Here’s hoping Lori Loughlin beats the rap.

On Friday, the actress and her husband, Mossimo Giannulli, pleaded not guilty to a new charge of federal programs bribery brought against the pair in what Justice says is the “largest college admissions scam ever prosecuted” by the Department. Ms. Loughlin and Mr. Giannuli are accused of cheating their two daughters’ way into the University of Southern California by bribing former and current USC coaches to claim, falsely, that the daughters were athletes being recruited for the crew...