A deep learning-based tool for alignment and integration of single cell genomic data across multiple datasets, species, conditions, batches
Unsupervised alignment and projection of HSCs
Multiway alignment using all pairs method
Supervised/Semi-supervised alignment
Bioconductor for now will only support the Linux version of scAlign.
The latest version of scAlign for all systems can always be found at github.
install.packages('devtools')
devtools::install_github(repo = 'quon-titative-biology/scAlign')
library(scAlign)
Guide to installing python and Tensorflow on different operating systems.
#### On Windows: 1. Download Python 3.6.8. Note, newer versions of Python (e.g. 3.7) cannot use TensorFlow at this time. 2. Make sure pip is included in the installation.
#### On Ubuntu: 1. sudo apt update 2. sudo apt install python3-dev python3-pip
#### On MacOS (homebrew): 1. /usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" 2. export PATH="/usr/local/bin:/usr/local/sbin:$PATH" 3. brew update 4. brew install python # Python 3
In an R session:
library(tensorflow)
install_tensorflow(version = "gpu") ## Removing version will install CPU version of Tensorflow
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