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Kansas State Troopers stand outside a police line near the location of a shooting at the Jewish Community Center in Overland Park, Kan., Sunday, April 13, 2014. Image Credit: AP

Washington: A gunman with anti-Semitic ties allegedly shot three people dead on Sunday at a Jewish community centre and a retirement community in Kansas, drawing widespread condemnation and consternation on the eve of Passover.

Frazier Glenn Cross, who is now in custody, was not local and did not know the victims, Overland Park Police Department Chief John Douglass told reporters.

Cross, an alias for the suspect who also goes by Frazier Glenn Miller, has long-held white supremacy ties as a former leader within the Ku Klux Klan, as well as a history of anti-Semitism, said the Southern Poverty Law Centre (SPLC), which tracks hate groups.

The suspect was heard yelling “Heil Hitler” as police officers escorted him away at an elementary school, local NBC television affiliate KSHB reported. Douglass refused to confirm the report.

A member of a neo-Nazi forum called the Vanguard News Network, Cross, who hails from Aurora, Missouri, had posted more than 12,000 messages since joining, the SPLC said.

Cross allegedly used a shotgun in the assault and investigators, who are being assisted by the FBI, are trying to determine whether a handgun and assault rifle were involved. President Barack Obama condemned the “horrific” shooting, and pledged the federal government’s “full support” in the investigation and to the community.

“The initial reports are heartbreaking,” he said in a statement offering his condolences to the families of the victims.

The first shooting at the Jewish Community Centre of Greater Kansas City took place around 1:00pm (1800 GMT) as youths auditioned for a play.

Rabbi Herbert Mandl, who serves as chaplain for the Overland Park Police Department, told CNN that the suspect asked people whether they were Jewish before opening fire.

He killed two people there — William Lewis Corporon, who died on the spot, and his 14-year-old grandson, Reat Griffin Underwood, who succumbed to injuries at a hospital, The Kansas City Star reported.

He then got in his car and headed to the Village Shalom assisted living centre, where he allegedly killed a woman in her 70s about 15 minutes after the first shooting.

In addition to the three people killed, the suspect shot at two other people but missed them.

“Today is a very sad and tragic day and certainly, there are no words to express the senselessness of what’s happened this afternoon,” Douglass said.

At the Jewish community centre, the shooting took place in a parking lot just outside a theatre where local media said 75 people, most of them children, were inside.

They had been auditioning for “KC Superstar,” a local singing competition based on “American Idol.”

The Jewish centre said all programmes were cancelled and it would be closed for the rest of the day on Sunday and Monday. It was earlier placed on temporary lockdown but programme participants were later released.

“Our hearts go out to the families who have suffered loss on this tragic day,” the centre said on its website.