Contain circular pieces of DNA concentrated within a nucleoid. Some contain plasmids, which can be shared with other prokaryotes. Eukaryotes contain their genetic material in chromosomes within a nucleus. ... Prokaryotes are therefore able to lack membrane-bound organelles and have less complex internal structure.