A UPS cargo plane crashed shortly after taking off from Louisville Muhammad Ali International Airport in Kentucky at around 5:15 p.m. local time Tuesday, the Federal Aviation Administration said.

At least 11 people were killed, Kentucky Gov. Andy Beshear said Wednesday afternoon, including a young child.

“Right now these families need prayers, love and support,” he said. “Let’s wrap our arms around them during this unimaginable time.”

Beshear said he expects the fatality count could possibly reach 12 by the end of the day and signaled the team is moving from rescue to recovery mode. Earlier on Wednesday, he said the plane hit two of the “lesser populated” businesses in the area.

Beshear also urged residents and businesses around the crash site to not drink water and declared a state of emergency for Kentucky.

“It allows us to move resources more quickly through emergency management and the Kentucky National Guard,” Beshear said. “It allows state resources to be used also.”

UPS said in a statement that there were three crew members on the plane. Beshear said the status of the crew was unknown. He added that there was an emergency response area set up for families.

The National Transportation Safety Board sent a team to the crash site Wednesday to start investigating the incident. NTSB member Todd Inman said the investigation found that a plume of fire occurred in the plane’s left wing during takeoff, causing the left engine to detach from the wing. He added that investigators have located the black box, or the cockpit voice recorder, at the crash site, though it suffered some heat damage.

The plane was a MD-11F, a type of freight transport aircraft made by manufacturer McDonnell Douglas, which merged with Boeing in 1997. It had about 38,000 gallons of fuel on board to travel all the way to Honolulu, officials said.

Inman said it was too early to determine a probable cause of the crash and said there would more information as the investigation continues. He also said he expects the team to stay for at least week.

The Louisville Metro Police Department implemented a shelter-in-place order near the crash site Tuesday. Several businesses close to the area were affected, officials said.

There was no hazardous material on the plane that would cause an environmental issue, but the place where it crashed “could create those types of situations,” Beshear said. He said a petroleum recycling business and an auto parts business are in the area and called it an “all-hands on deck response.”

A large plume of black smoke was visible near the airport, and footage from local TV showed fire and debris in a large radius around the crash site.

The airport was closed Tuesday following the crash, and all departing flights for the evening were canceled. It reopened one runway Wednesday morning, and the airport encouraged travelers to monitor their flight status for delays or cancellations.

UPS has its headquarters in Atlanta but the Louisville airport is home to its UPS Worldport, which the company says is its largest package handling facility in the world.

“We are terribly saddened by the accident tonight in Louisville. Our heartfelt thoughts are with everyone involved. UPS is committed to the safety of our employees, our customers and the communities we serve,” the company said in a statement. “This is particularly true in Louisville, home to our airline and thousands of UPSers.”

Hundreds of UPS flights take off daily from Louisville, according to the company. UPS noted late Tuesday that it has halted package sorting operations at the facility.

“This is a UPS town,” said Louisville city council member Betsy Ruhe.

— CNBC’s Dennis Green contributed to this report.