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Genomic data

  • BWA-MEM
  • DeepVariant
  • EIGENSOFT
  • GATK4
  • IMPUTE2
     
  • LocusZoom
  • Mutect2
  • PLINK
  • SAIGE
  • SHAPEIT
  • SKAT
  • SNPTEST
  • Strelka2
  • VEP

Transcriptome data

  • Cell Ranger
  • ComplexHeatmap
  • DESeq2
  • DROP
  • edgeR
  • FastQC
  • Fastp
  • featureCounts
  • LIMMA
  • miRDeep2
  • MultiQC
  • Qualimap
  • STAR
  • ToppFun
  • Trimmomatic

Microbiome data

  • DADA2
  • FastQC
  • Kraken
  • MetaWRAP
  • PROKKA
  • QIIME2
  • Trimmomatic
  • VEGAN
 

Other omics and clinical / phenotype data

  • caret
  • dplyr
  • ggplot2
  • MICE
  • NumPy
  • Pandas
  • scikit-learn
  • missForest

Data integration

  • Cytoscape
  • GSEA
  • Matrix eQTL
  • MOFA2
  • QTLtools
  • Scikit-learn
  • TensorFlow
  • WGCNA

FAIR computational workflows

  • BioContainers
  • Bioschemas.org
  • CWL (Common Workflow Language)
  • Docker
  • EDAM
  • FAIR Cookbook
     
  • Galaxy
  • Git
  • Nextflow
  • RO-Crate
  • Singularity
  • Snakemake
     
  • Software Management Wizard
  • WDL (Workflow Description Language)
  • WorkflowHub
  • Zenodo

Systems biology and mathematical modelling

  • COBRA Toolbox v3.0
  • COPASI
  • OptEnvelope
  • SpaceScanner