Numerous residents have been displaced. Fire officials have refused to say if there were any fatalities.
The blaze was reported at 10:46 p.m. Thursday at the Barclay Friends Senior Living Community on the 700 block of North Franklin Street.
The fire quickly spread to multiple buildings and flames could be seen shooting from the roofs and windows of the structures.
Residents were forced to evacuate outside into the cold, with temperatures overnight hovering in the low 40s.
Officials said the inferno went to five alarms before it was declared under control at 1:22 a.m. Friday.
Video from Chopper 6 and the Action Cam showed dozens of residents on the lawn or along the street, wrapped in blankets. Many of them had been pushed in wheelchairs or rolled on beds to safety.
At a news conference shortly before 6:30 a.m. Friday, officials declined to say how many residents were injured, or if there were any fatalities.
But earlier in the morning, Chester County emergency officials said at least 20 people were taken to area hospitals for treatment.
Major damage at Barclay Friends Senior living in West Chester. Five alarm fire. Crews still at work. pic.twitter.com/mYxEriS4Vh— Katherine Scott (@KScott6abc) November 17, 2017
Action News is told nine people were taken to Chester County Hospital. Seven were taken to Paoli Memorial Hospital.
There was no immediate word on the conditions of the injured.
GOOD NEWS: A woman we interviewed was very concerned, said she did not know where her 101-year-old mother was. She lived in the senior living facility that went up in flames. We just learned that her mother was safely evacuated. She is shaken, but uninjured. @6abc— Jeannette Reyes (@6abcJeannette) November 17, 2017
A spokeswoman for Main Line Health said one of its hospitals also was prepared to provide shelter to some additional residents of the senior living community.
According to its website, Barclay Friends offers various levels of care including memory care, skilled nursing, and post-acute rehab.
Early Friday morning, the local chapter of the American Red Cross said on Twitter that it had multiple teams on the scene and that it was working with county officials and facility staff to assist displaced residents.
A cause of the fire remained under investigation.
Some residents being held at West Chester University. But loved ones were told *not to go there as it would add more traffic, confusion etc. To go home and wait for phone call. Could be 3-6 hours before they get an update. @6abc— Jeannette Reyes (@6abcJeannette) November 17, 2017
The Associated Press contributed to this report.