- recipe bioconductor-iloreg
ILoReg: a tool for high-resolution cell population identification from scRNA-Seq data
- Homepage:
https://bioconductor.org/packages/3.17/bioc/html/ILoReg.html
- License:
GPL-3
- Recipe:
ILoReg is a tool for identification of cell populations from scRNA-seq data. In particular, ILoReg is useful for finding cell populations with subtle transcriptomic differences. The method utilizes a self-supervised learning method, called Iteratitive Clustering Projection (ICP), to find cluster probabilities, which are used in noise reduction prior to PCA and the subsequent hierarchical clustering and t-SNE steps. Additionally, functions for differential expression analysis to find gene markers for the populations and gene expression visualization are provided.
- package bioconductor-iloreg¶
- versions:
1.10.0-0
,1.8.0-0
,1.4.0-0
,1.2.0-0
,1.0.0-1
,1.0.0-0
- depends bioconductor-s4vectors:
>=0.38.0,<0.39.0
- depends bioconductor-singlecellexperiment:
>=1.22.0,<1.23.0
- depends bioconductor-summarizedexperiment:
>=1.30.0,<1.31.0
- depends r-aricode:
- depends r-base:
>=4.3,<4.4.0a0
- depends r-cluster:
- depends r-cowplot:
- depends r-dendextend:
- depends r-desctools:
- depends r-dorng:
- depends r-dosnow:
- depends r-dplyr:
- depends r-fastcluster:
- depends r-foreach:
- depends r-ggplot2:
- depends r-liblinear:
- depends r-matrix:
- depends r-paralleldist:
- depends r-pheatmap:
- depends r-plyr:
- depends r-reshape2:
- depends r-rspectra:
- depends r-rtsne:
- depends r-scales:
- depends r-sparsem:
- depends r-umap:
- requirements:
Installation
You need a conda-compatible package manager (currently either micromamba, mamba, or conda) and the Bioconda channel already activated (see set-up-channels).
While any of above package managers is fine, it is currently recommended to use either micromamba or mamba (see here for installation instructions). We will show all commands using mamba below, but the arguments are the same for the two others.
Given that you already have a conda environment in which you want to have this package, install with:
mamba install bioconductor-iloreg and update with:: mamba update bioconductor-iloreg
To create a new environment, run:
mamba create --name myenvname bioconductor-iloreg
with
myenvname
being a reasonable name for the environment (see e.g. the mamba docs for details and further options).Alternatively, use the docker container:
docker pull quay.io/biocontainers/bioconductor-iloreg:<tag> (see `bioconductor-iloreg/tags`_ for valid values for ``<tag>``)
Download stats¶
Link to this page¶
Render an badge with the following MarkDown:
[![install with bioconda](https://img.shields.io/badge/install%20with-bioconda-brightgreen.svg?style=flat)](http://bioconda.github.io/recipes/bioconductor-iloreg/README.html)