It's not clear you can "fix" missings. You can substitute some number for these missing, there's a lot of literature on how to do this, and also SAS has PROC MI. If the missings are all in a single column (you'd have to look to see if that is the case), then you could delete that variable from the model in PROC GLIMMIX.
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