In this article, Tropepe, Emili, and colleagues show that ZNF644, encoded by a gene linked to high-grade myopia of unknown function, physically associates with the histone methyltransferases G9a and GLP to co-regulate H3K9me2-mediated silencing in vivo. The gene discussed is ZNF644; the disease is myopia.