A Long Island woman stole more than $85,000 and then converted it to bitcoin and similar currencies to support Islamic State, according to a federal indictment unsealed Thursday.

Zoobia Shahnaz, 27 years old, was charged with bank fraud, money laundering and other crimes. She pleaded not guilty Thursday in U.S. District Court in Central Islip, N.Y.

Her...