Sealing the rough edge of MDF

[Manks]

Does anyone know how to seal the edge of MDF board so that when it is painted it doesn't appear rough, please?

[Manks]

I should add that the rough edges will sometimes fall in difficult to sandpaper places. There is a risk of roughing up other surfaces in the process.