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This guide was tested using the Long Term Support (LTS) version of Ubuntu (10.04). Note that you might be able to install in other Linux distributions following these instructions.
sudo apt-get --force-yes -y install libgsl0-dev openjdk-6-jdk libxml2 libxslt1.1 libxslt1-dev ant subversion build-essential zlib1g-dev libpng12-dev libfreetype6-dev mpich2 libreadline-dev gfortran unzip libmysqlclient16 libmysqlclient16-dev ghc
mkdir $HOME/qiime_software/
wget http://bmf.colorado.edu/QIIME/app-deploy-qiime-1.4.0.tgz
tar zxvf app-deploy-qiime-1.4.0.tgz
cd app-deploy-qiime-1.4.0
python app-deploy.py $HOME/qiime_software/ -f etc/qiime_1.4.0.conf