Marijuana dependence may alter the brain's response to drug paraphernalia, according to a recent study.

Researchers from the University of Texas at Dallas found that different areas of the brain are activated when dependent and non-dependent users are exposed to drug-related cues.

According to the National Institute on Drug Abuse, 9 percent of daily users will become dependent on marijuana.

"We know that people have a hard time staying abstinent because seeing cues for the drug use triggers this intense desire to seek out the drugs," Dr. Francesca Filbey, lead author of the study and professor at the Center for BrainHealth in the School of Behavioral and Brain Sciences, said in a statement. "That's a clinically validated phenomenon and behavioral studies have also shown this to be the case. What we didn't know was what was driving those effects in the brain."

For the study, Filbey and colleagues conducted brain-imaging  g scans, called functional magnetic resonance imaging (fMRI), on 71 participants who regularly used marijuana. Just more than half of those were classified as dependent users. While being scanned, the participants were given either a used marijuana pipe or a pencil of approximately the same size that they could see and feel.

A comparison of the images revealed that the nucleus accumbens, the reward region in the brain, was activated in all users in response to the pipe. However, the strengths of the connections with other areas differed between dependent and non-dependent users.

"We found that the reward network is actually being driven by other areas unrelated to reward, like the areas in memory and attention or emotion," Filbey said.

They found that non-dependent users showed greater activations in the orbital frontal cortex and hippocampus, suggesting that memory and attention were connected to the activation of the reward network. Dependent users had greater activations in the amygdala and anterior cingulate gyrus, suggesting a more emotional connection.

Researchers said these findings suggest that marijuana abuse intervention needs to cater more specifically to a user's level of addiction.

"Clinicians treating people with problems with marijuana dependence should consider the different processes that trigger the reward response when determining possible pharmacological or behavioral interventions," Filbey said.

The findings were recently published in Drug and Alcohol Dependence.