No cause of death has yet been determined, but according to coroner's Capt. John Kades, "Foul play is not suspected at this time because there were no outward signs of trauma or other injuries."
Murphy was "found unresponsive" in her home in the hills above West Hollywood on Sunday morning, Kades said. Paramedics transported her to Cedars-Sinai Medical Center, where she was pronounced dead at 10:04 a.m.
"We don't have an autopsy scheduled yet, but we will do it as soon as possible," Kades said. "Given all the worldwide attention, if we can get it done [Monday], we will."
A toxicology test looking for the presence of alcohol and drugs will also be conducted, but the results will not be available for weeks.
Los Angeles police detectives also arrived at Murphy's house in what a police spokesman called a "routine" death investigation.
One of Murphy's neighbors said that paramedics were inside her house for nearly an hour before she was taken to an ambulance on a stretcher.
"One paramedic was still working on her," said the female neighbor. "First, I couldn't even tell that it was Brittany that was on the stretcher. I looked like an older woman. Brittany was completely white and her face was covered with a mask. You could tell that something horrible had happened."
Reporting by KEN LEE, PERNILLA CEDENHEIM and CHAMP CLARK