This folder contains the bone marrow CoCnT fragment QC and pseudo-bulk BED/BigWig generation workflow.
The workflow is split into two R scripts:
run_qc.R: loads fragment BED files, builds fragment-per-cell summaries, merges them with sample metadata, and produces QC plots.run_pseudo_bulk_bed.R: filters fragments to annotated cells, writes pseudo-bulk BED files by cluster and histone mark combination, and converts those BED files into bedGraph and BigWig tracks.
Common metadata inputs:
../data/sample_sheet_PR001798.tsv../data/sample_sheet_PR001799.tsv../data/sample_sheet_PR001855.tsv../data/sample_sheet_PR001856.tsv
QC-specific raw inputs:
- BED files under
../data/Janssens_Lab_Data/BMMC_Beds/PR001798_sciCoCnT_JAND_DNA_ALIGNMENT_WELLID_BARCODES/BED/ - BED files under
../data/Janssens_Lab_Data/BMMC_Beds/PR001799_sciCoCnT_JAND_DNA_ALIGNMENT_WELLID_BARCODES/BED/ - BED files under
../data/Janssens_Lab_Data/BMMC_Beds/PR001855_sciCoCnT_JAND_DNA_ALIGNMENT_WELLID_BARCODES/BED/ - BED files under
../data/Janssens_Lab_Data/BMMC_Beds/PR001856_sciCoCnT_JAND_DNA_ALIGNMENT_WELLID_BARCODES/BED/
Pseudo-bulk-specific inputs:
../run_BM_archR_analysis/tmp/table_cell_cluster_annotation_final_round2.tsvThis file should be prepared in advance by running the ArchR analysis workflow in../run_BM_archR_analysis/run_117_joint_umpa.R../tmp/all_fragments.rds../data/ref_genome/hg38.sizes, please prepare this file in advance by downloading the reference genome FASTA and runningsamtools faidxon it.
Files written by the workflow include:
./tmp/all_fragments.rds./tmp/cell_fragments.tsv./tmp/table_good_cells_fragments.tsv./tmp/pseudo_bulk_bed/*_pseudo_bulk.bed./tmp/pseudo_bulk_bed/*.sorted.bed./tmp/pseudo_bulk_bed/*.bedGraph./tmp/pseudo_bulk_bed/*.bw./tmp/pseudo_bulk_bed/*.scale_co.bedGraph./tmp/pseudo_bulk_bed/*.scale_co.bw./tmp/pseudo_bulk_bed/*.scale_cell_co.bedGraph./tmp/pseudo_bulk_bed/*.scale_cell_co.bw
run_qc.R also renders QC plots to the active graphics device via httpgd.
- Run
run_qc.R - Run
run_pseudo_bulk_bed.Rto generate pseudo-bulk BED and BigWig tracks.