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 statement supports the idea that the conservation of hox genes across different species leads to similarities in body plans, as these genes play a crucial role in regulating developmental processes.