In a major shake-up, the BJP on Wednesday dropped Union Minister and former party president Nitin Gadkari and Madhya Pradesh Chief Minister Shivraj Singh Chouhan from its parliamentary board, the apex organisational body, and brought in six new members, including former Karnataka CM B S Yediyurappa and Punjab leader Iqbal Singh Lalpura.