Horseradish, wasabi, mustard, broccoli, cabbage, and Brussels sprout are all of the same family. The pungent aroma of horseradish and wasabi is from the mustard oil contained within, and is the same stuff you get when crushing mustard seeds to extract the oil.
Wasabi is very hard to cultivate...