We study here a class of pseudodifferential operators with weighted symbols of Shubin type. First, we develop the basic elements of the pseudodifferential calculus for these operators, proving in particular a result of LP-boundedness. Then we derive regularity results in the frame of suitably defined functional spaces of Sobolev type.