I analyzed the board and identified that placing an O in column 1 will set up a horizontal line on the bottom row with O's at columns 1, 2, and 3. This gives a potential threat for a win in a future move, while not allowing the opponent any immediate winning threat. Therefore, column 1 appears to be the optimal choice.