This overview will be updated continuously. Last update: 25-10-2023 To know which inputs can be chosen per analysis, see this article
Analysis & interactive visualizations in the UniApp
Below overview shows the (expected) available analysis algorithms & interactive visualization options in the UniApp. It also lists if it can be used as an input for Meta analysis and for which technology types
Status | Analysis | Package(s) | Input for meta analysis? | Micro Array | RNAseq | SC-RNAseq | Spatial RNAseq | Prote omics | Metabol omics | Meta data |
---|---|---|---|---|---|---|---|---|---|---|
Active | Experimental design | Super pivot table | Y | Y | Y | Y | Y | Y | Y | Y |
Active | Data pretreatment | algorithm varies per technology | Y | Y | Y | Y | Y | Y | Y | Y |
Active | Gene association analysis | Unicle propriatary | Y | Y | Y | Y | Y | Y | Y | N |
Active* | Gene regulatory network | Unicle propriatary | N | Y | Y | Y | Y | Y | Y | N |
Active | Dimension reduction | PCA | N | Y | Y | Y | Y | Y | Y | N |
Active | Dimension reduction | tSNE | N | Y | Y | Y | Y | Y | Y | N |
Active | Dimension reduction | UMAP | N | Y | Y | Y | Y | Y | Y | N |
Active | Clustering | Hyrarchical clustering | N | Y | Y | Y | Y | Y | Y | N |
Active | Clustering | K-means clustering | N | Y | Y | Y | Y | Y | Y | N |
Active | Clustering | Louvain clustering | N | Y | Y | Y | Y | Y | Y | N |
Active | Cluster marker genes | Unicle propriatary | Y | Y | Y | Y | Y | Y | Y | N |
Active | Differential analysis | Limma | Y | Y | Y | Y | Y | Y | Y | N |
Active | Differential analysis | T-test | Y | Y | Y | Y | Y | Y | Y | N |
Active | Differential analysis | Wilcoxon test | Y | Y | Y | Y | Y | Y | Y | N |
Active | Differential analysis | MAST | Y | N | N | Y | N | N | N | N |
Active | Gene set enrichment | Competitive GSEA | Y | Y | Y | Y | Y | Y | N | N |
Active | Feature heatmap | HeatmapLY | N | Y | Y | Y | Y | Y | Y | N |
Active | Correlation heatmap | HeatmapLY | N | Y | Y | Y | Y | Y | Y | N |
Active | Brute force | Unicle propriatary | N | Y | Y | Y | Y | Y | Y | N |
Active* | Gene set association | Unicle partnership | Y | N | N | Y | N | N | N | N |
Active | Cell-cell interaction analysis | CellphoneDB | N | N | N | Y | N | N | N | N |
Active | Gene entropy analysis | SCENT | Y | N | N | Y | N | N | N | N |
Active | Rank-based meta-analysis | Unicle propriatary | Y | Y | Y | Y | Y | Y | Y | N |
Active | Rule-based meta-analysis | Unicle propriatary | Y | Y | Y | Y | Y | Y | Y | N |
Active | Gene metadata table | Genecards | Y (partially) | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
Active | Super pivot table | Unicle propriatary | N | Y | Y | Y | Y | Y | Y | Y |
Active* | Feature engineering | GSVA | N | Y | Y | N | N | Y | N | N |
Active* | Spatial expression | Seurat | N | N | N | N | Y | N | N | N |
Active* | Gene lolliplot | Unicle propriatary | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
Active* | Pathology slide | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a | n/a |
Long list | Feature engineering | Modulescore | N | N | N | Y | Y | N | N | N |
Long list | Trajectory interference | tbd | tbd | N | N | Y | N | N | N | N |
Long list | Gene entropy analysis | RNEntropy | N | N | Y | N | N | N | N | N |
Legend:
* are premium functionalities, contact us for more information
Long list: Expected future functionalities
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