All Published Workflows

raw sequence reads Alignment Sequence alignment report macs2 ucsc-bedclip bedGraphToBigWig BEDTools BWA Picard SAMtools Snakemake

JSON nextclade Augur Biopython FOCUS Pandas Snakemake bs4 epiweeks geopy matplotlib numpy pycountry pycountry-convert uszipcode

macs2 ucsc-bedclip bedGraphToBigWig BEDTools BWA Picard SAMtools Snakemake

raw sequence reads Genome assembly Annotation track checkm2 gunc prodigal snakemake-wrapper-utils MEGAHIT Atlas BBMap Biopython BioRuby Bwa-mem2 cd-hit CheckM DAS Diamond eggNOG-mapper v2 MetaBAT 2 Minimap2 MMseqs MultiQC Pandas Picard pyfastx SAMtools SemiBin Snakemake SPAdes SqueezeMeta TADpole VAMB CONCOCT ete3 gtdbtk h5py networkx numpy plotly psutil utils metagenomics

raw sequence reads Gene expression profiling ID list snakemake-wrapper-utils biomaRt PCAtools BiocParallel BWA Cutadapt DESeq2 GFFutils MultiQC Pandas SAMtools Snakemake STAR cli stringr tidyverse RNA-Seq

VCF raw sequence reads Variant calling genetic variants gatk rust-bio-tools snakemake-wrapper-utils tabix BCFtools BWA FastQC MultiQC Pandas Picard SAMtools Snakemake Trimmomatic Variant Effect Predictor (VEP) common matplotlib numpy seaborn DNA

JSON User metadata Expression analysis Quality control report bedGraphToBigWig BEDTools Cutadapt FastQC MultiQC Quant Salmon SAMtools Snakemake STAR Trim_Galore RNA-Seq

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

JSON raw sequence reads Genome assembly Quality control report prodigal MEGAHIT BWA CheckM fastp kallisto MaxBin memote MetaBAT 2 metaprokka MetaWRAP Quant Roary SAMtools Snakemake SqueezeMeta CONCOCT carve gtdbtk smetana metagenomics

Sample annotation Primer removal Quality control report bcl2fastq-nextseq consensusfixer demultiplexer indelfixer Augur BWA Consensus iVar lofreq Pandas SAMtools Snakemake Vicuna numpy PyVCF scikit-bio scipy Genomics

Data Analysis Report Snakemake neural network

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