Perry's statement says the event in Houston is hosted by the American Family Association and is intended to be a non-denominational, apolitical, Christian prayer service.
The governor is a strong advocate of the Christian conservative wing of the Republican party. He was also an early adopter of tea party rhetoric.
In recent weeks, Perry has said he would consider a run for the presidency.