U.S. drug regulators rejected Eli Lilly & Co.’s proposed new Alzheimer’s disease treatment, saying they need more data from clinical testing, according to the company.

The setback could delay a potential commercial introduction of the highly anticipated drug by at least several months, if the Food and Drug Administration eventually decides to approve it.