This preclinical study using guinea pig myopia models identifies a novel signaling axis (cochlin/SFRP1/CaMKII) between retinal, RPE, and choroidal cells. Genetic knockdown of cochlin or pharmacological blockade of SFRP1 prevented myopia progression by improving choroidal circulation.