Available Modules

Modules are the building stones of all DSL2 nf-core blocks. You can find more info from nf-core website, if you would like to write your own module.

  • differential 6
  • expression 4
  • rnaseq 3
  • logratio 2
  • propr 2
  • differential expression 2
  • deseq2 2
  • rna-seq 2
  • bam 1
  • bed 1
  • sam 1
  • filter 1
  • plot 1
  • peaks 1
  • riboseq 1
  • microarray 1
  • functional analysis 1
  • proportionality 1
  • spatial_omics 1
  • variancepartition 1
  • dream 1
  • propd 1
  • logFC 1
  • significance statistic 1
  • p-value 1
  • scimap 1
  • spatial_neighborhoods 1
  • grea 1
  • functional enrichment 1
  • translation 1
  • limma 1
  • shinyngs 1
  • fasta 0
  • genomics 0
  • vcf 0
  • fastq 0
  • metagenomics 0
  • genome 0
  • index 0
  • alignment 0
  • reference 0
  • assembly 0
  • gatk4 0
  • cram 0
  • sort 0
  • annotation 0
  • structural variants 0
  • variant calling 0
  • database 0
  • align 0
  • merge 0
  • gff 0
  • bacteria 0
  • map 0
  • statistics 0
  • coverage 0
  • variants 0
  • qc 0
  • classification 0
  • quality control 0
  • gtf 0
  • download 0
  • nanopore 0
  • classify 0
  • cnv 0
  • split 0
  • k-mer 0
  • MSA 0
  • variant 0
  • contamination 0
  • taxonomy 0
  • gfa 0
  • taxonomic profiling 0
  • pacbio 0
  • sentieon 0
  • somatic 0
  • conversion 0
  • convert 0
  • proteomics 0
  • binning 0
  • count 0
  • clustering 0
  • quality 0
  • ancient DNA 0
  • VCF 0
  • single-cell 0
  • copy number 0
  • long reads 0
  • imputation 0
  • phylogeny 0
  • trimming 0
  • contigs 0
  • bedtools 0
  • graph 0
  • kmer 0
  • build 0
  • bisulfite 0
  • bcftools 0
  • mags 0
  • sv 0
  • gvcf 0
  • reporting 0
  • variation graph 0
  • isoseq 0
  • methylation 0
  • indexing 0
  • visualisation 0
  • databases 0
  • wgs 0
  • QC 0
  • bisulphite 0
  • methylseq 0
  • picard 0
  • compression 0
  • protein 0
  • bqsr 0
  • long-read 0
  • illumina 0
  • cna 0
  • table 0
  • consensus 0
  • stats 0
  • tsv 0
  • taxonomic classification 0
  • serotype 0
  • phage 0
  • sequences 0
  • imaging 0
  • 5mC 0
  • metrics 0
  • mapping 0
  • demultiplex 0
  • depth 0
  • openms 0
  • antimicrobial resistance 0
  • DNA methylation 0
  • markduplicates 0
  • base quality score recalibration 0
  • protein sequence 0
  • repeat 0
  • histogram 0
  • searching 0
  • scWGBS 0
  • pairs 0
  • bins 0
  • samtools 0
  • WGBS 0
  • haplotype 0
  • example 0
  • filtering 0
  • structure 0
  • pangenome graph 0
  • matrix 0
  • aDNA 0
  • neural network 0
  • amr 0
  • cluster 0
  • bisulfite sequencing 0
  • mappability 0
  • transcriptome 0
  • aligner 0
  • LAST 0
  • completeness 0
  • bwa 0
  • archaeogenomics 0
  • plink2 0
  • low-coverage 0
  • transcript 0
  • machine learning 0
  • genotype 0
  • bcf 0
  • seqkit 0
  • cooler 0
  • damage 0
  • phasing 0
  • palaeogenomics 0
  • gzip 0
  • germline 0
  • iCLIP 0
  • annotate 0
  • virus 0
  • sequence 0
  • validation 0
  • gene 0
  • mmseqs2 0
  • metagenome 0
  • checkm 0
  • db 0
  • biscuit 0
  • decompression 0
  • ncbi 0
  • hmmer 0
  • ucsc 0
  • complexity 0
  • gff3 0
  • feature 0
  • spatial 0
  • newick 0
  • umi 0
  • genotyping 0
  • mag 0
  • segmentation 0
  • evaluation 0
  • kraken2 0
  • msa 0
  • blast 0
  • bismark 0
  • mkref 0
  • glimpse 0
  • population genetics 0
  • hmmsearch 0
  • dedup 0
  • sketch 0
  • pangenome 0
  • reads 0
  • json 0
  • demultiplexing 0
  • mitochondria 0
  • cnvkit 0
  • plasmid 0
  • snp 0
  • profile 0
  • report 0
  • multiple sequence alignment 0
  • low frequency variant calling 0
  • antimicrobial peptides 0
  • prokaryote 0
  • bedGraph 0
  • short-read 0
  • deduplication 0
  • kmers 0
  • prediction 0
  • scRNA-seq 0
  • single 0
  • splicing 0
  • vsearch 0
  • extract 0
  • NCBI 0
  • duplicates 0
  • antimicrobial resistance genes 0
  • tumor-only 0
  • mirna 0
  • benchmark 0
  • deamination 0
  • ptr 0
  • diversity 0
  • distance 0
  • mem 0
  • visualization 0
  • cat 0
  • isolates 0
  • concatenate 0
  • interval 0
  • amps 0
  • single cell 0
  • tabular 0
  • detection 0
  • fastx 0
  • csv 0
  • de novo 0
  • FASTQ 0
  • text 0
  • mutect2 0
  • kallisto 0
  • arg 0
  • summary 0
  • ont 0
  • fragment 0
  • call 0
  • MAF 0
  • sourmash 0
  • counts 0
  • indels 0
  • svtk 0
  • structural 0
  • coptr 0
  • wxs 0
  • antibiotic resistance 0
  • de novo assembly 0
  • compare 0
  • idXML 0
  • adapters 0
  • profiling 0
  • microbiome 0
  • mpileup 0
  • reference-free 0
  • 3-letter genome 0
  • clipping 0
  • merging 0
  • query 0
  • gridss 0
  • view 0
  • ccs 0
  • family 0
  • bedpe 0
  • malt 0
  • preprocessing 0
  • ngscheckmate 0
  • genome assembler 0
  • matching 0
  • fai 0
  • bigwig 0
  • read depth 0
  • ampir 0
  • fungi 0
  • peak-calling 0
  • CLIP 0
  • dna 0
  • diamond 0
  • circrna 0
  • rna 0
  • normalization 0
  • bin 0
  • ganon 0
  • ATAC-seq 0
  • add 0
  • microsatellite 0
  • union 0
  • retrotransposon 0
  • miscoding lesions 0
  • isomir 0
  • compress 0
  • palaeogenetics 0
  • archaeogenetics 0
  • bgzip 0
  • telomere 0
  • skani 0
  • interval_list 0
  • hic 0
  • deep learning 0
  • paf 0
  • redundancy 0
  • cut 0
  • haplotypecaller 0
  • resistance 0
  • pypgx 0
  • HMM 0
  • enrichment 0
  • chromosome 0
  • gsea 0
  • happy 0
  • STR 0
  • hybrid capture sequencing 0
  • HiFi 0
  • copy number alteration calling 0
  • chunk 0
  • biosynthetic gene cluster 0
  • bcl2fastq 0
  • hmmcopy 0
  • image 0
  • DNA sequencing 0
  • umitools 0
  • parsing 0
  • quantification 0
  • BGC 0
  • public datasets 0
  • clean 0
  • ranking 0
  • phylogenetic placement 0
  • xeniumranger 0
  • targeted sequencing 0
  • SV 0
  • genmod 0
  • transcriptomics 0
  • DNA sequence 0
  • mtDNA 0
  • sample 0
  • abundance 0
  • sequencing 0
  • bedgraph 0
  • containment 0
  • ancestry 0
  • snps 0
  • fgbio 0
  • fcs-gx 0
  • arriba 0
  • deeparg 0
  • macrel 0
  • mlst 0
  • amplify 0
  • fastk 0
  • das tool 0
  • spark 0
  • html 0
  • structural_variants 0
  • C to T 0
  • DRAMP 0
  • das_tool 0
  • angsd 0
  • insert 0
  • fam 0
  • bim 0
  • fusion 0
  • SNP 0
  • small indels 0
  • subsample 0
  • pangolin 0
  • panel 0
  • UMI 0
  • pan-genome 0
  • rsem 0
  • pairsam 0
  • duplication 0
  • prokaryotes 0
  • replace 0
  • bacterial 0
  • covid 0
  • benchmarking 0
  • dictionary 0
  • lineage 0
  • polishing 0
  • indel 0
  • PCA 0
  • mapper 0
  • fingerprint 0
  • genome mining 0
  • prokka 0
  • regions 0
  • typing 0
  • RNA-seq 0
  • genomes 0
  • neubi 0
  • entrez 0
  • eukaryotes 0
  • scores 0
  • seqtk 0
  • mcmicro 0
  • aln 0
  • bwameth 0
  • npz 0
  • windowmasker 0
  • amplicon sequences 0
  • hi-c 0
  • bakta 0
  • vrhyme 0
  • nucleotide 0
  • highly_multiplexed_imaging 0
  • mkfastq 0
  • image_analysis 0
  • host 0
  • cellranger 0
  • gene expression 0
  • zip 0
  • unzip 0
  • uncompress 0
  • untar 0
  • mask 0
  • kraken 0
  • RNA 0
  • rna_structure 0
  • microbes 0
  • proteome 0
  • guide tree 0
  • long_read 0
  • somatic variants 0
  • transposons 0
  • complement 0
  • roh 0
  • transcripts 0
  • organelle 0
  • remove 0
  • converter 0
  • intervals 0
  • genome assembly 0
  • gatk4spark 0
  • mzml 0
  • chimeras 0
  • PacBio 0
  • comparisons 0
  • combine 0
  • comparison 0
  • quality trimming 0
  • score 0
  • adapter trimming 0
  • popscle 0
  • pileup 0
  • genotype-based deconvoltion 0
  • bamtools 0
  • variant_calling 0
  • bracken 0
  • hidden Markov model 0
  • archiving 0
  • minimap2 0
  • sylph 0
  • amplicon sequencing 0
  • notebook 0
  • reports 0
  • ataqv 0
  • checkv 0
  • informative sites 0
  • kinship 0
  • identity 0
  • relatedness 0
  • repeat expansion 0
  • virulence 0
  • cut up 0
  • krona chart 0
  • survivor 0
  • miRNA 0
  • cool 0
  • pseudoalignment 0
  • dist 0
  • dump 0
  • lossless 0
  • observations 0
  • shapeit 0
  • khmer 0
  • CRISPR 0
  • krona 0
  • prefetch 0
  • spaceranger 0
  • wastewater 0
  • wig 0
  • atac-seq 0
  • tabix 0
  • ambient RNA removal 0
  • chip-seq 0
  • ligate 0
  • population genomics 0
  • cfDNA 0
  • uLTRA 0
  • png 0
  • gstama 0
  • profiles 0
  • ichorcna 0
  • mash 0
  • tama 0
  • pigz 0
  • bustools 0
  • refine 0
  • resolve_bioscience 0
  • gene set 0
  • trancriptome 0
  • gene set analysis 0
  • spatial_transcriptomics 0
  • lofreq 0
  • screen 0
  • krakentools 0
  • phase 0
  • haplotypes 0
  • split_kmers 0
  • interactive 0
  • reformat 0
  • serogroup 0
  • minhash 0
  • GC content 0
  • maximum likelihood 0
  • megan 0
  • polyA_tail 0
  • hla 0
  • primer 0
  • hlala 0
  • k-mer frequency 0
  • hla_typing 0
  • hlala_typing 0
  • barcode 0
  • iphop 0
  • checksum 0
  • corrupted 0
  • tree 0
  • nanostring 0
  • mapcounter 0
  • nacho 0
  • haplogroups 0
  • mRNA 0
  • find 0
  • krakenuniq 0
  • instrain 0
  • pair 0
  • long terminal repeat 0
  • trgt 0
  • cgMLST 0
  • regression 0
  • taxids 0
  • SimpleAF 0
  • taxon name 0
  • zlib 0
  • variation 0
  • vg 0
  • vcflib 0
  • ampgram 0
  • amptransformer 0
  • orthologs 0
  • WGS 0
  • image_processing 0
  • dereplicate 0
  • taxon tables 0
  • otu tables 0
  • standardisation 0
  • standardise 0
  • standardization 0
  • repeats 0
  • svdb 0
  • ome-tif 0
  • de novo assembler 0
  • small genome 0
  • MCMICRO 0
  • signature 0
  • FracMinHash sketch 0
  • interactions 0
  • join 0
  • reformatting 0
  • function 0
  • pharokka 0
  • bloom filter 0
  • k-mer index 0
  • COBS 0
  • archive 0
  • xz 0
  • mudskipper 0
  • long terminal retrotransposon 0
  • transcriptomic 0
  • kma 0
  • parallelized 0
  • orthology 0
  • rrna 0
  • genetics 0
  • salmon 0
  • tnhaplotyper2 0
  • rgfa 0
  • small variants 0
  • multiallelic 0
  • nucleotides 0
  • cnvnator 0
  • mitochondrion 0
  • orf 0
  • leviosam2 0
  • lift 0
  • metamaps 0
  • registration 0
  • mirdeep2 0
  • cancer genomics 0
  • homoploymer 0
  • ped 0
  • Duplication purging 0
  • purge duplications 0
  • library 0
  • preseq 0
  • adapter 0
  • import 0
  • doublets 0
  • variant pruning 0
  • anndata 0
  • bfiles 0
  • subset 0
  • gene labels 0
  • read-group 0
  • hostile 0
  • duplicate 0
  • decontamination 0
  • GPU-accelerated 0
  • graph layout 0
  • human removal 0
  • screening 0
  • nextclade 0
  • removal 0
  • msisensor-pro 0
  • cleaning 0
  • micro-satellite-scan 0
  • tumor 0
  • msi 0
  • instability 0
  • MSI 0
  • Read depth 0
  • contig 0
  • RNA sequencing 0
  • soft-clipped clusters 0
  • snpsift 0
  • snpeff 0
  • effect prediction 0
  • shigella 0
  • switch 0
  • ancient dna 0
  • Streptococcus pneumoniae 0
  • sequenzautils 0
  • transformation 0
  • rename 0
  • salmonella 0
  • smrnaseq 0
  • varcal 0
  • fusions 0
  • Pharmacogenetics 0
  • scaffold 0
  • fixmate 0
  • retrotransposons 0
  • dict 0
  • collate 0
  • bam2fq 0
  • frame-shift correction 0
  • long-read sequencing 0
  • scaffolding 0
  • rtgtools 0
  • sequence analysis 0
  • junctions 0
  • pharmacogenetics 0
  • runs_of_homozygosity 0
  • polish 0
  • taxonomic profile 0
  • assembly evaluation 0
  • concordance 0
  • duplex 0
  • deconvolution 0
  • bayesian 0
  • merge mate pairs 0
  • reads merging 0
  • short reads 0
  • xenograft 0
  • graft 0
  • unaligned 0
  • fetch 0
  • realignment 0
  • GEO 0
  • trim 0
  • metagenomic 0
  • identifier 0
  • microscopy 0
  • expansionhunterdenovo 0
  • repeat_expansions 0
  • metadata 0
  • tab 0
  • microbial 0
  • allele-specific 0
  • emboss 0
  • panelofnormals 0
  • MaltExtract 0
  • HOPS 0
  • authentication 0
  • gatk 0
  • edit distance 0
  • joint genotyping 0
  • secondary metabolites 0
  • NRPS 0
  • RiPP 0
  • interval list 0
  • evidence 0
  • antibiotics 0
  • antismash 0
  • filtermutectcalls 0
  • RNA-Seq 0
  • simulate 0
  • artic 0
  • aggregate 0
  • demultiplexed reads 0
  • concat 0
  • tbi 0
  • gwas 0
  • CNV 0
  • sra-tools 0
  • settings 0
  • BAM 0
  • blastn 0
  • version 0
  • correction 0
  • calling 0
  • cnv calling 0
  • immunoprofiling 0
  • structural-variant calling 0
  • cvnkit 0
  • estimation 0
  • vdj 0
  • single cells 0
  • genome bins 0
  • recombination 0
  • eCLIP 0
  • splice 0
  • parse 0
  • fasterq-dump 0
  • awk 0
  • intersect 0
  • intersection 0
  • normalize 0
  • norm 0
  • scatter 0
  • reheader 0
  • eigenstrat 0
  • validate 0
  • samplesheet 0
  • format 0
  • eido 0
  • windows 0
  • metagenomes 0
  • blastp 0
  • region 0
  • heatmap 0
  • sizes 0
  • bases 0
  • random forest 0
  • allele 0
  • UMIs 0
  • gem 0
  • ChIP-seq 0
  • baf 0
  • genomad 0
  • getfasta 0
  • derived alleles 0
  • tnfilter 0
  • covariance model 0
  • dereplication 0
  • microbial genomics 0
  • jaccard 0
  • overlap 0
  • array_cgh 0
  • cytosure 0
  • decomposeblocksub 0
  • ancestral alleles 0
  • gprofiler2 0
  • gost 0
  • genomecov 0
  • closest 0
  • rad 0
  • bamtobed 0
  • sorting 0
  • structural variant 0
  • bam2fastx 0
  • bam2fastq 0
  • immcantation 0
  • airrseq 0
  • vector 0
  • site frequency spectrum 0
  • immunoinformatics 0
  • f coefficient 0
  • bioawk 0
  • unionBedGraphs 0
  • reverse complement 0
  • simulation 0
  • hmmfetch 0
  • decompose 0
  • pca 0
  • pruning 0
  • subtract 0
  • linkage equilibrium 0
  • slopBed 0
  • transmembrane 0
  • genome graph 0
  • chunking 0
  • tnseq 0
  • homozygous genotypes 0
  • decoy 0
  • heterozygous genotypes 0
  • htseq 0
  • inbreeding 0
  • shiftBed 0
  • multinterval 0
  • sompy 0
  • overlapped bed 0
  • maskfasta 0
  • peak picking 0
  • drep 0
  • homology 0
  • co-orthology 0
  • clumping fastqs 0
  • deduping 0
  • plastid 0
  • smaller fastqs 0
  • resfinder 0
  • resistance genes 0
  • raw 0
  • mgf 0
  • parquet 0
  • parser 0
  • dbsnp 0
  • standardize 0
  • quarto 0
  • masking 0
  • python 0
  • r 0
  • low-complexity 0
  • coexpression 0
  • correlation 0
  • corpcor 0
  • GFF/GTF 0
  • assay 0
  • trio binning 0
  • tandem repeats 0
  • phylogenetics 0
  • minimum_evolution 0
  • parallel 0
  • csi 0
  • Read coverage histogram 0
  • biallelic 0
  • sequence similarity 0
  • spectral clustering 0
  • agat 0
  • longest 0
  • comparative genomics 0
  • isoform 0
  • autozygosity 0
  • homozygosity 0
  • deep variant 0
  • mutect 0
  • idx 0
  • update header 0
  • intron 0
  • md 0
  • transform 0
  • gaps 0
  • introns 0
  • nm 0
  • uq 0
  • install 0
  • joint-genotyping 0
  • genotypegvcf 0
  • BCF 0
  • short 0
  • file manipulation 0
  • plink2_pca 0
  • verifybamid 0
  • vcf2db 0
  • gemini 0
  • melon 0
  • maf 0
  • lua 0
  • toml 0
  • plant 0
  • vcfbreakmulti 0
  • uniq 0
  • deduplicate 0
  • SINE 0
  • VCFtools 0
  • network 0
  • downsample bam 0
  • DNA contamination estimation 0
  • wget 0
  • mkvdjref 0
  • construct 0
  • graph projection to vcf 0
  • cellpose 0
  • hifi 0
  • extractunbinned 0
  • linkbins 0
  • Assembly 0
  • sintax 0
  • vsearch/sort 0
  • subsample bam 0
  • downsample 0
  • usearch 0
  • unmarkduplicates 0
  • bedtobigbed 0
  • genepred 0
  • refflat 0
  • gtftogenepred 0
  • ucsc/liftover 0
  • chromap 0
  • mobile genetic elements 0
  • genome annotation 0
  • trna 0
  • covariance models 0
  • quality assurnce 0
  • qa 0
  • umicollapse 0
  • snv 0
  • scanner 0
  • scRNA-Seq 0
  • crispr 0
  • antibody capture 0
  • files 0
  • antigen capture 0
  • helitron 0
  • multiomics 0
  • remove samples 0
  • upd 0
  • uniparental 0
  • disomy 0
  • domains 0
  • long read alignment 0
  • nucleotide sequence 0
  • tnscope 0
  • copyratios 0
  • comp 0
  • denoisereadcounts 0
  • readwriter 0
  • dnamodelapply 0
  • dnascope 0
  • tblastn 0
  • bedcov 0
  • genome polishing 0
  • groupby 0
  • assembly polishing 0
  • genotype dosages 0
  • vcf file 0
  • postprocessing 0
  • bgen 0
  • subtyping 0
  • chloroplast 0
  • confidence 0
  • blat 0
  • alr 0
  • clr 0
  • Salmonella enterica 0
  • boxcox 0
  • sorted 0
  • bgen file 0
  • Escherichia coli 0
  • createreadcountpanelofnormals 0
  • workflow_mode 0
  • pangenome-scale 0
  • yahs 0
  • all versus all 0
  • mashmap 0
  • wavefront 0
  • whamg 0
  • wham 0
  • compartments 0
  • copy-number 0
  • copy number analysis 0
  • gender determination 0
  • topology 0
  • copy number alterations 0
  • copy number variation 0
  • geo 0
  • workflow 0
  • mapad 0
  • adna 0
  • c to t 0
  • cumulative coverage 0
  • proteus 0
  • readproteingroups 0
  • calder2 0
  • eigenvectors 0
  • hicPCA 0
  • sliding 0
  • cadd 0
  • snakemake 0
  • distance-based 0
  • long read 0
  • homologs 0
  • telseq 0
  • admixture 0
  • taxonomic composition 0
  • mzML 0
  • microRNA 0
  • prepare 0
  • catpack 0
  • multiqc 0
  • mass_error 0
  • search engine 0
  • poolseq 0
  • variant-calling 0
  • stardist 0
  • vsearch/dereplicate 0
  • Staging 0
  • vsearch/fastqfilter 0
  • fastqfilter 0
  • ATACseq 0
  • shift 0
  • ATACshift 0
  • http(s) 0
  • utility 0
  • setgt 0
  • jvarkit 0
  • translate 0
  • tar 0
  • tarball 0
  • adapterremoval 0
  • CRISPRi 0
  • HLA 0
  • tag2tag 0
  • nanoq 0
  • Read filters 0
  • Read trimming 0
  • Read report 0
  • hhsuite 0
  • drug categorization 0
  • ATLAS 0
  • uniques 0
  • Illumina 0
  • functional 0
  • impute-info 0
  • tags 0
  • sequencing_bias 0
  • mkarv 0
  • hashing-based deconvolution 0
  • rank 0
  • 16S 0
  • java 0
  • script 0
  • post mortem damage 0
  • xml 0
  • svg 0
  • standard 0
  • haplotag 0
  • atlas 0
  • staging 0
  • targz 0
  • Computational Immunology 0
  • bias 0
  • scanpy 0
  • nuclear contamination estimate 0
  • resegment 0
  • morphology 0
  • fix 0
  • post Post-processing 0
  • malformed 0
  • partitioning 0
  • chip 0
  • updatedata 0
  • metagenome assembler 0
  • run 0
  • model 0
  • AMPs 0
  • allele counts 0
  • antimicrobial peptide prediction 0
  • plotting 0
  • regtools 0
  • leafcutter 0
  • amp 0
  • pdb 0
  • recovery 0
  • mgi 0
  • Staphylococcus aureus 0
  • affy 0
  • block substitutions 0
  • reference panels 0
  • relabel 0
  • cell segmentation 0
  • Bioinformatics Tools 0
  • quality_control 0
  • bclconvert 0
  • nucBed 0
  • AT content 0
  • Immune Deconvolution 0
  • nucleotide content 0
  • elfasta 0
  • elprep 0
  • doublet 0
  • patterns 0
  • controlstatistics 0
  • source tracking 0
  • emoji 0
  • regex 0
  • nuclear segmentation 0
  • paired reads re-pairing 0
  • installation 0
  • doublet_detection 0
  • barcodes 0
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  • gamma 0
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  • Hidden Markov Model 0
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  • Haplotypes 0
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  • gstama/merge 0
  • Salmonella Typhi 0
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  • GTDB taxonomy 0
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  • germlinevariantsites 0
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  • germline contig ploidy 0
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  • haemophilus 0
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  • revert 0
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Generally applicable transcriptome-wide analysis of translational efficiency using anota2seq

0123012

translated_mrna total_mrna translation buffering mrna_abundance rdata fold_change_plot interaction_p_distribution_plot residual_distribution_summary_plot residual_vs_fitted_plot rvm_fit_for_all_contrasts_group_plot rvm_fit_for_interactions_plot rvm_fit_for_omnibus_group_plot simulated_vs_obt_dfbetas_without_interaction_plot session_info versions

anota2seq:

Generally applicable transcriptome-wide analysis of translational efficiency using anota2seq

Filters a differential expression table based on logFC and adjusted p-value thresholds

01012012

filtered versions

pandas:

Python library for data manipulation and analysis

runs a differential expression analysis with DESeq2

01230120101

results dispersion_plot rdata size_factors normalised_counts rlog_counts vst_counts model session_info versions

deseq2:

Differential gene expression analysis based on the negative binomial distribution

Create a tag directory with the HOMER suite

010

tagdir taginfo versions

homer:

HOMER (Hypergeometric Optimization of Motif EnRichment) is a suite of tools for Motif Discovery and next-gen sequencing analysis.

samtools:

SAMtools is a set of utilities for interacting with and post-processing short DNA sequence read alignments in the SAM, BAM and CRAM formats, written by Heng Li. These files are generated as output by short read aligners like BWA.

DESeq2:

Differential gene expression analysis based on the negative binomial distribution

edgeR:

Empirical Analysis of Digital Gene Expression Data in R

runs a differential expression analysis with Limma

0123012

results md_plot rdata model session_info normalised_counts versions

limma:

Linear Models for Microarray Data

Perform Gene Ratio Enrichment Analysis

0101

results versions session_info

grea:

Gene Ratio Enrichment Analysis

Perform differential proportionality analysis

0123012

results_genewise genewise_plot rdata results_pairwise results_pairwise_filtered adjacency fdr session_info versions

propr:

Logratio methods for omics data

SpatialLDA uses an LDA based approach for the identification of cellular neighborhoods, using cell type identities.

01

spatial_lda_output composition_plot motif_location_plot versions

scimap:

Scimap is a scalable toolkit for analyzing spatial molecular data. The underlying framework is generalizable to spatial datasets mapped to XY coordinates. The package uses the anndata framework making it easy to integrate with other popular single-cell analysis toolkits. It includes preprocessing, phenotyping, visualization, clustering, spatial analysis and differential spatial testing. The Python-based implementation efficiently deals with large datasets of millions of cells.

build and deploy Shiny apps for interactively mining differential abundance data

01230120

app versions

shinyngs:

Provides Shiny applications for various array and NGS applications. Currently very RNA-seq centric, with plans for expansion.

Make plots for interpretation of differential abundance statistics

010123

volcanos_png volcanos_html versions

shinyngs:

Provides Shiny applications for various array and NGS applications. Currently very RNA-seq centric, with plans for expansion.

Runs a differential expression analysis with dream() from variancePartition R package

01234012

results model versions

dream:

Differential expression for repeated measures

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