Quebecor World produces about 145 million paperback books annually for Harlequin and its imprints Mira and Silhouette. Harlequin is a subsidiary of Toronto-based media company Torstar Corp.
Financial terms were undisclosed.
Shares fell 26 cents, or 2.1 percent, to $12.45 during afternoon trading on the New York Stock Exchange.