "ENSG00000116824",
823
  "ENSG00000116830",
824
  "ENSG00000116833",
 
825
  "ENSG00000116983",
826
  "ENSG00000116985",
827
  "ENSG00000117013",
 
831
  "ENSG00000117114",
832
  "ENSG00000117143",
833
  "ENSG00000117152",
 
834
  "ENSG00000117226",
835
  "ENSG00000117228",
836
  "ENSG00000117281",
 
844
  "ENSG00000117598",
845
  "ENSG00000117600",
846
  "ENSG00000117676",
 
847
  "ENSG00000117899",
848
  "ENSG00000118004",
849
  "ENSG00000118156",
 
856
  "ENSG00000118432",
857
  "ENSG00000118503",
858
  "ENSG00000118513",
 
859
  "ENSG00000118515",
860
  "ENSG00000118520",
861
  "ENSG00000118523",
 
876
  "ENSG00000119650",
877
  "ENSG00000119699",
878
  "ENSG00000119714",
 
 
879
  "ENSG00000119906",
880
  "ENSG00000119915",
881
  "ENSG00000119917",
882
  "ENSG00000119922",
883
  "ENSG00000119927",
 
884
  "ENSG00000119946",
885
  "ENSG00000119965",
 
886
  "ENSG00000120051",
887
  "ENSG00000120129",
888
  "ENSG00000120156",
 
896
  "ENSG00000120332",
897
  "ENSG00000120334",
898
  "ENSG00000120337",
 
899
  "ENSG00000120471",
900
  "ENSG00000120500",
901
  "ENSG00000120539",
 
915
  "ENSG00000121207",
916
  "ENSG00000121211",
917
  "ENSG00000121236",
 
918
  "ENSG00000121406",
919
  "ENSG00000121446",
920
  "ENSG00000121621",
 
922
  "ENSG00000121769",
923
  "ENSG00000121797",
924
  "ENSG00000121895",
 
925
  "ENSG00000121903",
926
  "ENSG00000121966",
927
  "ENSG00000122012",
 
931
  "ENSG00000122194",
932
  "ENSG00000122223",
933
  "ENSG00000122335",
 
934
  "ENSG00000122574",
935
  "ENSG00000122585",
936
  "ENSG00000122641",
 
943
  "ENSG00000122870",
944
  "ENSG00000122877",
945
  "ENSG00000122882",
 
946
  "ENSG00000122966",
947
  "ENSG00000123243",
948
  "ENSG00000123342",
949
  "ENSG00000123358",
950
  "ENSG00000123388",
 
951
  "ENSG00000123415",
952
  "ENSG00000123453",
953
  "ENSG00000123454",
 
967
  "ENSG00000124019",
968
  "ENSG00000124092",
969
  "ENSG00000124102",
 
970
  "ENSG00000124159",
971
  "ENSG00000124203",
972
  "ENSG00000124205",
973
  "ENSG00000124207",
974
  "ENSG00000124215",
975
  "ENSG00000124226",
976
+ "ENSG00000124237",
977
  "ENSG00000124253",
978
  "ENSG00000124302",
979
  "ENSG00000124466",
980
  "ENSG00000124491",
981
  "ENSG00000124532",
982
  "ENSG00000124557",
 
983
  "ENSG00000124587",
984
  "ENSG00000124588",
985
  "ENSG00000124602",
 
996
  "ENSG00000124818",
997
  "ENSG00000124839",
998
  "ENSG00000124875",
 
999
  "ENSG00000124939",
1000
  "ENSG00000125046",
1001
  "ENSG00000125089",
 
1013
  "ENSG00000125538",
1014
  "ENSG00000125551",
1015
  "ENSG00000125637",
1016
+ "ENSG00000125730",
1017
  "ENSG00000125735",
1018
  "ENSG00000125741",
1019
  "ENSG00000125775",
 
1025
  "ENSG00000125851",
1026
  "ENSG00000125864",
1027
  "ENSG00000125869",
 
1028
  "ENSG00000125885",
1029
  "ENSG00000125962",
1030
  "ENSG00000125965",
 
1043
  "ENSG00000126861",
1044
  "ENSG00000126895",
1045
  "ENSG00000126945",
 
1046
  "ENSG00000127325",
1047
  "ENSG00000127329",
 
1048
  "ENSG00000127366",
1049
  "ENSG00000127399",
1050
  "ENSG00000127507",
 
1067
  "ENSG00000128346",
1068
  "ENSG00000128422",
1069
  "ENSG00000128510",
 
1070
  "ENSG00000128567",
1071
  "ENSG00000128596",
1072
  "ENSG00000128683",
 
1081
  "ENSG00000129204",
1082
  "ENSG00000129347",
1083
  "ENSG00000129354",
 
1084
  "ENSG00000129465",
1085
  "ENSG00000129467",
1086
  "ENSG00000129538",
 
1099
  "ENSG00000130294",
1100
  "ENSG00000130300",
1101
  "ENSG00000130309",
 
1102
  "ENSG00000130348",
1103
  "ENSG00000130477",
1104
  "ENSG00000130513",
 
1107
  "ENSG00000130598",
1108
  "ENSG00000130649",
1109
  "ENSG00000130713",
 
1110
  "ENSG00000130762",
1111
  "ENSG00000130768",
1112
  "ENSG00000130775",
 
1122
  "ENSG00000131019",
1123
  "ENSG00000131043",
1124
  "ENSG00000131050",
 
1125
  "ENSG00000131095",
1126
  "ENSG00000131097",
1127
  "ENSG00000131126",
1128
  "ENSG00000131127",
1129
  "ENSG00000131148",
1130
+ "ENSG00000131187",
1131
  "ENSG00000131203",
 
1132
  "ENSG00000131400",
1133
  "ENSG00000131408",
1134
  "ENSG00000131459",
 
1149
  "ENSG00000132185",
1150
  "ENSG00000132204",
1151
  "ENSG00000132254",
 
 
1152
  "ENSG00000132329",
1153
  "ENSG00000132386",
1154
  "ENSG00000132437",
 
1156
  "ENSG00000132475",
1157
  "ENSG00000132514",
1158
  "ENSG00000132541",
 
 
1159
  "ENSG00000132677",
1160
  "ENSG00000132692",
1161
  "ENSG00000132773",
 
1195
  "ENSG00000134061",
1196
  "ENSG00000134152",
1197
  "ENSG00000134160",
 
1198
  "ENSG00000134207",
1199
  "ENSG00000134215",
1200
  "ENSG00000134222",
 
1203
  "ENSG00000134253",
1204
  "ENSG00000134285",
1205
  "ENSG00000134323",
 
1206
  "ENSG00000134326",
1207
  "ENSG00000134333",
1208
  "ENSG00000134339",
 
1218
  "ENSG00000134690",
1219
  "ENSG00000134716",
1220
  "ENSG00000134748",
 
1221
  "ENSG00000134762",
1222
  "ENSG00000134817",
1223
  "ENSG00000134827",
 
1225
  "ENSG00000134873",
1226
  "ENSG00000134884",
1227
  "ENSG00000134917",
 
1228
  "ENSG00000134955",
1229
  "ENSG00000134962",
1230
  "ENSG00000134970",
 
1234
  "ENSG00000135090",
1235
  "ENSG00000135114",
1236
  "ENSG00000135116",
 
1237
  "ENSG00000135218",
1238
  "ENSG00000135245",
1239
  "ENSG00000135312",
 
1245
  "ENSG00000135406",
1246
  "ENSG00000135409",
1247
  "ENSG00000135423",
 
1248
  "ENSG00000135426",
1249
  "ENSG00000135454",
1250
  "ENSG00000135506",
 
1252
  "ENSG00000135547",
1253
  "ENSG00000135549",
1254
  "ENSG00000135577",
 
1255
  "ENSG00000135604",
1256
  "ENSG00000135636",
1257
  "ENSG00000135697",
 
1258
  "ENSG00000135744",
1259
  "ENSG00000135750",
1260
  "ENSG00000135773",
 
1264
  "ENSG00000135917",
1265
  "ENSG00000135919",
1266
  "ENSG00000135926",
 
1267
  "ENSG00000135960",
 
1268
  "ENSG00000136059",
1269
  "ENSG00000136068",
1270
  "ENSG00000136114",
 
1272
  "ENSG00000136160",
1273
  "ENSG00000136167",
1274
  "ENSG00000136235",
 
1275
  "ENSG00000136240",
1276
  "ENSG00000136244",
1277
  "ENSG00000136286",
 
1278
  "ENSG00000136378",
1279
  "ENSG00000136404",
1280
  "ENSG00000136449",
1281
  "ENSG00000136457",
 
1282
  "ENSG00000136514",
1283
  "ENSG00000136531",
1284
  "ENSG00000136546",
 
1286
  "ENSG00000136689",
1287
  "ENSG00000136826",
1288
  "ENSG00000136866",
 
1289
  "ENSG00000136872",
1290
  "ENSG00000136897",
1291
  "ENSG00000136908",
 
1331
  "ENSG00000137601",
1332
  "ENSG00000137628",
1333
  "ENSG00000137648",
 
1334
  "ENSG00000137673",
 
1335
  "ENSG00000137727",
1336
  "ENSG00000137731",
1337
  "ENSG00000137760",
 
1347
  "ENSG00000137976",
1348
  "ENSG00000137996",
1349
  "ENSG00000138030",
 
1350
  "ENSG00000138061",
1351
  "ENSG00000138074",
1352
  "ENSG00000138100",
 
1365
  "ENSG00000138587",
1366
  "ENSG00000138604",
1367
  "ENSG00000138615",
 
1368
  "ENSG00000138658",
1369
  "ENSG00000138669",
1370
  "ENSG00000138722",
 
1371
  "ENSG00000138755",
1372
  "ENSG00000138768",
1373
  "ENSG00000138769",
 
1382
  "ENSG00000138892",
1383
  "ENSG00000139055",
1384
  "ENSG00000139178",
 
1385
  "ENSG00000139193",
1386
  "ENSG00000139200",
1387
  "ENSG00000139219",
 
1399
  "ENSG00000139572",
1400
  "ENSG00000139624",
1401
  "ENSG00000139629",
 
1402
  "ENSG00000139714",
1403
  "ENSG00000139767",
1404
  "ENSG00000139780",
 
1427
  "ENSG00000140450",
1428
  "ENSG00000140451",
1429
  "ENSG00000140459",
 
1430
  "ENSG00000140465",
1431
  "ENSG00000140519",
1432
  "ENSG00000140522",
1433
  "ENSG00000140527",
1434
  "ENSG00000140538",
1435
  "ENSG00000140557",
 
1436
  "ENSG00000140682",
1437
  "ENSG00000140835",
1438
  "ENSG00000140839",
 
1453
  "ENSG00000141519",
1454
  "ENSG00000141527",
1455
  "ENSG00000141543",
1456
+ "ENSG00000141622",
1457
  "ENSG00000141668",
1458
  "ENSG00000141682",
1459
  "ENSG00000141738",
 
1482
  "ENSG00000143127",
1483
  "ENSG00000143153",
1484
  "ENSG00000143178",
 
1485
  "ENSG00000143194",
1486
  "ENSG00000143196",
1487
  "ENSG00000143217",
 
1494
  "ENSG00000143365",
1495
  "ENSG00000143375",
1496
  "ENSG00000143387",
 
1497
  "ENSG00000143450",
1498
  "ENSG00000143452",
1499
  "ENSG00000143494",
 
1503
  "ENSG00000143546",
1504
  "ENSG00000143549",
1505
  "ENSG00000143556",
 
1506
  "ENSG00000143621",
1507
  "ENSG00000143632",
1508
  "ENSG00000143768",
 
1527
  "ENSG00000144407",
1528
  "ENSG00000144455",
1529
  "ENSG00000144460",
 
1530
  "ENSG00000144481",
1531
  "ENSG00000144566",
 
1532
  "ENSG00000144644",
1533
  "ENSG00000144649",
1534
  "ENSG00000144681",
 
1543
  "ENSG00000144852",
1544
  "ENSG00000144857",
1545
  "ENSG00000145040",
1546
+ "ENSG00000145063",
1547
  "ENSG00000145147",
1548
  "ENSG00000145248",
1549
  "ENSG00000145287",
 
1556
  "ENSG00000145428",
1557
  "ENSG00000145545",
1558
  "ENSG00000145569",
 
1559
  "ENSG00000145681",
1560
  "ENSG00000145692",
1561
  "ENSG00000145700",
 
1564
  "ENSG00000145723",
1565
  "ENSG00000145757",
1566
  "ENSG00000145777",
 
1567
  "ENSG00000145794",
1568
  "ENSG00000145824",
1569
  "ENSG00000145864",
 
1574
  "ENSG00000146085",
1575
  "ENSG00000146094",
1576
  "ENSG00000146192",
 
1577
  "ENSG00000146216",
1578
  "ENSG00000146250",
1579
  "ENSG00000146267",
 
1601
  "ENSG00000147255",
1602
  "ENSG00000147257",
1603
  "ENSG00000147274",
 
1604
  "ENSG00000147383",
1605
  "ENSG00000147437",
1606
  "ENSG00000147443",
 
1636
  "ENSG00000149295",
1637
  "ENSG00000149305",
1638
  "ENSG00000149328",
 
1639
  "ENSG00000149506",
1640
  "ENSG00000149548",
1641
  "ENSG00000149557",
1642
  "ENSG00000149564",
1643
  "ENSG00000149573",
1644
  "ENSG00000149575",
 
1645
  "ENSG00000149591",
1646
  "ENSG00000149679",
 
1647
  "ENSG00000149968",
1648
  "ENSG00000150045",
1649
  "ENSG00000150048",
 
1652
  "ENSG00000150433",
1653
  "ENSG00000150551",
1654
  "ENSG00000150594",
 
1655
  "ENSG00000150636",
1656
  "ENSG00000150687",
1657
  "ENSG00000150722",
1658
  "ENSG00000150750",
 
1659
  "ENSG00000150783",
1660
+ "ENSG00000150873",
1661
  "ENSG00000151006",
1662
  "ENSG00000151062",
1663
  "ENSG00000151224",
 
1664
  "ENSG00000151365",
1665
  "ENSG00000151388",
 
1666
  "ENSG00000151474",
1667
  "ENSG00000151475",
1668
  "ENSG00000151490",
 
1683
  "ENSG00000152213",
1684
  "ENSG00000152253",
1685
  "ENSG00000152292",
 
1686
  "ENSG00000152348",
1687
  "ENSG00000152430",
1688
  "ENSG00000152433",
 
1689
  "ENSG00000152443",
1690
  "ENSG00000152454",
1691
  "ENSG00000152457",
 
1713
  "ENSG00000153214",
1714
  "ENSG00000153563",
1715
  "ENSG00000153786",
1716
+ "ENSG00000153790",
1717
  "ENSG00000153896",
1718
  "ENSG00000153898",
1719
  "ENSG00000153902",
 
1720
  "ENSG00000154027",
1721
  "ENSG00000154080",
1722
  "ENSG00000154096",
 
1732
  "ENSG00000154451",
1733
  "ENSG00000154485",
1734
  "ENSG00000154493",
 
1735
  "ENSG00000154556",
1736
  "ENSG00000154611",
1737
  "ENSG00000154620",
 
1745
  "ENSG00000155085",
1746
  "ENSG00000155158",
1747
  "ENSG00000155265",
 
1748
  "ENSG00000155304",
1749
  "ENSG00000155367",
1750
  "ENSG00000155530",
 
1759
  "ENSG00000155961",
1760
  "ENSG00000156006",
1761
  "ENSG00000156042",
 
1762
  "ENSG00000156076",
1763
  "ENSG00000156218",
1764
  "ENSG00000156219",
1765
  "ENSG00000156234",
1766
+ "ENSG00000156239",
1767
  "ENSG00000156261",
1768
  "ENSG00000156265",
1769
  "ENSG00000156298",
 
1783
  "ENSG00000156983",
1784
  "ENSG00000157005",
1785
  "ENSG00000157020",
 
1786
  "ENSG00000157060",
1787
  "ENSG00000157103",
1788
  "ENSG00000157111",
1789
  "ENSG00000157119",
1790
  "ENSG00000157150",
 
1791
  "ENSG00000157193",
1792
  "ENSG00000157214",
1793
  "ENSG00000157224",
1794
  "ENSG00000157303",
 
1795
  "ENSG00000157353",
1796
  "ENSG00000157399",
1797
  "ENSG00000157404",
 
1803
  "ENSG00000157653",
1804
  "ENSG00000157765",
1805
  "ENSG00000157766",
 
1806
  "ENSG00000157884",
1807
  "ENSG00000157890",
1808
  "ENSG00000157999",
 
1833
  "ENSG00000159200",
1834
  "ENSG00000159208",
1835
  "ENSG00000159251",
 
1836
  "ENSG00000159263",
1837
  "ENSG00000159314",
1838
  "ENSG00000159387",
 
1840
  "ENSG00000159403",
1841
  "ENSG00000159423",
1842
  "ENSG00000159450",
 
1843
  "ENSG00000159556",
1844
  "ENSG00000159588",
1845
  "ENSG00000159625",
 
1857
  "ENSG00000160117",
1858
  "ENSG00000160131",
1859
  "ENSG00000160180",
 
1860
  "ENSG00000160233",
1861
  "ENSG00000160255",
1862
  "ENSG00000160298",
 
1872
  "ENSG00000160679",
1873
  "ENSG00000160710",
1874
  "ENSG00000160789",
 
1875
  "ENSG00000160803",
1876
  "ENSG00000160808",
1877
  "ENSG00000160838",
 
1886
  "ENSG00000161405",
1887
  "ENSG00000161594",
1888
  "ENSG00000161653",
 
1889
  "ENSG00000161671",
1890
  "ENSG00000161800",
1891
  "ENSG00000161896",
 
1909
  "ENSG00000162461",
1910
  "ENSG00000162482",
1911
  "ENSG00000162494",
 
1912
  "ENSG00000162511",
1913
  "ENSG00000162543",
1914
  "ENSG00000162551",
 
1920
  "ENSG00000162624",
1921
  "ENSG00000162630",
1922
  "ENSG00000162631",
 
1923
  "ENSG00000162643",
1924
  "ENSG00000162645",
1925
  "ENSG00000162650",
 
1961
  "ENSG00000163157",
1962
  "ENSG00000163171",
1963
  "ENSG00000163209",
 
1964
  "ENSG00000163220",
1965
  "ENSG00000163273",
1966
  "ENSG00000163293",
1967
  "ENSG00000163328",
1968
  "ENSG00000163331",
 
1969
  "ENSG00000163359",
1970
  "ENSG00000163376",
1971
  "ENSG00000163377",
 
1994
  "ENSG00000163661",
1995
  "ENSG00000163673",
1996
  "ENSG00000163687",
 
1997
  "ENSG00000163710",
1998
  "ENSG00000163719",
1999
  "ENSG00000163734",
 
2072
  "ENSG00000164935",
2073
  "ENSG00000164949",
2074
  "ENSG00000164951",
 
2075
  "ENSG00000165061",
2076
  "ENSG00000165124",
2077
  "ENSG00000165140",
 
2083
  "ENSG00000165197",
2084
  "ENSG00000165325",
2085
  "ENSG00000165349",
 
2086
  "ENSG00000165383",
2087
  "ENSG00000165417",
2088
  "ENSG00000165474",
 
2092
  "ENSG00000165566",
2093
  "ENSG00000165626",
2094
  "ENSG00000165694",
 
 
2095
  "ENSG00000165794",
 
2096
  "ENSG00000165828",
2097
  "ENSG00000165832",
2098
  "ENSG00000165887",
 
2099
  "ENSG00000165899",
2100
  "ENSG00000165972",
2101
  "ENSG00000165985",
 
2131
  "ENSG00000166840",
2132
  "ENSG00000166851",
2133
  "ENSG00000166860",
 
2134
  "ENSG00000166923",
2135
  "ENSG00000166927",
2136
  "ENSG00000166947",
 
2141
  "ENSG00000167077",
2142
  "ENSG00000167094",
2143
  "ENSG00000167105",
 
2144
  "ENSG00000167207",
2145
  "ENSG00000167208",
2146
  "ENSG00000167210",
 
2176
  "ENSG00000167757",
2177
  "ENSG00000167759",
2178
  "ENSG00000167779",
 
 
2179
  "ENSG00000167850",
2180
  "ENSG00000167851",
2181
  "ENSG00000167858",
 
2201
  "ENSG00000168350",
2202
  "ENSG00000168356",
2203
  "ENSG00000168389",
 
2204
  "ENSG00000168397",
2205
  "ENSG00000168398",
2206
  "ENSG00000168411",
 
2222
  "ENSG00000168661",
2223
  "ENSG00000168672",
2224
  "ENSG00000168685",
 
2225
  "ENSG00000168795",
2226
  "ENSG00000168811",
2227
  "ENSG00000168824",
 
2269
  "ENSG00000169692",
2270
  "ENSG00000169752",
2271
  "ENSG00000169762",
 
2272
  "ENSG00000169836",
 
 
2273
  "ENSG00000169856",
2274
  "ENSG00000169894",
2275
  "ENSG00000169900",
 
2292
  "ENSG00000170323",
2293
  "ENSG00000170345",
2294
  "ENSG00000170373",
 
2295
  "ENSG00000170421",
2296
  "ENSG00000170425",
2297
  "ENSG00000170426",
2298
+ "ENSG00000170439",
2299
  "ENSG00000170442",
2300
  "ENSG00000170458",
2301
  "ENSG00000170465",
 
2353
  "ENSG00000171659",
2354
  "ENSG00000171695",
2355
  "ENSG00000171714",
2356
+ "ENSG00000171763",
2357
  "ENSG00000171786",
2358
  "ENSG00000171806",
2359
  "ENSG00000171813",
 
2366
  "ENSG00000171951",
2367
  "ENSG00000171962",
2368
  "ENSG00000172000",
 
2369
  "ENSG00000172031",
2370
  "ENSG00000172061",
2371
  "ENSG00000172115",
2372
  "ENSG00000172116",
 
2373
  "ENSG00000172156",
2374
  "ENSG00000172167",
2375
  "ENSG00000172179",
 
2397
  "ENSG00000172818",
2398
  "ENSG00000172935",
2399
  "ENSG00000172955",
2400
+ "ENSG00000173013",
2401
  "ENSG00000173110",
2402
  "ENSG00000173193",
2403
  "ENSG00000173198",
 
2408
  "ENSG00000173281",
2409
  "ENSG00000173338",
2410
  "ENSG00000173389",
 
2411
  "ENSG00000173421",
2412
  "ENSG00000173432",
2413
  "ENSG00000173452",
 
2420
  "ENSG00000173809",
2421
  "ENSG00000173825",
2422
  "ENSG00000173826",
 
2423
  "ENSG00000173914",
2424
  "ENSG00000173926",
2425
  "ENSG00000173930",
2426
+ "ENSG00000173947",
2427
  "ENSG00000173991",
2428
+ "ENSG00000174038",
2429
  "ENSG00000174175",
2430
  "ENSG00000174225",
2431
  "ENSG00000174227",
2432
  "ENSG00000174292",
2433
  "ENSG00000174325",
2434
  "ENSG00000174327",
 
2435
  "ENSG00000174371",
2436
  "ENSG00000174417",
2437
  "ENSG00000174429",
 
2441
  "ENSG00000174502",
2442
  "ENSG00000174514",
2443
  "ENSG00000174529",
 
2444
  "ENSG00000174599",
2445
  "ENSG00000174600",
2446
  "ENSG00000174607",
 
2456
  "ENSG00000174951",
2457
  "ENSG00000174963",
2458
  "ENSG00000175063",
 
2459
  "ENSG00000175073",
2460
  "ENSG00000175084",
2461
  "ENSG00000175097",
 
2463
  "ENSG00000175182",
2464
  "ENSG00000175202",
2465
  "ENSG00000175305",
 
2466
  "ENSG00000175348",
2467
  "ENSG00000175352",
2468
  "ENSG00000175426",
 
2476
  "ENSG00000175567",
2477
  "ENSG00000175595",
2478
  "ENSG00000175691",
 
2479
  "ENSG00000175894",
2480
  "ENSG00000175899",
2481
  "ENSG00000175946",
 
2484
  "ENSG00000176029",
2485
  "ENSG00000176040",
2486
  "ENSG00000176076",
 
2487
  "ENSG00000176165",
2488
  "ENSG00000176225",
2489
  "ENSG00000176244",
 
2494
  "ENSG00000176444",
2495
  "ENSG00000176532",
2496
  "ENSG00000176595",
2497
+ "ENSG00000176659",
2498
  "ENSG00000176749",
2499
  "ENSG00000176769",
2500
  "ENSG00000176884",
 
2512
  "ENSG00000177324",
2513
  "ENSG00000177453",
2514
  "ENSG00000177455",
 
2515
  "ENSG00000177464",
 
2516
  "ENSG00000177485",
2517
  "ENSG00000177627",
2518
  "ENSG00000177669",
 
2560
  "ENSG00000178965",
2561
  "ENSG00000178966",
2562
  "ENSG00000178988",
2563
+ "ENSG00000179082",
2564
  "ENSG00000179088",
2565
  "ENSG00000179097",
 
2566
  "ENSG00000179144",
2567
  "ENSG00000179148",
2568
  "ENSG00000179151",
 
2621
  "ENSG00000180616",
2622
  "ENSG00000180626",
2623
  "ENSG00000180644",
 
2624
  "ENSG00000180667",
2625
  "ENSG00000180720",
2626
  "ENSG00000180730",
 
2663
  "ENSG00000181754",
2664
  "ENSG00000181773",
2665
  "ENSG00000181778",
2666
+ "ENSG00000181781",
2667
  "ENSG00000181790",
2668
  "ENSG00000181800",
2669
  "ENSG00000181826",
 
2677
  "ENSG00000182177",
2678
  "ENSG00000182179",
2679
  "ENSG00000182183",
 
2680
  "ENSG00000182257",
2681
  "ENSG00000182318",
2682
  "ENSG00000182326",
 
2694
  "ENSG00000182718",
2695
  "ENSG00000182759",
2696
  "ENSG00000182782",
 
2697
  "ENSG00000182853",
2698
  "ENSG00000182866",
 
 
2699
  "ENSG00000182963",
2700
  "ENSG00000183060",
2701
  "ENSG00000183067",
 
2704
  "ENSG00000183111",
2705
  "ENSG00000183134",
2706
  "ENSG00000183150",
2707
+ "ENSG00000183154",
2708
  "ENSG00000183196",
2709
  "ENSG00000183307",
2710
  "ENSG00000183309",
 
2737
  "ENSG00000184117",
2738
  "ENSG00000184156",
2739
  "ENSG00000184254",
 
2740
  "ENSG00000184292",
2741
  "ENSG00000184307",
2742
  "ENSG00000184343",
 
2760
  "ENSG00000184939",
2761
  "ENSG00000184949",
2762
  "ENSG00000185002",
2763
+ "ENSG00000185010",
2764
  "ENSG00000185065",
2765
  "ENSG00000185070",
2766
  "ENSG00000185105",
 
2795
  "ENSG00000185915",
2796
  "ENSG00000185947",
2797
  "ENSG00000185972",
 
2798
  "ENSG00000186019",
2799
  "ENSG00000186051",
2800
  "ENSG00000186088",
 
2823
  "ENSG00000186603",
2824
  "ENSG00000186642",
2825
  "ENSG00000186684",
 
2826
  "ENSG00000186716",
 
2827
  "ENSG00000186832",
2828
  "ENSG00000186847",
2829
  "ENSG00000186891",
 
2833
  "ENSG00000187054",
2834
  "ENSG00000187094",
2835
  "ENSG00000187098",
 
2836
  "ENSG00000187134",
2837
  "ENSG00000187288",
2838
  "ENSG00000187486",
 
2844
  "ENSG00000187682",
2845
  "ENSG00000187715",
2846
  "ENSG00000187730",
 
2847
  "ENSG00000187773",
2848
  "ENSG00000187783",
2849
  "ENSG00000187801",
 
2850
  "ENSG00000187815",
2851
  "ENSG00000187862",
2852
  "ENSG00000187905",
 
2858
  "ENSG00000188000",
2859
  "ENSG00000188032",
2860
  "ENSG00000188037",
 
2861
  "ENSG00000188060",
2862
  "ENSG00000188070",
2863
  "ENSG00000188133",
2864
  "ENSG00000188162",
2865
+ "ENSG00000188163",
2866
  "ENSG00000188257",
2867
  "ENSG00000188277",
2868
  "ENSG00000188282",
2869
  "ENSG00000188338",
2870
  "ENSG00000188368",
 
2871
  "ENSG00000188385",
2872
  "ENSG00000188404",
2873
  "ENSG00000188428",
 
2884
  "ENSG00000188620",
2885
  "ENSG00000188641",
2886
  "ENSG00000188659",
 
 
2887
  "ENSG00000188707",
2888
  "ENSG00000188710",
2889
  "ENSG00000188725",
 
2907
  "ENSG00000189067",
2908
  "ENSG00000189068",
2909
  "ENSG00000189091",
 
2910
  "ENSG00000189120",
2911
  "ENSG00000189143",
2912
  "ENSG00000189144",
 
2927
  "ENSG00000196196",
2928
  "ENSG00000196214",
2929
  "ENSG00000196230",
 
2930
  "ENSG00000196263",
2931
  "ENSG00000196296",
2932
  "ENSG00000196329",
 
2940
  "ENSG00000196407",
2941
  "ENSG00000196420",
2942
  "ENSG00000196422",
 
2943
  "ENSG00000196459",
2944
  "ENSG00000196466",
2945
  "ENSG00000196503",
2946
  "ENSG00000196584",
2947
  "ENSG00000196611",
2948
  "ENSG00000196616",
2949
+ "ENSG00000196659",
2950
  "ENSG00000196711",
2951
  "ENSG00000196724",
2952
  "ENSG00000196741",
2953
  "ENSG00000196767",
2954
  "ENSG00000196793",
2955
  "ENSG00000196812",
 
2956
  "ENSG00000196843",
2957
  "ENSG00000196865",
2958
  "ENSG00000196872",
 
2979
  "ENSG00000197134",
2980
  "ENSG00000197150",
2981
  "ENSG00000197168",
 
2982
  "ENSG00000197253",
2983
  "ENSG00000197256",
2984
  "ENSG00000197261",
 
2987
  "ENSG00000197362",
2988
  "ENSG00000197363",
2989
  "ENSG00000197385",
 
2990
  "ENSG00000197444",
2991
  "ENSG00000197461",
2992
  "ENSG00000197467",
 
2995
  "ENSG00000197506",
2996
  "ENSG00000197535",
2997
  "ENSG00000197540",
2998
+ "ENSG00000197557",
2999
  "ENSG00000197579",
3000
  "ENSG00000197608",
3001
  "ENSG00000197614",
 
3006
  "ENSG00000197753",
3007
  "ENSG00000197766",
3008
  "ENSG00000197769",
 
3009
  "ENSG00000197857",
3010
  "ENSG00000197880",
3011
  "ENSG00000197893",
 
3020
  "ENSG00000198077",
3021
  "ENSG00000198088",
3022
  "ENSG00000198092",
 
3023
  "ENSG00000198099",
3024
  "ENSG00000198125",
3025
  "ENSG00000198133",
 
3032
  "ENSG00000198354",
3033
  "ENSG00000198380",
3034
  "ENSG00000198467",
 
 
3035
  "ENSG00000198523",
3036
  "ENSG00000198535",
3037
  "ENSG00000198538",
 
3050
  "ENSG00000198718",
3051
  "ENSG00000198719",
3052
  "ENSG00000198727",
3053
+ "ENSG00000198734",
3054
  "ENSG00000198746",
3055
  "ENSG00000198753",
3056
  "ENSG00000198759",
 
3066
  "ENSG00000198837",
3067
  "ENSG00000198842",
3068
  "ENSG00000198844",
 
3069
  "ENSG00000198881",
3070
  "ENSG00000198885",
3071
  "ENSG00000198886",
 
3076
  "ENSG00000198910",
3077
  "ENSG00000198914",
3078
  "ENSG00000198915",
 
3079
  "ENSG00000198920",
3080
  "ENSG00000198938",
3081
  "ENSG00000198939",
 
3086
  "ENSG00000203356",
3087
  "ENSG00000203668",
3088
  "ENSG00000203684",
 
3089
  "ENSG00000203722",
3090
  "ENSG00000203747",
3091
  "ENSG00000203785",
 
3131
  "ENSG00000205116",
3132
  "ENSG00000205126",
3133
  "ENSG00000205133",
 
3134
  "ENSG00000205334",
3135
  "ENSG00000205336",
3136
  "ENSG00000205358",
 
3146
  "ENSG00000205744",
3147
  "ENSG00000205808",
3148
  "ENSG00000205809",
 
 
3149
  "ENSG00000205922",
3150
+ "ENSG00000205959",
3151
+ "ENSG00000206028",
3152
  "ENSG00000206075",
3153
  "ENSG00000206530",
3154
  "ENSG00000206535",
3155
  "ENSG00000206561",
3156
+ "ENSG00000206567",
3157
  "ENSG00000211445",
3158
  "ENSG00000211448",
3159
  "ENSG00000212743",
 
3168
  "ENSG00000213523",
3169
  "ENSG00000213699",
3170
  "ENSG00000213714",
 
3171
  "ENSG00000213809",
3172
  "ENSG00000213901",
3173
  "ENSG00000213937",
 
3178
  "ENSG00000214097",
3179
  "ENSG00000214106",
3180
  "ENSG00000214128",
3181
+ "ENSG00000214248",
3182
  "ENSG00000214353",
3183
  "ENSG00000214360",
3184
  "ENSG00000214376",
 
3190
  "ENSG00000214711",
3191
  "ENSG00000214870",
3192
  "ENSG00000214872",
3193
+ "ENSG00000214955",
3194
  "ENSG00000215018",
3195
+ "ENSG00000215022",
3196
  "ENSG00000215218",
3197
  "ENSG00000215251",
3198
  "ENSG00000215475",
 
3203
  "ENSG00000217236",
3204
  "ENSG00000218018",
3205
  "ENSG00000218823",
3206
+ "ENSG00000221843",
3207
  "ENSG00000221887",
3208
  "ENSG00000221909",
3209
  "ENSG00000221944",
 
3221
  "ENSG00000223960",
3222
  "ENSG00000224046",
3223
  "ENSG00000224086",
 
 
3224
  "ENSG00000224184",
3225
  "ENSG00000224189",
3226
+ "ENSG00000224204",
3227
  "ENSG00000224215",
3228
  "ENSG00000224286",
3229
  "ENSG00000224310",
 
3237
  "ENSG00000224592",
3238
  "ENSG00000224596",
3239
  "ENSG00000224616",
3240
+ "ENSG00000224738",
3241
+ "ENSG00000224746",
3242
  "ENSG00000224790",
3243
  "ENSG00000224843",
3244
  "ENSG00000224924",
 
3252
  "ENSG00000225194",
3253
  "ENSG00000225265",
3254
  "ENSG00000225298",
3255
+ "ENSG00000225335",
3256
  "ENSG00000225361",
3257
  "ENSG00000225383",
3258
  "ENSG00000225465",
 
3268
  "ENSG00000225791",
3269
  "ENSG00000225792",
3270
  "ENSG00000225826",
3271
+ "ENSG00000225889",
3272
  "ENSG00000225938",
 
3273
  "ENSG00000225953",
3274
  "ENSG00000225978",
3275
  "ENSG00000226031",
3276
  "ENSG00000226051",
3277
  "ENSG00000226091",
3278
  "ENSG00000226137",
3279
+ "ENSG00000226310",
3280
+ "ENSG00000226332",
3281
  "ENSG00000226479",
3282
  "ENSG00000226496",
3283
  "ENSG00000226510",
3284
  "ENSG00000226581",
3285
+ "ENSG00000226644",
3286
  "ENSG00000226686",
3287
  "ENSG00000226754",
3288
  "ENSG00000226808",
3289
+ "ENSG00000226816",
3290
  "ENSG00000226853",
3291
  "ENSG00000226887",
3292
  "ENSG00000226979",
 
3297
  "ENSG00000227071",
3298
  "ENSG00000227124",
3299
  "ENSG00000227165",
3300
+ "ENSG00000227218",
3301
  "ENSG00000227268",
3302
  "ENSG00000227290",
3303
  "ENSG00000227308",
 
3306
  "ENSG00000227507",
3307
  "ENSG00000227508",
3308
  "ENSG00000227544",
3309
+ "ENSG00000227619",
3310
  "ENSG00000227676",
3311
+ "ENSG00000228037",
3312
  "ENSG00000228058",
3313
+ "ENSG00000228079",
3314
  "ENSG00000228140",
3315
  "ENSG00000228192",
3316
+ "ENSG00000228201",
3317
  "ENSG00000228261",
3318
  "ENSG00000228278",
3319
  "ENSG00000228293",
 
3324
  "ENSG00000228701",
3325
  "ENSG00000228775",
3326
  "ENSG00000228784",
 
3327
  "ENSG00000229140",
3328
  "ENSG00000229153",
3329
  "ENSG00000229214",
3330
  "ENSG00000229334",
3331
+ "ENSG00000229425",
3332
  "ENSG00000229536",
3333
  "ENSG00000229563",
3334
  "ENSG00000229589",
 
3339
  "ENSG00000229873",
3340
  "ENSG00000229950",
3341
  "ENSG00000230046",
3342
+ "ENSG00000230105",
3343
  "ENSG00000230176",
3344
  "ENSG00000230257",
3345
  "ENSG00000230266",
 
3349
  "ENSG00000230368",
3350
  "ENSG00000230417",
3351
  "ENSG00000230438",
3352
+ "ENSG00000230534",
3353
  "ENSG00000230658",
3354
  "ENSG00000230797",
3355
  "ENSG00000230798",
 
3358
  "ENSG00000231105",
3359
  "ENSG00000231106",
3360
  "ENSG00000231133",
 
3361
  "ENSG00000231208",
3362
  "ENSG00000231233",
3363
  "ENSG00000231249",
 
3371
  "ENSG00000231636",
3372
  "ENSG00000231652",
3373
  "ENSG00000231690",
3374
+ "ENSG00000231704",
3375
  "ENSG00000231728",
3376
  "ENSG00000231738",
3377
  "ENSG00000231764",
 
3382
  "ENSG00000232759",
3383
  "ENSG00000232774",
3384
  "ENSG00000232803",
3385
+ "ENSG00000232811",
3386
  "ENSG00000232850",
3387
  "ENSG00000232973",
3388
  "ENSG00000232977",
3389
+ "ENSG00000232998",
3390
  "ENSG00000233009",
3391
+ "ENSG00000233064",
3392
  "ENSG00000233175",
3393
  "ENSG00000233203",
3394
  "ENSG00000233220",
3395
+ "ENSG00000233251",
3396
  "ENSG00000233308",
3397
  "ENSG00000233355",
3398
  "ENSG00000233436",
 
3403
  "ENSG00000233723",
3404
  "ENSG00000233791",
3405
  "ENSG00000233922",
3406
+ "ENSG00000233967",
3407
+ "ENSG00000233968",
3408
+ "ENSG00000234141",
3409
  "ENSG00000234215",
3410
  "ENSG00000234284",
3411
  "ENSG00000234380",
3412
  "ENSG00000234390",
 
3413
  "ENSG00000234577",
3414
+ "ENSG00000234584",
3415
  "ENSG00000234616",
 
3416
  "ENSG00000234676",
3417
  "ENSG00000234690",
3418
  "ENSG00000234754",
3419
  "ENSG00000234817",
3420
  "ENSG00000234883",
3421
+ "ENSG00000234917",
3422
  "ENSG00000234928",
3423
  "ENSG00000235026",
3424
  "ENSG00000235109",
3425
  "ENSG00000235162",
3426
  "ENSG00000235172",
3427
+ "ENSG00000235192",
3428
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3429
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3430
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3432
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3433
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3434
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3435
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3436
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3437
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3438
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3439
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3440
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3441
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3442
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3443
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3444
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3445
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3447
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3453
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3454
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3455
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3456
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3457
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3458
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3459
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3460
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3461
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3462
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3463
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3465
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3467
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3468
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3469
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3470
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3475
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3476
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3477
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3478
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3480
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3482
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3483
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3484
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3485
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3502
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3503
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3504
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3505
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3506
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3507
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3511
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3512
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3513
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3514
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3515
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3516
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3517
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3532
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3533
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3534
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3535
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3536
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3542
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3543
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3544
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3545
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3546
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3547
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3548
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3549
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3550
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3551
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3552
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3553
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3554
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3555
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3556
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3557
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3558
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3559
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3560
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3561
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3562
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3563
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3564
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3565
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3566
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3567
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3568
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3569
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3570
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3571
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3572
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3573
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3576
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3577
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3578
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3579
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3580
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3581
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3582
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3583
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3584
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3585
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3586
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3587
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3588
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3589
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3590
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3591
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3592
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3593
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3594
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3595
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3597
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3598
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3599
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3600
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3601
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3602
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3603
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3604
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3605
  "ENSG00000253327",
 
3608
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3609
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3610
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3611
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3612
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3613
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3614
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3617
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3618
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3619
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3620
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3621
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3622
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3623
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3624
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3625
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3626
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3627
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3628
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3629
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3630
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3631
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3632
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3633
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3634
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3635
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3636
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3637
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3638
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3639
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3640
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3641
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3642
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3643
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3644
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3645
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3646
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3647
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3648
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3649
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3650
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3651
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3652
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3653
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3654
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3655
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3656
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3657
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3658
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3659
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3660
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3661
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3662
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3663
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3664
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3667
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3668
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3669
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3670
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3671
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3672
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3673
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3674
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3675
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3676
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3677
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3678
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3679
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3680
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3681
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3682
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3683
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3684
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3685
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3689
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3690
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3691
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3692
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3693
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3694
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3695
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3697
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3698
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3699
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3700
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3701
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3702
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3703
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3704
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3705
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3714
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3715
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3716
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3717
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3718
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3719
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3720
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3721
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3722
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3723
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3724
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3725
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3726
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3727
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3728
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3729
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3730
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3731
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3732
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3733
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3734
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3735
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3736
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3737
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3738
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3739
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3740
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3741
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3743
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3747
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3749
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3750
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3751
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3752
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3753
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3754
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3755
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3756
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3757
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3758
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3759
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3761
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3763
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3764
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