John Bowman, 50, was last seen at his home in Shettleston, Glasgow, more than a week ago.
Officers are currently trying to establish the identity of the person, who was recovered from the water on Monday.
Fire crews were called to the scene in Seaward Street, Glasgow, on Monday morning.
Officers were involved in a pursuit after a vehicle failed to stop in Glasgow on Wednesday.
