Some adult chordates do not exhibit the characteristic features of the phylum Chordata. What is the likely reason?

A likely reason why some adult chordates do not exhibit all the characteristic features of the phylum Chordata, is that some features are present during development but are subsequently lost or become another structure. (option 2)