The present invention relates to a pharmaceutical composition comprising an inhibitor of eIF2α, a compound increasing the expression and/or activity of protein BiP and/or an inhibitor of Caspase-12, preferably an inhibitor of eIF2α and a compound increasing the expression and/or activity of protein BiP. The present invention also relates to pharmaceutical compositions and methods for treating retinal degeneration related to ciliary dysfunction.