I want to use Docker for isolating scientific applications for the use in a HPC Unix cluster. Scientific software often has exotic dependencies so isolating them with Docker app
Yes there is! It's called Singularity and it was designed with scientific applications and multi user HPCs. More at http://singularity.lbl.gov/