orthos
`orthos` is an R package for variance decomposition using conditional variational auto-encoders
Bioconductor version: 3.23 · Package version: 1.10.0
`orthos` decomposes RNA-seq contrasts, for example obtained from a gene knock-out or compound treatment experiment, into unspecific and experiment-specific components. Original and decomposed contrasts can be efficiently queried against a large database of contrasts (derived from ARCHS4, https://maayanlab.cloud/archs4/) to identify similar experiments. `orthos` furthermore provides plotting functions to visualize the results of such a search for similar contrasts.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("orthos") Details
| Maintainer | Panagiotis Papasaikas <panagiotis.papasaikas@fmi.ch> |
| Author | Panagiotis Papasaikas [aut, cre] (ORCID: <https://orcid.org/0000-0002-1640-7636>), Charlotte Soneson [aut] (ORCID: <https://orcid.org/0000-0003-3833-2169>), Michael Stadler [aut] (ORCID: <https://orcid.org/0000-0002-2269-4934>), Friedrich Miescher Institute for Biomedical Research [cph] |
| License | MIT + file LICENSE |
| Downloads rank | 219 |
| Source branch | RELEASE_3_23 |
| biocViews | DifferentialExpression, GeneExpression, RNASeq, Software |
Documentation
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Dependencies
Depends: R (>= 4.3), SummarizedExperiment
Imports: AnnotationHub, basilisk, BiocParallel, colorspace, cowplot, DelayedArray, dplyr, ExperimentHub, ggplot2 (>= 3.4.0), ggpubr, ggrepel, ggsci, grDevices, grid, HDF5Array, keras (>= 2.16.0), methods, orthosData, parallel, plyr, reticulate, rlang, S4Vectors, stats, tensorflow, tidyr
Suggests: BiocManager, BiocStyle, htmltools, knitr, rmarkdown, testthat (>= 3.0.0)