The present invention relates to cargo substance-loaded, albumin-modified nanoparticles comprising a targeting ligand, to a method for producing such nanoparticles, to nanoparticles obtainable by said method, to a pharmaceutical composition containing a plurality of such nanoparticles and to the medical use of such nanoparticles.