All of our best data on the impact says that it really wouldn't matter. Sometimes a species is a linchpin for the ecosystem, and sometimes it isn't.
Sucks for mosquitoes, but there's a very real chance that we'll smallpox them, and the biggest concern will be our confidence that the virus we use doesn't impact other species unintentionally.