All Published Workflows

raw sequence reads Read pre-processing Report umi_tools BBMap Biopython Cutadapt FastQC MultiQC Seurat Snakemake STAR devtools dplyr ggplot2 gridExtra Matrix plotly plyr RColorBrewer stringr tidyr viridis yaml pysam scRNAseq data processing

FASTQ Sample ID Alignment Count matrix Minimap2 Quant Salmon SAMtools Snakemake stageR dplyr ggplot2 tidyr Gene expression

PCAtools CellAssign ComplexHeatmap edgeR limma RBGL Rgraphviz scater scran SingleCellExperiment TensorFlow dplyr ggplot2 ggpubr ggsci gplots RColorBrewer tidyverse viridis

JSON Expression data Expression analysis Expression data bioawk snakemake-wrapper-utils biomaRt IHW Biopython BWA CPAT Cutadapt fgsea graphite GSEA IsoformSwitchAnalyzeR kallisto limma Pandas pheatmap Picard Quant SAMtools sleuth Snakemake SPIA dplyr fs ggplot2 ggpubr gridExtra tidyr tidyverse altair altair-saver goatools matplotlib numpy pysam scipy RNA-Seq

VCF Data Variant calling genetic variants delly macs2 tabix BCFtools BEDTools BWA Pandas SAMtools Snakemake BBmisc data.table dplyr ggplot2 parallelMap plyr R.devices matplotlib numpy pysam sklearn ATAC-seq deep learning

mosaicatcher tabix BCFtools BEDTools ComplexHeatmap Pandas pheatmap SAMtools Snakemake TensorFlow WhatsHap assertthat BiocManager cowplot data.table devtools dplyr ggnewscale ggplot2 ggpubr matrixStats optparse RColorBrewer reshape reshape2 scales stringr tibble tidyr intervaltree matplotlib numpy parmap plotly pysam PyYAML scipy seaborn tqdm xopen

BSgenome.Hsapiens.UCSC.hg19 BSgenome.Hsapiens.UCSC.hg38 Gene ID Peak calling Quality control report macs2 ucsc-liftover BEDTools BiocParallel Bowtie 2 csaw Cufflinks GenomicAlignments GenomicRanges GLUE graphite GSEABase HISAT2 kallisto Quant rtracklayer Salmon SAMtools Snakemake SRAdb STAR SummarizedExperiment assertthat dplyr forcats future getopt ggforce ggplot2 here ks magrittr optparse reshape2 rex rlang scales stringr rpy2 rctutils ChIP-seq

snpsplit Biopython bsseq BWA DSS GenomicRanges HISAT2 nanopolish SAMtools Snakemake Bismark broom data.table dplyr magrittr readr tidyverse numpy pysam Trim_Galore

FASTQ-illumina JSON Sample annotation Variant calling genetic variants snakemake-wrapper-utils EnhancedVolcano BCFtools DESeq2 fastp FreeBayes GLUE HISAT2 kallisto mosdepth MultiQC Pandas pheatmap Quant SAMBLASTER SAMtools sleuth Snakemake snpEff Vcflib data.table dplyr ggplot2 ggrepel jsonlite openxlsx RColorBrewer tidyverse ipykernel matplotlib matplotlib-venn numpy papermill pop-tools scipy zarr Population genomics

gatk BWA FastQC mosdepth MultiQC Pandas SAMtools Snakemake dplyr ggplot2 readr

patcHwork Snakemake dplyr ggplot2 knitr mikropml readr schtools tidyverse

Snakemake data.table dplyr ggplot2 gridExtra plyr seqinr stringr