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Cannabis has been made legal in 25 US states for recreational or medical purposes.
It is also the most commonly used illegal drug in the US, with around 22.2 million people admitting to using it in the past month.
It is also the most widely used illegal drug in the United Kingdom, with 6.7 per cent of adults aged 16 to 59 using it in 2014/15.
Despite its increasing use, Dr Francesca Fibley, of the School of Behavioral and Brain Sciences at the University of Texas at Dallas, said information on exactly how the drug might lead to dependency and addiction is still scarce.
But a few studies suggested marijuana might impact a brain circuit known as the mesocortcollimbic reward system to trigger cravings.
This system controls different part of the brains that release dopamine – the chemical that mediates pleasure in the brain.
Dopamine is released by different parts of the organ during pleasurable situations like eating food or having sex – and stimulates people to seek out that activity again.
To investigate how marijuana might affect this brain system, the researchers studied 59 adult users of marijuana and 70 people who didn't use the drug.
They adjusted the results so factors such as brain injury and the use of other drugs were taken into account.
The people in the study were shown pictures of cannabis-related items such as a pipe, bong, joint or blunt.
Then, they were shown pictures of fruits they said they liked, such a banana, an apple, grapes or an orange.
After being presented with each image, they had to rate their urge to use marijuana.
The team also collected questionnaires from the people in the study which asked whether they believed they suffered problems as a result of using cannabis.
Many said they suffered family and relationship issues - among others - due to their drug use.
They found, on average, people who used cannabis had done so for 12 years.
Using MRI brain scans, the researchers found that when shown marijuana-related images, as expected, the brain circuit associated with reward lit up.
This was not the case when they looked at pictures of fruit.
In people who did not use cannabis, the reward system was not more active when they looked at pictures of marijuana, and in some, lit up when they saw the fruit.
'We found that this disruption of the reward system correlates with the number of problems, such as family issues, individuals have because of their marijuana use,' Dr Filbey said.
'Continued marijuana use despite these problems is an indicator of marijuana dependence.'
The research was funded by the National Institute on Drug Abuse and published in the journal Human Brain Mapping.
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