Former Attorney General Jeff Sessions plans to announce a run for his old Senate seat in Alabama on Thursday, according to people familiar with his decision.

Mr. Sessions has started making calls to let people know he is running and to seek support, one of the people said.

He also has reviewed polling and had discussions with allies and consultants...