The present invention, in which RPE cells are suspended in a medium pharmaceutically acceptable as an ocular irrigating/washing solution and containing a poloxamer, achieves improvement of the post-thawing survival rate of cryopreserved RPE cells, improvement of the photoreceptor cell protection effect by RPE cell transplanted immediately after thawing, and prevention of loss of RPE cells in various steps from thawing to transplantation.