The present invention relates to a novel gene delivery system and recombinant adenovirus comprising the decorin-encoding sequence to enhance transduction efficiency of transgenes, a pharmaceutical anti-tumor composition comprising the recombinant adenovirus, 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.