Short paired-end read analysis to provide quality analysis, read cleaning and taxonomy assignation

Process argo data with the Pangeo Ecosystem and visualise them with Ocean Data View (ODV)

Secondary metabolite biosynthetic gene cluster (SMBGC) Annotation using Neural Networks Trained on Interpro Signatures

Scaffolding with Bionano

Scaffolding using Bionano optical map data

Inputs

1. Bionano data [cmap]
2. Estimated genome size [txt]
3. Phased assembly generated by Hifiasm [gfa1]

Outputs

1. Scaffolds
2. Non-scaffolded contigs
3. QC: Assembly statistics
4. QC: Nx plot
5. QC: Size plot

This workflow

• Reconstruct phylogeny (insert fragments in a reference)
• Alpha rarefaction analysis
• Taxonomic analysis

This workflow takes a cell-type-annotated AnnData object (processed with SnapATAC2) and performs peak calling with MACS3 on the cell types. Next, a cell-by-peak matrix is constructed and differential accessibility tests are performed for comparison of either two cell types or one cell type with a background of all other cells. Lastly, differentially accessible marker regions for each cell type are identified.

This Workflow takes a dataset collection of single-cell ATAC-seq fragments and performs:

• preprocessing
• filtering
• concatenation
• dimension reduction
• batch correction (with Harmony and optionally Scanorama and MNC-correct)
• leiden clustering

• new SnapATAC2 version: from 2.5.3 to 2.6.4

Workflow for Single-cell ATAC-seq standard processing with SnapATAC2. This workflow takes a fragment file as input and performs the standard steps of scATAC-seq analysis: filtering, dimension reduction, embedding and visualization of marker genes with SnapATAC2. Finally, the clusters are manually annotated with the help of marker genes. In an alternative step, the fragment file can also be generated from a BAM file.

• newer Version: Updated SnapATAC2 version from 2.5.3 to 2.6.4

Nanopore datasets analysis - Phylogenetic Identification - antibiotic resistance genes detection and contigs building

Microbiome - QC and Contamination Filtering