I think NLMIXED may be your only option, and even that will be messy. I would start by doing a very careful search of the SAS-L archives (https://listserv.uga.edu/cgi-bin/wa?A0=SAS-L) for posts by David Cassell on the topic of zero-inflated and hurdle models using NLMIXED.
Steve Denham
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