Meanings
Extension of roger for received in radio traffic (by 1950), the pronoun referring to the last information received; in use by 1969, popularised at first by radio transmissions from NASA's Apollo missions, later in military fiction.
How to pronounce "roger that":
AU
Received (used in radio communications to acknowledge that a message has been received and understood)
Used to acknowledge receipt and understanding of a message