We are using Ubuntu in my current lab. Previously I was in a lab with openSUSE and Red Hat.
I think you are really wrong: "The Ubuntu software center has a lack of scientific tools". Most scientific tools (from phylogenetics to protein modeling) are JUST available for Linux/Unix. CHARMM, Amber, DrugScore, Modeller... this is an infinite list