The statement that serves as evidence for the claim that many multicellular animals have the same Hox genes is:
"The body plans of complex animals are very similar to one another."
This is because the conservation of Hox genes across various species suggests that despite the variety in body plans, the fundamental genetic framework that determines those plans is preserved, thereby leading to similarities in the basic structures of different organisms.