Merck & Co. Inc. is not entitled to a refund of $473 million in taxes paid when a tax-avoidance strategy failed, a federal appeals court held on Monday.

The taxes were paid by Schering-Plough Corp., which Merck acquired in 2009, on funds transferred to it from two foreign subsidiaries under an arrangement the court found was a loan designed to look like a sale of future income.