Pathologic myopia is a leading cause of visual impairment worldwide. Its characteristic clinical manifestations include posterior staphyloma caused by pathological elongation of the axial length, myopic maculopathy and high myopia-associated optic neuropathy. Extensive research conducted both domestically and internationally has consistently demonstrated that genetics plays a significant role in the occurrence and progression of pathologic myopia. With the innovative development of genetics, it has become possible to predict, prevent, control, and treat pathologic myopia at the gene level. This paper reviews the characteristic clinical manifestations of pathologic myopia and its related genes to provide a basis for the etiology of pathologic myopia and potential targets for therapeutic intervention, to provide a reference for treating pathologic myopia and its complications at the genetic level, and to explore new and effective ways to control the development of pathologic myopia.