mdibl/scscape output
All Output Directories
Every output directory will always contain a .*Validation.log and .*Versions.log
-
.*Validation.logwill contain essential information, paramaters set within the module, and updates to the Seurat Object.(ie. If PCs were automatically selected, the PC chosen will be shown here.) -
.*Versions.logwill contain all of the specific R pacakges and versions used for that module.
sampProcessing
Initial_SO
00_<sampleName>_InitialSO.rds: A barebones Seurat object with initial filtering of:
- genes specified to be removed
- genes expressed in fewer cells than set by the min_cells parameter
- cells with fewer genes than set by the min_features parameter
Normalize_QC
01_<sampleName>_NormQCSO.rds: A Seurat object that contains cell cycle (unless otherwise specified in parameters) scores mitochondrial percentages. Additional filtering is done based on per-cell RNA counts, Gene counts, and mitocodrial percentages.
01_<sampleName>_preFilterQC.pdf: Plots showing cells before quality control filtering.
01_<sampleName>_postFilterQC.pdf: Plots showing cells after quality control filtering.
Doublet_Detection
02_<sampleName>_DoubletsRmSO.rds: A Seurat object with predicted doublets removed.
02_<sampleName>_ElbowPlot.pdf: Plot showing the the PC selected.
02_<sampleName>VisualizeDoublets.pdf: Plot showing the breakdown of singlets and doublets.
Analysis Groups (Segmentation)
Merge
03_<analysisGroup>_MergedSO.rds: A Seurat object containing multiple samples based on the segmentation.csv file.
<anaysisGroup>postMergeQC.pdf: Plot showing post-qc filtering for all of the samples in the analysis group.
PCA
04_<analysisGroup>_PCASO.rds: A Seurat object that contains a principle component reduction slot with 1-100 PC coordiantes.
04_<analysisGroup>_Merged_ElbowPlot.pdf: Elbow plot of pc # vs. stdev marked with the selected PC cutoff.
Rplots.pdf: findPC output elbow plot with associated metrics used to decide the pC cutoff (2nd derivative, 1st derivative, & preceding residual).
Integration
05_<analysisGroup>_IntegrateSO.rds: A Seurat object that has been run through Integration.
Nearest_Neighbors-Clusters
06_<analysisGroup>_ClusterSO.rds: A Seurat object that has been clustered for both integrated and unintegrated.
<analysisGroup><Integrated/Unintegrated>SankeyPlot.pdf: A breakdown of the clusting across the spectrum of resolutions.
marker/: A directory of marker genes for each cluster of each resolution for both Integrated and Unintegrated.
Dimensional_Reduction
08_<analysisGroup>_FinalSO.rds: A Seurat object with projections (both UMAP and TSNE) for integraged and unintegrated.
<analysisGroup>.cloupe: A loupe file, built from the Seurat object, that can be directly opened in the 10X Loupe Browser Applicaiton.
<analysisGroup><Integrated/Unintegrated><UMAP/TSNE>.pdf: Set of plots showing the projections with coloring based on various metadata columns.