See the pitchfork project - it offers EJB3 semantics on top of Spring. Also, JPA is fully supported by Spring (both through annotations and XML).
However, as Colin pointed out, and depending on your requirements I would advice against tyeing your objects to particular frameworks (including Spring). With EJB3/JPA this comes down to the annotation vs XML argument in the end .