The present invention relates to recombinant vectors expressing the BMP-7 polypeptide in host cells and to pharmaceutical compositions comprising such recombinant vectors. The invention also encompasses methods for prevention and/or treatment of osteoarthritis in mammals, advantageously in humans, dogs, horses and cats, by intra-articular administration of the recombinant vectors and pharmaceutical compositions of the invention.