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I haved see Illusie's paper, it is true even in some affine case ($X$ is affine ), but I think it may has obstruction in case of smooth projective curve.
@Mikhail: In my notation E is just your Z, and The PEL type shimura variety I mentioned is exactly the "auxiliary Shimura variety of PEL-type". And My question is about the CM-point of this "auxiliary Shimura variety of PEL-type", In fact I even wonder is there any classification of CM-fields for given PEL-type shimura datum.