Table 1.
Tools | ResistoXplorer | AMR++ Shiny | resistomeAnalysis | WHAM! |
---|---|---|---|---|
Platform | Web-based | Web-based + locally installable | R package | Web-based |
Registration | No | No | No | |
Data processing | ||||
Data input | Abundance tables | Abundance tables | Abundance tables | Abundance tables (Biobakery + EBI) |
Functional annotation | User-defined + collected from >10 AMR databases | MEGARes | CARD | User-defined |
Filtering | Abundance, variance | Abundance (quantile) | Variance | |
Normalization | Scaling, transformation, rarefying | CSS, rarefying | TSS, proportion | Proportion, clr |
Composition profiling | ||||
Visual profiling | Stacked bar plot, stacked area, sankey diagram, zoomable sunburst, treemap | Stacked bar plot | Stacked bar plot | Interactive stacked bar plot |
Alpha diversity | Multiple | Richness | ||
Ordination analysis | PCoA, NMDS & PCA (2D & 3D) | PCA & NMDS (Bray–Curtis) (2D) | PCoA (2D) | |
Comparative analysis | ||||
Differential analysis | DESeq2, metagenomeSeq, EdgeR, LEfSe, ALDEx2, ANCOM | metagenomeSeq | DESeq2 | ALDEx2 |
Classification | Random Forests, SVM | |||
Other functions | Heatmaps, dendrogram, correlation, core resistome, alpha rarefaction curves | Heatmaps, Alpha rarefaction bar plots | Heatmaps, dendrogram, correlation, core resistome | Interactive Heatmaps, correlation |
Integrative analysis | Procrustes, Coinertia, rCCA, sPLS, Spearman, Pearson, CCLasso, MIC | Spearman | Visual comparisons | |
Gene (ARG) List exploration | ARG-microbial host network visual analytics & functional analysis |
ResistoXplorer: http://www.resistoxplorer.no
AMR ++ Shiny: https://github.com/lakinsm/amrplusplus-shiny
resistomeAnalysis (R package): https://github.com/blue-moon22/resistomeAnalysis
Note: Tools exclusively dedicated for sequence annotations are not included.