Bruce McHugh has lost his bid to have artificial insemination introduced to the Australian thoroughbred breeding industry.

The High Court on Friday denied the former bookmaker and Sydney Turf Club chairman leave to appeal a Federal Court decision that Australian Racing Board rules were not anti-competitive or a restraint of trade.