Our study revealed important network modules by PPI network analysis and ARID1B gene potentially related to high myopia development, which expanded the list of candidate genes associated with eoHM and implied the patient with eoHM can provide an important clue for genetic screening and further specific clinical examinations to promote accurate assessment and prompt treatment. The gene discussed is ARID1B; the disease is myopia.