I would follow the methods used by ExAC, which processed over 60k exomes using the pipeline described in their manuscript supplements. It's probably the most reliable reference I can think of in terms of exome variant calling.
Go to Supplementary Information, starting from "1 Data Generation". They provide all the steps they use including filters. It should get you most of the way there.