Investigators say the crime took place while other people, including children, were in the house.
The woman is being treated at Duke University Hospital for serious injuries.
Anyone with information on Williams' whereabouts can call Investigator Evans at 560-4910, ext. 29283 or CrimeStoppers at 683-1200.