The Royal College of Physicians was founded in 1518 and is now a professional body representing physicians.
After the destruction of their base in the Great Fire of London in 1666 the College moved to Warick Lane in 1674. See The Royal College of Physicians site for an engraving of the original building.
See also Wikipedia
The plaque reads
Site of the Royal College of Physicians 1674-1825