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Showing content from https://www.bioconductor.org/packages/devel/bioc/html/../../bioc/html/../../bioc/html/lemur.html below:

Bioconductor - lemur (development version)

lemur

This is the development version of lemur; for the stable release version, see lemur.

Latent Embedding Multivariate Regression

Bioconductor version: Development (3.22)

Fit a latent embedding multivariate regression (LEMUR) model to multi-condition single-cell data. The model provides a parametric description of single-cell data measured with treatment vs. control or more complex experimental designs. The parametric model is used to (1) align conditions, (2) predict log fold changes between conditions for all cells, and (3) identify cell neighborhoods with consistent log fold changes. For those neighborhoods, a pseudobulked differential expression test is conducted to assess which genes are significantly changed.

Author: Constantin Ahlmann-Eltze [aut, cre] ORCID: 0000-0002-3762-068X

Maintainer: Constantin Ahlmann-Eltze <artjom31415 at googlemail.com>

Citation (from within R, enter citation("lemur")): Installation

To install this package, start R (version "4.5") and enter:


if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

BiocManager::install("lemur")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("lemur")
Details biocViews DifferentialExpression, DimensionReduction, Regression, SingleCell, Software, Transcriptomics Version 1.7.0 In Bioconductor since BioC 3.18 (R-4.3) (1.5 years) License MIT + file LICENSE Depends R (>= 4.1) Imports stats, utils, irlba, methods, SingleCellExperiment, SummarizedExperiment, rlang (>= 1.1.0), vctrs (>= 0.6.0), glmGamPoi(>= 1.12.0), BiocGenerics, S4Vectors, Matrix, DelayedMatrixStats, HDF5Array, MatrixGenerics, matrixStats, Rcpp, harmony (>= 1.2.0), limma, BiocNeighbors System Requirements URL https://github.com/const-ae/lemur Bug Reports https://github.com/const-ae/lemur/issues See More Package Archives

Follow Installation instructions to use this package in your R session.


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