My suggestion would be to take a piece of 2x1 wood. Cut is to width of shelf. Attach it to bottom of a fixed shelf in the bookcase.

Now if the back of your bookcase is flush against the wall, you are good. If not flush add another piece of 2x1 wood of another scrap.

To finished, just drill into 2x1 into 1 or 2 studs.