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Computer Programs Could Soon Predict Psychiatric Problems In At-Risk Youths

Computers Psychiatric Problems

Posted: 02/15/2012 4:09 pm


By Kate Kelland

LONDON (Reuters) - Computer programs can be taught to select between brain scans of healthy young people and scans showing adolescents who are at higher risk of developing mental disorders such as anxiety and depression, scientists said Thursday.

In a study in the Public Library of Science (PLoS) ONE journal, British researchers said their findings suggest it may be possible to design programs to predict which at-risk adolescents will go on to have psychiatric problems, giving doctors more time to intervene before illnesses set in.

"Combining machine learning and neuroimaging, we have a technique which shows enormous potential to help us identify which adolescents are at true risk of developing anxiety and mood disorders, especially where there is limited clinical or genetic information," said Janaina Mourao-Miranda of University College London, who led the study.

Depression and other psychiatric disorders are a major cause of death, disability and economic burden worldwide. The World Health Organization predicts that by 2020, depression alone will be the second leading contributor to the global burden of disease across all ages.

Two studies published late last year found that up to 40 percent of Europeans suffer from mental and neurological illnesses each year, and the annual cost of brain disorders is almost 800 billion euros.

But experts think that being able to diagnose potential problems earlier, and intervene to help at-risk young people, could significantly reduce the damage caused by psychiatric disorders and help ward off serious or recurrent illness.

As yet there are no known biological measures, or biomarkers, that can predict future psychiatric disorders and even genetic screening can't accurately predict individual psychiatric risk, the researchers explained in their study.

A family history of bipolar disorder, for example, confers a 10 percent risk of future bipolar disorder, but also a 10 to 25 percent risk of conditions like attention deficit hyperactivity disorder (ADHD), major depression and anxiety disorders and it is impossible to say which, if any, is more likely.

Mourao-Miranda's team took 16 healthy adolescents who each had a parent with bipolar disorder, and 16 whose parents had no history of psychiatric illness, and scanned their brains with a functional magnetic resonance imaging (fMRI) scanner while they performed a specially designed emotional test.

The researchers then used a computer program capable of machine learning to predict the probability that an individual belonged to either the low-risk or at-risk group and found it was accurate in three out of four cases.

The researchers also found the computer program predicted significantly higher risk probabilities for young people who were found in follow-up to have developed psychiatric disorders than for those who remained healthy at follow-up.

Mary Phillips of Pittsburgh University in the United States, who also worked on the study, said since most mental disorders begin in adolescence or early adulthood, early detection and treatment could delay or even prevent future illness.

"Anxiety and mood disorders can have a devastating effect," she said in a statement. "If we are able to identify those individuals at greatest risk early-on, we can offer early and appropriate interventions to delay, or even prevent, onset of these terrible conditions."

(Reporting by Kate Kelland, editing by Paul Casciato)

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07:43 PM on 02/20/2012
At 34 I was just diagnosed w/Bipolar II Disorder. That's because I now have healthcare. I should have been diagnosed while a teenager. Then, at times, we either had limited healthcare or none at all. Years of a tumultuous life could have been staved off or limited if I had been diagnosed and treated from the start. I agree with RayHorsleyConsu - just thinking about all the people suffering that can't afford treatment in itself is depressing. www.singthemindbipolar.blogspot.com
10:54 AM on 02/17/2012
Notice how they always put out these great articles about medical advance that are not available
to millions of people who have limited access to healthcare in America. This is enough to cause depression.
01:02 AM on 02/17/2012
But exactly who will pay for these scans? Today you can't even get legislators to agree on covering birth control. The idea is excellent but then when you go and throw humans into the mix the wheels fall off.
02:44 PM on 02/16/2012
Or... just ask them. What a concept... to ask people how they feel! An MRI scan is, of course, ten times more expensive... and there are all these unused functional MRI machines around. Right... I had to wait three weeks for my last MRI... there were no slots available.

:-)