Package: gedi2 2.3.4
gedi2: Gene Expression Decomposition and Integration
A memory-efficient implementation for integrating gene expression data from single-cell RNA sequencing experiments. Uses a C++ backend with thin R wrappers to enable analysis of large-scale single-cell datasets. The package supports multiple data modalities including count matrices, paired data (splicing, RNA velocity, CITE-seq), and binary indicators. It implements a latent variable model with block coordinate descent optimization for dimensionality reduction and batch effect correction. Core algorithms are described in Madrigal et al. (2024) <doi:10.1038/s41467-024-50963-0>.
Authors:
gedi2_2.3.4.tar.gz
gedi2_2.3.4.tar.gz(r-4.7-arm64)gedi2_2.3.4.tar.gz(r-4.7-x86_64)gedi2_2.3.4.tar.gz(r-4.6-arm64)gedi2_2.3.4.tar.gz(r-4.6-x86_64)
gedi2_2.3.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
gedi2/json (API)
NEWS
| # Install 'gedi2' in R: |
| install.packages('gedi2', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/csglab/gedi2/issues
Last updated from:b9c69389c9. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 270 | ||
| linux-devel-x86_64 | OK | 272 | ||
| source / vignettes | OK | 323 | ||
| linux-release-arm64 | OK | 266 | ||
| linux-release-x86_64 | OK | 299 | ||
| wasm-release | OK | 207 |
Exports:check_optional_dependenciesCreateGEDIObjectgedi_to_seuratinstall_optional_dependencieslist_h5_structureplot_convergenceplot_dispersionplot_embeddingplot_feature_ratioplot_featuresplot_vector_fieldread_h5read_h5adseurat_to_gediwrite_h5ad
Dependencies:clicpp11farverggplot2gluegtableisobandlabelinglatticelifecycleMatrixR6RColorBrewerRcppRcppEigenrlangS7scalesvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Check GEDI Optional Dependencies | check_optional_dependencies |
| Create GEDI Object | CreateGEDIObject |
| Convert GEDI Model to Seurat Object | gedi_to_seurat |
| List Optional GEDI Dependencies | install_optional_dependencies |
| List structure of H5 or H5AD file | list_h5_structure |
| Plot Training Convergence | plot_convergence |
| Plot Dispersion Analysis | plot_dispersion |
| Plot Embedding with Improved API | plot_embedding |
| Plot Two-Feature Comparison | plot_feature_ratio |
| Plot Multiple Features on Embedding | plot_features |
| Plot Vector Field from Dynamics Analysis | plot_vector_field |
| Read 10X Genomics H5 file | read_h5 |
| Read H5AD file and convert to sparse matrix | read_h5ad |
| Convert Seurat Object to GEDI Model | seurat_to_gedi |
| Write GEDI model to H5AD file | write_h5ad |
