Shootings occurred at two locations, and one person is in custody, said Jason Rhodes, a spokesman for the Overland Park Fire Department.
A building at the center is on lockdown, and police are at the scene, the center said in a Facebook post.
The shootings occurred at the Jewish Community Center of Greater Kansas City in Overland Park, Kansas, and at the Village Shalom Retirement Community in Leawood, Kansas.
One person is in custody, Overland Park Police said in a statement posted on the department’s Facebook page. Authorities are scheduled to release more information at a news conference Sunday evening.
The FBI is at the scene working with local authorities investigating the shootings, FBI spokesman Joel Sealer said.
Rabbi Herbert Mandl, a chaplain for the Overland Park Police Department, said the victims included a teenager and an elderly woman.
The shootings, which occurred the night before Passover begins, sound “very much like a hate crime,” he said.
“The timing is terrible. The timing is awful,” Mandl said. “From what I understand from my contacts, this is a one-person event, and this is hopefully under control now.”
One shooting occurred in the community center’s parking lot, the center said in a Facebook post.
At the time of the shooting, auditions for a dance competition and dance recitals were being held at the community center, CNN affiliate KSHB reported.
“This was a community center full of young teens, and they were on lockdown after the shots started. Some of these kids were taken into locker rooms and told to lay on the floor as the shots rang out,” KSHB reporter Lisa Benson told CNN.