We develop a novel theory of weak and strong stochastic integration for
cylindrical martingale-valued measures taking values in the dual of a nuclear
space. This is applied to develop a theory of SPDEs with rather general
coefficients. In particular, we can then study SPDEs driven by general Lévy
processes in this context.