Metric
stringlengths
11
31
Prostate_Cancer
stringlengths
1
30
Non_Cancerous
stringlengths
1
30
Allen_MTG
stringlengths
1
30
GBM_Malignant
stringlengths
2
32
Dataset_Type
Tumor samples
Benign samples
Adult cortex (neurotypical)
Adult malignant GBM (SS2)
Total_Cells
30932
12205
13616
4916
Total_Genes
846
779
50281 (1328 integrated)
23686
Number_of_Samples
7
7
8
20
Number_of_Clusters
14
14
17
4 (AC; MES; NPC; OPC)
Seurat_Version
5.1.0
5.1.0
5.3.0
5.3.0
Normalization_Method
LogNormalize + SCTransform
LogNormalize + SCTransform
LogNormalize + SCTransform
LogNormalize (pre-clustering)
Integration_Method
Canonical Correlation Analysis
Canonical Correlation Analysis
Canonical Correlation Analysis
N/A (published annotations used)
Dimensionality_Reduction
PCA + UMAP
PCA + UMAP
PCA + UMAP
null
Clustering_Resolution
0.5
0.5
0.5
null
Variable_Features_Count
2000 (VST method)
2000 (VST method)
1328 (integration features)
2000 (VST method)
PCA_Dimensions_Used
1:15
1:15
1:8
null
UMAP_Metric
Cosine
Cosine
Cosine
null
Quality_Control_Applied
Yes (multi-step)
Yes (multi-step)
Yes (multi-step)
Yes (Neftel et al. pipeline)
Cell_Cycle_Regression
Yes (S.Score + G2M.Score)
Yes (S.Score + G2M.Score)
Yes (S.Score + G2M.Score)
Scored only (G1S + G2M)
Doublet_Removal
Yes (scDblFinder)
Yes (scDblFinder)
Yes (scDblFinder)
N/A (published data)
Batch_Correction
Yes (SCTransform integration)
Yes (SCTransform integration)
Yes (SCTransform integration)
null
Min_Features_Per_Cell
>500
>500
>500
N/A (Neftel QC)
Ribosomal_Filter_Percentile
90th percentile
90th percentile
90th percentile
null
Mitochondrial_Filter_Percentile
90th percentile
90th percentile
90th percentile
null