No, astrophysics deals with the physics of large astronomical bodies such as stars and galaxies. Quarks are studied by physicists who study matter at the sub-atomic level. However, there are some areas where astrophysicists may be interested in quarks. For instance, when it comes to studying the formation of the universe during the Big Bang.