The present invention relates to a pharmaceutical composition for intravascular delivery of a therapeutic agent, such as paclitaxel, rapamycin, or an analog thereof. The composition includes the therapeutic agent and a biocompatible solvent, such as glycofurol. The composition can aid tissue penetration by the therapeutic agent. A catheter assembly that protects the pharmaceutical composition from the surroundings can be used for its intravascular delivery.