This study identifies a novel signaling axis—cochlin in retinal photoreceptors, SFRP1 in the retinal pigment epithelium, and CaMKII in choroidal vascular endothelial cells—that drives nonpathologic myopia progression by reducing choroidal blood perfusion. Genetic knockdown of cochlin or pharmacological blockade of SFRP1 prevented myopia progression in guinea pig models by restoring choroidal circulation. These findings suggest cochlin and SFRP1 as potential interventional targets for early myopia treatment.