It is difficult to determine the causal relationship between brain chemistry and gambling addiction. While it's possible that pre-existing brain differences lead to the disorder, it is equally plausible that the act of gambling itself alters neurotransmitter levels. The true cause is hard to ascertain due to the ethical impossibility of conducting experiments that would induce problem gambling in participants. Furthermore, a confounding variable could potentially explain both the addiction and the observed brain chemistry differences.