Close relatives of the horseradish include woad (the ancient indigo source), turnips, rapeseed, cabbages, weeds (thale cress) and flowery shrubs & al. "Close relative" is not an indication of "not a lot of difference". You might as well say that mustard (also a close relative) is no different from wasabi.