The invention relates to a pharmaceutical composition comprising the combination of (i) at least one biocompatible nanoparticle, said biocompatible nanoparticle comprising at least one oligomer of albumin (n≧2) or consisting in an oligomer of albumin, and of (ii) at least one compound of interest, typically at least one pharmaceutical compound, to be administered to a subject in need of such at least one compound of interest, wherein the at least one nanoparticle potentiates the at least one compound of interest efficiency. The longest dimension of the biocompatible nanoparticle is typically between about 4 and about 500 nm. The invention also relates to such a composition for use for administering the at least one compound of interest in a subject in need thereof, wherein the at least one biocompatible nanoparticle and the at least one compound of interest are to be administered in said subject sequentially, typically between more than 5 minutes and about 72 hours one from each other.