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@@ -5,7 +5,8 @@ tags:
5
  - biology
6
  - genomics
7
  - single-cell
8
- - anndata_version:0.11.1
 
9
  - popV
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  - 'tissue: Uterus'
11
  ---
@@ -31,28 +32,28 @@ computed on a 10% random subset of the data that was not used for training.
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  | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
33
  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
34
- | fibroblast | 680 | 0.97 | 0.74 | 0.97 | 0.90 | 0.00 | 0.88 | 0.93 | 0.94 | 0.97 |
35
- | endothelial cell | 421 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 0.99 |
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- | vascular associated smooth muscle cell | 375 | 0.67 | 0.29 | 0.81 | 0.73 | 0.00 | 0.58 | 0.64 | 0.66 | 0.75 |
37
- | epithelial cell of uterus | 158 | 0.98 | 0.97 | 0.98 | 0.96 | 0.00 | 0.98 | 0.98 | 0.97 | 0.98 |
38
- | CD8-positive, alpha-beta T cell | 125 | 0.85 | 0.84 | 0.88 | 0.78 | 0.00 | 0.81 | 0.81 | 0.82 | 0.89 |
39
- | pericyte | 101 | 0.44 | 0.24 | 0.31 | 0.31 | 0.00 | 0.40 | 0.40 | 0.39 | 0.43 |
40
- | macrophage | 94 | 0.98 | 0.94 | 0.96 | 0.96 | 0.00 | 0.94 | 0.97 | 0.96 | 0.98 |
41
- | myometrial cell | 87 | 0.83 | 0.00 | 0.84 | 0.57 | 0.00 | 0.75 | 0.70 | 0.74 | 0.84 |
42
- | CD4-positive, alpha-beta T cell | 51 | 0.80 | 0.75 | 0.84 | 0.47 | 0.00 | 0.87 | 0.82 | 0.85 | 0.84 |
43
- | ciliated epithelial cell | 31 | 0.97 | 0.87 | 0.97 | 0.83 | 0.00 | 0.97 | 0.98 | 1.00 | 0.97 |
44
- | mature NK T cell | 25 | 0.69 | 0.62 | 0.75 | 0.72 | 0.00 | 0.67 | 0.74 | 0.51 | 0.79 |
45
- | neutrophil | 11 | 0.85 | 0.91 | 0.82 | 0.86 | 0.00 | 0.69 | 0.96 | 0.95 | 0.88 |
46
- | myofibroblast cell | 18 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.16 | 0.17 | 0.21 | 0.00 |
47
- | natural killer cell | 5 | 0.00 | 0.00 | 0.29 | 0.00 | 0.00 | 0.33 | 0.13 | 0.13 | 0.00 |
48
- | mast cell | 6 | 0.92 | 0.83 | 0.91 | 0.86 | 0.00 | 0.92 | 0.92 | 0.92 | 0.92 |
49
- | B cell | 5 | 0.67 | 0.80 | 0.80 | 0.89 | 0.00 | 1.00 | 1.00 | 0.91 | 1.00 |
50
- | T cell | 4 | 0.00 | 0.00 | 0.33 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
51
- | monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
52
- | plasma cell | 2 | 0.00 | 0.00 | 0.80 | 0.67 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |
53
  | skeletal muscle satellite stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
54
  | endothelial cell of lymphatic vessel | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
55
- | innate lymphoid cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
56
  | intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
57
  | adventitial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
58
  | myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
@@ -63,33 +64,33 @@ The train accuracies are computed on the training data.
63
 
64
  | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
65
  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
66
- | fibroblast | 5913 | 0.96 | 0.70 | 0.98 | 0.94 | 0.00 | 0.89 | 0.95 | 0.96 | 0.98 |
67
- | endothelial cell | 4276 | 0.99 | 0.98 | 0.99 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |
68
- | vascular associated smooth muscle cell | 3220 | 0.64 | 0.07 | 0.86 | 0.83 | 0.00 | 0.63 | 0.70 | 0.73 | 0.80 |
69
- | epithelial cell of uterus | 1259 | 0.97 | 0.94 | 0.99 | 0.97 | 0.00 | 0.98 | 0.98 | 0.98 | 0.99 |
70
- | CD8-positive, alpha-beta T cell | 1216 | 0.85 | 0.84 | 0.90 | 0.85 | 0.00 | 0.89 | 0.93 | 0.95 | 0.94 |
71
- | pericyte | 932 | 0.45 | 0.20 | 0.51 | 0.51 | 0.00 | 0.47 | 0.56 | 0.56 | 0.62 |
72
- | macrophage | 835 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.96 | 0.98 | 0.98 | 0.97 |
73
- | myometrial cell | 830 | 0.83 | 0.00 | 0.88 | 0.69 | 0.00 | 0.79 | 0.79 | 0.87 | 0.89 |
74
- | CD4-positive, alpha-beta T cell | 387 | 0.73 | 0.69 | 0.83 | 0.68 | 0.00 | 0.84 | 0.91 | 0.93 | 0.90 |
75
- | ciliated epithelial cell | 289 | 0.95 | 0.86 | 0.99 | 0.91 | 0.00 | 0.95 | 0.99 | 0.99 | 0.99 |
76
- | mature NK T cell | 182 | 0.66 | 0.44 | 0.77 | 0.74 | 0.00 | 0.81 | 0.84 | 0.90 | 0.88 |
77
- | neutrophil | 92 | 0.88 | 0.90 | 0.95 | 0.89 | 0.00 | 0.76 | 0.99 | 0.97 | 0.97 |
78
- | myofibroblast cell | 83 | 0.00 | 0.00 | 0.17 | 0.16 | 0.00 | 0.21 | 0.39 | 0.52 | 0.37 |
79
- | natural killer cell | 87 | 0.00 | 0.02 | 0.39 | 0.46 | 0.00 | 0.66 | 0.89 | 0.87 | 0.72 |
80
- | mast cell | 59 | 0.94 | 0.96 | 0.97 | 0.90 | 0.00 | 0.97 | 0.98 | 0.94 | 0.98 |
81
- | B cell | 45 | 0.78 | 0.84 | 0.97 | 0.84 | 0.00 | 0.93 | 0.99 | 1.00 | 0.99 |
82
- | T cell | 43 | 0.00 | 0.00 | 0.24 | 0.04 | 0.00 | 0.62 | 0.91 | 0.98 | 0.85 |
83
- | monocyte | 20 | 0.00 | 0.00 | 0.52 | 0.16 | 0.00 | 0.79 | 0.98 | 0.98 | 0.60 |
84
- | plasma cell | 17 | 0.00 | 0.00 | 0.97 | 0.64 | 0.00 | 0.72 | 1.00 | 1.00 | 1.00 |
85
- | skeletal muscle satellite stem cell | 17 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 0.89 | 0.97 | 1.00 |
86
- | endothelial cell of lymphatic vessel | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.29 | 1.00 | 0.92 | 0.29 |
87
- | innate lymphoid cell | 4 | 0.00 | 0.00 | 0.00 | 0.67 | 0.00 | 0.89 | 1.00 | 1.00 | 1.00 |
88
- | intermediate monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 0.00 |
89
- | adventitial cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.19 | 0.38 | 0.73 | 0.00 |
90
- | myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.44 | 1.00 | 1.00 | 0.00 |
91
- | epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 1.00 | 1.00 |
92
- | regulatory T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.18 | 1.00 | 1.00 | 0.00 |
93
 
94
  </details>
95
 
 
5
  - biology
6
  - genomics
7
  - single-cell
8
+ - anndata_version:0.11.3
9
+ - python_version:3.11.11
10
  - popV
11
  - 'tissue: Uterus'
12
  ---
 
32
 
33
  | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
34
  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
35
+ | fibroblast | 688 | 0.96 | 0.76 | 0.97 | 0.94 | 0.00 | 0.92 | 0.93 | 0.94 | 0.97 |
36
+ | endothelial cell | 424 | 0.99 | 0.99 | 0.98 | 0.99 | 0.00 | 0.99 | 0.99 | 0.99 | 0.99 |
37
+ | vascular associated smooth muscle cell | 377 | 0.71 | 0.29 | 0.81 | 0.76 | 0.00 | 0.57 | 0.61 | 0.71 | 0.76 |
38
+ | epithelial cell of uterus | 148 | 0.98 | 0.97 | 0.97 | 0.90 | 0.00 | 0.99 | 0.98 | 0.96 | 0.98 |
39
+ | CD8-positive, alpha-beta T cell | 129 | 0.84 | 0.85 | 0.87 | 0.73 | 0.00 | 0.83 | 0.81 | 0.85 | 0.88 |
40
+ | pericyte | 91 | 0.41 | 0.34 | 0.30 | 0.21 | 0.00 | 0.43 | 0.42 | 0.42 | 0.45 |
41
+ | macrophage | 101 | 0.96 | 0.94 | 0.96 | 0.94 | 0.00 | 0.95 | 0.95 | 0.96 | 0.96 |
42
+ | myometrial cell | 90 | 0.86 | 0.02 | 0.86 | 0.67 | 0.00 | 0.80 | 0.71 | 0.78 | 0.86 |
43
+ | CD4-positive, alpha-beta T cell | 48 | 0.76 | 0.73 | 0.74 | 0.35 | 0.00 | 0.78 | 0.79 | 0.81 | 0.77 |
44
+ | ciliated epithelial cell | 34 | 0.95 | 0.94 | 0.92 | 0.56 | 0.00 | 0.94 | 0.97 | 1.00 | 0.97 |
45
+ | mature NK T cell | 18 | 0.62 | 0.55 | 0.65 | 0.33 | 0.00 | 0.74 | 0.61 | 0.50 | 0.74 |
46
+ | neutrophil | 13 | 0.87 | 0.90 | 0.83 | 0.82 | 0.00 | 0.87 | 0.96 | 0.96 | 0.90 |
47
+ | myofibroblast cell | 16 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.18 | 0.10 | 0.15 | 0.00 |
48
+ | natural killer cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.33 | 0.31 | 0.25 | 0.33 |
49
+ | mast cell | 6 | 0.92 | 0.92 | 0.92 | 0.83 | 0.00 | 1.00 | 1.00 | 0.92 | 0.92 |
50
+ | B cell | 3 | 0.75 | 1.00 | 0.86 | 0.75 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |
51
+ | T cell | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
52
+ | monocyte | 3 | 0.00 | 0.00 | 0.50 | 0.50 | 0.00 | 0.33 | 0.00 | 0.50 | 0.00 |
53
+ | plasma cell | 1 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.67 | 1.00 | 1.00 | 1.00 |
54
  | skeletal muscle satellite stem cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
55
  | endothelial cell of lymphatic vessel | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
56
+ | innate lymphoid cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 0.00 | 0.00 |
57
  | intermediate monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
58
  | adventitial cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
59
  | myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
 
64
 
65
  | Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |
66
  | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
67
+ | fibroblast | 5905 | 0.97 | 0.73 | 0.98 | 0.96 | 0.00 | 0.92 | 0.95 | 0.95 | 0.98 |
68
+ | endothelial cell | 4273 | 0.99 | 0.98 | 1.00 | 0.99 | 0.00 | 0.98 | 0.99 | 0.99 | 1.00 |
69
+ | vascular associated smooth muscle cell | 3218 | 0.67 | 0.10 | 0.86 | 0.82 | 0.00 | 0.64 | 0.67 | 0.73 | 0.79 |
70
+ | epithelial cell of uterus | 1269 | 0.98 | 0.94 | 0.99 | 0.95 | 0.00 | 0.99 | 0.99 | 0.98 | 0.99 |
71
+ | CD8-positive, alpha-beta T cell | 1212 | 0.84 | 0.83 | 0.90 | 0.81 | 0.00 | 0.91 | 0.92 | 0.94 | 0.93 |
72
+ | pericyte | 942 | 0.46 | 0.34 | 0.51 | 0.47 | 0.00 | 0.50 | 0.55 | 0.57 | 0.60 |
73
+ | macrophage | 828 | 0.96 | 0.94 | 0.97 | 0.95 | 0.00 | 0.96 | 0.98 | 0.98 | 0.97 |
74
+ | myometrial cell | 827 | 0.84 | 0.00 | 0.88 | 0.74 | 0.00 | 0.84 | 0.79 | 0.86 | 0.89 |
75
+ | CD4-positive, alpha-beta T cell | 390 | 0.74 | 0.72 | 0.84 | 0.52 | 0.00 | 0.87 | 0.91 | 0.92 | 0.89 |
76
+ | ciliated epithelial cell | 286 | 0.99 | 0.91 | 0.99 | 0.80 | 0.00 | 0.98 | 1.00 | 0.98 | 0.99 |
77
+ | mature NK T cell | 189 | 0.67 | 0.46 | 0.76 | 0.54 | 0.00 | 0.86 | 0.85 | 0.87 | 0.88 |
78
+ | neutrophil | 90 | 0.88 | 0.82 | 0.95 | 0.83 | 0.00 | 0.79 | 0.99 | 0.97 | 0.98 |
79
+ | myofibroblast cell | 85 | 0.00 | 0.00 | 0.25 | 0.09 | 0.00 | 0.23 | 0.44 | 0.47 | 0.37 |
80
+ | natural killer cell | 87 | 0.00 | 0.00 | 0.47 | 0.25 | 0.00 | 0.76 | 0.81 | 0.85 | 0.76 |
81
+ | mast cell | 59 | 0.94 | 0.97 | 0.98 | 0.93 | 0.00 | 0.93 | 0.98 | 0.95 | 0.98 |
82
+ | B cell | 47 | 0.77 | 0.84 | 0.97 | 0.86 | 0.00 | 0.95 | 1.00 | 0.99 | 0.99 |
83
+ | T cell | 42 | 0.00 | 0.00 | 0.24 | 0.00 | 0.00 | 0.60 | 0.98 | 0.98 | 0.86 |
84
+ | monocyte | 18 | 0.00 | 0.00 | 0.44 | 0.18 | 0.00 | 0.61 | 0.92 | 0.92 | 0.56 |
85
+ | plasma cell | 18 | 0.00 | 0.00 | 1.00 | 0.48 | 0.00 | 0.82 | 1.00 | 1.00 | 1.00 |
86
+ | skeletal muscle satellite stem cell | 17 | 0.00 | 0.00 | 0.11 | 0.00 | 0.00 | 0.88 | 0.87 | 1.00 | 1.00 |
87
+ | endothelial cell of lymphatic vessel | 6 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.32 | 0.86 | 1.00 | 0.29 |
88
+ | innate lymphoid cell | 4 | 0.00 | 0.00 | 0.86 | 0.00 | 0.00 | 0.86 | 1.00 | 1.00 | 1.00 |
89
+ | intermediate monocyte | 5 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.77 | 1.00 | 0.91 | 0.00 |
90
+ | adventitial cell | 4 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.20 | 1.00 | 0.89 | 0.00 |
91
+ | myeloid dendritic cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 1.00 | 1.00 | 0.00 |
92
+ | epithelial fate stem cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.80 | 1.00 | 1.00 | 1.00 |
93
+ | regulatory T cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 |
94
 
95
  </details>
96