Depression: Three new subtypes identified
New research may help explain why SSRIs are unable to fully tackle some types of depression.
(Online) - A new study now published in the journal Scientific Reports has identified three new subtypes of depression. The findings help explain why some types of depression do not respond well to medication.
According to recent estimates, depression affects over million people worldwide, and at least 16 million people in the United States.
Over 60 percent of U.S. individuals living with depression have experienced severe impairment as a result, and up to 30 percent of people living with depression do not find relief in existing treatments.
Selective serotonin reuptake inhibitors (SSRIs) are the most commonly prescribed drugs for depression. They work by boosting levels of the "happiness hormone" in the brain: serotonin.
New research may help explain why SSRIs are unable to fully tackle some types of depression. A team led by Prof. Kenji Doya, of the Neural Computation Unit at the Okinawa Institute of Science and Technology Graduate University (OIST) in Japan, has now identified three new subtypes of depression.
The scientists also used functional MRI scanners to study the participants brain activity, enabling them to map 78 brain regions and examine the connections between these areas.
"The major challenge in this study," explains first study author Tomoki Tokuda, who is a statistician at OIST, "was to develop a statistical tool that could extract relevant information for clustering similar subjects together."
Tokuda developed a new statistical method that allowed the researchers to break down more than 3,000 measurable features into five data clusters. The measurable features included the incidence of childhood trauma and the initial severity of the depressive episode.
Of those five data clusters, three corresponded with different subtypes of depression. The brain imaging revealed that the functional connectivity of different brain areas that were connected to the angular gyrus predicted whether SSRIs effectively treated depression.
The angular gyrus is a brain region involved in processing language, numbers, spatial cognition, and attention.
The study found that one of the subtypes identified, which did not respond to SSRIs, correlated with high functional connectivity as well as with childhood trauma.
The other two subtypes of depression, which responded well to drugs, were characterized by low brain connectivity and the absence of childhood trauma.
The other two subtypes of depression, which responded well to drugs, were characterized by low brain connectivity and the absence of childhood trauma.