The Lions defender was called up to the England Under-19 squad for the European Championship qualifying tournament, which starts on Sunday.
But he has been given permission to play for Millwall instead, and will take no part in the tournament.
Johnson, who is on loan from West Ham, will come back into the side probably at the expense of Matt Lawrence.
READING MATCH PREVIEW