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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: blood'
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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/983d5ec9-40e8-4512-9e65-a572a9c486cb.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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- | neutrophil | 3212 | 0.99 | 1.00 | 0.98 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |
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- | erythrocyte | 1162 | 1.00 | 0.99 | 0.99 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |
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- | classical monocyte | 1112 | 0.79 | 0.68 | 0.82 | 0.70 | 0.00 | 0.66 | 0.67 | 0.79 | 0.83 |
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- | monocyte | 949 | 0.81 | 0.29 | 0.80 | 0.59 | 0.00 | 0.50 | 0.72 | 0.81 | 0.81 |
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- | CD4-positive, alpha-beta T cell | 478 | 0.86 | 0.89 | 0.89 | 0.89 | 0.00 | 0.68 | 0.81 | 0.86 | 0.90 |
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- | CD8-positive, alpha-beta T cell | 436 | 0.57 | 0.66 | 0.67 | 0.68 | 0.00 | 0.56 | 0.55 | 0.58 | 0.60 |
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- | B cell | 377 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |
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- | natural killer cell | 312 | 0.68 | 0.60 | 0.62 | 0.58 | 0.00 | 0.67 | 0.57 | 0.65 | 0.66 |
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- | macrophage | 117 | 0.51 | 0.49 | 0.43 | 0.45 | 0.00 | 0.41 | 0.32 | 0.44 | 0.53 |
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- | intermediate monocyte | 90 | 0.46 | 0.00 | 0.61 | 0.20 | 0.00 | 0.28 | 0.39 | 0.47 | 0.60 |
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- | plasma cell | 86 | 0.98 | 0.98 | 0.95 | 0.98 | 0.00 | 0.87 | 0.95 | 0.97 | 0.98 |
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- | naive thymus-derived CD4-positive, alpha-beta T cell | 56 | 0.46 | 0.29 | 0.38 | 0.27 | 0.00 | 0.31 | 0.46 | 0.56 | 0.55 |
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- | platelet | 46 | 0.98 | 0.97 | 0.92 | 1.00 | 0.00 | 0.81 | 0.93 | 0.95 | 0.98 |
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- | non-classical monocyte | 44 | 0.72 | 0.73 | 0.72 | 0.63 | 0.00 | 0.80 | 0.75 | 0.81 | 0.82 |
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- | mature NK T cell | 13 | 0.47 | 0.61 | 0.56 | 0.62 | 0.00 | 0.36 | 0.38 | 0.48 | 0.61 |
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- | hematopoietic precursor cell | 11 | 0.74 | 0.72 | 0.64 | 0.75 | 0.00 | 0.53 | 0.64 | 0.58 | 0.72 |
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- | hematopoietic stem cell | 7 | 0.00 | 0.22 | 0.55 | 0.50 | 0.00 | 0.63 | 0.57 | 0.18 | 0.22 |
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- | basophil | 9 | 0.80 | 0.00 | 0.80 | 0.80 | 0.00 | 0.09 | 0.60 | 0.75 | 0.80 |
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- | regulatory T cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.21 | 0.00 | 0.80 | 0.00 |
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- | plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |
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- | common myeloid progenitor | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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- | myeloid dendritic cell | 1 | 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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- | neutrophil | 28986 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 1.00 |
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- | erythrocyte | 10386 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |
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- | classical monocyte | 9479 | 0.76 | 0.66 | 0.85 | 0.77 | 0.00 | 0.78 | 0.68 | 0.78 | 0.85 |
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- | monocyte | 8653 | 0.80 | 0.30 | 0.85 | 0.76 | 0.00 | 0.80 | 0.74 | 0.82 | 0.86 |
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- | CD4-positive, alpha-beta T cell | 4422 | 0.88 | 0.90 | 0.91 | 0.91 | 0.00 | 0.82 | 0.83 | 0.89 | 0.92 |
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- | CD8-positive, alpha-beta T cell | 4136 | 0.58 | 0.74 | 0.73 | 0.74 | 0.00 | 0.60 | 0.67 | 0.68 | 0.73 |
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- | B cell | 3516 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
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- | natural killer cell | 2745 | 0.67 | 0.67 | 0.69 | 0.66 | 0.00 | 0.68 | 0.66 | 0.69 | 0.73 |
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- | macrophage | 1111 | 0.48 | 0.48 | 0.50 | 0.53 | 0.00 | 0.54 | 0.44 | 0.53 | 0.61 |
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- | intermediate monocyte | 946 | 0.47 | 0.01 | 0.67 | 0.41 | 0.00 | 0.54 | 0.48 | 0.55 | 0.69 |
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- | plasma cell | 730 | 0.98 | 0.97 | 0.96 | 0.97 | 0.00 | 0.85 | 0.96 | 0.96 | 0.99 |
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- | naive thymus-derived CD4-positive, alpha-beta T cell | 434 | 0.45 | 0.27 | 0.42 | 0.32 | 0.00 | 0.52 | 0.51 | 0.65 | 0.62 |
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- | platelet | 392 | 0.95 | 0.96 | 0.94 | 0.99 | 0.00 | 0.79 | 0.95 | 0.95 | 0.98 |
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- | non-classical monocyte | 309 | 0.77 | 0.81 | 0.83 | 0.67 | 0.00 | 0.81 | 0.74 | 0.79 | 0.85 |
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- | mature NK T cell | 189 | 0.65 | 0.76 | 0.75 | 0.74 | 0.00 | 0.59 | 0.68 | 0.72 | 0.82 |
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- | hematopoietic precursor cell | 120 | 0.72 | 0.76 | 0.68 | 0.84 | 0.00 | 0.69 | 0.83 | 0.92 | 0.92 |
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- | hematopoietic stem cell | 57 | 0.00 | 0.52 | 0.53 | 0.69 | 0.00 | 0.83 | 0.93 | 0.97 | 0.90 |
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- | basophil | 32 | 0.79 | 0.00 | 0.75 | 0.70 | 0.00 | 0.04 | 0.76 | 0.83 | 0.91 |
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- | regulatory T cell | 35 | 0.00 | 0.05 | 0.43 | 0.11 | 0.00 | 0.22 | 0.73 | 0.68 | 0.48 |
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- | plasmacytoid dendritic cell | 28 | 0.74 | 0.78 | 0.79 | 0.72 | 0.00 | 0.57 | 0.81 | 0.93 | 0.88 |
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- | common myeloid progenitor | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 1.00 | 1.00 | 1.00 |
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- | myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
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-
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- </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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- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| neutrophil | 3212 | 0.99 | 1.00 | 0.98 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 0.99 |\n| erythrocyte | 1162 | 1.00 | 0.99 | 0.99 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| classical monocyte | 1112 | 0.79 | 0.68 | 0.82 | 0.70 | 0.00 | 0.66 | 0.67 | 0.79 | 0.83 |\n| monocyte | 949 | 0.81 | 0.29 | 0.80 | 0.59 | 0.00 | 0.50 | 0.72 | 0.81 | 0.81 |\n| CD4-positive, alpha-beta T cell | 478 | 0.86 | 0.89 | 0.89 | 0.89 | 0.00 | 0.68 | 0.81 | 0.86 | 0.90 |\n| CD8-positive, alpha-beta T cell | 436 | 0.57 | 0.66 | 0.67 | 0.68 | 0.00 | 0.56 | 0.55 | 0.58 | 0.60 |\n| B cell | 377 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.98 | 0.98 | 0.98 | 0.98 |\n| natural killer cell | 312 | 0.68 | 0.60 | 0.62 | 0.58 | 0.00 | 0.67 | 0.57 | 0.65 | 0.66 |\n| macrophage | 117 | 0.51 | 0.49 | 0.43 | 0.45 | 0.00 | 0.41 | 0.32 | 0.44 | 0.53 |\n| intermediate monocyte | 90 | 0.46 | 0.00 | 0.61 | 0.20 | 0.00 | 0.28 | 0.39 | 0.47 | 0.60 |\n| plasma cell | 86 | 0.98 | 0.98 | 0.95 | 0.98 | 0.00 | 0.87 | 0.95 | 0.97 | 0.98 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 56 | 0.46 | 0.29 | 0.38 | 0.27 | 0.00 | 0.31 | 0.46 | 0.56 | 0.55 |\n| platelet | 46 | 0.98 | 0.97 | 0.92 | 1.00 | 0.00 | 0.81 | 0.93 | 0.95 | 0.98 |\n| non-classical monocyte | 44 | 0.72 | 0.73 | 0.72 | 0.63 | 0.00 | 0.80 | 0.75 | 0.81 | 0.82 |\n| mature NK T cell | 13 | 0.47 | 0.61 | 0.56 | 0.62 | 0.00 | 0.36 | 0.38 | 0.48 | 0.61 |\n| hematopoietic precursor cell | 11 | 0.74 | 0.72 | 0.64 | 0.75 | 0.00 | 0.53 | 0.64 | 0.58 | 0.72 |\n| hematopoietic stem cell | 7 | 0.00 | 0.22 | 0.55 | 0.50 | 0.00 | 0.63 | 0.57 | 0.18 | 0.22 |\n| basophil | 9 | 0.80 | 0.00 | 0.80 | 0.80 | 0.00 | 0.09 | 0.60 | 0.75 | 0.80 |\n| regulatory T cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.21 | 0.00 | 0.80 | 0.00 |\n| plasmacytoid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |\n| common myeloid progenitor | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
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- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| neutrophil | 28986 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 0.96 | 0.99 | 0.99 | 1.00 |\n| erythrocyte | 10386 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| classical monocyte | 9479 | 0.76 | 0.66 | 0.85 | 0.77 | 0.00 | 0.78 | 0.68 | 0.78 | 0.85 |\n| monocyte | 8653 | 0.80 | 0.30 | 0.85 | 0.76 | 0.00 | 0.80 | 0.74 | 0.82 | 0.86 |\n| CD4-positive, alpha-beta T cell | 4422 | 0.88 | 0.90 | 0.91 | 0.91 | 0.00 | 0.82 | 0.83 | 0.89 | 0.92 |\n| CD8-positive, alpha-beta T cell | 4136 | 0.58 | 0.74 | 0.73 | 0.74 | 0.00 | 0.60 | 0.67 | 0.68 | 0.73 |\n| B cell | 3516 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 2745 | 0.67 | 0.67 | 0.69 | 0.66 | 0.00 | 0.68 | 0.66 | 0.69 | 0.73 |\n| macrophage | 1111 | 0.48 | 0.48 | 0.50 | 0.53 | 0.00 | 0.54 | 0.44 | 0.53 | 0.61 |\n| intermediate monocyte | 946 | 0.47 | 0.01 | 0.67 | 0.41 | 0.00 | 0.54 | 0.48 | 0.55 | 0.69 |\n| plasma cell | 730 | 0.98 | 0.97 | 0.96 | 0.97 | 0.00 | 0.85 | 0.96 | 0.96 | 0.99 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 434 | 0.45 | 0.27 | 0.42 | 0.32 | 0.00 | 0.52 | 0.51 | 0.65 | 0.62 |\n| platelet | 392 | 0.95 | 0.96 | 0.94 | 0.99 | 0.00 | 0.79 | 0.95 | 0.95 | 0.98 |\n| non-classical monocyte | 309 | 0.77 | 0.81 | 0.83 | 0.67 | 0.00 | 0.81 | 0.74 | 0.79 | 0.85 |\n| mature NK T cell | 189 | 0.65 | 0.76 | 0.75 | 0.74 | 0.00 | 0.59 | 0.68 | 0.72 | 0.82 |\n| hematopoietic precursor cell | 120 | 0.72 | 0.76 | 0.68 | 0.84 | 0.00 | 0.69 | 0.83 | 0.92 | 0.92 |\n| hematopoietic stem cell | 57 | 0.00 | 0.52 | 0.53 | 0.69 | 0.00 | 0.83 | 0.93 | 0.97 | 0.90 |\n| basophil | 32 | 0.79 | 0.00 | 0.75 | 0.70 | 0.00 | 0.04 | 0.76 | 0.83 | 0.91 |\n| regulatory T cell | 35 | 0.00 | 0.05 | 0.43 | 0.11 | 0.00 | 0.22 | 0.73 | 0.68 | 0.48 |\n| plasmacytoid dendritic cell | 28 | 0.74 | 0.78 | 0.79 | 0.72 | 0.00 | 0.57 | 0.81 | 0.93 | 0.88 |\n| common myeloid progenitor | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.08 | 1.00 | 1.00 | 1.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |"
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  }
 
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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| neutrophil | 3212 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.97 | 0.99 | 0.99 | 1.00 |\n| erythrocyte | 1173 | 1.00 | 1.00 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| classical monocyte | 1092 | 0.79 | 0.67 | 0.84 | 0.70 | 0.00 | 0.69 | 0.65 | 0.77 | 0.84 |\n| monocyte | 962 | 0.81 | 0.28 | 0.82 | 0.55 | 0.00 | 0.47 | 0.67 | 0.80 | 0.81 |\n| CD4-positive, alpha-beta T cell | 472 | 0.84 | 0.89 | 0.89 | 0.89 | 0.00 | 0.72 | 0.78 | 0.85 | 0.88 |\n| CD8-positive, alpha-beta T cell | 424 | 0.58 | 0.65 | 0.66 | 0.66 | 0.00 | 0.63 | 0.60 | 0.61 | 0.64 |\n| B cell | 378 | 0.98 | 0.98 | 0.98 | 0.98 | 0.00 | 0.99 | 0.97 | 0.98 | 0.98 |\n| natural killer cell | 315 | 0.71 | 0.64 | 0.63 | 0.58 | 0.00 | 0.64 | 0.61 | 0.65 | 0.69 |\n| macrophage | 123 | 0.50 | 0.49 | 0.48 | 0.48 | 0.00 | 0.35 | 0.29 | 0.42 | 0.50 |\n| intermediate monocyte | 86 | 0.46 | 0.02 | 0.64 | 0.13 | 0.00 | 0.32 | 0.38 | 0.42 | 0.61 |\n| plasma cell | 85 | 0.98 | 0.98 | 0.95 | 0.97 | 0.00 | 0.95 | 0.93 | 0.97 | 0.98 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 59 | 0.45 | 0.32 | 0.38 | 0.18 | 0.00 | 0.33 | 0.45 | 0.59 | 0.51 |\n| platelet | 48 | 0.97 | 0.97 | 0.91 | 1.00 | 0.00 | 0.92 | 0.95 | 0.96 | 0.98 |\n| non-classical monocyte | 44 | 0.72 | 0.72 | 0.70 | 0.41 | 0.00 | 0.73 | 0.73 | 0.76 | 0.77 |\n| mature NK T cell | 15 | 0.57 | 0.64 | 0.55 | 0.57 | 0.00 | 0.45 | 0.39 | 0.51 | 0.61 |\n| hematopoietic precursor cell | 11 | 0.69 | 0.72 | 0.58 | 0.72 | 0.00 | 0.39 | 0.64 | 0.64 | 0.80 |\n| hematopoietic stem cell | 6 | 0.00 | 0.44 | 0.25 | 0.60 | 0.00 | 0.43 | 0.50 | 0.36 | 0.50 |\n| basophil | 9 | 0.80 | 0.00 | 0.80 | 0.80 | 0.00 | 0.15 | 0.50 | 0.75 | 0.80 |\n| regulatory T cell | 7 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 | 0.42 | 0.43 | 0.55 | 0.00 |\n| plasmacytoid dendritic cell | 2 | 0.67 | 0.50 | 0.50 | 0.67 | 0.00 | 0.15 | 0.25 | 0.50 | 0.50 |\n| common myeloid progenitor | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 1 | 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| neutrophil | 28986 | 1.00 | 1.00 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |\n| erythrocyte | 10375 | 1.00 | 0.99 | 0.99 | 1.00 | 0.00 | 0.99 | 0.99 | 0.99 | 1.00 |\n| classical monocyte | 9499 | 0.76 | 0.66 | 0.85 | 0.77 | 0.00 | 0.78 | 0.67 | 0.77 | 0.85 |\n| monocyte | 8640 | 0.79 | 0.30 | 0.86 | 0.77 | 0.00 | 0.82 | 0.71 | 0.81 | 0.87 |\n| CD4-positive, alpha-beta T cell | 4428 | 0.85 | 0.90 | 0.91 | 0.91 | 0.00 | 0.86 | 0.82 | 0.88 | 0.93 |\n| CD8-positive, alpha-beta T cell | 4148 | 0.57 | 0.72 | 0.71 | 0.73 | 0.00 | 0.65 | 0.65 | 0.69 | 0.72 |\n| B cell | 3515 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |\n| natural killer cell | 2742 | 0.69 | 0.69 | 0.67 | 0.66 | 0.00 | 0.68 | 0.64 | 0.69 | 0.73 |\n| macrophage | 1105 | 0.49 | 0.47 | 0.50 | 0.50 | 0.00 | 0.44 | 0.41 | 0.54 | 0.60 |\n| intermediate monocyte | 950 | 0.51 | 0.01 | 0.65 | 0.35 | 0.00 | 0.48 | 0.47 | 0.54 | 0.69 |\n| plasma cell | 731 | 0.98 | 0.97 | 0.96 | 0.97 | 0.00 | 0.96 | 0.97 | 0.97 | 0.99 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 431 | 0.39 | 0.35 | 0.46 | 0.32 | 0.00 | 0.54 | 0.50 | 0.62 | 0.63 |\n| platelet | 390 | 0.92 | 0.96 | 0.94 | 0.99 | 0.00 | 0.85 | 0.96 | 0.97 | 0.98 |\n| non-classical monocyte | 309 | 0.77 | 0.80 | 0.82 | 0.48 | 0.00 | 0.65 | 0.79 | 0.81 | 0.86 |\n| mature NK T cell | 187 | 0.67 | 0.76 | 0.74 | 0.65 | 0.00 | 0.64 | 0.68 | 0.76 | 0.81 |\n| hematopoietic precursor cell | 120 | 0.53 | 0.75 | 0.68 | 0.80 | 0.00 | 0.58 | 0.89 | 0.94 | 0.92 |\n| hematopoietic stem cell | 58 | 0.00 | 0.50 | 0.57 | 0.65 | 0.00 | 0.79 | 0.96 | 1.00 | 0.91 |\n| basophil | 32 | 0.79 | 0.06 | 0.77 | 0.67 | 0.00 | 0.07 | 0.64 | 0.78 | 0.90 |\n| regulatory T cell | 33 | 0.00 | 0.06 | 0.34 | 0.00 | 0.00 | 0.35 | 0.67 | 0.67 | 0.39 |\n| plasmacytoid dendritic cell | 27 | 0.68 | 0.78 | 0.80 | 0.78 | 0.00 | 0.30 | 0.89 | 0.90 | 0.91 |\n| common myeloid progenitor | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 1.00 | 1.00 | 1.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |"
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1515
  "ENSG00000135541",
1516
  "ENSG00000135549",
1517
  "ENSG00000135587",
@@ -1551,7 +1486,7 @@
1551
  "ENSG00000136514",
1552
  "ENSG00000136518",
1553
  "ENSG00000136628",
1554
- "ENSG00000136631",
1555
  "ENSG00000136717",
1556
  "ENSG00000136738",
1557
  "ENSG00000136783",
@@ -1566,20 +1501,17 @@
1566
  "ENSG00000136897",
1567
  "ENSG00000136929",
1568
  "ENSG00000136960",
1569
- "ENSG00000136982",
1570
  "ENSG00000137040",
1571
  "ENSG00000137054",
1572
  "ENSG00000137094",
1573
  "ENSG00000137098",
1574
  "ENSG00000137101",
1575
  "ENSG00000137103",
1576
- "ENSG00000137106",
1577
  "ENSG00000137124",
1578
  "ENSG00000137135",
1579
  "ENSG00000137154",
1580
  "ENSG00000137168",
1581
  "ENSG00000137198",
1582
- "ENSG00000137200",
1583
  "ENSG00000137265",
1584
  "ENSG00000137267",
1585
  "ENSG00000137274",
@@ -1588,22 +1520,17 @@
1588
  "ENSG00000137338",
1589
  "ENSG00000137404",
1590
  "ENSG00000137441",
1591
- "ENSG00000137500",
1592
  "ENSG00000137502",
1593
  "ENSG00000137509",
1594
  "ENSG00000137563",
1595
- "ENSG00000137601",
1596
  "ENSG00000137672",
1597
- "ENSG00000137700",
1598
  "ENSG00000137713",
1599
  "ENSG00000137720",
1600
  "ENSG00000137731",
1601
  "ENSG00000137752",
1602
  "ENSG00000137760",
1603
  "ENSG00000137801",
1604
- "ENSG00000137819",
1605
  "ENSG00000137822",
1606
- "ENSG00000137824",
1607
  "ENSG00000137841",
1608
  "ENSG00000137857",
1609
  "ENSG00000137869",
@@ -1615,7 +1542,6 @@
1615
  "ENSG00000137959",
1616
  "ENSG00000137965",
1617
  "ENSG00000137992",
1618
- "ENSG00000137996",
1619
  "ENSG00000138002",
1620
  "ENSG00000138029",
1621
  "ENSG00000138030",
@@ -1641,7 +1567,6 @@
1641
  "ENSG00000138688",
1642
  "ENSG00000138722",
1643
  "ENSG00000138758",
1644
- "ENSG00000138780",
1645
  "ENSG00000138792",
1646
  "ENSG00000138795",
1647
  "ENSG00000138796",
@@ -1673,6 +1598,7 @@
1673
  "ENSG00000139679",
1674
  "ENSG00000139726",
1675
  "ENSG00000139737",
 
1676
  "ENSG00000139890",
1677
  "ENSG00000139914",
1678
  "ENSG00000139915",
@@ -1718,7 +1644,6 @@
1718
  "ENSG00000141499",
1719
  "ENSG00000141542",
1720
  "ENSG00000141543",
1721
- "ENSG00000141556",
1722
  "ENSG00000141560",
1723
  "ENSG00000141562",
1724
  "ENSG00000141569",
@@ -1731,7 +1656,6 @@
1731
  "ENSG00000141696",
1732
  "ENSG00000141744",
1733
  "ENSG00000141753",
1734
- "ENSG00000142102",
1735
  "ENSG00000142173",
1736
  "ENSG00000142188",
1737
  "ENSG00000142408",
@@ -1742,7 +1666,6 @@
1742
  "ENSG00000142669",
1743
  "ENSG00000142675",
1744
  "ENSG00000142686",
1745
- "ENSG00000142733",
1746
  "ENSG00000142751",
1747
  "ENSG00000142798",
1748
  "ENSG00000142875",
@@ -1795,7 +1718,6 @@
1795
  "ENSG00000143889",
1796
  "ENSG00000143933",
1797
  "ENSG00000143942",
1798
- "ENSG00000143971",
1799
  "ENSG00000143994",
1800
  "ENSG00000143995",
1801
  "ENSG00000144021",
@@ -1804,7 +1726,6 @@
1804
  "ENSG00000144115",
1805
  "ENSG00000144120",
1806
  "ENSG00000144136",
1807
- "ENSG00000144152",
1808
  "ENSG00000144182",
1809
  "ENSG00000144214",
1810
  "ENSG00000144224",
@@ -1856,7 +1777,6 @@
1856
  "ENSG00000145911",
1857
  "ENSG00000145916",
1858
  "ENSG00000145919",
1859
- "ENSG00000145936",
1860
  "ENSG00000145945",
1861
  "ENSG00000145949",
1862
  "ENSG00000145975",
@@ -1866,7 +1786,6 @@
1866
  "ENSG00000146109",
1867
  "ENSG00000146197",
1868
  "ENSG00000146232",
1869
- "ENSG00000146243",
1870
  "ENSG00000146263",
1871
  "ENSG00000146376",
1872
  "ENSG00000146409",
@@ -1948,8 +1867,8 @@
1948
  "ENSG00000149781",
1949
  "ENSG00000149809",
1950
  "ENSG00000149970",
 
1951
  "ENSG00000150275",
1952
- "ENSG00000150281",
1953
  "ENSG00000150433",
1954
  "ENSG00000150593",
1955
  "ENSG00000150594",
@@ -1961,7 +1880,6 @@
1961
  "ENSG00000150756",
1962
  "ENSG00000150764",
1963
  "ENSG00000150867",
1964
- "ENSG00000150938",
1965
  "ENSG00000150967",
1966
  "ENSG00000150991",
1967
  "ENSG00000151023",
@@ -1987,6 +1905,7 @@
1987
  "ENSG00000151729",
1988
  "ENSG00000151748",
1989
  "ENSG00000151835",
 
1990
  "ENSG00000151914",
1991
  "ENSG00000152213",
1992
  "ENSG00000152219",
@@ -1994,12 +1913,10 @@
1994
  "ENSG00000152240",
1995
  "ENSG00000152256",
1996
  "ENSG00000152291",
1997
- "ENSG00000152439",
1998
  "ENSG00000152454",
1999
  "ENSG00000152465",
2000
  "ENSG00000152527",
2001
  "ENSG00000152556",
2002
- "ENSG00000152642",
2003
  "ENSG00000152684",
2004
  "ENSG00000152700",
2005
  "ENSG00000152804",
@@ -2020,7 +1937,6 @@
2020
  "ENSG00000153879",
2021
  "ENSG00000153885",
2022
  "ENSG00000154016",
2023
- "ENSG00000154027",
2024
  "ENSG00000154114",
2025
  "ENSG00000154134",
2026
  "ENSG00000154165",
@@ -2030,7 +1946,6 @@
2030
  "ENSG00000154262",
2031
  "ENSG00000154269",
2032
  "ENSG00000154328",
2033
- "ENSG00000154330",
2034
  "ENSG00000154358",
2035
  "ENSG00000154451",
2036
  "ENSG00000154473",
@@ -2077,6 +1992,7 @@
2077
  "ENSG00000156171",
2078
  "ENSG00000156172",
2079
  "ENSG00000156206",
 
2080
  "ENSG00000156261",
2081
  "ENSG00000156265",
2082
  "ENSG00000156398",
@@ -2088,7 +2004,6 @@
2088
  "ENSG00000156510",
2089
  "ENSG00000156515",
2090
  "ENSG00000156535",
2091
- "ENSG00000156587",
2092
  "ENSG00000156697",
2093
  "ENSG00000156709",
2094
  "ENSG00000156738",
@@ -2098,7 +2013,6 @@
2098
  "ENSG00000156968",
2099
  "ENSG00000156970",
2100
  "ENSG00000156976",
2101
- "ENSG00000156983",
2102
  "ENSG00000156990",
2103
  "ENSG00000157014",
2104
  "ENSG00000157212",
@@ -2109,7 +2023,6 @@
2109
  "ENSG00000157570",
2110
  "ENSG00000157593",
2111
  "ENSG00000157601",
2112
- "ENSG00000157617",
2113
  "ENSG00000157625",
2114
  "ENSG00000157653",
2115
  "ENSG00000157657",
@@ -2142,7 +2055,6 @@
2142
  "ENSG00000158865",
2143
  "ENSG00000158941",
2144
  "ENSG00000159055",
2145
- "ENSG00000159063",
2146
  "ENSG00000159069",
2147
  "ENSG00000159131",
2148
  "ENSG00000159164",
@@ -2157,15 +2069,14 @@
2157
  "ENSG00000159588",
2158
  "ENSG00000159593",
2159
  "ENSG00000159596",
 
2160
  "ENSG00000159658",
2161
  "ENSG00000159708",
2162
  "ENSG00000159713",
2163
  "ENSG00000159753",
2164
  "ENSG00000159761",
2165
- "ENSG00000159882",
2166
  "ENSG00000159885",
2167
  "ENSG00000159915",
2168
- "ENSG00000159917",
2169
  "ENSG00000159958",
2170
  "ENSG00000160013",
2171
  "ENSG00000160049",
@@ -2173,7 +2084,6 @@
2173
  "ENSG00000160055",
2174
  "ENSG00000160058",
2175
  "ENSG00000160062",
2176
- "ENSG00000160111",
2177
  "ENSG00000160113",
2178
  "ENSG00000160124",
2179
  "ENSG00000160145",
@@ -2202,6 +2112,7 @@
2202
  "ENSG00000160695",
2203
  "ENSG00000160703",
2204
  "ENSG00000160712",
 
2205
  "ENSG00000160789",
2206
  "ENSG00000160791",
2207
  "ENSG00000160856",
@@ -2228,6 +2139,7 @@
2228
  "ENSG00000161800",
2229
  "ENSG00000161911",
2230
  "ENSG00000162086",
 
2231
  "ENSG00000162194",
2232
  "ENSG00000162231",
2233
  "ENSG00000162367",
@@ -2285,10 +2197,8 @@
2285
  "ENSG00000163251",
2286
  "ENSG00000163281",
2287
  "ENSG00000163291",
2288
- "ENSG00000163348",
2289
  "ENSG00000163359",
2290
  "ENSG00000163376",
2291
- "ENSG00000163378",
2292
  "ENSG00000163428",
2293
  "ENSG00000163430",
2294
  "ENSG00000163435",
@@ -2321,7 +2231,6 @@
2321
  "ENSG00000163687",
2322
  "ENSG00000163689",
2323
  "ENSG00000163703",
2324
- "ENSG00000163710",
2325
  "ENSG00000163728",
2326
  "ENSG00000163734",
2327
  "ENSG00000163736",
@@ -2333,7 +2242,6 @@
2333
  "ENSG00000163864",
2334
  "ENSG00000163875",
2335
  "ENSG00000163898",
2336
- "ENSG00000163902",
2337
  "ENSG00000163913",
2338
  "ENSG00000163918",
2339
  "ENSG00000163938",
@@ -2422,7 +2330,6 @@
2422
  "ENSG00000165568",
2423
  "ENSG00000165591",
2424
  "ENSG00000165617",
2425
- "ENSG00000165660",
2426
  "ENSG00000165678",
2427
  "ENSG00000165682",
2428
  "ENSG00000165698",
@@ -2496,7 +2403,6 @@
2496
  "ENSG00000166855",
2497
  "ENSG00000166860",
2498
  "ENSG00000166866",
2499
- "ENSG00000166881",
2500
  "ENSG00000166886",
2501
  "ENSG00000166889",
2502
  "ENSG00000166908",
@@ -2512,7 +2418,6 @@
2512
  "ENSG00000167034",
2513
  "ENSG00000167094",
2514
  "ENSG00000167103",
2515
- "ENSG00000167106",
2516
  "ENSG00000167112",
2517
  "ENSG00000167114",
2518
  "ENSG00000167123",
@@ -2528,6 +2433,7 @@
2528
  "ENSG00000167460",
2529
  "ENSG00000167461",
2530
  "ENSG00000167483",
 
2531
  "ENSG00000167523",
2532
  "ENSG00000167526",
2533
  "ENSG00000167535",
@@ -2539,7 +2445,6 @@
2539
  "ENSG00000167562",
2540
  "ENSG00000167601",
2541
  "ENSG00000167613",
2542
- "ENSG00000167635",
2543
  "ENSG00000167642",
2544
  "ENSG00000167695",
2545
  "ENSG00000167699",
@@ -2569,17 +2474,13 @@
2569
  "ENSG00000168003",
2570
  "ENSG00000168026",
2571
  "ENSG00000168038",
2572
- "ENSG00000168081",
2573
  "ENSG00000168096",
2574
- "ENSG00000168101",
2575
  "ENSG00000168140",
2576
- "ENSG00000168175",
2577
  "ENSG00000168209",
2578
  "ENSG00000168229",
2579
  "ENSG00000168237",
2580
  "ENSG00000168280",
2581
  "ENSG00000168291",
2582
- "ENSG00000168301",
2583
  "ENSG00000168329",
2584
  "ENSG00000168356",
2585
  "ENSG00000168374",
@@ -2600,8 +2501,8 @@
2600
  "ENSG00000168685",
2601
  "ENSG00000168734",
2602
  "ENSG00000168758",
2603
- "ENSG00000168765",
2604
  "ENSG00000168778",
 
2605
  "ENSG00000168807",
2606
  "ENSG00000168818",
2607
  "ENSG00000168824",
@@ -2645,12 +2546,10 @@
2645
  "ENSG00000169914",
2646
  "ENSG00000169919",
2647
  "ENSG00000170037",
2648
- "ENSG00000170049",
2649
  "ENSG00000170074",
2650
  "ENSG00000170113",
2651
  "ENSG00000170161",
2652
  "ENSG00000170180",
2653
- "ENSG00000170264",
2654
  "ENSG00000170265",
2655
  "ENSG00000170266",
2656
  "ENSG00000170270",
@@ -2662,6 +2561,7 @@
2662
  "ENSG00000170412",
2663
  "ENSG00000170417",
2664
  "ENSG00000170425",
 
2665
  "ENSG00000170448",
2666
  "ENSG00000170468",
2667
  "ENSG00000170469",
@@ -2679,14 +2579,12 @@
2679
  "ENSG00000170891",
2680
  "ENSG00000170915",
2681
  "ENSG00000170917",
2682
- "ENSG00000170946",
2683
  "ENSG00000170949",
2684
  "ENSG00000170989",
2685
  "ENSG00000171121",
2686
  "ENSG00000171150",
2687
  "ENSG00000171169",
2688
  "ENSG00000171174",
2689
- "ENSG00000171189",
2690
  "ENSG00000171219",
2691
  "ENSG00000171224",
2692
  "ENSG00000171262",
@@ -2699,7 +2597,6 @@
2699
  "ENSG00000171451",
2700
  "ENSG00000171469",
2701
  "ENSG00000171502",
2702
- "ENSG00000171503",
2703
  "ENSG00000171509",
2704
  "ENSG00000171566",
2705
  "ENSG00000171595",
@@ -2707,7 +2604,6 @@
2707
  "ENSG00000171604",
2708
  "ENSG00000171611",
2709
  "ENSG00000171617",
2710
- "ENSG00000171631",
2711
  "ENSG00000171729",
2712
  "ENSG00000171747",
2713
  "ENSG00000171757",
@@ -2772,6 +2668,7 @@
2772
  "ENSG00000172889",
2773
  "ENSG00000172893",
2774
  "ENSG00000173011",
 
2775
  "ENSG00000173114",
2776
  "ENSG00000173137",
2777
  "ENSG00000173218",
@@ -2790,12 +2687,12 @@
2790
  "ENSG00000173599",
2791
  "ENSG00000173626",
2792
  "ENSG00000173801",
 
2793
  "ENSG00000173818",
2794
  "ENSG00000173825",
2795
  "ENSG00000173838",
2796
  "ENSG00000173846",
2797
  "ENSG00000173852",
2798
- "ENSG00000173875",
2799
  "ENSG00000173894",
2800
  "ENSG00000173914",
2801
  "ENSG00000173926",
@@ -2818,7 +2715,6 @@
2818
  "ENSG00000174483",
2819
  "ENSG00000174500",
2820
  "ENSG00000174514",
2821
- "ENSG00000174600",
2822
  "ENSG00000174669",
2823
  "ENSG00000174684",
2824
  "ENSG00000174721",
@@ -2827,7 +2723,6 @@
2827
  "ENSG00000174788",
2828
  "ENSG00000174796",
2829
  "ENSG00000174827",
2830
- "ENSG00000174840",
2831
  "ENSG00000174915",
2832
  "ENSG00000174928",
2833
  "ENSG00000174946",
@@ -2840,16 +2735,13 @@
2840
  "ENSG00000175197",
2841
  "ENSG00000175203",
2842
  "ENSG00000175213",
2843
- "ENSG00000175215",
2844
  "ENSG00000175216",
2845
  "ENSG00000175221",
2846
  "ENSG00000175265",
2847
  "ENSG00000175283",
2848
  "ENSG00000175322",
2849
- "ENSG00000175348",
2850
  "ENSG00000175414",
2851
  "ENSG00000175449",
2852
- "ENSG00000175505",
2853
  "ENSG00000175544",
2854
  "ENSG00000175567",
2855
  "ENSG00000175573",
@@ -2889,21 +2781,17 @@
2889
  "ENSG00000176909",
2890
  "ENSG00000176945",
2891
  "ENSG00000176974",
2892
- "ENSG00000177084",
2893
  "ENSG00000177096",
2894
  "ENSG00000177103",
2895
  "ENSG00000177106",
2896
  "ENSG00000177150",
2897
- "ENSG00000177192",
2898
  "ENSG00000177272",
2899
  "ENSG00000177324",
2900
- "ENSG00000177337",
2901
  "ENSG00000177338",
2902
  "ENSG00000177374",
2903
  "ENSG00000177380",
2904
  "ENSG00000177406",
2905
  "ENSG00000177409",
2906
- "ENSG00000177426",
2907
  "ENSG00000177427",
2908
  "ENSG00000177432",
2909
  "ENSG00000177455",
@@ -2929,7 +2817,6 @@
2929
  "ENSG00000178028",
2930
  "ENSG00000178035",
2931
  "ENSG00000178038",
2932
- "ENSG00000178053",
2933
  "ENSG00000178115",
2934
  "ENSG00000178202",
2935
  "ENSG00000178209",
@@ -2953,15 +2840,14 @@
2953
  "ENSG00000178999",
2954
  "ENSG00000179010",
2955
  "ENSG00000179021",
2956
- "ENSG00000179057",
2957
  "ENSG00000179115",
2958
  "ENSG00000179144",
2959
  "ENSG00000179348",
2960
  "ENSG00000179454",
 
2961
  "ENSG00000179532",
2962
  "ENSG00000179562",
2963
  "ENSG00000179598",
2964
- "ENSG00000179698",
2965
  "ENSG00000179750",
2966
  "ENSG00000179840",
2967
  "ENSG00000179841",
@@ -2972,8 +2858,6 @@
2972
  "ENSG00000179933",
2973
  "ENSG00000179941",
2974
  "ENSG00000179950",
2975
- "ENSG00000179988",
2976
- "ENSG00000180185",
2977
  "ENSG00000180190",
2978
  "ENSG00000180257",
2979
  "ENSG00000180336",
@@ -3019,13 +2903,11 @@
3019
  "ENSG00000181754",
3020
  "ENSG00000181798",
3021
  "ENSG00000181830",
3022
- "ENSG00000181847",
3023
  "ENSG00000181873",
3024
  "ENSG00000181885",
3025
  "ENSG00000181938",
3026
  "ENSG00000182010",
3027
  "ENSG00000182057",
3028
- "ENSG00000182093",
3029
  "ENSG00000182107",
3030
  "ENSG00000182134",
3031
  "ENSG00000182149",
@@ -3037,14 +2919,12 @@
3037
  "ENSG00000182253",
3038
  "ENSG00000182256",
3039
  "ENSG00000182257",
3040
- "ENSG00000182287",
3041
  "ENSG00000182318",
3042
  "ENSG00000182325",
3043
  "ENSG00000182348",
3044
  "ENSG00000182393",
3045
  "ENSG00000182405",
3046
  "ENSG00000182473",
3047
- "ENSG00000182481",
3048
  "ENSG00000182504",
3049
  "ENSG00000182544",
3050
  "ENSG00000182568",
@@ -3067,11 +2947,9 @@
3067
  "ENSG00000183250",
3068
  "ENSG00000183255",
3069
  "ENSG00000183258",
3070
- "ENSG00000183281",
3071
  "ENSG00000183283",
3072
  "ENSG00000183291",
3073
  "ENSG00000183309",
3074
- "ENSG00000183324",
3075
  "ENSG00000183340",
3076
  "ENSG00000183439",
3077
  "ENSG00000183475",
@@ -3111,6 +2989,7 @@
3111
  "ENSG00000184361",
3112
  "ENSG00000184432",
3113
  "ENSG00000184434",
 
3114
  "ENSG00000184445",
3115
  "ENSG00000184451",
3116
  "ENSG00000184465",
@@ -3130,6 +3009,7 @@
3130
  "ENSG00000184949",
3131
  "ENSG00000184979",
3132
  "ENSG00000184986",
 
3133
  "ENSG00000185015",
3134
  "ENSG00000185085",
3135
  "ENSG00000185198",
@@ -3149,8 +3029,6 @@
3149
  "ENSG00000185504",
3150
  "ENSG00000185527",
3151
  "ENSG00000185614",
3152
- "ENSG00000185621",
3153
- "ENSG00000185651",
3154
  "ENSG00000185689",
3155
  "ENSG00000185721",
3156
  "ENSG00000185730",
@@ -3161,7 +3039,6 @@
3161
  "ENSG00000185842",
3162
  "ENSG00000185869",
3163
  "ENSG00000185875",
3164
- "ENSG00000185880",
3165
  "ENSG00000185900",
3166
  "ENSG00000185909",
3167
  "ENSG00000185917",
@@ -3179,7 +3056,6 @@
3179
  "ENSG00000186230",
3180
  "ENSG00000186265",
3181
  "ENSG00000186281",
3182
- "ENSG00000186283",
3183
  "ENSG00000186298",
3184
  "ENSG00000186300",
3185
  "ENSG00000186310",
@@ -3189,11 +3065,9 @@
3189
  "ENSG00000186462",
3190
  "ENSG00000186470",
3191
  "ENSG00000186480",
3192
- "ENSG00000186594",
3193
  "ENSG00000186615",
3194
  "ENSG00000186642",
3195
  "ENSG00000186665",
3196
- "ENSG00000186666",
3197
  "ENSG00000186767",
3198
  "ENSG00000186792",
3199
  "ENSG00000186806",
@@ -3218,7 +3092,6 @@
3218
  "ENSG00000187626",
3219
  "ENSG00000187676",
3220
  "ENSG00000187688",
3221
- "ENSG00000187699",
3222
  "ENSG00000187796",
3223
  "ENSG00000187800",
3224
  "ENSG00000187801",
@@ -3242,7 +3115,6 @@
3242
  "ENSG00000188321",
3243
  "ENSG00000188389",
3244
  "ENSG00000188404",
3245
- "ENSG00000188428",
3246
  "ENSG00000188536",
3247
  "ENSG00000188542",
3248
  "ENSG00000188549",
@@ -3251,9 +3123,7 @@
3251
  "ENSG00000188672",
3252
  "ENSG00000188707",
3253
  "ENSG00000188725",
3254
- "ENSG00000188732",
3255
  "ENSG00000188738",
3256
- "ENSG00000188761",
3257
  "ENSG00000188785",
3258
  "ENSG00000188786",
3259
  "ENSG00000188822",
@@ -3261,7 +3131,6 @@
3261
  "ENSG00000188886",
3262
  "ENSG00000188917",
3263
  "ENSG00000188958",
3264
- "ENSG00000188996",
3265
  "ENSG00000189007",
3266
  "ENSG00000189013",
3267
  "ENSG00000189057",
@@ -3280,7 +3149,6 @@
3280
  "ENSG00000189319",
3281
  "ENSG00000189350",
3282
  "ENSG00000189369",
3283
- "ENSG00000189419",
3284
  "ENSG00000196074",
3285
  "ENSG00000196081",
3286
  "ENSG00000196104",
@@ -3293,7 +3161,6 @@
3293
  "ENSG00000196177",
3294
  "ENSG00000196208",
3295
  "ENSG00000196214",
3296
- "ENSG00000196227",
3297
  "ENSG00000196268",
3298
  "ENSG00000196296",
3299
  "ENSG00000196345",
@@ -3301,6 +3168,7 @@
3301
  "ENSG00000196363",
3302
  "ENSG00000196371",
3303
  "ENSG00000196378",
 
3304
  "ENSG00000196388",
3305
  "ENSG00000196407",
3306
  "ENSG00000196421",
@@ -3313,9 +3181,9 @@
3313
  "ENSG00000196542",
3314
  "ENSG00000196586",
3315
  "ENSG00000196628",
3316
- "ENSG00000196632",
3317
  "ENSG00000196646",
3318
  "ENSG00000196653",
 
3319
  "ENSG00000196660",
3320
  "ENSG00000196689",
3321
  "ENSG00000196693",
@@ -3333,7 +3201,6 @@
3333
  "ENSG00000196914",
3334
  "ENSG00000196924",
3335
  "ENSG00000196967",
3336
- "ENSG00000196968",
3337
  "ENSG00000196981",
3338
  "ENSG00000197008",
3339
  "ENSG00000197016",
@@ -3358,11 +3225,11 @@
3358
  "ENSG00000197415",
3359
  "ENSG00000197429",
3360
  "ENSG00000197446",
3361
- "ENSG00000197448",
3362
  "ENSG00000197461",
3363
  "ENSG00000197497",
3364
  "ENSG00000197506",
3365
  "ENSG00000197520",
 
3366
  "ENSG00000197579",
3367
  "ENSG00000197586",
3368
  "ENSG00000197594",
@@ -3389,18 +3256,15 @@
3389
  "ENSG00000197951",
3390
  "ENSG00000197959",
3391
  "ENSG00000197978",
3392
- "ENSG00000197980",
3393
  "ENSG00000198003",
3394
  "ENSG00000198046",
3395
  "ENSG00000198088",
3396
  "ENSG00000198105",
3397
  "ENSG00000198131",
3398
- "ENSG00000198133",
3399
  "ENSG00000198198",
3400
  "ENSG00000198205",
3401
  "ENSG00000198208",
3402
  "ENSG00000198218",
3403
- "ENSG00000198270",
3404
  "ENSG00000198276",
3405
  "ENSG00000198298",
3406
  "ENSG00000198315",
@@ -3423,7 +3287,6 @@
3423
  "ENSG00000198553",
3424
  "ENSG00000198574",
3425
  "ENSG00000198586",
3426
- "ENSG00000198597",
3427
  "ENSG00000198612",
3428
  "ENSG00000198626",
3429
  "ENSG00000198668",
@@ -3431,6 +3294,7 @@
3431
  "ENSG00000198721",
3432
  "ENSG00000198727",
3433
  "ENSG00000198730",
 
3434
  "ENSG00000198740",
3435
  "ENSG00000198743",
3436
  "ENSG00000198756",
@@ -3447,7 +3311,6 @@
3447
  "ENSG00000198839",
3448
  "ENSG00000198855",
3449
  "ENSG00000198856",
3450
- "ENSG00000198860",
3451
  "ENSG00000198876",
3452
  "ENSG00000198885",
3453
  "ENSG00000198886",
@@ -3468,7 +3331,6 @@
3468
  "ENSG00000203780",
3469
  "ENSG00000203872",
3470
  "ENSG00000203880",
3471
- "ENSG00000203943",
3472
  "ENSG00000203950",
3473
  "ENSG00000203965",
3474
  "ENSG00000203995",
@@ -3488,9 +3350,7 @@
3488
  "ENSG00000204386",
3489
  "ENSG00000204390",
3490
  "ENSG00000204514",
3491
- "ENSG00000204516",
3492
  "ENSG00000204519",
3493
- "ENSG00000204520",
3494
  "ENSG00000204525",
3495
  "ENSG00000204536",
3496
  "ENSG00000204564",
@@ -3505,7 +3365,6 @@
3505
  "ENSG00000204764",
3506
  "ENSG00000204792",
3507
  "ENSG00000204832",
3508
- "ENSG00000204843",
3509
  "ENSG00000204852",
3510
  "ENSG00000204946",
3511
  "ENSG00000204954",
@@ -3523,7 +3382,8 @@
3523
  "ENSG00000205639",
3524
  "ENSG00000205791",
3525
  "ENSG00000205808",
3526
- "ENSG00000205853",
 
3527
  "ENSG00000206053",
3528
  "ENSG00000206417",
3529
  "ENSG00000206503",
@@ -3553,6 +3413,7 @@
3553
  "ENSG00000213906",
3554
  "ENSG00000213918",
3555
  "ENSG00000213949",
 
3556
  "ENSG00000213995",
3557
  "ENSG00000213999",
3558
  "ENSG00000214029",
@@ -3567,7 +3428,6 @@
3567
  "ENSG00000215788",
3568
  "ENSG00000215883",
3569
  "ENSG00000215912",
3570
- "ENSG00000215915",
3571
  "ENSG00000218537",
3572
  "ENSG00000219545",
3573
  "ENSG00000221829",
@@ -3577,10 +3437,12 @@
3577
  "ENSG00000221990",
3578
  "ENSG00000222011",
3579
  "ENSG00000222020",
3580
- "ENSG00000223387",
 
3581
  "ENSG00000223547",
3582
  "ENSG00000223552",
3583
  "ENSG00000223609",
 
3584
  "ENSG00000223855",
3585
  "ENSG00000224023",
3586
  "ENSG00000224259",
@@ -3591,18 +3453,21 @@
3591
  "ENSG00000224563",
3592
  "ENSG00000224614",
3593
  "ENSG00000224660",
 
3594
  "ENSG00000224805",
3595
  "ENSG00000224934",
 
3596
  "ENSG00000225177",
3597
  "ENSG00000225194",
3598
  "ENSG00000225361",
3599
  "ENSG00000225439",
3600
  "ENSG00000225442",
3601
  "ENSG00000225465",
 
3602
  "ENSG00000225535",
3603
  "ENSG00000225548",
3604
  "ENSG00000225578",
3605
- "ENSG00000225614",
3606
  "ENSG00000225697",
3607
  "ENSG00000225762",
3608
  "ENSG00000225783",
@@ -3615,6 +3480,7 @@
3615
  "ENSG00000226476",
3616
  "ENSG00000226659",
3617
  "ENSG00000226754",
 
3618
  "ENSG00000227053",
3619
  "ENSG00000227057",
3620
  "ENSG00000227145",
@@ -3623,25 +3489,30 @@
3623
  "ENSG00000227354",
3624
  "ENSG00000227409",
3625
  "ENSG00000227533",
 
3626
  "ENSG00000227896",
3627
  "ENSG00000227945",
3628
  "ENSG00000227954",
 
3629
  "ENSG00000228063",
3630
  "ENSG00000228140",
 
3631
  "ENSG00000228192",
3632
  "ENSG00000228223",
 
3633
  "ENSG00000228486",
3634
  "ENSG00000228817",
3635
  "ENSG00000228878",
 
3636
  "ENSG00000229124",
3637
  "ENSG00000229140",
 
3638
  "ENSG00000229539",
3639
  "ENSG00000229671",
3640
  "ENSG00000229676",
3641
  "ENSG00000229719",
3642
  "ENSG00000229739",
3643
  "ENSG00000230091",
3644
- "ENSG00000230185",
3645
  "ENSG00000230426",
3646
  "ENSG00000230513",
3647
  "ENSG00000230555",
@@ -3654,28 +3525,35 @@
3654
  "ENSG00000231233",
3655
  "ENSG00000231365",
3656
  "ENSG00000231389",
 
3657
  "ENSG00000231908",
3658
  "ENSG00000231999",
3659
  "ENSG00000232077",
3660
  "ENSG00000232233",
 
3661
  "ENSG00000232490",
3662
  "ENSG00000232618",
3663
  "ENSG00000232645",
3664
  "ENSG00000232648",
3665
  "ENSG00000232677",
 
3666
  "ENSG00000232810",
 
3667
  "ENSG00000232859",
3668
  "ENSG00000232907",
 
 
 
3669
  "ENSG00000233554",
 
3670
  "ENSG00000233797",
3671
  "ENSG00000233822",
3672
- "ENSG00000233885",
3673
  "ENSG00000233930",
 
3674
  "ENSG00000234028",
3675
  "ENSG00000234076",
3676
  "ENSG00000234171",
3677
  "ENSG00000234281",
3678
- "ENSG00000234284",
3679
  "ENSG00000234465",
3680
  "ENSG00000234511",
3681
  "ENSG00000234572",
@@ -3689,8 +3567,8 @@
3689
  "ENSG00000235159",
3690
  "ENSG00000235162",
3691
  "ENSG00000235173",
 
3692
  "ENSG00000235478",
3693
- "ENSG00000235513",
3694
  "ENSG00000235532",
3695
  "ENSG00000235560",
3696
  "ENSG00000235621",
@@ -3698,23 +3576,31 @@
3698
  "ENSG00000235740",
3699
  "ENSG00000235750",
3700
  "ENSG00000235823",
 
3701
  "ENSG00000235865",
3702
  "ENSG00000235897",
3703
  "ENSG00000235927",
3704
  "ENSG00000235947",
 
3705
  "ENSG00000236107",
3706
  "ENSG00000236144",
3707
  "ENSG00000236200",
 
3708
  "ENSG00000236320",
3709
  "ENSG00000236682",
3710
  "ENSG00000236915",
 
 
3711
  "ENSG00000236991",
3712
  "ENSG00000237036",
3713
  "ENSG00000237187",
3714
  "ENSG00000237248",
3715
  "ENSG00000237310",
3716
  "ENSG00000237424",
 
3717
  "ENSG00000237440",
 
 
3718
  "ENSG00000237489",
3719
  "ENSG00000237753",
3720
  "ENSG00000237976",
@@ -3722,11 +3608,13 @@
3722
  "ENSG00000238184",
3723
  "ENSG00000238197",
3724
  "ENSG00000239388",
 
3725
  "ENSG00000239523",
3726
  "ENSG00000239713",
3727
  "ENSG00000239941",
3728
  "ENSG00000239946",
3729
  "ENSG00000240012",
 
3730
  "ENSG00000240288",
3731
  "ENSG00000240350",
3732
  "ENSG00000240403",
@@ -3736,17 +3624,16 @@
3736
  "ENSG00000241316",
3737
  "ENSG00000241360",
3738
  "ENSG00000241684",
3739
- "ENSG00000241764",
3740
  "ENSG00000241852",
3741
  "ENSG00000242259",
3742
  "ENSG00000242265",
3743
  "ENSG00000242516",
 
3744
  "ENSG00000242574",
3745
  "ENSG00000242622",
3746
  "ENSG00000243244",
3747
  "ENSG00000243335",
3748
  "ENSG00000243364",
3749
- "ENSG00000243566",
3750
  "ENSG00000243629",
3751
  "ENSG00000243701",
3752
  "ENSG00000243819",
@@ -3759,17 +3646,17 @@
3759
  "ENSG00000244479",
3760
  "ENSG00000244734",
3761
  "ENSG00000245017",
 
3762
  "ENSG00000245105",
3763
  "ENSG00000245149",
3764
  "ENSG00000245213",
3765
  "ENSG00000245317",
3766
- "ENSG00000245322",
3767
  "ENSG00000245498",
3768
  "ENSG00000245532",
3769
- "ENSG00000245552",
3770
  "ENSG00000245556",
3771
  "ENSG00000245571",
3772
  "ENSG00000245680",
 
3773
  "ENSG00000246084",
3774
  "ENSG00000246089",
3775
  "ENSG00000246174",
@@ -3779,10 +3666,12 @@
3779
  "ENSG00000246526",
3780
  "ENSG00000246528",
3781
  "ENSG00000246548",
 
3782
  "ENSG00000246662",
3783
  "ENSG00000246859",
3784
  "ENSG00000246898",
3785
  "ENSG00000247081",
 
3786
  "ENSG00000247151",
3787
  "ENSG00000247157",
3788
  "ENSG00000247317",
@@ -3790,6 +3679,7 @@
3790
  "ENSG00000247516",
3791
  "ENSG00000247572",
3792
  "ENSG00000247626",
 
3793
  "ENSG00000247708",
3794
  "ENSG00000247796",
3795
  "ENSG00000247809",
@@ -3797,13 +3687,15 @@
3797
  "ENSG00000247982",
3798
  "ENSG00000248008",
3799
  "ENSG00000248079",
 
3800
  "ENSG00000248483",
3801
  "ENSG00000248508",
3802
- "ENSG00000248866",
3803
  "ENSG00000248874",
3804
  "ENSG00000249241",
3805
  "ENSG00000249532",
3806
  "ENSG00000249572",
 
3807
  "ENSG00000249673",
3808
  "ENSG00000249790",
3809
  "ENSG00000249825",
@@ -3812,6 +3704,7 @@
3812
  "ENSG00000249993",
3813
  "ENSG00000250067",
3814
  "ENSG00000250091",
 
3815
  "ENSG00000250155",
3816
  "ENSG00000250159",
3817
  "ENSG00000250326",
@@ -3822,26 +3715,32 @@
3822
  "ENSG00000250722",
3823
  "ENSG00000250802",
3824
  "ENSG00000251192",
 
3825
  "ENSG00000251562",
 
3826
  "ENSG00000251637",
 
 
3827
  "ENSG00000253276",
3828
  "ENSG00000253293",
3829
  "ENSG00000253394",
3830
- "ENSG00000253438",
3831
  "ENSG00000253522",
3832
  "ENSG00000253618",
3833
  "ENSG00000253710",
3834
  "ENSG00000253719",
3835
  "ENSG00000253738",
 
3836
  "ENSG00000253819",
3837
  "ENSG00000253846",
3838
  "ENSG00000254004",
3839
  "ENSG00000254266",
 
3840
  "ENSG00000254469",
3841
  "ENSG00000254521",
3842
  "ENSG00000254703",
3843
  "ENSG00000254986",
3844
  "ENSG00000255002",
 
3845
  "ENSG00000255052",
3846
  "ENSG00000255150",
3847
  "ENSG00000255153",
@@ -3855,6 +3754,7 @@
3855
  "ENSG00000256223",
3856
  "ENSG00000256235",
3857
  "ENSG00000256269",
 
3858
  "ENSG00000256576",
3859
  "ENSG00000256628",
3860
  "ENSG00000256633",
@@ -3866,10 +3766,15 @@
3866
  "ENSG00000257135",
3867
  "ENSG00000257345",
3868
  "ENSG00000257495",
 
3869
  "ENSG00000257702",
3870
  "ENSG00000257924",
 
 
 
3871
  "ENSG00000258512",
3872
  "ENSG00000258725",
 
3873
  "ENSG00000258813",
3874
  "ENSG00000258839",
3875
  "ENSG00000258920",
@@ -3878,24 +3783,35 @@
3878
  "ENSG00000259153",
3879
  "ENSG00000259207",
3880
  "ENSG00000259225",
 
3881
  "ENSG00000259330",
3882
  "ENSG00000259431",
3883
- "ENSG00000259488",
3884
  "ENSG00000259521",
3885
  "ENSG00000259577",
3886
  "ENSG00000259583",
 
3887
  "ENSG00000259673",
 
 
3888
  "ENSG00000260228",
3889
  "ENSG00000260236",
 
 
 
3890
  "ENSG00000260281",
3891
  "ENSG00000260286",
3892
  "ENSG00000260302",
3893
  "ENSG00000260314",
 
3894
  "ENSG00000260428",
3895
  "ENSG00000260475",
 
3896
  "ENSG00000260526",
3897
  "ENSG00000260572",
3898
  "ENSG00000260625",
 
 
3899
  "ENSG00000260804",
3900
  "ENSG00000260806",
3901
  "ENSG00000260807",
@@ -3904,44 +3820,65 @@
3904
  "ENSG00000260992",
3905
  "ENSG00000261008",
3906
  "ENSG00000261087",
 
 
3907
  "ENSG00000261150",
 
 
3908
  "ENSG00000261236",
3909
  "ENSG00000261326",
3910
  "ENSG00000261341",
3911
  "ENSG00000261366",
3912
  "ENSG00000261371",
3913
- "ENSG00000261420",
3914
  "ENSG00000261423",
 
 
3915
  "ENSG00000261644",
3916
  "ENSG00000261801",
 
 
3917
  "ENSG00000262001",
3918
- "ENSG00000262155",
 
3919
  "ENSG00000262420",
3920
- "ENSG00000262468",
3921
  "ENSG00000262484",
3922
  "ENSG00000262655",
3923
  "ENSG00000262728",
 
 
3924
  "ENSG00000263004",
3925
  "ENSG00000263050",
3926
  "ENSG00000263069",
3927
  "ENSG00000263072",
 
3928
  "ENSG00000263465",
3929
  "ENSG00000263874",
3930
  "ENSG00000264575",
 
 
3931
  "ENSG00000265142",
3932
  "ENSG00000265458",
3933
  "ENSG00000265752",
3934
  "ENSG00000265817",
3935
  "ENSG00000265972",
 
 
 
3936
  "ENSG00000266412",
3937
  "ENSG00000266904",
 
3938
  "ENSG00000266967",
 
3939
  "ENSG00000267041",
3940
  "ENSG00000267080",
 
3941
  "ENSG00000267128",
3942
  "ENSG00000267270",
 
3943
  "ENSG00000267278",
 
3944
  "ENSG00000267296",
 
3945
  "ENSG00000267454",
3946
  "ENSG00000267470",
3947
  "ENSG00000267534",
@@ -3949,47 +3886,110 @@
3949
  "ENSG00000267575",
3950
  "ENSG00000267750",
3951
  "ENSG00000267767",
 
 
 
 
 
 
3952
  "ENSG00000268804",
3953
  "ENSG00000268996",
3954
  "ENSG00000269054",
3955
  "ENSG00000269220",
 
3956
  "ENSG00000269404",
3957
  "ENSG00000269439",
3958
  "ENSG00000269696",
3959
  "ENSG00000269720",
3960
  "ENSG00000269821",
 
 
 
3961
  "ENSG00000270170",
3962
  "ENSG00000270194",
3963
  "ENSG00000270562",
 
 
3964
  "ENSG00000270761",
3965
  "ENSG00000270820",
3966
  "ENSG00000270964",
3967
  "ENSG00000271270",
 
 
3968
  "ENSG00000271601",
 
 
 
 
 
 
 
 
3969
  "ENSG00000271952",
3970
  "ENSG00000271966",
 
 
3971
  "ENSG00000272031",
 
3972
  "ENSG00000272145",
3973
  "ENSG00000272189",
3974
- "ENSG00000272282",
 
 
 
 
 
3975
  "ENSG00000272398",
 
 
 
 
3976
  "ENSG00000272525",
3977
  "ENSG00000272568",
 
 
3978
  "ENSG00000272602",
 
3979
  "ENSG00000272654",
3980
  "ENSG00000272690",
 
 
 
 
3981
  "ENSG00000272841",
3982
  "ENSG00000272853",
 
 
3983
  "ENSG00000272894",
 
 
 
 
3984
  "ENSG00000273002",
 
3985
  "ENSG00000273015",
3986
  "ENSG00000273033",
3987
  "ENSG00000273045",
 
3988
  "ENSG00000273117",
3989
  "ENSG00000273142",
 
 
 
3990
  "ENSG00000273173",
 
 
 
 
3991
  "ENSG00000273249",
 
 
 
 
 
3992
  "ENSG00000273356",
 
 
3993
  "ENSG00000274180",
3994
  "ENSG00000275074",
3995
  "ENSG00000275714",
 
1
  {
2
  "gene_names": [
3
+ "ENSG00000000460",
4
  "ENSG00000000971",
5
  "ENSG00000001461",
6
  "ENSG00000001497",
 
13
  "ENSG00000004139",
14
  "ENSG00000004455",
15
  "ENSG00000004468",
 
16
  "ENSG00000004766",
17
  "ENSG00000004799",
18
  "ENSG00000004866",
 
20
  "ENSG00000004939",
21
  "ENSG00000004961",
22
  "ENSG00000005007",
 
23
  "ENSG00000005102",
24
  "ENSG00000005187",
25
  "ENSG00000005194",
 
56
  "ENSG00000009724",
57
  "ENSG00000009790",
58
  "ENSG00000009844",
 
59
  "ENSG00000010030",
60
  "ENSG00000010165",
61
  "ENSG00000010219",
 
88
  "ENSG00000013016",
89
  "ENSG00000013275",
90
  "ENSG00000013306",
 
 
91
  "ENSG00000013392",
92
  "ENSG00000013441",
93
  "ENSG00000013561",
 
96
  "ENSG00000015532",
97
  "ENSG00000016864",
98
  "ENSG00000017483",
 
99
  "ENSG00000019144",
100
  "ENSG00000019582",
101
  "ENSG00000020129",
 
102
  "ENSG00000021826",
103
  "ENSG00000022267",
104
  "ENSG00000022556",
 
131
  "ENSG00000037042",
132
  "ENSG00000037749",
133
  "ENSG00000037897",
 
134
  "ENSG00000038219",
135
  "ENSG00000038274",
136
  "ENSG00000038358",
 
146
  "ENSG00000042286",
147
  "ENSG00000042317",
148
  "ENSG00000042445",
 
149
  "ENSG00000043514",
150
  "ENSG00000043591",
151
  "ENSG00000044090",
152
  "ENSG00000044574",
 
153
  "ENSG00000046653",
154
  "ENSG00000046889",
155
  "ENSG00000047346",
156
  "ENSG00000047457",
157
  "ENSG00000047597",
158
+ "ENSG00000047621",
159
  "ENSG00000047634",
160
  "ENSG00000047648",
161
  "ENSG00000049167",
 
186
  "ENSG00000058056",
187
  "ENSG00000058668",
188
  "ENSG00000058729",
 
189
  "ENSG00000058866",
190
  "ENSG00000059573",
191
  "ENSG00000059588",
 
212
  "ENSG00000065029",
213
  "ENSG00000065057",
214
  "ENSG00000065154",
 
215
  "ENSG00000065357",
216
  "ENSG00000065361",
217
  "ENSG00000065427",
 
239
  "ENSG00000068354",
240
  "ENSG00000068438",
241
  "ENSG00000068903",
 
242
  "ENSG00000069188",
243
  "ENSG00000069431",
244
  "ENSG00000069493",
 
256
  "ENSG00000071282",
257
  "ENSG00000071462",
258
  "ENSG00000071539",
 
259
  "ENSG00000071655",
260
  "ENSG00000071794",
261
  "ENSG00000072041",
 
275
  "ENSG00000073464",
276
  "ENSG00000073536",
277
  "ENSG00000073969",
 
278
  "ENSG00000074219",
279
  "ENSG00000074416",
280
  "ENSG00000074582",
281
  "ENSG00000074800",
282
  "ENSG00000074964",
283
  "ENSG00000075188",
 
284
  "ENSG00000075336",
285
  "ENSG00000075340",
286
  "ENSG00000075618",
 
311
  "ENSG00000079257",
312
  "ENSG00000079308",
313
  "ENSG00000079385",
 
314
  "ENSG00000079785",
315
  "ENSG00000079999",
316
  "ENSG00000080345",
 
336
  "ENSG00000082269",
337
  "ENSG00000082512",
338
  "ENSG00000082781",
 
339
  "ENSG00000083720",
340
  "ENSG00000083814",
341
  "ENSG00000083844",
 
359
  "ENSG00000086570",
360
  "ENSG00000086598",
361
  "ENSG00000086730",
 
362
  "ENSG00000086848",
363
  "ENSG00000087077",
364
  "ENSG00000087086",
 
366
  "ENSG00000087237",
367
  "ENSG00000087258",
368
  "ENSG00000087263",
 
369
  "ENSG00000087586",
370
  "ENSG00000087589",
371
  "ENSG00000088035",
 
392
  "ENSG00000090097",
393
  "ENSG00000090104",
394
  "ENSG00000090273",
 
395
  "ENSG00000090372",
 
396
  "ENSG00000090612",
397
  "ENSG00000090615",
398
  "ENSG00000090661",
 
402
  "ENSG00000091073",
403
  "ENSG00000091127",
404
  "ENSG00000091317",
 
405
  "ENSG00000091490",
406
  "ENSG00000091651",
407
  "ENSG00000091972",
 
415
  "ENSG00000092621",
416
  "ENSG00000092841",
417
  "ENSG00000092871",
 
418
  "ENSG00000093144",
419
  "ENSG00000093217",
420
  "ENSG00000094804",
 
444
  "ENSG00000099785",
445
  "ENSG00000099840",
446
  "ENSG00000099899",
 
447
  "ENSG00000099942",
448
  "ENSG00000099949",
449
  "ENSG00000099953",
 
453
  "ENSG00000100031",
454
  "ENSG00000100056",
455
  "ENSG00000100060",
 
456
  "ENSG00000100100",
457
  "ENSG00000100105",
458
  "ENSG00000100138",
 
487
  "ENSG00000100462",
488
  "ENSG00000100473",
489
  "ENSG00000100490",
 
490
  "ENSG00000100526",
491
  "ENSG00000100532",
492
  "ENSG00000100578",
 
565
  "ENSG00000102145",
566
  "ENSG00000102178",
567
  "ENSG00000102226",
 
568
  "ENSG00000102245",
 
569
  "ENSG00000102316",
570
  "ENSG00000102349",
571
  "ENSG00000102362",
 
578
  "ENSG00000102678",
579
  "ENSG00000102743",
580
  "ENSG00000102781",
 
581
  "ENSG00000102796",
582
  "ENSG00000102804",
583
  "ENSG00000102870",
 
586
  "ENSG00000102879",
587
  "ENSG00000102898",
588
  "ENSG00000102978",
589
+ "ENSG00000103021",
590
  "ENSG00000103037",
591
  "ENSG00000103066",
592
  "ENSG00000103111",
 
607
  "ENSG00000103404",
608
  "ENSG00000103415",
609
  "ENSG00000103423",
 
610
  "ENSG00000103494",
611
  "ENSG00000103496",
612
  "ENSG00000103507",
 
614
  "ENSG00000103811",
615
  "ENSG00000103876",
616
  "ENSG00000103932",
 
617
  "ENSG00000104047",
618
  "ENSG00000104064",
619
  "ENSG00000104164",
 
698
  "ENSG00000106868",
699
  "ENSG00000106952",
700
  "ENSG00000106992",
 
701
  "ENSG00000107104",
702
  "ENSG00000107175",
703
  "ENSG00000107362",
 
718
  "ENSG00000108039",
719
  "ENSG00000108179",
720
  "ENSG00000108187",
 
 
721
  "ENSG00000108384",
722
  "ENSG00000108405",
723
+ "ENSG00000108448",
724
  "ENSG00000108469",
725
  "ENSG00000108518",
726
  "ENSG00000108528",
 
769
  "ENSG00000110619",
770
  "ENSG00000110660",
771
  "ENSG00000110665",
 
772
  "ENSG00000110768",
773
  "ENSG00000110841",
774
  "ENSG00000110848",
775
  "ENSG00000110851",
776
  "ENSG00000110871",
777
  "ENSG00000110876",
 
778
  "ENSG00000110906",
779
  "ENSG00000110911",
780
  "ENSG00000110934",
 
786
  "ENSG00000111231",
787
  "ENSG00000111254",
788
  "ENSG00000111269",
 
789
  "ENSG00000111348",
790
  "ENSG00000111358",
791
  "ENSG00000111364",
 
804
  "ENSG00000111725",
805
  "ENSG00000111727",
806
  "ENSG00000111728",
 
807
  "ENSG00000111785",
808
  "ENSG00000111801",
809
  "ENSG00000111834",
 
821
  "ENSG00000112212",
822
  "ENSG00000112237",
823
  "ENSG00000112290",
 
824
  "ENSG00000112294",
825
  "ENSG00000112308",
826
  "ENSG00000112319",
 
849
  "ENSG00000113319",
850
  "ENSG00000113328",
851
  "ENSG00000113356",
 
852
  "ENSG00000113389",
853
  "ENSG00000113407",
854
  "ENSG00000113441",
 
886
  "ENSG00000114656",
887
  "ENSG00000114698",
888
  "ENSG00000114737",
 
889
  "ENSG00000114745",
890
  "ENSG00000114757",
891
  "ENSG00000114770",
 
917
  "ENSG00000115419",
918
  "ENSG00000115423",
919
  "ENSG00000115514",
 
920
  "ENSG00000115523",
921
  "ENSG00000115524",
922
  "ENSG00000115525",
 
926
  "ENSG00000115694",
927
  "ENSG00000115738",
928
  "ENSG00000115758",
 
929
  "ENSG00000115827",
930
  "ENSG00000115902",
931
  "ENSG00000115942",
 
950
  "ENSG00000116830",
951
  "ENSG00000116852",
952
  "ENSG00000116863",
953
+ "ENSG00000116922",
954
  "ENSG00000116954",
955
  "ENSG00000116983",
956
  "ENSG00000116990",
 
 
957
  "ENSG00000117153",
958
  "ENSG00000117155",
959
  "ENSG00000117226",
 
972
  "ENSG00000117519",
973
  "ENSG00000117586",
974
  "ENSG00000117597",
 
975
  "ENSG00000117632",
976
  "ENSG00000117640",
977
  "ENSG00000117650",
 
996
  "ENSG00000118855",
997
  "ENSG00000118894",
998
  "ENSG00000118961",
 
999
  "ENSG00000118997",
 
1000
  "ENSG00000119203",
1001
  "ENSG00000119227",
1002
  "ENSG00000119280",
 
1013
  "ENSG00000119711",
1014
  "ENSG00000119714",
1015
  "ENSG00000119718",
 
1016
  "ENSG00000119865",
1017
  "ENSG00000119866",
1018
  "ENSG00000119917",
1019
  "ENSG00000119927",
1020
  "ENSG00000119950",
 
1021
  "ENSG00000119977",
1022
  "ENSG00000120053",
1023
  "ENSG00000120063",
 
1059
  "ENSG00000121797",
1060
  "ENSG00000121864",
1061
  "ENSG00000121897",
 
1062
  "ENSG00000121966",
1063
  "ENSG00000121989",
1064
  "ENSG00000122012",
 
1110
  "ENSG00000124155",
1111
  "ENSG00000124181",
1112
  "ENSG00000124193",
 
1113
  "ENSG00000124216",
1114
  "ENSG00000124217",
1115
  "ENSG00000124225",
 
1119
  "ENSG00000124374",
1120
  "ENSG00000124444",
1121
  "ENSG00000124466",
 
1122
  "ENSG00000124491",
1123
  "ENSG00000124507",
1124
  "ENSG00000124532",
 
1140
  "ENSG00000124783",
1141
  "ENSG00000124787",
1142
  "ENSG00000124882",
 
1143
  "ENSG00000125166",
1144
  "ENSG00000125170",
1145
  "ENSG00000125257",
 
1202
  "ENSG00000127329",
1203
  "ENSG00000127399",
1204
  "ENSG00000127418",
 
1205
  "ENSG00000127463",
1206
  "ENSG00000127481",
1207
  "ENSG00000127533",
 
1235
  "ENSG00000128408",
1236
  "ENSG00000128513",
1237
  "ENSG00000128567",
 
1238
  "ENSG00000128581",
1239
  "ENSG00000128590",
1240
  "ENSG00000128595",
 
1245
  "ENSG00000128694",
1246
  "ENSG00000128699",
1247
  "ENSG00000128708",
 
 
1248
  "ENSG00000128928",
1249
  "ENSG00000128944",
1250
  "ENSG00000128989",
 
1264
  "ENSG00000129749",
1265
  "ENSG00000129810",
1266
  "ENSG00000130005",
 
1267
  "ENSG00000130052",
1268
  "ENSG00000130066",
1269
  "ENSG00000130193",
 
1272
  "ENSG00000130305",
1273
  "ENSG00000130348",
1274
  "ENSG00000130349",
 
1275
  "ENSG00000130518",
1276
  "ENSG00000130529",
1277
  "ENSG00000130544",
 
1290
  "ENSG00000130827",
1291
  "ENSG00000130830",
1292
  "ENSG00000130935",
 
1293
  "ENSG00000130997",
1294
  "ENSG00000131037",
1295
  "ENSG00000131043",
 
1307
  "ENSG00000131437",
1308
  "ENSG00000131459",
1309
  "ENSG00000131462",
 
1310
  "ENSG00000131473",
1311
  "ENSG00000131480",
1312
  "ENSG00000131504",
 
1316
  "ENSG00000131686",
1317
  "ENSG00000131697",
1318
  "ENSG00000131711",
 
1319
  "ENSG00000131831",
1320
  "ENSG00000131844",
1321
  "ENSG00000131876",
 
1322
  "ENSG00000131944",
1323
  "ENSG00000131951",
1324
  "ENSG00000132109",
1325
  "ENSG00000132128",
1326
+ "ENSG00000132141",
1327
  "ENSG00000132153",
1328
  "ENSG00000132182",
1329
  "ENSG00000132185",
 
1423
  "ENSG00000134627",
1424
  "ENSG00000134668",
1425
  "ENSG00000134709",
 
1426
  "ENSG00000134758",
1427
  "ENSG00000134775",
1428
  "ENSG00000134780",
 
1431
  "ENSG00000134897",
1432
  "ENSG00000134900",
1433
  "ENSG00000134910",
 
1434
  "ENSG00000135047",
1435
  "ENSG00000135052",
1436
  "ENSG00000135069",
 
1437
  "ENSG00000135114",
1438
  "ENSG00000135116",
1439
  "ENSG00000135127",
 
1443
  "ENSG00000135245",
1444
  "ENSG00000135318",
1445
  "ENSG00000135338",
 
1446
  "ENSG00000135426",
1447
  "ENSG00000135452",
1448
  "ENSG00000135476",
1449
  "ENSG00000135486",
 
1450
  "ENSG00000135541",
1451
  "ENSG00000135549",
1452
  "ENSG00000135587",
 
1486
  "ENSG00000136514",
1487
  "ENSG00000136518",
1488
  "ENSG00000136628",
1489
+ "ENSG00000136710",
1490
  "ENSG00000136717",
1491
  "ENSG00000136738",
1492
  "ENSG00000136783",
 
1501
  "ENSG00000136897",
1502
  "ENSG00000136929",
1503
  "ENSG00000136960",
 
1504
  "ENSG00000137040",
1505
  "ENSG00000137054",
1506
  "ENSG00000137094",
1507
  "ENSG00000137098",
1508
  "ENSG00000137101",
1509
  "ENSG00000137103",
 
1510
  "ENSG00000137124",
1511
  "ENSG00000137135",
1512
  "ENSG00000137154",
1513
  "ENSG00000137168",
1514
  "ENSG00000137198",
 
1515
  "ENSG00000137265",
1516
  "ENSG00000137267",
1517
  "ENSG00000137274",
 
1520
  "ENSG00000137338",
1521
  "ENSG00000137404",
1522
  "ENSG00000137441",
 
1523
  "ENSG00000137502",
1524
  "ENSG00000137509",
1525
  "ENSG00000137563",
 
1526
  "ENSG00000137672",
 
1527
  "ENSG00000137713",
1528
  "ENSG00000137720",
1529
  "ENSG00000137731",
1530
  "ENSG00000137752",
1531
  "ENSG00000137760",
1532
  "ENSG00000137801",
 
1533
  "ENSG00000137822",
 
1534
  "ENSG00000137841",
1535
  "ENSG00000137857",
1536
  "ENSG00000137869",
 
1542
  "ENSG00000137959",
1543
  "ENSG00000137965",
1544
  "ENSG00000137992",
 
1545
  "ENSG00000138002",
1546
  "ENSG00000138029",
1547
  "ENSG00000138030",
 
1567
  "ENSG00000138688",
1568
  "ENSG00000138722",
1569
  "ENSG00000138758",
 
1570
  "ENSG00000138792",
1571
  "ENSG00000138795",
1572
  "ENSG00000138796",
 
1598
  "ENSG00000139679",
1599
  "ENSG00000139726",
1600
  "ENSG00000139737",
1601
+ "ENSG00000139865",
1602
  "ENSG00000139890",
1603
  "ENSG00000139914",
1604
  "ENSG00000139915",
 
1644
  "ENSG00000141499",
1645
  "ENSG00000141542",
1646
  "ENSG00000141543",
 
1647
  "ENSG00000141560",
1648
  "ENSG00000141562",
1649
  "ENSG00000141569",
 
1656
  "ENSG00000141696",
1657
  "ENSG00000141744",
1658
  "ENSG00000141753",
 
1659
  "ENSG00000142173",
1660
  "ENSG00000142188",
1661
  "ENSG00000142408",
 
1666
  "ENSG00000142669",
1667
  "ENSG00000142675",
1668
  "ENSG00000142686",
 
1669
  "ENSG00000142751",
1670
  "ENSG00000142798",
1671
  "ENSG00000142875",
 
1718
  "ENSG00000143889",
1719
  "ENSG00000143933",
1720
  "ENSG00000143942",
 
1721
  "ENSG00000143994",
1722
  "ENSG00000143995",
1723
  "ENSG00000144021",
 
1726
  "ENSG00000144115",
1727
  "ENSG00000144120",
1728
  "ENSG00000144136",
 
1729
  "ENSG00000144182",
1730
  "ENSG00000144214",
1731
  "ENSG00000144224",
 
1777
  "ENSG00000145911",
1778
  "ENSG00000145916",
1779
  "ENSG00000145919",
 
1780
  "ENSG00000145945",
1781
  "ENSG00000145949",
1782
  "ENSG00000145975",
 
1786
  "ENSG00000146109",
1787
  "ENSG00000146197",
1788
  "ENSG00000146232",
 
1789
  "ENSG00000146263",
1790
  "ENSG00000146376",
1791
  "ENSG00000146409",
 
1867
  "ENSG00000149781",
1868
  "ENSG00000149809",
1869
  "ENSG00000149970",
1870
+ "ENSG00000150051",
1871
  "ENSG00000150275",
 
1872
  "ENSG00000150433",
1873
  "ENSG00000150593",
1874
  "ENSG00000150594",
 
1880
  "ENSG00000150756",
1881
  "ENSG00000150764",
1882
  "ENSG00000150867",
 
1883
  "ENSG00000150967",
1884
  "ENSG00000150991",
1885
  "ENSG00000151023",
 
1905
  "ENSG00000151729",
1906
  "ENSG00000151748",
1907
  "ENSG00000151835",
1908
+ "ENSG00000151849",
1909
  "ENSG00000151914",
1910
  "ENSG00000152213",
1911
  "ENSG00000152219",
 
1913
  "ENSG00000152240",
1914
  "ENSG00000152256",
1915
  "ENSG00000152291",
 
1916
  "ENSG00000152454",
1917
  "ENSG00000152465",
1918
  "ENSG00000152527",
1919
  "ENSG00000152556",
 
1920
  "ENSG00000152684",
1921
  "ENSG00000152700",
1922
  "ENSG00000152804",
 
1937
  "ENSG00000153879",
1938
  "ENSG00000153885",
1939
  "ENSG00000154016",
 
1940
  "ENSG00000154114",
1941
  "ENSG00000154134",
1942
  "ENSG00000154165",
 
1946
  "ENSG00000154262",
1947
  "ENSG00000154269",
1948
  "ENSG00000154328",
 
1949
  "ENSG00000154358",
1950
  "ENSG00000154451",
1951
  "ENSG00000154473",
 
1992
  "ENSG00000156171",
1993
  "ENSG00000156172",
1994
  "ENSG00000156206",
1995
+ "ENSG00000156239",
1996
  "ENSG00000156261",
1997
  "ENSG00000156265",
1998
  "ENSG00000156398",
 
2004
  "ENSG00000156510",
2005
  "ENSG00000156515",
2006
  "ENSG00000156535",
 
2007
  "ENSG00000156697",
2008
  "ENSG00000156709",
2009
  "ENSG00000156738",
 
2013
  "ENSG00000156968",
2014
  "ENSG00000156970",
2015
  "ENSG00000156976",
 
2016
  "ENSG00000156990",
2017
  "ENSG00000157014",
2018
  "ENSG00000157212",
 
2023
  "ENSG00000157570",
2024
  "ENSG00000157593",
2025
  "ENSG00000157601",
 
2026
  "ENSG00000157625",
2027
  "ENSG00000157653",
2028
  "ENSG00000157657",
 
2055
  "ENSG00000158865",
2056
  "ENSG00000158941",
2057
  "ENSG00000159055",
 
2058
  "ENSG00000159069",
2059
  "ENSG00000159131",
2060
  "ENSG00000159164",
 
2069
  "ENSG00000159588",
2070
  "ENSG00000159593",
2071
  "ENSG00000159596",
2072
+ "ENSG00000159648",
2073
  "ENSG00000159658",
2074
  "ENSG00000159708",
2075
  "ENSG00000159713",
2076
  "ENSG00000159753",
2077
  "ENSG00000159761",
 
2078
  "ENSG00000159885",
2079
  "ENSG00000159915",
 
2080
  "ENSG00000159958",
2081
  "ENSG00000160013",
2082
  "ENSG00000160049",
 
2084
  "ENSG00000160055",
2085
  "ENSG00000160058",
2086
  "ENSG00000160062",
 
2087
  "ENSG00000160113",
2088
  "ENSG00000160124",
2089
  "ENSG00000160145",
 
2112
  "ENSG00000160695",
2113
  "ENSG00000160703",
2114
  "ENSG00000160712",
2115
+ "ENSG00000160781",
2116
  "ENSG00000160789",
2117
  "ENSG00000160791",
2118
  "ENSG00000160856",
 
2139
  "ENSG00000161800",
2140
  "ENSG00000161911",
2141
  "ENSG00000162086",
2142
+ "ENSG00000162148",
2143
  "ENSG00000162194",
2144
  "ENSG00000162231",
2145
  "ENSG00000162367",
 
2197
  "ENSG00000163251",
2198
  "ENSG00000163281",
2199
  "ENSG00000163291",
 
2200
  "ENSG00000163359",
2201
  "ENSG00000163376",
 
2202
  "ENSG00000163428",
2203
  "ENSG00000163430",
2204
  "ENSG00000163435",
 
2231
  "ENSG00000163687",
2232
  "ENSG00000163689",
2233
  "ENSG00000163703",
 
2234
  "ENSG00000163728",
2235
  "ENSG00000163734",
2236
  "ENSG00000163736",
 
2242
  "ENSG00000163864",
2243
  "ENSG00000163875",
2244
  "ENSG00000163898",
 
2245
  "ENSG00000163913",
2246
  "ENSG00000163918",
2247
  "ENSG00000163938",
 
2330
  "ENSG00000165568",
2331
  "ENSG00000165591",
2332
  "ENSG00000165617",
 
2333
  "ENSG00000165678",
2334
  "ENSG00000165682",
2335
  "ENSG00000165698",
 
2403
  "ENSG00000166855",
2404
  "ENSG00000166860",
2405
  "ENSG00000166866",
 
2406
  "ENSG00000166886",
2407
  "ENSG00000166889",
2408
  "ENSG00000166908",
 
2418
  "ENSG00000167034",
2419
  "ENSG00000167094",
2420
  "ENSG00000167103",
 
2421
  "ENSG00000167112",
2422
  "ENSG00000167114",
2423
  "ENSG00000167123",
 
2433
  "ENSG00000167460",
2434
  "ENSG00000167461",
2435
  "ENSG00000167483",
2436
+ "ENSG00000167487",
2437
  "ENSG00000167523",
2438
  "ENSG00000167526",
2439
  "ENSG00000167535",
 
2445
  "ENSG00000167562",
2446
  "ENSG00000167601",
2447
  "ENSG00000167613",
 
2448
  "ENSG00000167642",
2449
  "ENSG00000167695",
2450
  "ENSG00000167699",
 
2474
  "ENSG00000168003",
2475
  "ENSG00000168026",
2476
  "ENSG00000168038",
 
2477
  "ENSG00000168096",
 
2478
  "ENSG00000168140",
 
2479
  "ENSG00000168209",
2480
  "ENSG00000168229",
2481
  "ENSG00000168237",
2482
  "ENSG00000168280",
2483
  "ENSG00000168291",
 
2484
  "ENSG00000168329",
2485
  "ENSG00000168356",
2486
  "ENSG00000168374",
 
2501
  "ENSG00000168685",
2502
  "ENSG00000168734",
2503
  "ENSG00000168758",
 
2504
  "ENSG00000168778",
2505
+ "ENSG00000168803",
2506
  "ENSG00000168807",
2507
  "ENSG00000168818",
2508
  "ENSG00000168824",
 
2546
  "ENSG00000169914",
2547
  "ENSG00000169919",
2548
  "ENSG00000170037",
 
2549
  "ENSG00000170074",
2550
  "ENSG00000170113",
2551
  "ENSG00000170161",
2552
  "ENSG00000170180",
 
2553
  "ENSG00000170265",
2554
  "ENSG00000170266",
2555
  "ENSG00000170270",
 
2561
  "ENSG00000170412",
2562
  "ENSG00000170417",
2563
  "ENSG00000170425",
2564
+ "ENSG00000170439",
2565
  "ENSG00000170448",
2566
  "ENSG00000170468",
2567
  "ENSG00000170469",
 
2579
  "ENSG00000170891",
2580
  "ENSG00000170915",
2581
  "ENSG00000170917",
 
2582
  "ENSG00000170949",
2583
  "ENSG00000170989",
2584
  "ENSG00000171121",
2585
  "ENSG00000171150",
2586
  "ENSG00000171169",
2587
  "ENSG00000171174",
 
2588
  "ENSG00000171219",
2589
  "ENSG00000171224",
2590
  "ENSG00000171262",
 
2597
  "ENSG00000171451",
2598
  "ENSG00000171469",
2599
  "ENSG00000171502",
 
2600
  "ENSG00000171509",
2601
  "ENSG00000171566",
2602
  "ENSG00000171595",
 
2604
  "ENSG00000171604",
2605
  "ENSG00000171611",
2606
  "ENSG00000171617",
 
2607
  "ENSG00000171729",
2608
  "ENSG00000171747",
2609
  "ENSG00000171757",
 
2668
  "ENSG00000172889",
2669
  "ENSG00000172893",
2670
  "ENSG00000173011",
2671
+ "ENSG00000173013",
2672
  "ENSG00000173114",
2673
  "ENSG00000173137",
2674
  "ENSG00000173218",
 
2687
  "ENSG00000173599",
2688
  "ENSG00000173626",
2689
  "ENSG00000173801",
2690
+ "ENSG00000173812",
2691
  "ENSG00000173818",
2692
  "ENSG00000173825",
2693
  "ENSG00000173838",
2694
  "ENSG00000173846",
2695
  "ENSG00000173852",
 
2696
  "ENSG00000173894",
2697
  "ENSG00000173914",
2698
  "ENSG00000173926",
 
2715
  "ENSG00000174483",
2716
  "ENSG00000174500",
2717
  "ENSG00000174514",
 
2718
  "ENSG00000174669",
2719
  "ENSG00000174684",
2720
  "ENSG00000174721",
 
2723
  "ENSG00000174788",
2724
  "ENSG00000174796",
2725
  "ENSG00000174827",
 
2726
  "ENSG00000174915",
2727
  "ENSG00000174928",
2728
  "ENSG00000174946",
 
2735
  "ENSG00000175197",
2736
  "ENSG00000175203",
2737
  "ENSG00000175213",
 
2738
  "ENSG00000175216",
2739
  "ENSG00000175221",
2740
  "ENSG00000175265",
2741
  "ENSG00000175283",
2742
  "ENSG00000175322",
 
2743
  "ENSG00000175414",
2744
  "ENSG00000175449",
 
2745
  "ENSG00000175544",
2746
  "ENSG00000175567",
2747
  "ENSG00000175573",
 
2781
  "ENSG00000176909",
2782
  "ENSG00000176945",
2783
  "ENSG00000176974",
 
2784
  "ENSG00000177096",
2785
  "ENSG00000177103",
2786
  "ENSG00000177106",
2787
  "ENSG00000177150",
 
2788
  "ENSG00000177272",
2789
  "ENSG00000177324",
 
2790
  "ENSG00000177338",
2791
  "ENSG00000177374",
2792
  "ENSG00000177380",
2793
  "ENSG00000177406",
2794
  "ENSG00000177409",
 
2795
  "ENSG00000177427",
2796
  "ENSG00000177432",
2797
  "ENSG00000177455",
 
2817
  "ENSG00000178028",
2818
  "ENSG00000178035",
2819
  "ENSG00000178038",
 
2820
  "ENSG00000178115",
2821
  "ENSG00000178202",
2822
  "ENSG00000178209",
 
2840
  "ENSG00000178999",
2841
  "ENSG00000179010",
2842
  "ENSG00000179021",
 
2843
  "ENSG00000179115",
2844
  "ENSG00000179144",
2845
  "ENSG00000179348",
2846
  "ENSG00000179454",
2847
+ "ENSG00000179476",
2848
  "ENSG00000179532",
2849
  "ENSG00000179562",
2850
  "ENSG00000179598",
 
2851
  "ENSG00000179750",
2852
  "ENSG00000179840",
2853
  "ENSG00000179841",
 
2858
  "ENSG00000179933",
2859
  "ENSG00000179941",
2860
  "ENSG00000179950",
 
 
2861
  "ENSG00000180190",
2862
  "ENSG00000180257",
2863
  "ENSG00000180336",
 
2903
  "ENSG00000181754",
2904
  "ENSG00000181798",
2905
  "ENSG00000181830",
 
2906
  "ENSG00000181873",
2907
  "ENSG00000181885",
2908
  "ENSG00000181938",
2909
  "ENSG00000182010",
2910
  "ENSG00000182057",
 
2911
  "ENSG00000182107",
2912
  "ENSG00000182134",
2913
  "ENSG00000182149",
 
2919
  "ENSG00000182253",
2920
  "ENSG00000182256",
2921
  "ENSG00000182257",
 
2922
  "ENSG00000182318",
2923
  "ENSG00000182325",
2924
  "ENSG00000182348",
2925
  "ENSG00000182393",
2926
  "ENSG00000182405",
2927
  "ENSG00000182473",
 
2928
  "ENSG00000182504",
2929
  "ENSG00000182544",
2930
  "ENSG00000182568",
 
2947
  "ENSG00000183250",
2948
  "ENSG00000183255",
2949
  "ENSG00000183258",
 
2950
  "ENSG00000183283",
2951
  "ENSG00000183291",
2952
  "ENSG00000183309",
 
2953
  "ENSG00000183340",
2954
  "ENSG00000183439",
2955
  "ENSG00000183475",
 
2989
  "ENSG00000184361",
2990
  "ENSG00000184432",
2991
  "ENSG00000184434",
2992
+ "ENSG00000184441",
2993
  "ENSG00000184445",
2994
  "ENSG00000184451",
2995
  "ENSG00000184465",
 
3009
  "ENSG00000184949",
3010
  "ENSG00000184979",
3011
  "ENSG00000184986",
3012
+ "ENSG00000185010",
3013
  "ENSG00000185015",
3014
  "ENSG00000185085",
3015
  "ENSG00000185198",
 
3029
  "ENSG00000185504",
3030
  "ENSG00000185527",
3031
  "ENSG00000185614",
 
 
3032
  "ENSG00000185689",
3033
  "ENSG00000185721",
3034
  "ENSG00000185730",
 
3039
  "ENSG00000185842",
3040
  "ENSG00000185869",
3041
  "ENSG00000185875",
 
3042
  "ENSG00000185900",
3043
  "ENSG00000185909",
3044
  "ENSG00000185917",
 
3056
  "ENSG00000186230",
3057
  "ENSG00000186265",
3058
  "ENSG00000186281",
 
3059
  "ENSG00000186298",
3060
  "ENSG00000186300",
3061
  "ENSG00000186310",
 
3065
  "ENSG00000186462",
3066
  "ENSG00000186470",
3067
  "ENSG00000186480",
 
3068
  "ENSG00000186615",
3069
  "ENSG00000186642",
3070
  "ENSG00000186665",
 
3071
  "ENSG00000186767",
3072
  "ENSG00000186792",
3073
  "ENSG00000186806",
 
3092
  "ENSG00000187626",
3093
  "ENSG00000187676",
3094
  "ENSG00000187688",
 
3095
  "ENSG00000187796",
3096
  "ENSG00000187800",
3097
  "ENSG00000187801",
 
3115
  "ENSG00000188321",
3116
  "ENSG00000188389",
3117
  "ENSG00000188404",
 
3118
  "ENSG00000188536",
3119
  "ENSG00000188542",
3120
  "ENSG00000188549",
 
3123
  "ENSG00000188672",
3124
  "ENSG00000188707",
3125
  "ENSG00000188725",
 
3126
  "ENSG00000188738",
 
3127
  "ENSG00000188785",
3128
  "ENSG00000188786",
3129
  "ENSG00000188822",
 
3131
  "ENSG00000188886",
3132
  "ENSG00000188917",
3133
  "ENSG00000188958",
 
3134
  "ENSG00000189007",
3135
  "ENSG00000189013",
3136
  "ENSG00000189057",
 
3149
  "ENSG00000189319",
3150
  "ENSG00000189350",
3151
  "ENSG00000189369",
 
3152
  "ENSG00000196074",
3153
  "ENSG00000196081",
3154
  "ENSG00000196104",
 
3161
  "ENSG00000196177",
3162
  "ENSG00000196208",
3163
  "ENSG00000196214",
 
3164
  "ENSG00000196268",
3165
  "ENSG00000196296",
3166
  "ENSG00000196345",
 
3168
  "ENSG00000196363",
3169
  "ENSG00000196371",
3170
  "ENSG00000196378",
3171
+ "ENSG00000196381",
3172
  "ENSG00000196388",
3173
  "ENSG00000196407",
3174
  "ENSG00000196421",
 
3181
  "ENSG00000196542",
3182
  "ENSG00000196586",
3183
  "ENSG00000196628",
 
3184
  "ENSG00000196646",
3185
  "ENSG00000196653",
3186
+ "ENSG00000196659",
3187
  "ENSG00000196660",
3188
  "ENSG00000196689",
3189
  "ENSG00000196693",
 
3201
  "ENSG00000196914",
3202
  "ENSG00000196924",
3203
  "ENSG00000196967",
 
3204
  "ENSG00000196981",
3205
  "ENSG00000197008",
3206
  "ENSG00000197016",
 
3225
  "ENSG00000197415",
3226
  "ENSG00000197429",
3227
  "ENSG00000197446",
 
3228
  "ENSG00000197461",
3229
  "ENSG00000197497",
3230
  "ENSG00000197506",
3231
  "ENSG00000197520",
3232
+ "ENSG00000197557",
3233
  "ENSG00000197579",
3234
  "ENSG00000197586",
3235
  "ENSG00000197594",
 
3256
  "ENSG00000197951",
3257
  "ENSG00000197959",
3258
  "ENSG00000197978",
 
3259
  "ENSG00000198003",
3260
  "ENSG00000198046",
3261
  "ENSG00000198088",
3262
  "ENSG00000198105",
3263
  "ENSG00000198131",
 
3264
  "ENSG00000198198",
3265
  "ENSG00000198205",
3266
  "ENSG00000198208",
3267
  "ENSG00000198218",
 
3268
  "ENSG00000198276",
3269
  "ENSG00000198298",
3270
  "ENSG00000198315",
 
3287
  "ENSG00000198553",
3288
  "ENSG00000198574",
3289
  "ENSG00000198586",
 
3290
  "ENSG00000198612",
3291
  "ENSG00000198626",
3292
  "ENSG00000198668",
 
3294
  "ENSG00000198721",
3295
  "ENSG00000198727",
3296
  "ENSG00000198730",
3297
+ "ENSG00000198734",
3298
  "ENSG00000198740",
3299
  "ENSG00000198743",
3300
  "ENSG00000198756",
 
3311
  "ENSG00000198839",
3312
  "ENSG00000198855",
3313
  "ENSG00000198856",
 
3314
  "ENSG00000198876",
3315
  "ENSG00000198885",
3316
  "ENSG00000198886",
 
3331
  "ENSG00000203780",
3332
  "ENSG00000203872",
3333
  "ENSG00000203880",
 
3334
  "ENSG00000203950",
3335
  "ENSG00000203965",
3336
  "ENSG00000203995",
 
3350
  "ENSG00000204386",
3351
  "ENSG00000204390",
3352
  "ENSG00000204514",
 
3353
  "ENSG00000204519",
 
3354
  "ENSG00000204525",
3355
  "ENSG00000204536",
3356
  "ENSG00000204564",
 
3365
  "ENSG00000204764",
3366
  "ENSG00000204792",
3367
  "ENSG00000204832",
 
3368
  "ENSG00000204852",
3369
  "ENSG00000204946",
3370
  "ENSG00000204954",
 
3382
  "ENSG00000205639",
3383
  "ENSG00000205791",
3384
  "ENSG00000205808",
3385
+ "ENSG00000205929",
3386
+ "ENSG00000205959",
3387
  "ENSG00000206053",
3388
  "ENSG00000206417",
3389
  "ENSG00000206503",
 
3413
  "ENSG00000213906",
3414
  "ENSG00000213918",
3415
  "ENSG00000213949",
3416
+ "ENSG00000213967",
3417
  "ENSG00000213995",
3418
  "ENSG00000213999",
3419
  "ENSG00000214029",
 
3428
  "ENSG00000215788",
3429
  "ENSG00000215883",
3430
  "ENSG00000215912",
 
3431
  "ENSG00000218537",
3432
  "ENSG00000219545",
3433
  "ENSG00000221829",
 
3437
  "ENSG00000221990",
3438
  "ENSG00000222011",
3439
  "ENSG00000222020",
3440
+ "ENSG00000222032",
3441
+ "ENSG00000223522",
3442
  "ENSG00000223547",
3443
  "ENSG00000223552",
3444
  "ENSG00000223609",
3445
+ "ENSG00000223704",
3446
  "ENSG00000223855",
3447
  "ENSG00000224023",
3448
  "ENSG00000224259",
 
3453
  "ENSG00000224563",
3454
  "ENSG00000224614",
3455
  "ENSG00000224660",
3456
+ "ENSG00000224738",
3457
  "ENSG00000224805",
3458
  "ENSG00000224934",
3459
+ "ENSG00000224985",
3460
  "ENSG00000225177",
3461
  "ENSG00000225194",
3462
  "ENSG00000225361",
3463
  "ENSG00000225439",
3464
  "ENSG00000225442",
3465
  "ENSG00000225465",
3466
+ "ENSG00000225489",
3467
  "ENSG00000225535",
3468
  "ENSG00000225548",
3469
  "ENSG00000225578",
3470
+ "ENSG00000225643",
3471
  "ENSG00000225697",
3472
  "ENSG00000225762",
3473
  "ENSG00000225783",
 
3480
  "ENSG00000226476",
3481
  "ENSG00000226659",
3482
  "ENSG00000226754",
3483
+ "ENSG00000226816",
3484
  "ENSG00000227053",
3485
  "ENSG00000227057",
3486
  "ENSG00000227145",
 
3489
  "ENSG00000227354",
3490
  "ENSG00000227409",
3491
  "ENSG00000227533",
3492
+ "ENSG00000227741",
3493
  "ENSG00000227896",
3494
  "ENSG00000227945",
3495
  "ENSG00000227954",
3496
+ "ENSG00000228037",
3497
  "ENSG00000228063",
3498
  "ENSG00000228140",
3499
+ "ENSG00000228172",
3500
  "ENSG00000228192",
3501
  "ENSG00000228223",
3502
+ "ENSG00000228274",
3503
  "ENSG00000228486",
3504
  "ENSG00000228817",
3505
  "ENSG00000228878",
3506
+ "ENSG00000228925",
3507
  "ENSG00000229124",
3508
  "ENSG00000229140",
3509
+ "ENSG00000229425",
3510
  "ENSG00000229539",
3511
  "ENSG00000229671",
3512
  "ENSG00000229676",
3513
  "ENSG00000229719",
3514
  "ENSG00000229739",
3515
  "ENSG00000230091",
 
3516
  "ENSG00000230426",
3517
  "ENSG00000230513",
3518
  "ENSG00000230555",
 
3525
  "ENSG00000231233",
3526
  "ENSG00000231365",
3527
  "ENSG00000231389",
3528
+ "ENSG00000231769",
3529
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