The defining characteristic of a vertebrate is the vertebral column , in which the notochord has been replaced by a segmented series of stiffer elements ( vertebrae ) separated by mobile joints ( intervertebral discs ) , which each contain a soft central core ( nucleus pulposus ) , derived from the notochord of the embryo .