A novel gene delivery system and recombinant adenovirus includes a decorin-encoding sequence to enhance transduction efficiency of transgenes. A pharmaceutical anti-tumor composition includes the recombinant adenovirus, as well as a pharmaceutical composition having improved tissue penetration potency and a pharmaceutical composition for treating a disease or disorder associated with accumulation of excess extracellular matrix.