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popV
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tabula_sapiens_All_Cells

Joblib
popV
biology
genomics
single-cell
AnnData:0.12.2
scikit_learn:1.7.2
organism:Homo sapiens
Python:3.12.8
popV:0.6.0
tissue: diverse
Model card Files
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popV version: 0.6.0

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  1. .gitattributes +1 -0
  2. OnClass.data-00000-of-00001 +1 -1
  3. OnClass.index +0 -0
  4. OnClass.meta +2 -2
  5. OnClass.npz +2 -2
  6. README.md +0 -364
  7. accuracies.json +2 -2
  8. celltypist.pkl +2 -2
  9. faiss_index.index +2 -2
  10. harmony_knn_classifier.index +2 -2
  11. harmony_knn_classifier.joblib +0 -3
  12. metadata.json +0 -33
  13. minified_ref_adata.h5ad +0 -3
  14. popv_output/predictions.csv +2 -2
  15. preprocessing.json +0 -0
  16. pynndescent_index.joblib +0 -3
  17. svm_classifier_cuml.joblib → ref_labels.csv +2 -2
  18. scanvi/model.pt +2 -2
  19. scvi/model.pt +2 -2
  20. scvi_knn_classifier.index +2 -2
  21. scvi_knn_classifier.joblib +0 -3
  22. svm_classifier.joblib +2 -2
  23. xgboost_classifier.model +2 -2
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README.md DELETED
@@ -1,364 +0,0 @@
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- ---
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- library_name: popV
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- license: cc-by-4.0
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- tags:
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- - biology
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- - genomics
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- - single-cell
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- - anndata_version:0.12.2
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- - scikit_learn_version:1.7.2
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- - organism:Homo sapiens
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- - python_version:3.12.8
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- - popV
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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/53d208b0-2cfd-4366-9866-c3c6114081bc.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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- | macrophage | 3541 | 0.90 | 0.89 | 0.89 | 0.61 | 0.00 | 0.00 | 0.85 | 0.86 | 0.93 |
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- | fibroblast | 3208 | 0.87 | 0.82 | 0.88 | 0.52 | 0.00 | 0.00 | 0.82 | 0.76 | 0.92 |
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- | B cell | 1923 | 0.65 | 0.46 | 0.69 | 0.34 | 0.00 | 0.00 | 0.72 | 0.79 | 0.77 |
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- | neutrophil | 1826 | 0.96 | 0.96 | 0.94 | 0.71 | 0.00 | 0.00 | 0.93 | 0.94 | 0.97 |
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- | memory B cell | 1585 | 0.49 | 0.49 | 0.66 | 0.22 | 0.00 | 0.01 | 0.71 | 0.74 | 0.67 |
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- | mesenchymal stem cell | 1573 | 0.88 | 0.85 | 0.84 | 0.20 | 0.00 | 0.00 | 0.89 | 0.80 | 0.92 |
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- | T cell | 1444 | 0.52 | 0.39 | 0.40 | 0.11 | 0.00 | 0.05 | 0.45 | 0.54 | 0.59 |
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- | basal cell | 1360 | 0.89 | 0.67 | 0.79 | 0.33 | 0.00 | 0.00 | 0.91 | 0.88 | 0.94 |
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- | CD4-positive, alpha-beta T cell | 1442 | 0.52 | 0.34 | 0.67 | 0.28 | 0.00 | 0.00 | 0.64 | 0.70 | 0.74 |
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- | classical monocyte | 1376 | 0.62 | 0.64 | 0.73 | 0.54 | 0.00 | 0.00 | 0.80 | 0.77 | 0.86 |
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- | endothelial cell | 1315 | 0.75 | 0.66 | 0.67 | 0.35 | 0.00 | 0.00 | 0.77 | 0.73 | 0.82 |
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- | monocyte | 1260 | 0.71 | 0.26 | 0.74 | 0.54 | 0.00 | 0.00 | 0.80 | 0.81 | 0.86 |
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- | CD8-positive, alpha-beta T cell | 1249 | 0.56 | 0.49 | 0.46 | 0.16 | 0.00 | 0.00 | 0.58 | 0.63 | 0.68 |
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- | plasma cell | 1194 | 0.94 | 0.94 | 0.89 | 0.41 | 0.00 | 0.00 | 0.93 | 0.94 | 0.95 |
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- | erythrocyte | 1149 | 0.97 | 0.97 | 0.97 | 0.95 | 0.00 | 0.00 | 0.99 | 0.97 | 0.99 |
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- | mature NK T cell | 1036 | 0.57 | 0.68 | 0.63 | 0.38 | 0.00 | 0.00 | 0.55 | 0.63 | 0.67 |
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- | acinar cell of salivary gland | 1059 | 0.97 | 0.07 | 0.88 | 0.41 | 0.00 | 0.00 | 0.95 | 0.94 | 0.98 |
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- | epithelial cell | 941 | 0.88 | 0.05 | 0.73 | 0.25 | 0.00 | 0.00 | 0.83 | 0.85 | 0.87 |
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- | CD4-positive helper T cell | 896 | 0.36 | 0.24 | 0.44 | 0.18 | 0.00 | 0.00 | 0.51 | 0.61 | 0.60 |
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- | kidney epithelial cell | 832 | 0.99 | 0.27 | 0.86 | 0.47 | 0.00 | 0.00 | 0.99 | 0.99 | 0.99 |
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- | cardiac muscle cell | 731 | 0.93 | 0.46 | 0.89 | 0.61 | 0.00 | 0.00 | 0.93 | 0.94 | 0.94 |
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- | effector CD4-positive, alpha-beta T cell | 696 | 0.26 | 0.17 | 0.40 | 0.11 | 0.00 | 0.00 | 0.42 | 0.58 | 0.49 |
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- | naive B cell | 680 | 0.38 | 0.49 | 0.58 | 0.13 | 0.00 | 0.04 | 0.77 | 0.80 | 0.74 |
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- | CD8-positive, alpha-beta memory T cell | 584 | 0.24 | 0.32 | 0.39 | 0.12 | 0.00 | 0.00 | 0.35 | 0.43 | 0.51 |
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- | effector CD8-positive, alpha-beta T cell | 602 | 0.29 | 0.05 | 0.30 | 0.12 | 0.00 | 0.00 | 0.43 | 0.57 | 0.48 |
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- | pancreatic acinar cell | 541 | 0.93 | 0.94 | 0.95 | 0.90 | 0.00 | 0.00 | 0.95 | 0.94 | 0.96 |
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- | luminal epithelial cell of mammary gland | 497 | 0.99 | 0.00 | 0.93 | 0.22 | 0.00 | 0.02 | 0.98 | 0.94 | 0.99 |
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- | type I NK T cell | 528 | 0.22 | 0.06 | 0.09 | 0.03 | 0.00 | 0.00 | 0.27 | 0.39 | 0.33 |
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- | innate lymphoid cell | 490 | 0.13 | 0.11 | 0.16 | 0.04 | 0.00 | 0.00 | 0.25 | 0.36 | 0.24 |
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- | capillary endothelial cell | 478 | 0.72 | 0.59 | 0.67 | 0.26 | 0.00 | 0.00 | 0.78 | 0.73 | 0.81 |
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- | skeletal muscle satellite stem cell | 408 | 0.99 | 0.63 | 0.97 | 0.30 | 0.00 | 0.00 | 0.96 | 0.94 | 0.99 |
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- | conjunctival epithelial cell | 498 | 0.95 | 0.72 | 0.77 | 0.34 | 0.00 | 0.00 | 0.94 | 0.92 | 0.96 |
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- | pericyte | 460 | 0.67 | 0.61 | 0.73 | 0.25 | 0.00 | 0.02 | 0.76 | 0.74 | 0.80 |
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- | CD4-positive, alpha-beta memory T cell | 455 | 0.10 | 0.14 | 0.34 | 0.03 | 0.00 | 0.00 | 0.25 | 0.39 | 0.33 |
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- | bladder urothelial cell | 419 | 0.97 | 0.80 | 0.95 | 0.35 | 0.00 | 0.00 | 0.98 | 0.96 | 0.97 |
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- | smooth muscle cell | 420 | 0.80 | 0.79 | 0.81 | 0.49 | 0.00 | 0.00 | 0.86 | 0.83 | 0.89 |
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- | keratinocyte | 364 | 0.78 | 0.00 | 0.52 | 0.64 | 0.00 | 0.00 | 0.98 | 0.93 | 0.96 |
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- | endothelial cell of vascular tree | 352 | 0.86 | 0.82 | 0.58 | 0.17 | 0.00 | 0.00 | 0.91 | 0.85 | 0.91 |
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- | stromal cell | 334 | 0.90 | 0.15 | 0.81 | 0.35 | 0.00 | 0.00 | 0.89 | 0.79 | 0.93 |
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- | vein endothelial cell | 323 | 0.54 | 0.25 | 0.45 | 0.14 | 0.00 | 0.00 | 0.67 | 0.67 | 0.73 |
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- | basal cell of prostate epithelium | 302 | 0.70 | 0.01 | 0.73 | 0.38 | 0.00 | 0.00 | 0.70 | 0.74 | 0.77 |
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- | naive thymus-derived CD4-positive, alpha-beta T cell | 326 | 0.16 | 0.15 | 0.31 | 0.01 | 0.00 | 0.00 | 0.32 | 0.43 | 0.38 |
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- | myofibroblast cell | 297 | 0.68 | 0.06 | 0.76 | 0.11 | 0.00 | 0.00 | 0.80 | 0.75 | 0.82 |
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- | enterocyte of epithelium of large intestine | 242 | 0.69 | 0.00 | 0.71 | 0.29 | 0.00 | 0.00 | 0.89 | 0.88 | 0.88 |
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- | vascular associated smooth muscle cell | 248 | 0.34 | 0.07 | 0.58 | 0.20 | 0.00 | 0.00 | 0.71 | 0.69 | 0.74 |
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- | cardiac endothelial cell | 259 | 0.95 | 0.05 | 0.59 | 0.38 | 0.00 | 0.00 | 0.98 | 0.94 | 0.99 |
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- | pancreatic ductal cell | 226 | 0.87 | 0.70 | 0.90 | 0.57 | 0.00 | 0.00 | 0.92 | 0.88 | 0.92 |
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- | enterocyte | 275 | 0.62 | 0.35 | 0.56 | 0.35 | 0.00 | 0.00 | 0.87 | 0.86 | 0.88 |
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- | leukocyte | 230 | 0.88 | 0.69 | 0.31 | 0.06 | 0.00 | 0.00 | 0.76 | 0.81 | 0.88 |
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- | mast cell | 203 | 0.81 | 0.79 | 0.82 | 0.20 | 0.00 | 0.00 | 0.88 | 0.91 | 0.90 |
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- | myeloid cell | 230 | 0.93 | 0.13 | 0.56 | 0.05 | 0.00 | 0.00 | 0.88 | 0.88 | 0.96 |
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- | club cell | 236 | 0.25 | 0.41 | 0.35 | 0.08 | 0.00 | 0.00 | 0.32 | 0.28 | 0.29 |
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- | fibroblast of breast | 218 | 0.97 | 0.00 | 0.78 | 0.05 | 0.00 | 0.02 | 0.95 | 0.83 | 0.97 |
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- | DN3 thymocyte | 173 | 0.02 | 0.00 | 0.34 | 0.07 | 0.00 | 0.00 | 0.46 | 0.50 | 0.43 |
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- | duct epithelial cell | 158 | 0.69 | 0.31 | 0.77 | 0.23 | 0.00 | 0.00 | 0.81 | 0.67 | 0.88 |
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- | hepatocyte | 155 | 0.93 | 0.99 | 0.65 | 0.66 | 0.00 | 0.00 | 0.96 | 0.95 | 0.97 |
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- | CD8-positive, alpha-beta cytokine secreting effector T cell | 142 | 0.38 | 0.00 | 0.27 | 0.10 | 0.00 | 0.00 | 0.44 | 0.48 | 0.51 |
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- | corneal epithelial cell | 157 | 0.92 | 0.00 | 0.90 | 0.64 | 0.00 | 0.00 | 0.95 | 0.93 | 0.95 |
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- | regulatory T cell | 129 | 0.04 | 0.09 | 0.08 | 0.00 | 0.00 | 0.00 | 0.42 | 0.53 | 0.53 |
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- | endothelial cell of artery | 113 | 0.50 | 0.44 | 0.45 | 0.02 | 0.00 | 0.00 | 0.59 | 0.50 | 0.67 |
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- | enterocyte of epithelium of small intestine | 81 | 0.68 | 0.00 | 0.84 | 0.09 | 0.00 | 0.00 | 0.86 | 0.79 | 0.89 |
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- | luminal cell of prostate epithelium | 97 | 0.79 | 0.36 | 0.91 | 0.60 | 0.00 | 0.00 | 0.92 | 0.92 | 0.91 |
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- | endothelial cell of lymphatic vessel | 112 | 0.70 | 0.55 | 0.62 | 0.02 | 0.00 | 0.00 | 0.67 | 0.70 | 0.74 |
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- | non-classical monocyte | 110 | 0.39 | 0.00 | 0.47 | 0.08 | 0.00 | 0.00 | 0.42 | 0.51 | 0.62 |
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- | DN1 thymic pro-T cell | 116 | 0.15 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.35 | 0.32 | 0.38 |
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- | eye photoreceptor cell | 91 | 0.92 | 0.96 | 0.94 | 0.79 | 0.00 | 0.00 | 0.98 | 0.98 | 0.96 |
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- | paneth cell of colon | 77 | 0.00 | 0.00 | 0.73 | 0.06 | 0.00 | 0.00 | 0.90 | 0.76 | 0.80 |
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- | granulocyte | 71 | 0.77 | 0.73 | 0.78 | 0.17 | 0.00 | 0.00 | 0.71 | 0.61 | 0.83 |
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- | erythroid progenitor cell | 83 | 0.62 | 0.59 | 0.68 | 0.27 | 0.00 | 0.00 | 0.76 | 0.71 | 0.81 |
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- | adventitial cell | 79 | 0.23 | 0.00 | 0.42 | 0.00 | 0.00 | 0.00 | 0.38 | 0.34 | 0.39 |
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- | hematopoietic stem cell | 81 | 0.58 | 0.15 | 0.62 | 0.00 | 0.00 | 0.00 | 0.71 | 0.71 | 0.77 |
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- | respiratory goblet cell | 82 | 0.74 | 0.33 | 0.91 | 0.20 | 0.00 | 0.00 | 0.77 | 0.69 | 0.86 |
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- | naive regulatory T cell | 80 | 0.14 | 0.00 | 0.16 | 0.00 | 0.00 | 0.00 | 0.41 | 0.44 | 0.40 |
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- | basophil | 70 | 0.28 | 0.00 | 0.77 | 0.28 | 0.00 | 0.00 | 0.85 | 0.87 | 0.84 |
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- | naive thymus-derived CD8-positive, alpha-beta T cell | 60 | 0.21 | 0.00 | 0.38 | 0.00 | 0.00 | 0.00 | 0.29 | 0.31 | 0.44 |
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- | intermediate monocyte | 74 | 0.26 | 0.03 | 0.38 | 0.00 | 0.00 | 0.00 | 0.19 | 0.15 | 0.37 |
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- | paneth cell of epithelium of small intestine | 55 | 0.74 | 0.06 | 0.47 | 0.18 | 0.00 | 0.00 | 0.83 | 0.80 | 0.86 |
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- | CD8-positive, alpha-beta cytotoxic T cell | 73 | 0.09 | 0.00 | 0.07 | 0.04 | 0.00 | 0.00 | 0.26 | 0.27 | 0.31 |
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- | lung ciliated cell | 64 | 0.75 | 0.11 | 0.94 | 0.43 | 0.00 | 0.00 | 0.94 | 0.94 | 0.97 |
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- | keratocyte | 58 | 0.82 | 0.00 | 0.24 | 0.03 | 0.00 | 0.00 | 0.71 | 0.46 | 0.67 |
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- | thymocyte | 54 | 0.30 | 0.00 | 0.03 | 0.03 | 0.00 | 0.00 | 0.81 | 0.90 | 0.88 |
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- | dendritic cell | 66 | 0.42 | 0.11 | 0.59 | 0.08 | 0.00 | 0.02 | 0.36 | 0.44 | 0.64 |
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- | lung microvascular endothelial cell | 49 | 0.63 | 0.00 | 0.54 | 0.00 | 0.00 | 0.00 | 0.62 | 0.71 | 0.73 |
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- | retinal blood vessel endothelial cell | 47 | 0.41 | 0.00 | 0.04 | 0.00 | 0.00 | 0.00 | 0.72 | 0.69 | 0.64 |
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- | muscle cell | 34 | 0.67 | 0.37 | 0.54 | 0.06 | 0.00 | 0.00 | 0.78 | 0.61 | 0.76 |
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- | endothelial cell of hepatic sinusoid | 52 | 0.92 | 0.00 | 0.72 | 0.00 | 0.00 | 0.00 | 0.80 | 0.86 | 0.95 |
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- | T follicular helper cell | 35 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.39 | 0.30 | 0.45 |
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- | pancreatic stellate cell | 37 | 0.86 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.68 | 0.74 | 0.84 |
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- | large intestine goblet cell | 37 | 0.59 | 0.00 | 0.81 | 0.05 | 0.00 | 0.00 | 0.95 | 0.79 | 0.95 |
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- | Mueller cell | 28 | 0.44 | 0.39 | 0.61 | 0.06 | 0.00 | 0.00 | 0.93 | 0.84 | 0.83 |
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- | fast muscle cell | 31 | 0.68 | 0.83 | 0.85 | 0.47 | 0.00 | 0.00 | 0.90 | 0.87 | 0.90 |
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- | ciliated cell | 36 | 0.00 | 0.51 | 0.87 | 0.50 | 0.00 | 0.00 | 0.79 | 0.87 | 0.92 |
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- | goblet cell | 41 | 0.00 | 0.21 | 0.56 | 0.00 | 0.00 | 0.00 | 0.72 | 0.62 | 0.78 |
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- | CD1c-positive myeloid dendritic cell | 33 | 0.22 | 0.05 | 0.33 | 0.00 | 0.00 | 0.00 | 0.29 | 0.40 | 0.43 |
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- | small intestine goblet cell | 34 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.00 | 0.84 | 0.79 | 0.93 |
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- | common myeloid progenitor | 36 | 0.00 | 0.20 | 0.60 | 0.00 | 0.00 | 0.00 | 0.58 | 0.62 | 0.68 |
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- | platelet | 22 | 0.78 | 0.60 | 0.78 | 0.41 | 0.00 | 0.00 | 0.70 | 0.66 | 0.86 |
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- | secretory cell | 30 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.45 | 0.38 | 0.68 |
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- | fibroblast of cardiac tissue | 19 | 0.95 | 0.00 | 0.82 | 0.00 | 0.00 | 0.00 | 0.62 | 0.43 | 0.95 |
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- | connective tissue cell | 25 | 0.00 | 0.00 | 0.78 | 0.00 | 0.00 | 0.00 | 0.43 | 0.31 | 0.81 |
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- | intestinal crypt stem cell | 20 | 0.00 | 0.31 | 0.34 | 0.00 | 0.00 | 0.00 | 0.67 | 0.65 | 0.76 |
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- | tendon cell | 19 | 0.03 | 0.00 | 0.35 | 0.00 | 0.00 | 0.00 | 0.42 | 0.26 | 0.38 |
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- | transit amplifying cell of small intestine | 27 | 0.00 | 0.00 | 0.28 | 0.00 | 0.00 | 0.00 | 0.52 | 0.50 | 0.58 |
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- | microglial cell | 14 | 0.64 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 | 0.23 | 0.18 | 0.78 |
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- | melanocyte | 17 | 0.91 | 0.76 | 0.84 | 0.11 | 0.00 | 0.00 | 0.62 | 0.75 | 0.94 |
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- | transit amplifying cell of colon | 21 | 0.53 | 0.34 | 0.34 | 0.00 | 0.00 | 0.00 | 0.86 | 0.67 | 0.76 |
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- | myometrial cell | 24 | 0.29 | 0.00 | 0.21 | 0.00 | 0.00 | 0.00 | 0.36 | 0.52 | 0.56 |
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- | myoepithelial cell | 32 | 0.76 | 0.34 | 0.61 | 0.06 | 0.00 | 0.00 | 0.97 | 0.91 | 0.90 |
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- | radial glial cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.34 | 0.36 | 0.43 |
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- | epithelial cell of uterus | 19 | 0.57 | 0.00 | 0.46 | 0.00 | 0.00 | 0.00 | 0.52 | 0.53 | 0.60 |
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- | intestinal tuft cell | 16 | 0.81 | 0.07 | 0.73 | 0.00 | 0.00 | 0.00 | 0.67 | 0.65 | 0.81 |
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- | CD141-positive myeloid dendritic cell | 14 | 0.00 | 0.15 | 0.31 | 0.00 | 0.00 | 0.00 | 0.21 | 0.56 | 0.40 |
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- | medullary thymic epithelial cell | 16 | 0.57 | 0.00 | 0.79 | 0.12 | 0.00 | 0.00 | 0.71 | 0.81 | 0.73 |
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- | slow muscle cell | 22 | 0.00 | 0.70 | 0.91 | 0.52 | 0.00 | 0.00 | 0.91 | 0.82 | 0.95 |
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- | stem cell | 21 | 0.00 | 0.00 | 0.41 | 0.00 | 0.00 | 0.00 | 0.60 | 0.47 | 0.44 |
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- | intestinal crypt stem cell of large intestine | 13 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.41 | 0.34 | 0.38 |
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- | intestinal enteroendocrine cell | 5 | 0.60 | 0.14 | 0.80 | 0.00 | 0.00 | 0.00 | 0.67 | 0.89 | 0.89 |
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- | ionocyte | 7 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.78 | 0.78 | 0.93 |
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- | gut endothelial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.43 | 0.28 | 0.00 |
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- | type B pancreatic cell | 10 | 0.57 | 0.00 | 0.71 | 0.46 | 0.00 | 0.00 | 0.95 | 0.72 | 0.91 |
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- | plasmacytoid dendritic cell | 8 | 0.63 | 0.31 | 0.62 | 0.00 | 0.00 | 0.00 | 0.52 | 0.36 | 0.71 |
158
- | bronchial smooth muscle cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.29 | 0.40 |
159
- | tracheal goblet cell | 9 | 0.00 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.70 | 0.74 | 0.78 |
160
- | intestinal crypt stem cell of small intestine | 9 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.82 | 0.40 | 0.82 |
161
- | pancreatic PP cell | 13 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.92 | 0.92 | 0.92 |
162
- | pancreatic A cell | 4 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 | 1.00 | 0.50 | 0.75 |
163
- | mucus secreting cell | 9 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.46 | 0.71 | 0.20 |
164
- | tongue muscle cell | 4 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.80 | 1.00 |
165
- | surface ectodermal cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 0.43 | 0.00 |
166
- | epithelial cell of lacrimal sac | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 0.75 | 1.00 |
167
- | retinal pigment epithelial cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |
168
- | blood vessel endothelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.00 | 0.00 |
169
- | salivary gland cell | 5 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 | 0.33 | 0.53 | 0.75 |
170
- | adipocyte | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 0.86 | 0.80 |
171
- | immature natural killer cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
172
- | duodenum glandular cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.80 | 1.00 |
173
- | intrahepatic cholangiocyte | 5 | 0.75 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.91 | 0.36 | 0.75 |
174
- | mesothelial cell | 5 | 0.00 | 0.18 | 0.33 | 0.00 | 0.00 | 0.00 | 0.42 | 0.32 | 0.15 |
175
- | serous cell of epithelium of trachea | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.67 | 0.36 | 0.80 |
176
- | Langerhans cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.44 | 0.00 |
177
- | retinal bipolar neuron | 5 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 0.60 | 0.67 |
178
- | liver dendritic cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.23 | 0.25 | 0.00 |
179
- | DN4 thymocyte | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.00 | 0.11 | 0.11 | 0.31 |
180
- | ciliated epithelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 |
181
- | erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.17 | 0.00 |
182
- | pulmonary ionocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |
183
- | mature conventional dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
184
- | pigmented ciliary epithelial cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 0.89 |
185
- | serous cell of epithelium of bronchus | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
186
- | plasmablast | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
187
- | sperm | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
188
- | Schwann cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
189
- | cell of skeletal muscle | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |
190
- | pancreatic D cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
191
- | retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
192
- | double-positive, alpha-beta thymocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |
193
- | retinal ganglion cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
194
- | myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
195
-
196
- The train accuracies are computed on the training data.
197
-
198
- | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
199
- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
200
- | macrophage | 31663 | 0.90 | 0.90 | 0.90 | 0.70 | 0.00 | 0.00 | 0.85 | 0.86 | 0.93 |
201
- | fibroblast | 29115 | 0.88 | 0.82 | 0.91 | 0.69 | 0.00 | 0.00 | 0.83 | 0.77 | 0.94 |
202
- | B cell | 17884 | 0.65 | 0.45 | 0.73 | 0.60 | 0.00 | 0.00 | 0.71 | 0.80 | 0.82 |
203
- | neutrophil | 15868 | 0.96 | 0.96 | 0.94 | 0.83 | 0.00 | 0.00 | 0.93 | 0.94 | 0.97 |
204
- | memory B cell | 14091 | 0.48 | 0.49 | 0.71 | 0.48 | 0.00 | 0.04 | 0.71 | 0.75 | 0.77 |
205
- | mesenchymal stem cell | 13886 | 0.87 | 0.84 | 0.91 | 0.70 | 0.00 | 0.00 | 0.90 | 0.81 | 0.94 |
206
- | T cell | 13235 | 0.55 | 0.44 | 0.54 | 0.37 | 0.00 | 0.04 | 0.49 | 0.58 | 0.69 |
207
- | basal cell | 12696 | 0.91 | 0.69 | 0.85 | 0.68 | 0.00 | 0.00 | 0.93 | 0.89 | 0.97 |
208
- | CD4-positive, alpha-beta T cell | 12609 | 0.53 | 0.36 | 0.79 | 0.56 | 0.00 | 0.00 | 0.65 | 0.72 | 0.80 |
209
- | classical monocyte | 12011 | 0.64 | 0.63 | 0.78 | 0.69 | 0.00 | 0.00 | 0.79 | 0.79 | 0.89 |
210
- | endothelial cell | 11869 | 0.74 | 0.68 | 0.72 | 0.57 | 0.00 | 0.00 | 0.79 | 0.75 | 0.87 |
211
- | monocyte | 11253 | 0.71 | 0.25 | 0.77 | 0.69 | 0.00 | 0.00 | 0.79 | 0.81 | 0.87 |
212
- | CD8-positive, alpha-beta T cell | 10943 | 0.55 | 0.52 | 0.55 | 0.35 | 0.00 | 0.00 | 0.59 | 0.64 | 0.73 |
213
- | plasma cell | 10351 | 0.95 | 0.95 | 0.89 | 0.59 | 0.00 | 0.00 | 0.94 | 0.95 | 0.95 |
214
- | erythrocyte | 9855 | 0.97 | 0.97 | 0.95 | 0.96 | 0.00 | 0.00 | 0.99 | 0.98 | 0.99 |
215
- | mature NK T cell | 9303 | 0.57 | 0.69 | 0.66 | 0.53 | 0.00 | 0.00 | 0.56 | 0.66 | 0.70 |
216
- | acinar cell of salivary gland | 9088 | 0.97 | 0.09 | 0.89 | 0.68 | 0.00 | 0.00 | 0.95 | 0.94 | 0.98 |
217
- | epithelial cell | 8221 | 0.89 | 0.06 | 0.82 | 0.77 | 0.00 | 0.00 | 0.86 | 0.88 | 0.91 |
218
- | CD4-positive helper T cell | 8176 | 0.37 | 0.25 | 0.58 | 0.52 | 0.00 | 0.00 | 0.56 | 0.67 | 0.76 |
219
- | kidney epithelial cell | 7499 | 1.00 | 0.27 | 0.88 | 0.83 | 0.00 | 0.00 | 0.99 | 0.99 | 1.00 |
220
- | cardiac muscle cell | 6474 | 0.93 | 0.44 | 0.88 | 0.76 | 0.00 | 0.00 | 0.93 | 0.94 | 0.93 |
221
- | effector CD4-positive, alpha-beta T cell | 6344 | 0.26 | 0.24 | 0.49 | 0.38 | 0.00 | 0.00 | 0.47 | 0.62 | 0.63 |
222
- | naive B cell | 6081 | 0.41 | 0.52 | 0.66 | 0.35 | 0.00 | 0.04 | 0.78 | 0.80 | 0.80 |
223
- | CD8-positive, alpha-beta memory T cell | 5438 | 0.24 | 0.36 | 0.48 | 0.35 | 0.00 | 0.00 | 0.42 | 0.50 | 0.60 |
224
- | effector CD8-positive, alpha-beta T cell | 5338 | 0.30 | 0.07 | 0.38 | 0.38 | 0.00 | 0.00 | 0.50 | 0.59 | 0.59 |
225
- | pancreatic acinar cell | 4993 | 0.94 | 0.96 | 0.95 | 0.91 | 0.00 | 0.00 | 0.97 | 0.96 | 0.98 |
226
- | luminal epithelial cell of mammary gland | 4881 | 0.99 | 0.00 | 0.94 | 0.65 | 0.00 | 0.01 | 0.98 | 0.96 | 0.99 |
227
- | type I NK T cell | 4786 | 0.19 | 0.09 | 0.20 | 0.17 | 0.00 | 0.00 | 0.34 | 0.41 | 0.43 |
228
- | innate lymphoid cell | 4641 | 0.14 | 0.15 | 0.29 | 0.20 | 0.00 | 0.00 | 0.31 | 0.44 | 0.35 |
229
- | capillary endothelial cell | 4611 | 0.70 | 0.59 | 0.72 | 0.54 | 0.00 | 0.00 | 0.80 | 0.77 | 0.85 |
230
- | skeletal muscle satellite stem cell | 4423 | 0.98 | 0.66 | 0.96 | 0.64 | 0.00 | 0.00 | 0.97 | 0.95 | 0.99 |
231
- | conjunctival epithelial cell | 4080 | 0.94 | 0.72 | 0.74 | 0.71 | 0.00 | 0.00 | 0.95 | 0.92 | 0.97 |
232
- | pericyte | 4079 | 0.65 | 0.59 | 0.77 | 0.52 | 0.00 | 0.01 | 0.81 | 0.76 | 0.84 |
233
- | CD4-positive, alpha-beta memory T cell | 4038 | 0.10 | 0.19 | 0.50 | 0.25 | 0.00 | 0.00 | 0.32 | 0.46 | 0.50 |
234
- | bladder urothelial cell | 3732 | 0.98 | 0.79 | 0.97 | 0.56 | 0.00 | 0.00 | 0.97 | 0.97 | 0.98 |
235
- | smooth muscle cell | 3660 | 0.79 | 0.77 | 0.85 | 0.69 | 0.00 | 0.00 | 0.88 | 0.84 | 0.90 |
236
- | keratinocyte | 3303 | 0.77 | 0.00 | 0.71 | 0.81 | 0.00 | 0.00 | 0.98 | 0.93 | 0.97 |
237
- | endothelial cell of vascular tree | 3250 | 0.87 | 0.83 | 0.64 | 0.51 | 0.00 | 0.00 | 0.91 | 0.87 | 0.93 |
238
- | stromal cell | 3077 | 0.90 | 0.16 | 0.81 | 0.54 | 0.00 | 0.00 | 0.88 | 0.82 | 0.95 |
239
- | vein endothelial cell | 3056 | 0.53 | 0.34 | 0.55 | 0.33 | 0.00 | 0.00 | 0.72 | 0.70 | 0.79 |
240
- | basal cell of prostate epithelium | 2996 | 0.75 | 0.02 | 0.79 | 0.64 | 0.00 | 0.00 | 0.76 | 0.79 | 0.83 |
241
- | naive thymus-derived CD4-positive, alpha-beta T cell | 2917 | 0.18 | 0.21 | 0.44 | 0.20 | 0.00 | 0.00 | 0.37 | 0.46 | 0.50 |
242
- | myofibroblast cell | 2773 | 0.67 | 0.07 | 0.81 | 0.44 | 0.00 | 0.00 | 0.82 | 0.76 | 0.87 |
243
- | enterocyte of epithelium of large intestine | 2522 | 0.72 | 0.00 | 0.83 | 0.51 | 0.00 | 0.00 | 0.93 | 0.91 | 0.93 |
244
- | vascular associated smooth muscle cell | 2423 | 0.37 | 0.08 | 0.71 | 0.48 | 0.00 | 0.00 | 0.79 | 0.76 | 0.83 |
245
- | cardiac endothelial cell | 2405 | 0.93 | 0.06 | 0.71 | 0.53 | 0.00 | 0.00 | 0.97 | 0.93 | 0.98 |
246
- | pancreatic ductal cell | 2205 | 0.90 | 0.75 | 0.92 | 0.75 | 0.00 | 0.00 | 0.96 | 0.94 | 0.96 |
247
- | enterocyte | 2131 | 0.58 | 0.29 | 0.71 | 0.56 | 0.00 | 0.00 | 0.89 | 0.88 | 0.92 |
248
- | leukocyte | 2056 | 0.90 | 0.71 | 0.61 | 0.29 | 0.00 | 0.00 | 0.79 | 0.83 | 0.93 |
249
- | mast cell | 2035 | 0.82 | 0.81 | 0.83 | 0.49 | 0.00 | 0.00 | 0.88 | 0.91 | 0.92 |
250
- | myeloid cell | 1997 | 0.91 | 0.09 | 0.65 | 0.43 | 0.00 | 0.00 | 0.88 | 0.91 | 0.96 |
251
- | club cell | 1880 | 0.24 | 0.40 | 0.38 | 0.36 | 0.00 | 0.00 | 0.31 | 0.28 | 0.29 |
252
- | fibroblast of breast | 1848 | 0.96 | 0.00 | 0.85 | 0.41 | 0.00 | 0.03 | 0.93 | 0.85 | 0.97 |
253
- | DN3 thymocyte | 1615 | 0.03 | 0.00 | 0.57 | 0.36 | 0.00 | 0.00 | 0.55 | 0.56 | 0.69 |
254
- | duct epithelial cell | 1535 | 0.75 | 0.34 | 0.80 | 0.43 | 0.00 | 0.00 | 0.85 | 0.72 | 0.92 |
255
- | hepatocyte | 1403 | 0.95 | 0.99 | 0.79 | 0.83 | 0.00 | 0.00 | 0.98 | 0.96 | 0.99 |
256
- | CD8-positive, alpha-beta cytokine secreting effector T cell | 1351 | 0.41 | 0.00 | 0.33 | 0.39 | 0.00 | 0.00 | 0.49 | 0.54 | 0.57 |
257
- | corneal epithelial cell | 1331 | 0.92 | 0.00 | 0.89 | 0.81 | 0.00 | 0.00 | 0.96 | 0.95 | 0.97 |
258
- | regulatory T cell | 1174 | 0.08 | 0.17 | 0.18 | 0.06 | 0.00 | 0.00 | 0.57 | 0.64 | 0.68 |
259
- | endothelial cell of artery | 1089 | 0.49 | 0.42 | 0.57 | 0.08 | 0.00 | 0.00 | 0.63 | 0.60 | 0.73 |
260
- | enterocyte of epithelium of small intestine | 1019 | 0.69 | 0.00 | 0.90 | 0.64 | 0.00 | 0.00 | 0.94 | 0.91 | 0.93 |
261
- | luminal cell of prostate epithelium | 995 | 0.83 | 0.28 | 0.93 | 0.81 | 0.00 | 0.00 | 0.93 | 0.95 | 0.95 |
262
- | endothelial cell of lymphatic vessel | 940 | 0.75 | 0.62 | 0.73 | 0.16 | 0.00 | 0.00 | 0.73 | 0.78 | 0.82 |
263
- | non-classical monocyte | 934 | 0.38 | 0.00 | 0.60 | 0.19 | 0.00 | 0.00 | 0.47 | 0.55 | 0.68 |
264
- | DN1 thymic pro-T cell | 869 | 0.09 | 0.00 | 0.04 | 0.17 | 0.00 | 0.00 | 0.44 | 0.39 | 0.47 |
265
- | eye photoreceptor cell | 800 | 0.89 | 0.96 | 0.95 | 0.87 | 0.00 | 0.00 | 1.00 | 0.99 | 0.96 |
266
- | paneth cell of colon | 811 | 0.00 | 0.00 | 0.74 | 0.39 | 0.00 | 0.00 | 0.93 | 0.88 | 0.84 |
267
- | granulocyte | 784 | 0.79 | 0.76 | 0.82 | 0.37 | 0.00 | 0.00 | 0.78 | 0.76 | 0.89 |
268
- | erythroid progenitor cell | 760 | 0.60 | 0.65 | 0.73 | 0.50 | 0.00 | 0.00 | 0.83 | 0.79 | 0.86 |
269
- | adventitial cell | 736 | 0.30 | 0.00 | 0.68 | 0.10 | 0.00 | 0.00 | 0.41 | 0.39 | 0.66 |
270
- | hematopoietic stem cell | 713 | 0.54 | 0.15 | 0.62 | 0.11 | 0.00 | 0.00 | 0.80 | 0.84 | 0.85 |
271
- | respiratory goblet cell | 680 | 0.74 | 0.36 | 0.92 | 0.51 | 0.00 | 0.00 | 0.76 | 0.79 | 0.91 |
272
- | naive regulatory T cell | 681 | 0.14 | 0.00 | 0.24 | 0.12 | 0.00 | 0.00 | 0.54 | 0.51 | 0.56 |
273
- | basophil | 645 | 0.19 | 0.00 | 0.65 | 0.66 | 0.00 | 0.00 | 0.86 | 0.89 | 0.88 |
274
- | naive thymus-derived CD8-positive, alpha-beta T cell | 638 | 0.22 | 0.00 | 0.44 | 0.19 | 0.00 | 0.00 | 0.39 | 0.41 | 0.51 |
275
- | intermediate monocyte | 615 | 0.20 | 0.01 | 0.48 | 0.07 | 0.00 | 0.00 | 0.29 | 0.26 | 0.53 |
276
- | paneth cell of epithelium of small intestine | 592 | 0.68 | 0.14 | 0.68 | 0.40 | 0.00 | 0.00 | 0.96 | 0.91 | 0.93 |
277
- | CD8-positive, alpha-beta cytotoxic T cell | 557 | 0.07 | 0.00 | 0.17 | 0.29 | 0.00 | 0.00 | 0.37 | 0.34 | 0.58 |
278
- | lung ciliated cell | 538 | 0.75 | 0.08 | 0.96 | 0.64 | 0.00 | 0.00 | 0.93 | 0.97 | 0.97 |
279
- | keratocyte | 537 | 0.81 | 0.00 | 0.46 | 0.14 | 0.00 | 0.00 | 0.70 | 0.52 | 0.68 |
280
- | thymocyte | 499 | 0.30 | 0.00 | 0.31 | 0.35 | 0.00 | 0.00 | 0.81 | 0.91 | 0.90 |
281
- | dendritic cell | 467 | 0.36 | 0.10 | 0.67 | 0.16 | 0.00 | 0.01 | 0.44 | 0.49 | 0.73 |
282
- | lung microvascular endothelial cell | 436 | 0.61 | 0.00 | 0.65 | 0.24 | 0.00 | 0.00 | 0.70 | 0.79 | 0.83 |
283
- | retinal blood vessel endothelial cell | 419 | 0.46 | 0.00 | 0.14 | 0.19 | 0.00 | 0.00 | 0.79 | 0.83 | 0.83 |
284
- | muscle cell | 403 | 0.79 | 0.50 | 0.73 | 0.14 | 0.00 | 0.00 | 0.87 | 0.74 | 0.84 |
285
- | endothelial cell of hepatic sinusoid | 369 | 0.90 | 0.01 | 0.50 | 0.17 | 0.00 | 0.00 | 0.81 | 0.83 | 0.95 |
286
- | T follicular helper cell | 363 | 0.00 | 0.00 | 0.13 | 0.05 | 0.00 | 0.00 | 0.59 | 0.49 | 0.75 |
287
- | pancreatic stellate cell | 356 | 0.87 | 0.00 | 0.79 | 0.30 | 0.00 | 0.00 | 0.71 | 0.80 | 0.93 |
288
- | large intestine goblet cell | 348 | 0.56 | 0.00 | 0.82 | 0.06 | 0.00 | 0.00 | 0.92 | 0.92 | 0.93 |
289
- | Mueller cell | 332 | 0.47 | 0.52 | 0.72 | 0.28 | 0.00 | 0.00 | 0.98 | 0.96 | 0.88 |
290
- | fast muscle cell | 321 | 0.79 | 0.94 | 0.96 | 0.58 | 0.00 | 0.00 | 0.99 | 0.93 | 0.97 |
291
- | ciliated cell | 281 | 0.00 | 0.49 | 0.90 | 0.58 | 0.00 | 0.00 | 0.88 | 0.94 | 0.97 |
292
- | goblet cell | 270 | 0.00 | 0.13 | 0.66 | 0.13 | 0.00 | 0.00 | 0.84 | 0.79 | 0.89 |
293
- | CD1c-positive myeloid dendritic cell | 273 | 0.23 | 0.16 | 0.40 | 0.09 | 0.00 | 0.00 | 0.40 | 0.39 | 0.57 |
294
- | small intestine goblet cell | 266 | 0.00 | 0.00 | 0.88 | 0.33 | 0.00 | 0.00 | 0.89 | 0.94 | 0.97 |
295
- | common myeloid progenitor | 254 | 0.00 | 0.21 | 0.70 | 0.14 | 0.00 | 0.00 | 0.86 | 0.92 | 0.92 |
296
- | platelet | 246 | 0.76 | 0.61 | 0.82 | 0.36 | 0.00 | 0.00 | 0.76 | 0.73 | 0.89 |
297
- | secretory cell | 223 | 0.00 | 0.01 | 0.76 | 0.12 | 0.00 | 0.00 | 0.61 | 0.51 | 0.87 |
298
- | fibroblast of cardiac tissue | 231 | 0.96 | 0.00 | 0.86 | 0.18 | 0.00 | 0.00 | 0.77 | 0.52 | 0.96 |
299
- | connective tissue cell | 224 | 0.00 | 0.00 | 0.94 | 0.09 | 0.00 | 0.00 | 0.51 | 0.39 | 0.96 |
300
- | intestinal crypt stem cell | 225 | 0.00 | 0.30 | 0.58 | 0.10 | 0.00 | 0.00 | 0.82 | 0.85 | 0.91 |
301
- | tendon cell | 215 | 0.07 | 0.01 | 0.63 | 0.19 | 0.00 | 0.00 | 0.50 | 0.39 | 0.56 |
302
- | transit amplifying cell of small intestine | 200 | 0.00 | 0.07 | 0.40 | 0.10 | 0.00 | 0.00 | 0.83 | 0.82 | 0.64 |
303
- | microglial cell | 195 | 0.61 | 0.00 | 0.69 | 0.00 | 0.00 | 0.00 | 0.35 | 0.31 | 0.72 |
304
- | melanocyte | 191 | 0.90 | 0.74 | 0.87 | 0.28 | 0.00 | 0.00 | 0.69 | 0.81 | 0.94 |
305
- | transit amplifying cell of colon | 187 | 0.52 | 0.32 | 0.40 | 0.11 | 0.00 | 0.00 | 0.91 | 0.83 | 0.77 |
306
- | myometrial cell | 175 | 0.31 | 0.00 | 0.56 | 0.10 | 0.00 | 0.00 | 0.50 | 0.69 | 0.71 |
307
- | myoepithelial cell | 164 | 0.77 | 0.28 | 0.68 | 0.21 | 0.00 | 0.00 | 0.78 | 0.82 | 0.91 |
308
- | radial glial cell | 182 | 0.00 | 0.01 | 0.33 | 0.08 | 0.00 | 0.00 | 0.67 | 0.58 | 0.80 |
309
- | epithelial cell of uterus | 175 | 0.69 | 0.05 | 0.83 | 0.09 | 0.00 | 0.00 | 0.67 | 0.65 | 0.77 |
310
- | intestinal tuft cell | 177 | 0.83 | 0.08 | 0.78 | 0.07 | 0.00 | 0.00 | 0.78 | 0.88 | 0.96 |
311
- | CD141-positive myeloid dendritic cell | 170 | 0.00 | 0.29 | 0.52 | 0.11 | 0.00 | 0.00 | 0.69 | 0.70 | 0.79 |
312
- | medullary thymic epithelial cell | 150 | 0.70 | 0.00 | 0.89 | 0.15 | 0.00 | 0.00 | 0.83 | 0.87 | 0.88 |
313
- | slow muscle cell | 141 | 0.00 | 0.66 | 0.93 | 0.66 | 0.00 | 0.00 | 0.98 | 0.93 | 0.97 |
314
- | stem cell | 123 | 0.00 | 0.00 | 0.49 | 0.00 | 0.00 | 0.00 | 0.73 | 0.59 | 0.70 |
315
- | intestinal crypt stem cell of large intestine | 101 | 0.00 | 0.00 | 0.08 | 0.02 | 0.00 | 0.00 | 0.77 | 0.68 | 0.89 |
316
- | intestinal enteroendocrine cell | 108 | 0.76 | 0.26 | 0.87 | 0.11 | 0.00 | 0.00 | 0.93 | 0.97 | 0.97 |
317
- | ionocyte | 93 | 0.00 | 0.03 | 0.88 | 0.00 | 0.00 | 0.00 | 0.89 | 0.86 | 0.97 |
318
- | gut endothelial cell | 88 | 0.00 | 0.00 | 0.65 | 0.00 | 0.00 | 0.00 | 0.50 | 0.46 | 0.66 |
319
- | type B pancreatic cell | 89 | 0.58 | 0.19 | 0.87 | 0.43 | 0.00 | 0.00 | 0.99 | 0.84 | 0.97 |
320
- | plasmacytoid dendritic cell | 88 | 0.44 | 0.25 | 0.38 | 0.02 | 0.00 | 0.00 | 0.49 | 0.42 | 0.68 |
321
- | bronchial smooth muscle cell | 78 | 0.00 | 0.07 | 0.43 | 0.10 | 0.00 | 0.00 | 0.64 | 0.72 | 0.77 |
322
- | tracheal goblet cell | 68 | 0.00 | 0.00 | 0.69 | 0.43 | 0.00 | 0.00 | 0.88 | 0.96 | 0.91 |
323
- | intestinal crypt stem cell of small intestine | 62 | 0.00 | 0.00 | 0.83 | 0.48 | 0.00 | 0.00 | 0.94 | 0.95 | 0.96 |
324
- | pancreatic PP cell | 58 | 0.00 | 0.00 | 0.73 | 0.03 | 0.00 | 0.00 | 0.94 | 0.95 | 0.96 |
325
- | pancreatic A cell | 67 | 0.00 | 0.14 | 0.84 | 0.45 | 0.00 | 0.00 | 0.99 | 0.99 | 0.99 |
326
- | mucus secreting cell | 55 | 0.00 | 0.00 | 0.58 | 0.16 | 0.00 | 0.00 | 0.94 | 0.99 | 0.84 |
327
- | tongue muscle cell | 56 | 0.94 | 0.00 | 0.92 | 0.00 | 0.00 | 0.00 | 0.73 | 0.52 | 0.96 |
328
- | surface ectodermal cell | 46 | 0.00 | 0.00 | 0.69 | 0.00 | 0.00 | 0.00 | 0.94 | 0.96 | 0.76 |
329
- | epithelial cell of lacrimal sac | 49 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.90 | 0.88 | 0.97 |
330
- | retinal pigment epithelial cell | 46 | 0.00 | 0.00 | 0.88 | 0.04 | 0.00 | 0.00 | 1.00 | 0.99 | 0.98 |
331
- | blood vessel endothelial cell | 44 | 0.00 | 0.00 | 0.72 | 0.09 | 0.00 | 0.00 | 0.17 | 0.92 | 0.92 |
332
- | salivary gland cell | 40 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.45 | 0.70 | 0.74 |
333
- | adipocyte | 41 | 0.00 | 0.00 | 0.68 | 0.05 | 0.00 | 0.00 | 0.98 | 0.95 | 0.95 |
334
- | immature natural killer cell | 43 | 0.00 | 0.00 | 0.05 | 0.00 | 0.00 | 0.00 | 0.34 | 0.50 | 0.63 |
335
- | duodenum glandular cell | 42 | 0.00 | 0.01 | 0.91 | 0.71 | 0.00 | 0.00 | 0.99 | 0.90 | 0.98 |
336
- | intrahepatic cholangiocyte | 37 | 0.86 | 0.00 | 0.83 | 0.00 | 0.00 | 0.00 | 0.99 | 0.93 | 0.86 |
337
- | mesothelial cell | 36 | 0.00 | 0.25 | 0.64 | 0.00 | 0.00 | 0.00 | 0.59 | 0.76 | 0.82 |
338
- | serous cell of epithelium of trachea | 38 | 0.00 | 0.00 | 0.71 | 0.00 | 0.00 | 0.00 | 0.86 | 0.80 | 0.90 |
339
- | Langerhans cell | 34 | 0.00 | 0.11 | 0.64 | 0.38 | 0.00 | 0.00 | 0.62 | 0.79 | 0.76 |
340
- | retinal bipolar neuron | 29 | 0.00 | 0.13 | 0.39 | 0.00 | 0.00 | 0.00 | 0.95 | 0.98 | 0.57 |
341
- | liver dendritic cell | 30 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.30 | 0.32 | 0.81 |
342
- | DN4 thymocyte | 27 | 0.00 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.21 | 0.33 | 0.55 |
343
- | ciliated epithelial cell | 28 | 0.00 | 0.00 | 0.55 | 0.07 | 0.00 | 0.00 | 0.73 | 0.55 | 0.59 |
344
- | erythroid lineage cell | 28 | 0.00 | 0.00 | 0.46 | 0.13 | 0.00 | 0.00 | 0.80 | 0.37 | 0.73 |
345
- | pulmonary ionocyte | 18 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.00 | 0.82 | 0.62 | 0.94 |
346
- | mature conventional dendritic cell | 16 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.73 | 0.48 |
347
- | pigmented ciliary epithelial cell | 12 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.80 | 0.96 | 0.96 |
348
- | serous cell of epithelium of bronchus | 15 | 0.00 | 0.01 | 0.33 | 0.00 | 0.00 | 0.00 | 0.97 | 1.00 | 0.75 |
349
- | plasmablast | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.27 | 0.24 | 0.00 |
350
- | sperm | 11 | 0.00 | 0.00 | 0.78 | 0.00 | 0.00 | 0.00 | 0.88 | 0.79 | 0.31 |
351
- | Schwann cell | 10 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.62 | 0.91 | 0.62 |
352
- | cell of skeletal muscle | 9 | 0.00 | 0.00 | 0.82 | 0.20 | 0.00 | 0.00 | 0.86 | 0.90 | 0.36 |
353
- | pancreatic D cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.86 |
354
- | retina horizontal cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.57 |
355
- | double-positive, alpha-beta thymocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.59 | 0.75 |
356
- | retinal ganglion cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.75 | 1.00 | 0.00 |
357
- | myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.13 | 0.86 | 0.00 |
358
-
359
- </details>
360
-
361
-
362
- # References
363
-
364
- 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
@@ -1,4 +1,4 @@
1
  {
2
- "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| macrophage | 3541 | 0.90 | 0.89 | 0.89 | 0.61 | 0.00 | 0.00 | 0.85 | 0.86 | 0.93 |\n| fibroblast | 3208 | 0.87 | 0.82 | 0.88 | 0.52 | 0.00 | 0.00 | 0.82 | 0.76 | 0.92 |\n| B cell | 1923 | 0.65 | 0.46 | 0.69 | 0.34 | 0.00 | 0.00 | 0.72 | 0.79 | 0.77 |\n| neutrophil | 1826 | 0.96 | 0.96 | 0.94 | 0.71 | 0.00 | 0.00 | 0.93 | 0.94 | 0.97 |\n| memory B cell | 1585 | 0.49 | 0.49 | 0.66 | 0.22 | 0.00 | 0.01 | 0.71 | 0.74 | 0.67 |\n| mesenchymal stem cell | 1573 | 0.88 | 0.85 | 0.84 | 0.20 | 0.00 | 0.00 | 0.89 | 0.80 | 0.92 |\n| T cell | 1444 | 0.52 | 0.39 | 0.40 | 0.11 | 0.00 | 0.05 | 0.45 | 0.54 | 0.59 |\n| basal cell | 1360 | 0.89 | 0.67 | 0.79 | 0.33 | 0.00 | 0.00 | 0.91 | 0.88 | 0.94 |\n| CD4-positive, alpha-beta T cell | 1442 | 0.52 | 0.34 | 0.67 | 0.28 | 0.00 | 0.00 | 0.64 | 0.70 | 0.74 |\n| classical monocyte | 1376 | 0.62 | 0.64 | 0.73 | 0.54 | 0.00 | 0.00 | 0.80 | 0.77 | 0.86 |\n| endothelial cell | 1315 | 0.75 | 0.66 | 0.67 | 0.35 | 0.00 | 0.00 | 0.77 | 0.73 | 0.82 |\n| monocyte | 1260 | 0.71 | 0.26 | 0.74 | 0.54 | 0.00 | 0.00 | 0.80 | 0.81 | 0.86 |\n| CD8-positive, alpha-beta T cell | 1249 | 0.56 | 0.49 | 0.46 | 0.16 | 0.00 | 0.00 | 0.58 | 0.63 | 0.68 |\n| plasma cell | 1194 | 0.94 | 0.94 | 0.89 | 0.41 | 0.00 | 0.00 | 0.93 | 0.94 | 0.95 |\n| erythrocyte | 1149 | 0.97 | 0.97 | 0.97 | 0.95 | 0.00 | 0.00 | 0.99 | 0.97 | 0.99 |\n| mature NK T cell | 1036 | 0.57 | 0.68 | 0.63 | 0.38 | 0.00 | 0.00 | 0.55 | 0.63 | 0.67 |\n| acinar cell of salivary gland | 1059 | 0.97 | 0.07 | 0.88 | 0.41 | 0.00 | 0.00 | 0.95 | 0.94 | 0.98 |\n| epithelial cell | 941 | 0.88 | 0.05 | 0.73 | 0.25 | 0.00 | 0.00 | 0.83 | 0.85 | 0.87 |\n| CD4-positive helper T cell | 896 | 0.36 | 0.24 | 0.44 | 0.18 | 0.00 | 0.00 | 0.51 | 0.61 | 0.60 |\n| kidney epithelial cell | 832 | 0.99 | 0.27 | 0.86 | 0.47 | 0.00 | 0.00 | 0.99 | 0.99 | 0.99 |\n| cardiac muscle cell | 731 | 0.93 | 0.46 | 0.89 | 0.61 | 0.00 | 0.00 | 0.93 | 0.94 | 0.94 |\n| effector CD4-positive, alpha-beta T cell | 696 | 0.26 | 0.17 | 0.40 | 0.11 | 0.00 | 0.00 | 0.42 | 0.58 | 0.49 |\n| naive B cell | 680 | 0.38 | 0.49 | 0.58 | 0.13 | 0.00 | 0.04 | 0.77 | 0.80 | 0.74 |\n| CD8-positive, alpha-beta memory T cell | 584 | 0.24 | 0.32 | 0.39 | 0.12 | 0.00 | 0.00 | 0.35 | 0.43 | 0.51 |\n| effector CD8-positive, alpha-beta T cell | 602 | 0.29 | 0.05 | 0.30 | 0.12 | 0.00 | 0.00 | 0.43 | 0.57 | 0.48 |\n| pancreatic acinar cell | 541 | 0.93 | 0.94 | 0.95 | 0.90 | 0.00 | 0.00 | 0.95 | 0.94 | 0.96 |\n| luminal epithelial cell of mammary gland | 497 | 0.99 | 0.00 | 0.93 | 0.22 | 0.00 | 0.02 | 0.98 | 0.94 | 0.99 |\n| type I NK T cell | 528 | 0.22 | 0.06 | 0.09 | 0.03 | 0.00 | 0.00 | 0.27 | 0.39 | 0.33 |\n| innate lymphoid cell | 490 | 0.13 | 0.11 | 0.16 | 0.04 | 0.00 | 0.00 | 0.25 | 0.36 | 0.24 |\n| capillary endothelial cell | 478 | 0.72 | 0.59 | 0.67 | 0.26 | 0.00 | 0.00 | 0.78 | 0.73 | 0.81 |\n| skeletal muscle satellite stem cell | 408 | 0.99 | 0.63 | 0.97 | 0.30 | 0.00 | 0.00 | 0.96 | 0.94 | 0.99 |\n| conjunctival epithelial cell | 498 | 0.95 | 0.72 | 0.77 | 0.34 | 0.00 | 0.00 | 0.94 | 0.92 | 0.96 |\n| pericyte | 460 | 0.67 | 0.61 | 0.73 | 0.25 | 0.00 | 0.02 | 0.76 | 0.74 | 0.80 |\n| CD4-positive, alpha-beta memory T cell | 455 | 0.10 | 0.14 | 0.34 | 0.03 | 0.00 | 0.00 | 0.25 | 0.39 | 0.33 |\n| bladder urothelial cell | 419 | 0.97 | 0.80 | 0.95 | 0.35 | 0.00 | 0.00 | 0.98 | 0.96 | 0.97 |\n| smooth muscle cell | 420 | 0.80 | 0.79 | 0.81 | 0.49 | 0.00 | 0.00 | 0.86 | 0.83 | 0.89 |\n| keratinocyte | 364 | 0.78 | 0.00 | 0.52 | 0.64 | 0.00 | 0.00 | 0.98 | 0.93 | 0.96 |\n| endothelial cell of vascular tree | 352 | 0.86 | 0.82 | 0.58 | 0.17 | 0.00 | 0.00 | 0.91 | 0.85 | 0.91 |\n| stromal cell | 334 | 0.90 | 0.15 | 0.81 | 0.35 | 0.00 | 0.00 | 0.89 | 0.79 | 0.93 |\n| vein endothelial cell | 323 | 0.54 | 0.25 | 0.45 | 0.14 | 0.00 | 0.00 | 0.67 | 0.67 | 0.73 |\n| basal cell of prostate epithelium | 302 | 0.70 | 0.01 | 0.73 | 0.38 | 0.00 | 0.00 | 0.70 | 0.74 | 0.77 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 326 | 0.16 | 0.15 | 0.31 | 0.01 | 0.00 | 0.00 | 0.32 | 0.43 | 0.38 |\n| myofibroblast cell | 297 | 0.68 | 0.06 | 0.76 | 0.11 | 0.00 | 0.00 | 0.80 | 0.75 | 0.82 |\n| enterocyte of epithelium of large intestine | 242 | 0.69 | 0.00 | 0.71 | 0.29 | 0.00 | 0.00 | 0.89 | 0.88 | 0.88 |\n| vascular associated smooth muscle cell | 248 | 0.34 | 0.07 | 0.58 | 0.20 | 0.00 | 0.00 | 0.71 | 0.69 | 0.74 |\n| cardiac endothelial cell | 259 | 0.95 | 0.05 | 0.59 | 0.38 | 0.00 | 0.00 | 0.98 | 0.94 | 0.99 |\n| pancreatic ductal cell | 226 | 0.87 | 0.70 | 0.90 | 0.57 | 0.00 | 0.00 | 0.92 | 0.88 | 0.92 |\n| enterocyte | 275 | 0.62 | 0.35 | 0.56 | 0.35 | 0.00 | 0.00 | 0.87 | 0.86 | 0.88 |\n| leukocyte | 230 | 0.88 | 0.69 | 0.31 | 0.06 | 0.00 | 0.00 | 0.76 | 0.81 | 0.88 |\n| mast cell | 203 | 0.81 | 0.79 | 0.82 | 0.20 | 0.00 | 0.00 | 0.88 | 0.91 | 0.90 |\n| myeloid cell | 230 | 0.93 | 0.13 | 0.56 | 0.05 | 0.00 | 0.00 | 0.88 | 0.88 | 0.96 |\n| club cell | 236 | 0.25 | 0.41 | 0.35 | 0.08 | 0.00 | 0.00 | 0.32 | 0.28 | 0.29 |\n| fibroblast of breast | 218 | 0.97 | 0.00 | 0.78 | 0.05 | 0.00 | 0.02 | 0.95 | 0.83 | 0.97 |\n| DN3 thymocyte | 173 | 0.02 | 0.00 | 0.34 | 0.07 | 0.00 | 0.00 | 0.46 | 0.50 | 0.43 |\n| duct epithelial cell | 158 | 0.69 | 0.31 | 0.77 | 0.23 | 0.00 | 0.00 | 0.81 | 0.67 | 0.88 |\n| hepatocyte | 155 | 0.93 | 0.99 | 0.65 | 0.66 | 0.00 | 0.00 | 0.96 | 0.95 | 0.97 |\n| CD8-positive, alpha-beta cytokine secreting effector T cell | 142 | 0.38 | 0.00 | 0.27 | 0.10 | 0.00 | 0.00 | 0.44 | 0.48 | 0.51 |\n| corneal epithelial cell | 157 | 0.92 | 0.00 | 0.90 | 0.64 | 0.00 | 0.00 | 0.95 | 0.93 | 0.95 |\n| regulatory T cell | 129 | 0.04 | 0.09 | 0.08 | 0.00 | 0.00 | 0.00 | 0.42 | 0.53 | 0.53 |\n| endothelial cell of artery | 113 | 0.50 | 0.44 | 0.45 | 0.02 | 0.00 | 0.00 | 0.59 | 0.50 | 0.67 |\n| enterocyte of epithelium of small intestine | 81 | 0.68 | 0.00 | 0.84 | 0.09 | 0.00 | 0.00 | 0.86 | 0.79 | 0.89 |\n| luminal cell of prostate epithelium | 97 | 0.79 | 0.36 | 0.91 | 0.60 | 0.00 | 0.00 | 0.92 | 0.92 | 0.91 |\n| endothelial cell of lymphatic vessel | 112 | 0.70 | 0.55 | 0.62 | 0.02 | 0.00 | 0.00 | 0.67 | 0.70 | 0.74 |\n| non-classical monocyte | 110 | 0.39 | 0.00 | 0.47 | 0.08 | 0.00 | 0.00 | 0.42 | 0.51 | 0.62 |\n| DN1 thymic pro-T cell | 116 | 0.15 | 0.00 | 0.00 | 0.02 | 0.00 | 0.00 | 0.35 | 0.32 | 0.38 |\n| eye photoreceptor cell | 91 | 0.92 | 0.96 | 0.94 | 0.79 | 0.00 | 0.00 | 0.98 | 0.98 | 0.96 |\n| paneth cell of colon | 77 | 0.00 | 0.00 | 0.73 | 0.06 | 0.00 | 0.00 | 0.90 | 0.76 | 0.80 |\n| granulocyte | 71 | 0.77 | 0.73 | 0.78 | 0.17 | 0.00 | 0.00 | 0.71 | 0.61 | 0.83 |\n| erythroid progenitor cell | 83 | 0.62 | 0.59 | 0.68 | 0.27 | 0.00 | 0.00 | 0.76 | 0.71 | 0.81 |\n| adventitial cell | 79 | 0.23 | 0.00 | 0.42 | 0.00 | 0.00 | 0.00 | 0.38 | 0.34 | 0.39 |\n| hematopoietic stem cell | 81 | 0.58 | 0.15 | 0.62 | 0.00 | 0.00 | 0.00 | 0.71 | 0.71 | 0.77 |\n| respiratory goblet cell | 82 | 0.74 | 0.33 | 0.91 | 0.20 | 0.00 | 0.00 | 0.77 | 0.69 | 0.86 |\n| naive regulatory T cell | 80 | 0.14 | 0.00 | 0.16 | 0.00 | 0.00 | 0.00 | 0.41 | 0.44 | 0.40 |\n| basophil | 70 | 0.28 | 0.00 | 0.77 | 0.28 | 0.00 | 0.00 | 0.85 | 0.87 | 0.84 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 60 | 0.21 | 0.00 | 0.38 | 0.00 | 0.00 | 0.00 | 0.29 | 0.31 | 0.44 |\n| intermediate monocyte | 74 | 0.26 | 0.03 | 0.38 | 0.00 | 0.00 | 0.00 | 0.19 | 0.15 | 0.37 |\n| paneth cell of epithelium of small intestine | 55 | 0.74 | 0.06 | 0.47 | 0.18 | 0.00 | 0.00 | 0.83 | 0.80 | 0.86 |\n| CD8-positive, alpha-beta cytotoxic T cell | 73 | 0.09 | 0.00 | 0.07 | 0.04 | 0.00 | 0.00 | 0.26 | 0.27 | 0.31 |\n| lung ciliated cell | 64 | 0.75 | 0.11 | 0.94 | 0.43 | 0.00 | 0.00 | 0.94 | 0.94 | 0.97 |\n| keratocyte | 58 | 0.82 | 0.00 | 0.24 | 0.03 | 0.00 | 0.00 | 0.71 | 0.46 | 0.67 |\n| thymocyte | 54 | 0.30 | 0.00 | 0.03 | 0.03 | 0.00 | 0.00 | 0.81 | 0.90 | 0.88 |\n| dendritic cell | 66 | 0.42 | 0.11 | 0.59 | 0.08 | 0.00 | 0.02 | 0.36 | 0.44 | 0.64 |\n| lung microvascular endothelial cell | 49 | 0.63 | 0.00 | 0.54 | 0.00 | 0.00 | 0.00 | 0.62 | 0.71 | 0.73 |\n| retinal blood vessel endothelial cell | 47 | 0.41 | 0.00 | 0.04 | 0.00 | 0.00 | 0.00 | 0.72 | 0.69 | 0.64 |\n| muscle cell | 34 | 0.67 | 0.37 | 0.54 | 0.06 | 0.00 | 0.00 | 0.78 | 0.61 | 0.76 |\n| endothelial cell of hepatic sinusoid | 52 | 0.92 | 0.00 | 0.72 | 0.00 | 0.00 | 0.00 | 0.80 | 0.86 | 0.95 |\n| T follicular helper cell | 35 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.39 | 0.30 | 0.45 |\n| pancreatic stellate cell | 37 | 0.86 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.68 | 0.74 | 0.84 |\n| large intestine goblet cell | 37 | 0.59 | 0.00 | 0.81 | 0.05 | 0.00 | 0.00 | 0.95 | 0.79 | 0.95 |\n| Mueller cell | 28 | 0.44 | 0.39 | 0.61 | 0.06 | 0.00 | 0.00 | 0.93 | 0.84 | 0.83 |\n| fast muscle cell | 31 | 0.68 | 0.83 | 0.85 | 0.47 | 0.00 | 0.00 | 0.90 | 0.87 | 0.90 |\n| ciliated cell | 36 | 0.00 | 0.51 | 0.87 | 0.50 | 0.00 | 0.00 | 0.79 | 0.87 | 0.92 |\n| goblet cell | 41 | 0.00 | 0.21 | 0.56 | 0.00 | 0.00 | 0.00 | 0.72 | 0.62 | 0.78 |\n| CD1c-positive myeloid dendritic cell | 33 | 0.22 | 0.05 | 0.33 | 0.00 | 0.00 | 0.00 | 0.29 | 0.40 | 0.43 |\n| small intestine goblet cell | 34 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.00 | 0.84 | 0.79 | 0.93 |\n| common myeloid progenitor | 36 | 0.00 | 0.20 | 0.60 | 0.00 | 0.00 | 0.00 | 0.58 | 0.62 | 0.68 |\n| platelet | 22 | 0.78 | 0.60 | 0.78 | 0.41 | 0.00 | 0.00 | 0.70 | 0.66 | 0.86 |\n| secretory cell | 30 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.45 | 0.38 | 0.68 |\n| fibroblast of cardiac tissue | 19 | 0.95 | 0.00 | 0.82 | 0.00 | 0.00 | 0.00 | 0.62 | 0.43 | 0.95 |\n| connective tissue cell | 25 | 0.00 | 0.00 | 0.78 | 0.00 | 0.00 | 0.00 | 0.43 | 0.31 | 0.81 |\n| intestinal crypt stem cell | 20 | 0.00 | 0.31 | 0.34 | 0.00 | 0.00 | 0.00 | 0.67 | 0.65 | 0.76 |\n| tendon cell | 19 | 0.03 | 0.00 | 0.35 | 0.00 | 0.00 | 0.00 | 0.42 | 0.26 | 0.38 |\n| transit amplifying cell of small intestine | 27 | 0.00 | 0.00 | 0.28 | 0.00 | 0.00 | 0.00 | 0.52 | 0.50 | 0.58 |\n| microglial cell | 14 | 0.64 | 0.00 | 0.25 | 0.00 | 0.00 | 0.00 | 0.23 | 0.18 | 0.78 |\n| melanocyte | 17 | 0.91 | 0.76 | 0.84 | 0.11 | 0.00 | 0.00 | 0.62 | 0.75 | 0.94 |\n| transit amplifying cell of colon | 21 | 0.53 | 0.34 | 0.34 | 0.00 | 0.00 | 0.00 | 0.86 | 0.67 | 0.76 |\n| myometrial cell | 24 | 0.29 | 0.00 | 0.21 | 0.00 | 0.00 | 0.00 | 0.36 | 0.52 | 0.56 |\n| myoepithelial cell | 32 | 0.76 | 0.34 | 0.61 | 0.06 | 0.00 | 0.00 | 0.97 | 0.91 | 0.90 |\n| radial glial cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.34 | 0.36 | 0.43 |\n| epithelial cell of uterus | 19 | 0.57 | 0.00 | 0.46 | 0.00 | 0.00 | 0.00 | 0.52 | 0.53 | 0.60 |\n| intestinal tuft cell | 16 | 0.81 | 0.07 | 0.73 | 0.00 | 0.00 | 0.00 | 0.67 | 0.65 | 0.81 |\n| CD141-positive myeloid dendritic cell | 14 | 0.00 | 0.15 | 0.31 | 0.00 | 0.00 | 0.00 | 0.21 | 0.56 | 0.40 |\n| medullary thymic epithelial cell | 16 | 0.57 | 0.00 | 0.79 | 0.12 | 0.00 | 0.00 | 0.71 | 0.81 | 0.73 |\n| slow muscle cell | 22 | 0.00 | 0.70 | 0.91 | 0.52 | 0.00 | 0.00 | 0.91 | 0.82 | 0.95 |\n| stem cell | 21 | 0.00 | 0.00 | 0.41 | 0.00 | 0.00 | 0.00 | 0.60 | 0.47 | 0.44 |\n| intestinal crypt stem cell of large intestine | 13 | 0.00 | 0.00 | 0.14 | 0.00 | 0.00 | 0.00 | 0.41 | 0.34 | 0.38 |\n| intestinal enteroendocrine cell | 5 | 0.60 | 0.14 | 0.80 | 0.00 | 0.00 | 0.00 | 0.67 | 0.89 | 0.89 |\n| ionocyte | 7 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.78 | 0.78 | 0.93 |\n| gut endothelial cell | 11 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.43 | 0.28 | 0.00 |\n| type B pancreatic cell | 10 | 0.57 | 0.00 | 0.71 | 0.46 | 0.00 | 0.00 | 0.95 | 0.72 | 0.91 |\n| plasmacytoid dendritic cell | 8 | 0.63 | 0.31 | 0.62 | 0.00 | 0.00 | 0.00 | 0.52 | 0.36 | 0.71 |\n| bronchial smooth muscle cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.29 | 0.40 |\n| tracheal goblet cell | 9 | 0.00 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.70 | 0.74 | 0.78 |\n| intestinal crypt stem cell of small intestine | 9 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.82 | 0.40 | 0.82 |\n| pancreatic PP cell | 13 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.00 | 0.92 | 0.92 | 0.92 |\n| pancreatic A cell | 4 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 | 1.00 | 0.50 | 0.75 |\n| mucus secreting cell | 9 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.46 | 0.71 | 0.20 |\n| tongue muscle cell | 4 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.80 | 1.00 |\n| surface ectodermal cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.86 | 0.43 | 0.00 |\n| epithelial cell of lacrimal sac | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 0.75 | 1.00 |\n| retinal pigment epithelial cell | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 |\n| blood vessel endothelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.06 | 0.00 | 0.00 |\n| salivary gland cell | 5 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 | 0.33 | 0.53 | 0.75 |\n| adipocyte | 3 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 | 0.00 | 1.00 | 0.86 | 0.80 |\n| immature natural killer cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| duodenum glandular cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.80 | 1.00 |\n| intrahepatic cholangiocyte | 5 | 0.75 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.91 | 0.36 | 0.75 |\n| mesothelial cell | 5 | 0.00 | 0.18 | 0.33 | 0.00 | 0.00 | 0.00 | 0.42 | 0.32 | 0.15 |\n| serous cell of epithelium of trachea | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.67 | 0.36 | 0.80 |\n| Langerhans cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.40 | 0.44 | 0.00 |\n| retinal bipolar neuron | 5 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 0.60 | 0.67 |\n| liver dendritic cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.23 | 0.25 | 0.00 |\n| DN4 thymocyte | 5 | 0.00 | 0.00 | 0.75 | 0.00 | 0.00 | 0.00 | 0.11 | 0.11 | 0.31 |\n| ciliated epithelial cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.25 | 0.00 |\n| erythroid lineage cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 0.17 | 0.00 |\n| pulmonary ionocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.00 |\n| mature conventional dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pigmented ciliary epithelial cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 0.89 |\n| serous cell of epithelium of bronchus | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmablast | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| sperm | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| Schwann cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| cell of skeletal muscle | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |\n| pancreatic D cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| double-positive, alpha-beta thymocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 |\n| retinal ganglion cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |",
3
- "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| macrophage | 31663 | 0.90 | 0.90 | 0.90 | 0.70 | 0.00 | 0.00 | 0.85 | 0.86 | 0.93 |\n| fibroblast | 29115 | 0.88 | 0.82 | 0.91 | 0.69 | 0.00 | 0.00 | 0.83 | 0.77 | 0.94 |\n| B cell | 17884 | 0.65 | 0.45 | 0.73 | 0.60 | 0.00 | 0.00 | 0.71 | 0.80 | 0.82 |\n| neutrophil | 15868 | 0.96 | 0.96 | 0.94 | 0.83 | 0.00 | 0.00 | 0.93 | 0.94 | 0.97 |\n| memory B cell | 14091 | 0.48 | 0.49 | 0.71 | 0.48 | 0.00 | 0.04 | 0.71 | 0.75 | 0.77 |\n| mesenchymal stem cell | 13886 | 0.87 | 0.84 | 0.91 | 0.70 | 0.00 | 0.00 | 0.90 | 0.81 | 0.94 |\n| T cell | 13235 | 0.55 | 0.44 | 0.54 | 0.37 | 0.00 | 0.04 | 0.49 | 0.58 | 0.69 |\n| basal cell | 12696 | 0.91 | 0.69 | 0.85 | 0.68 | 0.00 | 0.00 | 0.93 | 0.89 | 0.97 |\n| CD4-positive, alpha-beta T cell | 12609 | 0.53 | 0.36 | 0.79 | 0.56 | 0.00 | 0.00 | 0.65 | 0.72 | 0.80 |\n| classical monocyte | 12011 | 0.64 | 0.63 | 0.78 | 0.69 | 0.00 | 0.00 | 0.79 | 0.79 | 0.89 |\n| endothelial cell | 11869 | 0.74 | 0.68 | 0.72 | 0.57 | 0.00 | 0.00 | 0.79 | 0.75 | 0.87 |\n| monocyte | 11253 | 0.71 | 0.25 | 0.77 | 0.69 | 0.00 | 0.00 | 0.79 | 0.81 | 0.87 |\n| CD8-positive, alpha-beta T cell | 10943 | 0.55 | 0.52 | 0.55 | 0.35 | 0.00 | 0.00 | 0.59 | 0.64 | 0.73 |\n| plasma cell | 10351 | 0.95 | 0.95 | 0.89 | 0.59 | 0.00 | 0.00 | 0.94 | 0.95 | 0.95 |\n| erythrocyte | 9855 | 0.97 | 0.97 | 0.95 | 0.96 | 0.00 | 0.00 | 0.99 | 0.98 | 0.99 |\n| mature NK T cell | 9303 | 0.57 | 0.69 | 0.66 | 0.53 | 0.00 | 0.00 | 0.56 | 0.66 | 0.70 |\n| acinar cell of salivary gland | 9088 | 0.97 | 0.09 | 0.89 | 0.68 | 0.00 | 0.00 | 0.95 | 0.94 | 0.98 |\n| epithelial cell | 8221 | 0.89 | 0.06 | 0.82 | 0.77 | 0.00 | 0.00 | 0.86 | 0.88 | 0.91 |\n| CD4-positive helper T cell | 8176 | 0.37 | 0.25 | 0.58 | 0.52 | 0.00 | 0.00 | 0.56 | 0.67 | 0.76 |\n| kidney epithelial cell | 7499 | 1.00 | 0.27 | 0.88 | 0.83 | 0.00 | 0.00 | 0.99 | 0.99 | 1.00 |\n| cardiac muscle cell | 6474 | 0.93 | 0.44 | 0.88 | 0.76 | 0.00 | 0.00 | 0.93 | 0.94 | 0.93 |\n| effector CD4-positive, alpha-beta T cell | 6344 | 0.26 | 0.24 | 0.49 | 0.38 | 0.00 | 0.00 | 0.47 | 0.62 | 0.63 |\n| naive B cell | 6081 | 0.41 | 0.52 | 0.66 | 0.35 | 0.00 | 0.04 | 0.78 | 0.80 | 0.80 |\n| CD8-positive, alpha-beta memory T cell | 5438 | 0.24 | 0.36 | 0.48 | 0.35 | 0.00 | 0.00 | 0.42 | 0.50 | 0.60 |\n| effector CD8-positive, alpha-beta T cell | 5338 | 0.30 | 0.07 | 0.38 | 0.38 | 0.00 | 0.00 | 0.50 | 0.59 | 0.59 |\n| pancreatic acinar cell | 4993 | 0.94 | 0.96 | 0.95 | 0.91 | 0.00 | 0.00 | 0.97 | 0.96 | 0.98 |\n| luminal epithelial cell of mammary gland | 4881 | 0.99 | 0.00 | 0.94 | 0.65 | 0.00 | 0.01 | 0.98 | 0.96 | 0.99 |\n| type I NK T cell | 4786 | 0.19 | 0.09 | 0.20 | 0.17 | 0.00 | 0.00 | 0.34 | 0.41 | 0.43 |\n| innate lymphoid cell | 4641 | 0.14 | 0.15 | 0.29 | 0.20 | 0.00 | 0.00 | 0.31 | 0.44 | 0.35 |\n| capillary endothelial cell | 4611 | 0.70 | 0.59 | 0.72 | 0.54 | 0.00 | 0.00 | 0.80 | 0.77 | 0.85 |\n| skeletal muscle satellite stem cell | 4423 | 0.98 | 0.66 | 0.96 | 0.64 | 0.00 | 0.00 | 0.97 | 0.95 | 0.99 |\n| conjunctival epithelial cell | 4080 | 0.94 | 0.72 | 0.74 | 0.71 | 0.00 | 0.00 | 0.95 | 0.92 | 0.97 |\n| pericyte | 4079 | 0.65 | 0.59 | 0.77 | 0.52 | 0.00 | 0.01 | 0.81 | 0.76 | 0.84 |\n| CD4-positive, alpha-beta memory T cell | 4038 | 0.10 | 0.19 | 0.50 | 0.25 | 0.00 | 0.00 | 0.32 | 0.46 | 0.50 |\n| bladder urothelial cell | 3732 | 0.98 | 0.79 | 0.97 | 0.56 | 0.00 | 0.00 | 0.97 | 0.97 | 0.98 |\n| smooth muscle cell | 3660 | 0.79 | 0.77 | 0.85 | 0.69 | 0.00 | 0.00 | 0.88 | 0.84 | 0.90 |\n| keratinocyte | 3303 | 0.77 | 0.00 | 0.71 | 0.81 | 0.00 | 0.00 | 0.98 | 0.93 | 0.97 |\n| endothelial cell of vascular tree | 3250 | 0.87 | 0.83 | 0.64 | 0.51 | 0.00 | 0.00 | 0.91 | 0.87 | 0.93 |\n| stromal cell | 3077 | 0.90 | 0.16 | 0.81 | 0.54 | 0.00 | 0.00 | 0.88 | 0.82 | 0.95 |\n| vein endothelial cell | 3056 | 0.53 | 0.34 | 0.55 | 0.33 | 0.00 | 0.00 | 0.72 | 0.70 | 0.79 |\n| basal cell of prostate epithelium | 2996 | 0.75 | 0.02 | 0.79 | 0.64 | 0.00 | 0.00 | 0.76 | 0.79 | 0.83 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 2917 | 0.18 | 0.21 | 0.44 | 0.20 | 0.00 | 0.00 | 0.37 | 0.46 | 0.50 |\n| myofibroblast cell | 2773 | 0.67 | 0.07 | 0.81 | 0.44 | 0.00 | 0.00 | 0.82 | 0.76 | 0.87 |\n| enterocyte of epithelium of large intestine | 2522 | 0.72 | 0.00 | 0.83 | 0.51 | 0.00 | 0.00 | 0.93 | 0.91 | 0.93 |\n| vascular associated smooth muscle cell | 2423 | 0.37 | 0.08 | 0.71 | 0.48 | 0.00 | 0.00 | 0.79 | 0.76 | 0.83 |\n| cardiac endothelial cell | 2405 | 0.93 | 0.06 | 0.71 | 0.53 | 0.00 | 0.00 | 0.97 | 0.93 | 0.98 |\n| pancreatic ductal cell | 2205 | 0.90 | 0.75 | 0.92 | 0.75 | 0.00 | 0.00 | 0.96 | 0.94 | 0.96 |\n| enterocyte | 2131 | 0.58 | 0.29 | 0.71 | 0.56 | 0.00 | 0.00 | 0.89 | 0.88 | 0.92 |\n| leukocyte | 2056 | 0.90 | 0.71 | 0.61 | 0.29 | 0.00 | 0.00 | 0.79 | 0.83 | 0.93 |\n| mast cell | 2035 | 0.82 | 0.81 | 0.83 | 0.49 | 0.00 | 0.00 | 0.88 | 0.91 | 0.92 |\n| myeloid cell | 1997 | 0.91 | 0.09 | 0.65 | 0.43 | 0.00 | 0.00 | 0.88 | 0.91 | 0.96 |\n| club cell | 1880 | 0.24 | 0.40 | 0.38 | 0.36 | 0.00 | 0.00 | 0.31 | 0.28 | 0.29 |\n| fibroblast of breast | 1848 | 0.96 | 0.00 | 0.85 | 0.41 | 0.00 | 0.03 | 0.93 | 0.85 | 0.97 |\n| DN3 thymocyte | 1615 | 0.03 | 0.00 | 0.57 | 0.36 | 0.00 | 0.00 | 0.55 | 0.56 | 0.69 |\n| duct epithelial cell | 1535 | 0.75 | 0.34 | 0.80 | 0.43 | 0.00 | 0.00 | 0.85 | 0.72 | 0.92 |\n| hepatocyte | 1403 | 0.95 | 0.99 | 0.79 | 0.83 | 0.00 | 0.00 | 0.98 | 0.96 | 0.99 |\n| CD8-positive, alpha-beta cytokine secreting effector T cell | 1351 | 0.41 | 0.00 | 0.33 | 0.39 | 0.00 | 0.00 | 0.49 | 0.54 | 0.57 |\n| corneal epithelial cell | 1331 | 0.92 | 0.00 | 0.89 | 0.81 | 0.00 | 0.00 | 0.96 | 0.95 | 0.97 |\n| regulatory T cell | 1174 | 0.08 | 0.17 | 0.18 | 0.06 | 0.00 | 0.00 | 0.57 | 0.64 | 0.68 |\n| endothelial cell of artery | 1089 | 0.49 | 0.42 | 0.57 | 0.08 | 0.00 | 0.00 | 0.63 | 0.60 | 0.73 |\n| enterocyte of epithelium of small intestine | 1019 | 0.69 | 0.00 | 0.90 | 0.64 | 0.00 | 0.00 | 0.94 | 0.91 | 0.93 |\n| luminal cell of prostate epithelium | 995 | 0.83 | 0.28 | 0.93 | 0.81 | 0.00 | 0.00 | 0.93 | 0.95 | 0.95 |\n| endothelial cell of lymphatic vessel | 940 | 0.75 | 0.62 | 0.73 | 0.16 | 0.00 | 0.00 | 0.73 | 0.78 | 0.82 |\n| non-classical monocyte | 934 | 0.38 | 0.00 | 0.60 | 0.19 | 0.00 | 0.00 | 0.47 | 0.55 | 0.68 |\n| DN1 thymic pro-T cell | 869 | 0.09 | 0.00 | 0.04 | 0.17 | 0.00 | 0.00 | 0.44 | 0.39 | 0.47 |\n| eye photoreceptor cell | 800 | 0.89 | 0.96 | 0.95 | 0.87 | 0.00 | 0.00 | 1.00 | 0.99 | 0.96 |\n| paneth cell of colon | 811 | 0.00 | 0.00 | 0.74 | 0.39 | 0.00 | 0.00 | 0.93 | 0.88 | 0.84 |\n| granulocyte | 784 | 0.79 | 0.76 | 0.82 | 0.37 | 0.00 | 0.00 | 0.78 | 0.76 | 0.89 |\n| erythroid progenitor cell | 760 | 0.60 | 0.65 | 0.73 | 0.50 | 0.00 | 0.00 | 0.83 | 0.79 | 0.86 |\n| adventitial cell | 736 | 0.30 | 0.00 | 0.68 | 0.10 | 0.00 | 0.00 | 0.41 | 0.39 | 0.66 |\n| hematopoietic stem cell | 713 | 0.54 | 0.15 | 0.62 | 0.11 | 0.00 | 0.00 | 0.80 | 0.84 | 0.85 |\n| respiratory goblet cell | 680 | 0.74 | 0.36 | 0.92 | 0.51 | 0.00 | 0.00 | 0.76 | 0.79 | 0.91 |\n| naive regulatory T cell | 681 | 0.14 | 0.00 | 0.24 | 0.12 | 0.00 | 0.00 | 0.54 | 0.51 | 0.56 |\n| basophil | 645 | 0.19 | 0.00 | 0.65 | 0.66 | 0.00 | 0.00 | 0.86 | 0.89 | 0.88 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 638 | 0.22 | 0.00 | 0.44 | 0.19 | 0.00 | 0.00 | 0.39 | 0.41 | 0.51 |\n| intermediate monocyte | 615 | 0.20 | 0.01 | 0.48 | 0.07 | 0.00 | 0.00 | 0.29 | 0.26 | 0.53 |\n| paneth cell of epithelium of small intestine | 592 | 0.68 | 0.14 | 0.68 | 0.40 | 0.00 | 0.00 | 0.96 | 0.91 | 0.93 |\n| CD8-positive, alpha-beta cytotoxic T cell | 557 | 0.07 | 0.00 | 0.17 | 0.29 | 0.00 | 0.00 | 0.37 | 0.34 | 0.58 |\n| lung ciliated cell | 538 | 0.75 | 0.08 | 0.96 | 0.64 | 0.00 | 0.00 | 0.93 | 0.97 | 0.97 |\n| keratocyte | 537 | 0.81 | 0.00 | 0.46 | 0.14 | 0.00 | 0.00 | 0.70 | 0.52 | 0.68 |\n| thymocyte | 499 | 0.30 | 0.00 | 0.31 | 0.35 | 0.00 | 0.00 | 0.81 | 0.91 | 0.90 |\n| dendritic cell | 467 | 0.36 | 0.10 | 0.67 | 0.16 | 0.00 | 0.01 | 0.44 | 0.49 | 0.73 |\n| lung microvascular endothelial cell | 436 | 0.61 | 0.00 | 0.65 | 0.24 | 0.00 | 0.00 | 0.70 | 0.79 | 0.83 |\n| retinal blood vessel endothelial cell | 419 | 0.46 | 0.00 | 0.14 | 0.19 | 0.00 | 0.00 | 0.79 | 0.83 | 0.83 |\n| muscle cell | 403 | 0.79 | 0.50 | 0.73 | 0.14 | 0.00 | 0.00 | 0.87 | 0.74 | 0.84 |\n| endothelial cell of hepatic sinusoid | 369 | 0.90 | 0.01 | 0.50 | 0.17 | 0.00 | 0.00 | 0.81 | 0.83 | 0.95 |\n| T follicular helper cell | 363 | 0.00 | 0.00 | 0.13 | 0.05 | 0.00 | 0.00 | 0.59 | 0.49 | 0.75 |\n| pancreatic stellate cell | 356 | 0.87 | 0.00 | 0.79 | 0.30 | 0.00 | 0.00 | 0.71 | 0.80 | 0.93 |\n| large intestine goblet cell | 348 | 0.56 | 0.00 | 0.82 | 0.06 | 0.00 | 0.00 | 0.92 | 0.92 | 0.93 |\n| Mueller cell | 332 | 0.47 | 0.52 | 0.72 | 0.28 | 0.00 | 0.00 | 0.98 | 0.96 | 0.88 |\n| fast muscle cell | 321 | 0.79 | 0.94 | 0.96 | 0.58 | 0.00 | 0.00 | 0.99 | 0.93 | 0.97 |\n| ciliated cell | 281 | 0.00 | 0.49 | 0.90 | 0.58 | 0.00 | 0.00 | 0.88 | 0.94 | 0.97 |\n| goblet cell | 270 | 0.00 | 0.13 | 0.66 | 0.13 | 0.00 | 0.00 | 0.84 | 0.79 | 0.89 |\n| CD1c-positive myeloid dendritic cell | 273 | 0.23 | 0.16 | 0.40 | 0.09 | 0.00 | 0.00 | 0.40 | 0.39 | 0.57 |\n| small intestine goblet cell | 266 | 0.00 | 0.00 | 0.88 | 0.33 | 0.00 | 0.00 | 0.89 | 0.94 | 0.97 |\n| common myeloid progenitor | 254 | 0.00 | 0.21 | 0.70 | 0.14 | 0.00 | 0.00 | 0.86 | 0.92 | 0.92 |\n| platelet | 246 | 0.76 | 0.61 | 0.82 | 0.36 | 0.00 | 0.00 | 0.76 | 0.73 | 0.89 |\n| secretory cell | 223 | 0.00 | 0.01 | 0.76 | 0.12 | 0.00 | 0.00 | 0.61 | 0.51 | 0.87 |\n| fibroblast of cardiac tissue | 231 | 0.96 | 0.00 | 0.86 | 0.18 | 0.00 | 0.00 | 0.77 | 0.52 | 0.96 |\n| connective tissue cell | 224 | 0.00 | 0.00 | 0.94 | 0.09 | 0.00 | 0.00 | 0.51 | 0.39 | 0.96 |\n| intestinal crypt stem cell | 225 | 0.00 | 0.30 | 0.58 | 0.10 | 0.00 | 0.00 | 0.82 | 0.85 | 0.91 |\n| tendon cell | 215 | 0.07 | 0.01 | 0.63 | 0.19 | 0.00 | 0.00 | 0.50 | 0.39 | 0.56 |\n| transit amplifying cell of small intestine | 200 | 0.00 | 0.07 | 0.40 | 0.10 | 0.00 | 0.00 | 0.83 | 0.82 | 0.64 |\n| microglial cell | 195 | 0.61 | 0.00 | 0.69 | 0.00 | 0.00 | 0.00 | 0.35 | 0.31 | 0.72 |\n| melanocyte | 191 | 0.90 | 0.74 | 0.87 | 0.28 | 0.00 | 0.00 | 0.69 | 0.81 | 0.94 |\n| transit amplifying cell of colon | 187 | 0.52 | 0.32 | 0.40 | 0.11 | 0.00 | 0.00 | 0.91 | 0.83 | 0.77 |\n| myometrial cell | 175 | 0.31 | 0.00 | 0.56 | 0.10 | 0.00 | 0.00 | 0.50 | 0.69 | 0.71 |\n| myoepithelial cell | 164 | 0.77 | 0.28 | 0.68 | 0.21 | 0.00 | 0.00 | 0.78 | 0.82 | 0.91 |\n| radial glial cell | 182 | 0.00 | 0.01 | 0.33 | 0.08 | 0.00 | 0.00 | 0.67 | 0.58 | 0.80 |\n| epithelial cell of uterus | 175 | 0.69 | 0.05 | 0.83 | 0.09 | 0.00 | 0.00 | 0.67 | 0.65 | 0.77 |\n| intestinal tuft cell | 177 | 0.83 | 0.08 | 0.78 | 0.07 | 0.00 | 0.00 | 0.78 | 0.88 | 0.96 |\n| CD141-positive myeloid dendritic cell | 170 | 0.00 | 0.29 | 0.52 | 0.11 | 0.00 | 0.00 | 0.69 | 0.70 | 0.79 |\n| medullary thymic epithelial cell | 150 | 0.70 | 0.00 | 0.89 | 0.15 | 0.00 | 0.00 | 0.83 | 0.87 | 0.88 |\n| slow muscle cell | 141 | 0.00 | 0.66 | 0.93 | 0.66 | 0.00 | 0.00 | 0.98 | 0.93 | 0.97 |\n| stem cell | 123 | 0.00 | 0.00 | 0.49 | 0.00 | 0.00 | 0.00 | 0.73 | 0.59 | 0.70 |\n| intestinal crypt stem cell of large intestine | 101 | 0.00 | 0.00 | 0.08 | 0.02 | 0.00 | 0.00 | 0.77 | 0.68 | 0.89 |\n| intestinal enteroendocrine cell | 108 | 0.76 | 0.26 | 0.87 | 0.11 | 0.00 | 0.00 | 0.93 | 0.97 | 0.97 |\n| ionocyte | 93 | 0.00 | 0.03 | 0.88 | 0.00 | 0.00 | 0.00 | 0.89 | 0.86 | 0.97 |\n| gut endothelial cell | 88 | 0.00 | 0.00 | 0.65 | 0.00 | 0.00 | 0.00 | 0.50 | 0.46 | 0.66 |\n| type B pancreatic cell | 89 | 0.58 | 0.19 | 0.87 | 0.43 | 0.00 | 0.00 | 0.99 | 0.84 | 0.97 |\n| plasmacytoid dendritic cell | 88 | 0.44 | 0.25 | 0.38 | 0.02 | 0.00 | 0.00 | 0.49 | 0.42 | 0.68 |\n| bronchial smooth muscle cell | 78 | 0.00 | 0.07 | 0.43 | 0.10 | 0.00 | 0.00 | 0.64 | 0.72 | 0.77 |\n| tracheal goblet cell | 68 | 0.00 | 0.00 | 0.69 | 0.43 | 0.00 | 0.00 | 0.88 | 0.96 | 0.91 |\n| intestinal crypt stem cell of small intestine | 62 | 0.00 | 0.00 | 0.83 | 0.48 | 0.00 | 0.00 | 0.94 | 0.95 | 0.96 |\n| pancreatic PP cell | 58 | 0.00 | 0.00 | 0.73 | 0.03 | 0.00 | 0.00 | 0.94 | 0.95 | 0.96 |\n| pancreatic A cell | 67 | 0.00 | 0.14 | 0.84 | 0.45 | 0.00 | 0.00 | 0.99 | 0.99 | 0.99 |\n| mucus secreting cell | 55 | 0.00 | 0.00 | 0.58 | 0.16 | 0.00 | 0.00 | 0.94 | 0.99 | 0.84 |\n| tongue muscle cell | 56 | 0.94 | 0.00 | 0.92 | 0.00 | 0.00 | 0.00 | 0.73 | 0.52 | 0.96 |\n| surface ectodermal cell | 46 | 0.00 | 0.00 | 0.69 | 0.00 | 0.00 | 0.00 | 0.94 | 0.96 | 0.76 |\n| epithelial cell of lacrimal sac | 49 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.00 | 0.90 | 0.88 | 0.97 |\n| retinal pigment epithelial cell | 46 | 0.00 | 0.00 | 0.88 | 0.04 | 0.00 | 0.00 | 1.00 | 0.99 | 0.98 |\n| blood vessel endothelial cell | 44 | 0.00 | 0.00 | 0.72 | 0.09 | 0.00 | 0.00 | 0.17 | 0.92 | 0.92 |\n| salivary gland cell | 40 | 0.00 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.45 | 0.70 | 0.74 |\n| adipocyte | 41 | 0.00 | 0.00 | 0.68 | 0.05 | 0.00 | 0.00 | 0.98 | 0.95 | 0.95 |\n| immature natural killer cell | 43 | 0.00 | 0.00 | 0.05 | 0.00 | 0.00 | 0.00 | 0.34 | 0.50 | 0.63 |\n| duodenum glandular cell | 42 | 0.00 | 0.01 | 0.91 | 0.71 | 0.00 | 0.00 | 0.99 | 0.90 | 0.98 |\n| intrahepatic cholangiocyte | 37 | 0.86 | 0.00 | 0.83 | 0.00 | 0.00 | 0.00 | 0.99 | 0.93 | 0.86 |\n| mesothelial cell | 36 | 0.00 | 0.25 | 0.64 | 0.00 | 0.00 | 0.00 | 0.59 | 0.76 | 0.82 |\n| serous cell of epithelium of trachea | 38 | 0.00 | 0.00 | 0.71 | 0.00 | 0.00 | 0.00 | 0.86 | 0.80 | 0.90 |\n| Langerhans cell | 34 | 0.00 | 0.11 | 0.64 | 0.38 | 0.00 | 0.00 | 0.62 | 0.79 | 0.76 |\n| retinal bipolar neuron | 29 | 0.00 | 0.13 | 0.39 | 0.00 | 0.00 | 0.00 | 0.95 | 0.98 | 0.57 |\n| liver dendritic cell | 30 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.00 | 0.30 | 0.32 | 0.81 |\n| DN4 thymocyte | 27 | 0.00 | 0.00 | 0.60 | 0.00 | 0.00 | 0.00 | 0.21 | 0.33 | 0.55 |\n| ciliated epithelial cell | 28 | 0.00 | 0.00 | 0.55 | 0.07 | 0.00 | 0.00 | 0.73 | 0.55 | 0.59 |\n| erythroid lineage cell | 28 | 0.00 | 0.00 | 0.46 | 0.13 | 0.00 | 0.00 | 0.80 | 0.37 | 0.73 |\n| pulmonary ionocyte | 18 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.00 | 0.82 | 0.62 | 0.94 |\n| mature conventional dendritic cell | 16 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.15 | 0.73 | 0.48 |\n| pigmented ciliary epithelial cell | 12 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.00 | 0.80 | 0.96 | 0.96 |\n| serous cell of epithelium of bronchus | 15 | 0.00 | 0.01 | 0.33 | 0.00 | 0.00 | 0.00 | 0.97 | 1.00 | 0.75 |\n| plasmablast | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.27 | 0.24 | 0.00 |\n| sperm | 11 | 0.00 | 0.00 | 0.78 | 0.00 | 0.00 | 0.00 | 0.88 | 0.79 | 0.31 |\n| Schwann cell | 10 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.62 | 0.91 | 0.62 |\n| cell of skeletal muscle | 9 | 0.00 | 0.00 | 0.82 | 0.20 | 0.00 | 0.00 | 0.86 | 0.90 | 0.36 |\n| pancreatic D cell | 8 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.86 |\n| retina horizontal cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.57 |\n| double-positive, alpha-beta thymocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.59 | 0.75 |\n| retinal ganglion cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.75 | 1.00 | 0.00 |\n| myeloid dendritic cell | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.13 | 0.86 | 0.00 |"
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| B cell | 200 | 0.98 | 0.94 | 0.78 | 0.96 | 0.00 | 0.98 | 0.97 | 0.97 | 0.98 |\n| CD4-positive, alpha-beta T cell | 474 | 0.37 | 0.75 | 0.73 | 0.69 | 0.00 | 0.58 | 0.33 | 0.47 | 0.75 |\n| fibroblast | 3096 | 0.81 | 0.92 | 0.93 | 0.89 | 0.00 | 0.63 | 0.71 | 0.66 | 0.95 |\n| CD8-positive, alpha-beta T cell | 1057 | 0.54 | 0.84 | 0.84 | 0.80 | 0.00 | 0.75 | 0.52 | 0.56 | 0.83 |\n| neutrophil | 10 | 0.75 | 0.95 | 0.32 | 0.69 | 0.00 | 1.00 | 0.65 | 0.64 | 0.95 |\n| macrophage | 10263 | 0.97 | 0.98 | 0.97 | 0.97 | 0.00 | 0.93 | 0.95 | 0.90 | 0.98 |\n| stromal cell of ovary | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell | 2909 | 0.75 | 0.94 | 0.95 | 0.86 | 0.00 | 0.73 | 0.67 | 0.63 | 0.93 |\n| basal cell | 1602 | 0.77 | 0.89 | 0.90 | 0.90 | 0.00 | 0.77 | 0.78 | 0.71 | 0.89 |\n| plasma cell | 35 | 0.76 | 0.94 | 0.42 | 0.93 | 0.00 | 0.94 | 0.96 | 0.94 | 0.93 |\n| bladder urothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| monocyte | 204 | 0.13 | 0.36 | 0.36 | 0.30 | 0.00 | 0.09 | 0.09 | 0.11 | 0.13 |\n| mesenchymal stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| smooth muscle cell | 58 | 0.06 | 0.04 | 0.25 | 0.07 | 0.00 | 0.00 | 0.04 | 0.07 | 0.07 |\n| classical monocyte | 408 | 0.62 | 0.64 | 0.64 | 0.54 | 0.00 | 0.64 | 0.26 | 0.26 | 0.66 |\n| luminal epithelial cell of mammary gland | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| capillary endothelial cell | 458 | 0.58 | 0.84 | 0.81 | 0.69 | 0.00 | 0.49 | 0.68 | 0.61 | 0.77 |\n| erythrocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| natural killer cell | 284 | 0.79 | 0.80 | 0.77 | 0.72 | 0.00 | 0.81 | 0.71 | 0.77 | 0.81 |\n| enterocyte of epithelium proper of duodenum | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| stratified squamous epithelial cell | 1626 | 0.81 | 0.89 | 0.89 | 0.91 | 0.00 | 0.85 | 0.84 | 0.81 | 0.89 |\n| acinar cell of salivary gland | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pulmonary alveolar type 2 cell | 1085 | 0.97 | 0.98 | 0.98 | 0.96 | 0.00 | 0.97 | 0.98 | 0.97 | 0.99 |\n| conjunctival epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 455 | 0.13 | 0.39 | 0.31 | 0.24 | 0.00 | 0.39 | 0.27 | 0.35 | 0.26 |\n| luminal cell of prostate epithelium | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| cardiac endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| kidney epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hepatocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| blood vessel smooth muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enterocyte of epithelium proper of ileum | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T cell | 24 | 0.11 | 0.07 | 0.22 | 0.13 | 0.00 | 0.14 | 0.08 | 0.11 | 0.27 |\n| mast cell | 131 | 0.37 | 0.37 | 0.76 | 0.44 | 0.00 | 0.60 | 0.77 | 0.67 | 0.57 |\n| skeletal muscle satellite stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| regular atrial cardiac myocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic acinar cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intermediate monocyte | 205 | 0.09 | 0.02 | 0.17 | 0.22 | 0.00 | 0.24 | 0.31 | 0.27 | 0.22 |\n| mature NK T cell | 128 | 0.23 | 0.34 | 0.32 | 0.30 | 0.00 | 0.45 | 0.26 | 0.40 | 0.46 |\n| mononuclear phagocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| fibroblast of breast | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| vascular associated smooth muscle cell | 1464 | 0.71 | 0.06 | 0.77 | 0.40 | 0.00 | 0.34 | 0.63 | 0.66 | 0.69 |\n| vein endothelial cell | 48 | 0.07 | 0.10 | 0.42 | 0.17 | 0.00 | 0.13 | 0.07 | 0.14 | 0.33 |\n| CD4-positive, alpha-beta thymocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enterocyte of epithelium of large intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myofibroblast cell | 352 | 0.00 | 0.07 | 0.39 | 0.03 | 0.00 | 0.03 | 0.63 | 0.59 | 0.28 |\n| thymic fibroblast type 2 | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| corneal epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| spermatid | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| duct epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesenchymal stem cell of adipose tissue | 5 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.02 | 0.02 | 0.00 |\n| basal cell of prostate epithelium | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of artery | 268 | 0.49 | 0.48 | 0.76 | 0.70 | 0.00 | 0.56 | 0.62 | 0.56 | 0.78 |\n| stromal cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| thymic fibroblast type 1 | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pulmonary alveolar type 1 cell | 133 | 0.85 | 0.98 | 0.92 | 0.90 | 0.00 | 0.95 | 0.97 | 0.94 | 0.99 |\n| spermatocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic ductal cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| regulatory T cell | 3 | 0.00 | 0.00 | 0.00 | 0.50 | 0.00 | 0.12 | 0.12 | 0.13 | 0.40 |\n| ventricular cardiac muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of lymphatic vessel | 52 | 0.48 | 0.77 | 0.95 | 0.79 | 0.00 | 0.51 | 0.65 | 0.44 | 0.86 |\n| hematopoietic precursor cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal blood vessel endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| small intestine goblet cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| gamma-delta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| BEST4+ enteroycte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| fibroblast of cardiac tissue | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| paneth cell of epithelium of small intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| club cell | 47 | 0.80 | 0.84 | 0.68 | 0.69 | 0.00 | 0.62 | 0.68 | 0.51 | 0.85 |\n| intestinal crypt stem cell of colon | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| progenitor cell of mammary luminal epithelium | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| basophil | 431 | 0.00 | 0.00 | 0.95 | 0.41 | 0.00 | 0.80 | 0.83 | 0.84 | 0.72 |\n| large intestine goblet cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| eye photoreceptor cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial cell of uterus | 120 | 0.96 | 0.76 | 0.84 | 0.29 | 0.00 | 0.44 | 0.95 | 0.87 | 0.96 |\n| enterocyte of epithelium proper of small intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| tissue-resident macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| acinar cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 58 | 0.51 | 0.42 | 0.00 | 0.43 | 0.00 | 0.37 | 0.39 | 0.29 | 0.56 |\n| lung ciliated cell | 269 | 0.88 | 0.85 | 0.97 | 0.77 | 0.00 | 0.98 | 0.97 | 0.86 | 0.97 |\n| activated CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| alveolar adventitial fibroblast | 135 | 0.87 | 0.10 | 0.82 | 0.66 | 0.00 | 0.79 | 0.82 | 0.83 | 0.92 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| adventitial cell | 33 | 0.00 | 0.00 | 0.67 | 0.00 | 0.00 | 0.11 | 0.33 | 0.16 | 0.38 |\n| respiratory goblet cell | 200 | 0.93 | 0.92 | 0.96 | 0.91 | 0.00 | 0.92 | 0.94 | 0.69 | 0.96 |\n| theca cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid leukocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| keratocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enteroglial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| innate lymphoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| erythroid progenitor cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myometrial cell | 652 | 0.92 | 0.00 | 0.86 | 0.59 | 0.00 | 0.56 | 0.76 | 0.74 | 0.90 |\n| endothelial cell of vascular tree | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| salivary gland cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0.00 | 0.00 |\n| granulocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| CD8-positive, alpha-beta thymocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ciliated columnar cell of tracheobronchial tree | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intrahepatic cholangiocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mural cell | 28 | 0.69 | 0.78 | 0.89 | 0.00 | 0.00 | 0.42 | 0.48 | 0.58 | 0.86 |\n| intestinal crypt stem cell of small intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| activated CD4-positive, alpha-beta T cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 17 | 0.04 | 0.00 | 0.10 | 0.10 | 0.00 | 0.08 | 0.07 | 0.07 | 0.04 |\n| Mueller cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| fast muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| platelet | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myoepithelial cell | 2 | 0.00 | 0.00 | 0.67 | 0.15 | 0.00 | 0.00 | 0.00 | 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| thymocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| intestinal tuft cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic stellate cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| tendon cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| microglial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enterocyte of epithelium proper of jejunum | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mesothelial cell | 6 | 1.00 | 0.91 | 0.80 | 0.91 | 0.00 | 0.55 | 0.60 | 0.73 | 1.00 |\n| colon endothelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| colon macrophage | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| serous cell of epithelium of trachea | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ciliated epithelial cell | 2 | 0.00 | 0.00 | 0.00 | 0.20 | 0.00 | 0.67 | 1.00 | 0.40 | 1.00 |\n| Schwann cell | 4 | 0.00 | 0.00 | 0.25 | 0.33 | 0.00 | 0.00 | 0.24 | 0.22 | 0.22 |\n| supporting cell of vestibular epithelium | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| mucus secreting cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enteroendocrine cell of small intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ovarian surface epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| transit amplifying cell of colon | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| glandular epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| melanocyte | 6 | 0.00 | 0.50 | 0.73 | 0.29 | 0.00 | 0.86 | 0.43 | 0.57 | 0.91 |\n| tracheal goblet cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hepatic stellate cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| bronchial smooth muscle cell | 23 | 0.00 | 0.00 | 0.43 | 0.00 | 0.00 | 0.48 | 0.44 | 0.45 | 0.46 |\n| paneth cell of colon | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| tongue muscle cell | 23 | 0.00 | 0.00 | 0.90 | 0.16 | 0.00 | 0.63 | 0.46 | 0.44 | 0.69 |\n| leukocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| tuft cell of colon | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| slow muscle cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| ionocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| connective tissue cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| neuro-medullary thymic epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| sebum secreting cell | 2 | 0.00 | 0.17 | 1.00 | 1.00 | 0.00 | 0.67 | 0.50 | 0.50 | 0.80 |\n| endothelial cell of arteriole | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| male germ cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| type B pancreatic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| hematopoietic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| plasmacytoid dendritic cell | 17 | 0.00 | 0.30 | 0.00 | 0.30 | 0.00 | 0.86 | 0.83 | 1.00 | 0.94 |\n| neuron | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myo-medullary thymic epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| Langerhans cell | 3 | 0.00 | 0.00 | 0.80 | 0.00 | 0.00 | 0.44 | 0.00 | 0.00 | 0.00 |\n| interstitial cell of Cajal | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| peritubular myoid cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal pigment epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| spermatogonium | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal bipolar neuron | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| endothelial cell of venule | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| vestibular dark cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic A cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| type L enteroendocrine cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| medullary thymic epithelial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| adipocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| transit amplifying cell of small intestine | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| taste receptor cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enterochromaffin-like cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| enteroendocrine cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pulmonary ionocyte | 3 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.33 | 0.50 | 0.00 |\n| glial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| oocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| serous cell of epithelium of bronchus | 4 | 0.00 | 0.40 | 0.00 | 0.00 | 0.00 | 0.89 | 0.50 | 0.67 | 0.67 |\n| radial glial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| Leydig cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| unassigned | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic D cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| T follicular helper cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retina horizontal 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 |\n| erythroid lineage cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| epithelial fate stem cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pancreatic PP cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| retinal ganglion 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| B cell | 114295 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 0.98 | 0.98 | 0.99 |\n| CD4-positive, alpha-beta T cell | 96656 | 0.60 | 0.78 | 0.86 | 0.80 | 0.00 | 0.59 | 0.43 | 0.51 | 0.81 |\n| fibroblast | 80242 | 0.82 | 0.75 | 0.95 | 0.81 | 0.00 | 0.78 | 0.67 | 0.68 | 0.91 |\n| CD8-positive, alpha-beta T cell | 75220 | 0.68 | 0.77 | 0.84 | 0.78 | 0.00 | 0.73 | 0.52 | 0.62 | 0.81 |\n| neutrophil | 69529 | 0.96 | 0.98 | 0.98 | 0.99 | 0.00 | 0.95 | 0.95 | 0.93 | 0.98 |\n| macrophage | 58809 | 0.75 | 0.81 | 0.93 | 0.85 | 0.00 | 0.77 | 0.68 | 0.68 | 0.89 |\n| stromal cell of ovary | 35003 | 0.96 | 0.60 | 0.93 | 0.91 | 0.00 | 0.94 | 0.96 | 0.94 | 0.98 |\n| endothelial cell | 30794 | 0.69 | 0.68 | 0.94 | 0.75 | 0.00 | 0.79 | 0.68 | 0.63 | 0.88 |\n| basal cell | 31924 | 0.87 | 0.83 | 0.92 | 0.86 | 0.00 | 0.85 | 0.86 | 0.81 | 0.94 |\n| plasma cell | 27314 | 0.97 | 0.97 | 0.97 | 0.98 | 0.00 | 0.98 | 0.97 | 0.97 | 0.99 |\n| bladder urothelial cell | 27241 | 0.98 | 0.96 | 0.97 | 0.86 | 0.00 | 0.94 | 0.98 | 0.97 | 0.99 |\n| monocyte | 25549 | 0.40 | 0.33 | 0.83 | 0.65 | 0.00 | 0.55 | 0.50 | 0.56 | 0.68 |\n| mesenchymal stem cell | 23497 | 0.86 | 0.72 | 0.93 | 0.69 | 0.00 | 0.91 | 0.89 | 0.82 | 0.95 |\n| smooth muscle cell | 18367 | 0.74 | 0.65 | 0.91 | 0.80 | 0.00 | 0.81 | 0.76 | 0.77 | 0.86 |\n| classical monocyte | 17792 | 0.61 | 0.53 | 0.81 | 0.68 | 0.00 | 0.67 | 0.60 | 0.65 | 0.75 |\n| luminal epithelial cell of mammary gland | 15432 | 0.98 | 0.00 | 0.97 | 0.86 | 0.00 | 0.95 | 0.98 | 0.96 | 0.99 |\n| capillary endothelial cell | 14838 | 0.71 | 0.57 | 0.91 | 0.73 | 0.00 | 0.80 | 0.70 | 0.70 | 0.84 |\n| erythrocyte | 14611 | 0.96 | 0.96 | 0.97 | 0.98 | 0.00 | 0.96 | 0.95 | 0.96 | 0.97 |\n| natural killer cell | 13947 | 0.69 | 0.73 | 0.80 | 0.74 | 0.00 | 0.74 | 0.69 | 0.71 | 0.76 |\n| enterocyte of epithelium proper of duodenum | 13495 | 0.87 | 0.29 | 0.86 | 0.83 | 0.00 | 0.94 | 0.90 | 0.89 | 0.96 |\n| stratified squamous epithelial cell | 10697 | 0.80 | 0.77 | 0.90 | 0.87 | 0.00 | 0.85 | 0.84 | 0.79 | 0.89 |\n| acinar cell of salivary gland | 12237 | 0.95 | 0.74 | 0.96 | 0.85 | 0.00 | 0.96 | 0.94 | 0.91 | 0.97 |\n| pulmonary alveolar type 2 cell | 10509 | 0.92 | 0.95 | 0.98 | 0.94 | 0.00 | 0.95 | 0.96 | 0.95 | 0.97 |\n| conjunctival epithelial cell | 11087 | 0.93 | 0.69 | 0.88 | 0.73 | 0.00 | 0.93 | 0.94 | 0.91 | 0.96 |\n| pericyte | 10429 | 0.62 | 0.50 | 0.88 | 0.69 | 0.00 | 0.67 | 0.69 | 0.68 | 0.79 |\n| luminal cell of prostate epithelium | 10652 | 0.86 | 0.54 | 0.95 | 0.84 | 0.00 | 0.93 | 0.94 | 0.92 | 0.96 |\n| cardiac endothelial cell | 10092 | 0.93 | 0.80 | 0.97 | 0.78 | 0.00 | 0.92 | 0.94 | 0.89 | 0.97 |\n| naive thymus-derived CD4-positive, alpha-beta T cell | 9827 | 0.23 | 0.02 | 0.42 | 0.04 | 0.00 | 0.28 | 0.24 | 0.29 | 0.32 |\n| kidney epithelial cell | 9278 | 0.98 | 0.14 | 0.97 | 0.92 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |\n| hepatocyte | 7414 | 0.94 | 0.98 | 0.98 | 0.94 | 0.00 | 0.99 | 0.98 | 0.96 | 1.00 |\n| blood vessel smooth muscle cell | 6642 | 0.76 | 0.21 | 0.94 | 0.75 | 0.00 | 0.93 | 0.89 | 0.79 | 0.93 |\n| enterocyte of epithelium proper of ileum | 6477 | 0.96 | 0.00 | 0.83 | 0.71 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| T cell | 6266 | 0.38 | 0.19 | 0.67 | 0.27 | 0.00 | 0.50 | 0.35 | 0.40 | 0.60 |\n| mast cell | 6091 | 0.87 | 0.87 | 0.96 | 0.91 | 0.00 | 0.95 | 0.92 | 0.91 | 0.95 |\n| skeletal muscle satellite stem cell | 6168 | 0.94 | 0.93 | 0.97 | 0.91 | 0.00 | 0.96 | 0.93 | 0.92 | 0.97 |\n| regular atrial cardiac myocyte | 5816 | 0.82 | 0.63 | 0.88 | 0.84 | 0.00 | 0.96 | 0.92 | 0.91 | 0.94 |\n| pancreatic acinar cell | 5482 | 0.95 | 0.01 | 0.96 | 0.86 | 0.00 | 0.97 | 0.96 | 0.96 | 0.98 |\n| intermediate monocyte | 5273 | 0.28 | 0.11 | 0.65 | 0.31 | 0.00 | 0.40 | 0.39 | 0.45 | 0.53 |\n| mature NK T cell | 5266 | 0.40 | 0.36 | 0.61 | 0.46 | 0.00 | 0.54 | 0.41 | 0.47 | 0.60 |\n| mononuclear phagocyte | 5336 | 0.39 | 0.00 | 0.94 | 0.39 | 0.00 | 0.78 | 0.59 | 0.54 | 0.88 |\n| fibroblast of breast | 5270 | 0.91 | 0.00 | 0.97 | 0.65 | 0.00 | 0.94 | 0.84 | 0.70 | 0.97 |\n| vascular associated smooth muscle cell | 3555 | 0.64 | 0.01 | 0.82 | 0.54 | 0.00 | 0.69 | 0.59 | 0.60 | 0.75 |\n| vein endothelial cell | 4650 | 0.37 | 0.10 | 0.82 | 0.42 | 0.00 | 0.66 | 0.53 | 0.49 | 0.70 |\n| CD4-positive, alpha-beta thymocyte | 4685 | 0.37 | 0.00 | 0.70 | 0.37 | 0.00 | 0.61 | 0.39 | 0.38 | 0.66 |\n| enterocyte of epithelium of large intestine | 4567 | 0.78 | 0.28 | 0.77 | 0.72 | 0.00 | 0.86 | 0.86 | 0.86 | 0.93 |\n| myofibroblast cell | 4084 | 0.66 | 0.18 | 0.88 | 0.60 | 0.00 | 0.51 | 0.60 | 0.62 | 0.83 |\n| thymic fibroblast type 2 | 4205 | 0.60 | 0.00 | 0.80 | 0.50 | 0.00 | 0.86 | 0.67 | 0.58 | 0.85 |\n| corneal epithelial cell | 4187 | 0.93 | 0.00 | 0.94 | 0.91 | 0.00 | 0.95 | 0.95 | 0.93 | 0.96 |\n| spermatid | 4009 | 0.91 | 0.00 | 0.98 | 0.97 | 0.00 | 0.97 | 0.99 | 0.97 | 0.99 |\n| duct epithelial cell | 3889 | 0.75 | 0.23 | 0.89 | 0.69 | 0.00 | 0.86 | 0.82 | 0.78 | 0.91 |\n| mesenchymal stem cell of adipose tissue | 3772 | 0.30 | 0.00 | 0.65 | 0.49 | 0.00 | 0.52 | 0.35 | 0.35 | 0.53 |\n| basal cell of prostate epithelium | 3495 | 0.68 | 0.02 | 0.91 | 0.66 | 0.00 | 0.84 | 0.85 | 0.80 | 0.88 |\n| endothelial cell of artery | 3203 | 0.39 | 0.32 | 0.77 | 0.49 | 0.00 | 0.61 | 0.61 | 0.55 | 0.73 |\n| stromal cell | 3454 | 0.60 | 0.00 | 0.65 | 0.59 | 0.00 | 0.75 | 0.75 | 0.74 | 0.86 |\n| thymic fibroblast type 1 | 3270 | 0.17 | 0.00 | 0.85 | 0.17 | 0.00 | 0.76 | 0.61 | 0.46 | 0.80 |\n| pulmonary alveolar type 1 cell | 2983 | 0.91 | 0.87 | 0.97 | 0.83 | 0.00 | 0.90 | 0.97 | 0.93 | 0.98 |\n| spermatocyte | 3070 | 0.82 | 0.00 | 0.97 | 0.92 | 0.00 | 0.95 | 0.98 | 0.96 | 0.98 |\n| pancreatic ductal cell | 2721 | 0.89 | 0.04 | 0.94 | 0.80 | 0.00 | 0.92 | 0.96 | 0.92 | 0.97 |\n| regulatory T cell | 2646 | 0.12 | 0.01 | 0.28 | 0.03 | 0.00 | 0.29 | 0.31 | 0.34 | 0.41 |\n| ventricular cardiac muscle cell | 2599 | 0.31 | 0.00 | 0.73 | 0.68 | 0.00 | 0.96 | 0.84 | 0.83 | 0.83 |\n| endothelial cell of lymphatic vessel | 2386 | 0.64 | 0.50 | 0.91 | 0.58 | 0.00 | 0.58 | 0.65 | 0.61 | 0.76 |\n| hematopoietic precursor cell | 2140 | 0.49 | 0.65 | 0.79 | 0.76 | 0.00 | 0.57 | 0.62 | 0.62 | 0.73 |\n| retinal blood vessel endothelial cell | 2091 | 0.23 | 0.00 | 0.89 | 0.25 | 0.00 | 0.95 | 0.67 | 0.59 | 0.90 |\n| small intestine goblet cell | 2044 | 0.84 | 0.51 | 0.92 | 0.78 | 0.00 | 0.86 | 0.94 | 0.91 | 0.95 |\n| gamma-delta T cell | 1977 | 0.34 | 0.06 | 0.70 | 0.26 | 0.00 | 0.52 | 0.51 | 0.47 | 0.74 |\n| BEST4+ enteroycte | 1970 | 0.00 | 0.43 | 0.81 | 0.67 | 0.00 | 0.85 | 0.86 | 0.85 | 0.90 |\n| fibroblast of cardiac tissue | 1947 | 0.94 | 0.28 | 0.97 | 0.53 | 0.00 | 0.43 | 0.78 | 0.77 | 0.96 |\n| paneth cell of epithelium of small intestine | 1853 | 0.50 | 0.40 | 0.77 | 0.58 | 0.00 | 0.68 | 0.71 | 0.72 | 0.84 |\n| club cell | 1700 | 0.76 | 0.67 | 0.87 | 0.67 | 0.00 | 0.76 | 0.80 | 0.77 | 0.88 |\n| intestinal crypt stem cell of colon | 1732 | 0.73 | 0.41 | 0.78 | 0.72 | 0.00 | 0.79 | 0.85 | 0.85 | 0.89 |\n| progenitor cell of mammary luminal epithelium | 1694 | 0.98 | 0.00 | 0.98 | 0.96 | 0.00 | 0.93 | 0.92 | 0.93 | 0.99 |\n| epithelial cell | 1675 | 0.88 | 0.28 | 0.97 | 0.76 | 0.00 | 0.81 | 0.91 | 0.91 | 0.95 |\n| basophil | 1238 | 0.00 | 0.01 | 0.94 | 0.60 | 0.00 | 0.84 | 0.69 | 0.75 | 0.89 |\n| large intestine goblet cell | 1557 | 0.85 | 0.52 | 0.90 | 0.70 | 0.00 | 0.81 | 0.93 | 0.88 | 0.94 |\n| eye photoreceptor cell | 1536 | 0.89 | 0.89 | 0.96 | 0.94 | 0.00 | 0.95 | 0.97 | 0.98 | 0.98 |\n| epithelial cell of uterus | 1297 | 0.84 | 0.17 | 0.96 | 0.54 | 0.00 | 0.92 | 0.86 | 0.79 | 0.98 |\n| enterocyte of epithelium proper of small intestine | 1415 | 0.26 | 0.00 | 0.76 | 0.35 | 0.00 | 0.77 | 0.66 | 0.68 | 0.78 |\n| tissue-resident macrophage | 1355 | 0.49 | 0.00 | 0.81 | 0.51 | 0.00 | 0.56 | 0.37 | 0.53 | 0.71 |\n| acinar cell | 1345 | 0.82 | 0.15 | 0.97 | 0.91 | 0.00 | 0.91 | 0.85 | 0.84 | 0.93 |\n| non-classical monocyte | 1226 | 0.25 | 0.30 | 0.43 | 0.36 | 0.00 | 0.24 | 0.33 | 0.39 | 0.55 |\n| lung ciliated cell | 940 | 0.67 | 0.16 | 0.96 | 0.81 | 0.00 | 0.97 | 0.94 | 0.92 | 0.97 |\n| activated CD8-positive, alpha-beta T cell | 1147 | 0.36 | 0.00 | 0.83 | 0.11 | 0.00 | 0.56 | 0.31 | 0.31 | 0.68 |\n| alveolar adventitial fibroblast | 978 | 0.69 | 0.02 | 0.87 | 0.44 | 0.00 | 0.62 | 0.66 | 0.72 | 0.91 |\n| naive thymus-derived CD8-positive, alpha-beta T cell | 1056 | 0.13 | 0.00 | 0.50 | 0.00 | 0.00 | 0.21 | 0.15 | 0.15 | 0.44 |\n| adventitial cell | 1012 | 0.21 | 0.00 | 0.76 | 0.11 | 0.00 | 0.28 | 0.34 | 0.37 | 0.72 |\n| respiratory goblet cell | 840 | 0.37 | 0.34 | 0.84 | 0.49 | 0.00 | 0.54 | 0.59 | 0.58 | 0.81 |\n| theca cell | 1038 | 0.68 | 0.00 | 0.85 | 0.74 | 0.00 | 0.44 | 0.74 | 0.66 | 0.84 |\n| myeloid leukocyte | 1002 | 0.28 | 0.00 | 0.76 | 0.18 | 0.00 | 0.57 | 0.32 | 0.25 | 0.74 |\n| keratocyte | 1001 | 0.34 | 0.01 | 0.59 | 0.05 | 0.00 | 0.53 | 0.45 | 0.46 | 0.65 |\n| enteroglial cell | 990 | 0.76 | 0.58 | 0.95 | 0.85 | 0.00 | 0.75 | 0.90 | 0.78 | 0.87 |\n| innate lymphoid cell | 971 | 0.17 | 0.09 | 0.48 | 0.20 | 0.00 | 0.52 | 0.24 | 0.27 | 0.45 |\n| erythroid progenitor cell | 971 | 0.59 | 0.56 | 0.82 | 0.72 | 0.00 | 0.62 | 0.77 | 0.73 | 0.76 |\n| myometrial cell | 265 | 0.28 | 0.00 | 0.53 | 0.34 | 0.00 | 0.42 | 0.44 | 0.44 | 0.76 |\n| endothelial cell of vascular tree | 875 | 0.15 | 0.03 | 0.74 | 0.47 | 0.00 | 0.63 | 0.52 | 0.49 | 0.80 |\n| hematopoietic stem cell | 858 | 0.72 | 0.57 | 0.79 | 0.77 | 0.00 | 0.74 | 0.85 | 0.84 | 0.84 |\n| salivary gland cell | 848 | 0.47 | 0.00 | 0.90 | 0.61 | 0.00 | 0.76 | 0.71 | 0.61 | 0.89 |\n| granulocyte | 769 | 0.28 | 0.00 | 0.61 | 0.46 | 0.00 | 0.41 | 0.28 | 0.21 | 0.73 |\n| CD8-positive, alpha-beta thymocyte | 731 | 0.00 | 0.00 | 0.44 | 0.17 | 0.00 | 0.44 | 0.28 | 0.33 | 0.61 |\n| ciliated columnar cell of tracheobronchial tree | 713 | 0.40 | 0.03 | 0.95 | 0.77 | 0.00 | 0.95 | 0.90 | 0.86 | 0.97 |\n| intrahepatic cholangiocyte | 665 | 0.97 | 0.17 | 0.97 | 0.61 | 0.00 | 0.96 | 0.96 | 0.89 | 0.98 |\n| mural cell | 590 | 0.25 | 0.18 | 0.94 | 0.25 | 0.00 | 0.76 | 0.49 | 0.53 | 0.95 |\n| intestinal crypt stem cell of small intestine | 587 | 0.00 | 0.08 | 0.31 | 0.11 | 0.00 | 0.37 | 0.54 | 0.59 | 0.68 |\n| activated CD4-positive, alpha-beta T cell | 572 | 0.03 | 0.00 | 0.42 | 0.01 | 0.00 | 0.23 | 0.13 | 0.13 | 0.31 |\n| myeloid dendritic cell | 554 | 0.15 | 0.05 | 0.48 | 0.26 | 0.00 | 0.16 | 0.21 | 0.22 | 0.31 |\n| Mueller cell | 506 | 0.58 | 0.38 | 0.81 | 0.77 | 0.00 | 0.84 | 0.91 | 0.93 | 0.91 |\n| fast muscle cell | 495 | 0.30 | 0.55 | 0.92 | 0.80 | 0.00 | 0.92 | 0.75 | 0.85 | 0.91 |\n| platelet | 494 | 0.91 | 0.89 | 0.93 | 0.94 | 0.00 | 0.68 | 0.86 | 0.80 | 0.93 |\n| myoepithelial cell | 484 | 0.44 | 0.21 | 0.88 | 0.74 | 0.00 | 0.45 | 0.52 | 0.42 | 0.83 |\n| common myeloid progenitor | 456 | 0.00 | 0.36 | 0.78 | 0.62 | 0.00 | 0.65 | 0.80 | 0.82 | 0.85 |\n| thymocyte | 455 | 0.00 | 0.00 | 0.59 | 0.27 | 0.00 | 0.50 | 0.24 | 0.32 | 0.85 |\n| intestinal tuft cell | 448 | 0.81 | 0.75 | 0.96 | 0.79 | 0.00 | 0.93 | 0.92 | 0.98 | 0.95 |\n| pancreatic stellate cell | 438 | 0.00 | 0.00 | 0.90 | 0.36 | 0.00 | 0.38 | 0.57 | 0.60 | 0.78 |\n| tendon cell | 420 | 0.00 | 0.05 | 0.69 | 0.34 | 0.00 | 0.32 | 0.41 | 0.31 | 0.79 |\n| microglial cell | 410 | 0.13 | 0.00 | 0.71 | 0.01 | 0.00 | 0.33 | 0.28 | 0.23 | 0.64 |\n| muscle cell | 406 | 0.51 | 0.00 | 0.97 | 0.93 | 0.00 | 0.89 | 0.62 | 0.94 | 0.95 |\n| enterocyte of epithelium proper of jejunum | 405 | 0.00 | 0.00 | 0.43 | 0.12 | 0.00 | 0.92 | 0.58 | 0.44 | 0.74 |\n| mesothelial cell | 344 | 0.48 | 0.41 | 0.91 | 0.72 | 0.00 | 0.56 | 0.69 | 0.72 | 0.77 |\n| colon endothelial cell | 348 | 0.00 | 0.01 | 0.81 | 0.10 | 0.00 | 0.61 | 0.36 | 0.30 | 0.86 |\n| colon macrophage | 328 | 0.00 | 0.00 | 0.81 | 0.09 | 0.00 | 0.47 | 0.34 | 0.28 | 0.89 |\n| serous cell of epithelium of trachea | 326 | 0.39 | 0.00 | 0.83 | 0.45 | 0.00 | 0.49 | 0.55 | 0.55 | 0.84 |\n| ciliated epithelial cell | 318 | 0.00 | 0.00 | 0.96 | 0.72 | 0.00 | 0.83 | 0.82 | 0.94 | 0.99 |\n| Schwann cell | 314 | 0.58 | 0.30 | 0.83 | 0.54 | 0.00 | 0.71 | 0.62 | 0.71 | 0.79 |\n| supporting cell of vestibular epithelium | 270 | 0.00 | 0.00 | 0.62 | 0.74 | 0.00 | 0.94 | 0.99 | 0.85 | 0.99 |\n| mucus secreting cell | 270 | 0.00 | 0.02 | 0.83 | 0.55 | 0.00 | 0.70 | 0.73 | 0.77 | 0.86 |\n| enteroendocrine cell of small intestine | 264 | 0.52 | 0.13 | 0.80 | 0.68 | 0.00 | 0.88 | 0.88 | 0.85 | 0.90 |\n| ovarian surface epithelial cell | 241 | 0.00 | 0.17 | 0.89 | 0.68 | 0.00 | 0.56 | 0.64 | 0.67 | 0.88 |\n| transit amplifying cell of colon | 237 | 0.00 | 0.25 | 0.60 | 0.40 | 0.00 | 0.47 | 0.73 | 0.64 | 0.82 |\n| glandular epithelial cell | 235 | 0.00 | 0.03 | 0.82 | 0.47 | 0.00 | 0.89 | 0.83 | 0.69 | 0.98 |\n| melanocyte | 228 | 0.00 | 0.26 | 0.83 | 0.51 | 0.00 | 0.78 | 0.61 | 0.74 | 0.92 |\n| tracheal goblet cell | 232 | 0.00 | 0.13 | 0.76 | 0.58 | 0.00 | 0.15 | 0.77 | 0.64 | 0.91 |\n| hepatic stellate cell | 223 | 0.00 | 0.00 | 0.66 | 0.04 | 0.00 | 0.43 | 0.41 | 0.45 | 0.80 |\n| bronchial smooth muscle cell | 197 | 0.00 | 0.00 | 0.64 | 0.06 | 0.00 | 0.47 | 0.39 | 0.48 | 0.81 |\n| paneth cell of colon | 217 | 0.00 | 0.00 | 0.74 | 0.33 | 0.00 | 0.70 | 0.82 | 0.81 | 0.91 |\n| tongue muscle cell | 179 | 0.00 | 0.00 | 0.85 | 0.14 | 0.00 | 0.61 | 0.54 | 0.51 | 0.91 |\n| leukocyte | 201 | 0.00 | 0.02 | 0.47 | 0.02 | 0.00 | 0.42 | 0.18 | 0.18 | 0.65 |\n| tuft cell of colon | 178 | 0.00 | 0.07 | 0.81 | 0.34 | 0.00 | 0.82 | 0.89 | 0.83 | 0.94 |\n| slow muscle cell | 174 | 0.00 | 0.28 | 0.87 | 0.57 | 0.00 | 0.81 | 0.80 | 0.91 | 0.93 |\n| ionocyte | 160 | 0.00 | 0.06 | 0.76 | 0.63 | 0.00 | 0.66 | 0.58 | 0.74 | 0.91 |\n| connective tissue cell | 152 | 0.00 | 0.00 | 0.92 | 0.35 | 0.00 | 0.50 | 0.23 | 0.35 | 0.92 |\n| neuro-medullary thymic epithelial cell | 135 | 0.28 | 0.30 | 0.76 | 0.61 | 0.00 | 0.36 | 0.38 | 0.54 | 0.45 |\n| sebum secreting cell | 133 | 0.00 | 0.01 | 0.90 | 0.56 | 0.00 | 0.48 | 0.64 | 0.75 | 0.90 |\n| endothelial cell of arteriole | 132 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.64 | 0.45 | 0.44 | 0.97 |\n| male germ cell | 116 | 0.00 | 0.00 | 0.86 | 0.70 | 0.00 | 0.92 | 1.00 | 0.85 | 1.00 |\n| type B pancreatic cell | 102 | 0.00 | 0.00 | 0.91 | 0.78 | 0.00 | 0.94 | 0.94 | 0.91 | 1.00 |\n| hematopoietic cell | 100 | 0.00 | 0.00 | 0.67 | 0.41 | 0.00 | 0.23 | 0.48 | 0.45 | 0.76 |\n| plasmacytoid dendritic cell | 82 | 0.00 | 0.44 | 0.46 | 0.51 | 0.00 | 0.11 | 0.37 | 0.44 | 0.68 |\n| neuron | 82 | 0.00 | 0.00 | 0.96 | 0.74 | 0.00 | 0.31 | 0.61 | 0.69 | 0.94 |\n| myeloid cell | 81 | 0.00 | 0.00 | 0.44 | 0.00 | 0.00 | 0.50 | 0.24 | 0.28 | 0.83 |\n| myo-medullary thymic epithelial cell | 77 | 0.00 | 0.00 | 0.90 | 0.70 | 0.00 | 0.78 | 0.66 | 0.91 | 0.96 |\n| Langerhans cell | 73 | 0.00 | 0.00 | 0.72 | 0.39 | 0.00 | 0.18 | 0.27 | 0.35 | 0.74 |\n| interstitial cell of Cajal | 71 | 0.00 | 0.00 | 0.95 | 0.13 | 0.00 | 0.33 | 0.37 | 0.55 | 0.95 |\n| peritubular myoid cell | 67 | 0.21 | 0.00 | 0.56 | 0.36 | 0.00 | 0.48 | 0.72 | 0.56 | 0.74 |\n| retinal pigment epithelial cell | 67 | 0.00 | 0.03 | 0.91 | 0.72 | 0.00 | 0.61 | 1.00 | 0.89 | 0.95 |\n| spermatogonium | 64 | 0.00 | 0.00 | 0.54 | 0.29 | 0.00 | 0.40 | 0.90 | 0.78 | 0.74 |\n| retinal bipolar neuron | 61 | 0.00 | 0.03 | 0.72 | 0.69 | 0.00 | 0.61 | 0.75 | 0.92 | 0.91 |\n| endothelial cell of venule | 52 | 0.00 | 0.00 | 0.91 | 0.00 | 0.00 | 0.41 | 0.67 | 0.48 | 0.97 |\n| vestibular dark cell | 49 | 0.00 | 0.00 | 0.31 | 0.18 | 0.00 | 0.75 | 0.99 | 0.84 | 1.00 |\n| pancreatic A cell | 48 | 0.00 | 0.00 | 0.92 | 0.78 | 0.00 | 0.88 | 1.00 | 0.99 | 0.99 |\n| type L enteroendocrine cell | 44 | 0.00 | 0.00 | 0.77 | 0.19 | 0.00 | 0.94 | 0.96 | 0.97 | 0.96 |\n| medullary thymic epithelial cell | 43 | 0.00 | 0.00 | 0.46 | 0.00 | 0.00 | 0.23 | 0.26 | 0.70 | 0.83 |\n| adipocyte | 39 | 0.00 | 0.00 | 0.72 | 0.44 | 0.00 | 0.32 | 0.66 | 0.51 | 0.86 |\n| transit amplifying cell of small intestine | 34 | 0.00 | 0.00 | 0.32 | 0.19 | 0.00 | 0.17 | 0.60 | 0.62 | 0.91 |\n| taste receptor cell | 32 | 0.00 | 0.00 | 0.73 | 0.00 | 0.00 | 0.33 | 0.57 | 0.29 | 0.88 |\n| enterochromaffin-like cell | 27 | 0.00 | 0.05 | 0.60 | 0.56 | 0.00 | 0.83 | 0.76 | 0.90 | 0.90 |\n| enteroendocrine cell | 25 | 0.00 | 0.00 | 0.86 | 0.38 | 0.00 | 0.62 | 0.89 | 0.93 | 0.94 |\n| pulmonary ionocyte | 22 | 0.00 | 0.00 | 0.76 | 0.08 | 0.00 | 0.33 | 0.70 | 0.85 | 0.93 |\n| glial cell | 20 | 0.00 | 0.00 | 0.70 | 0.00 | 0.00 | 0.13 | 0.49 | 0.34 | 0.58 |\n| oocyte | 18 | 0.00 | 0.01 | 0.97 | 0.78 | 0.00 | 0.55 | 0.60 | 0.97 | 0.90 |\n| serous cell of epithelium of bronchus | 11 | 0.00 | 0.00 | 0.17 | 0.00 | 0.00 | 0.13 | 0.08 | 0.92 | 1.00 |\n| radial glial cell | 13 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.04 | 0.28 | 0.25 | 0.52 |\n| Leydig cell | 10 | 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