This application describes, among other things, a casino game for use in a gaming establishment wherein at least some of the components of the game include an attached radio frequency-responsive element, such as an RFID tag. In one example, the radio frequency-responsive element contains information regarding the corresponding attached components. In another example, the casino game contains a plurality of selected components having RFID tags. When the tags are interrogated, information provided by the tags can be used to determine whether components of the game have been replaced, are missing, or the like. Also, a method of identifying components in the game is disclosed. In one example, the method includes interrogating radio frequency-responsive elements attached to selected components of the casino game, receiving a response code signal from the interrogated radio frequency-responsive elements, and generating an output based on the received signals.