Research suggests that ADHD can potentially be detected by studying the connectome — a map of the brain’s neural connections built by layering MRI scans of the brain, known as parcellations.
in patients. Currently, there is no single, definitive test for ADHD — diagnosis comes after a series of symptom and behavioral tests.can potentially be detected by studying the connectome — a map of the brain’s neural connections built by layering MRI scans of the brain, known as parcellations. Some studies suggest that a disrupted or interrupted connectome is linked to ADHD.
Most research so far has involved the “single-channel deep neural network” model, where artificial intelligence helps a computer construct connectomes based on one parcellation. In this study, scientists developed a “multichannel deep neural network model,” or mcDNN, where connectomes are constructed based off of multiple parcellations. These multi-scale parcellations came from brain datasets of 973 participants.
The model was also programmed to analyze and detect patterns in the multi-scale connectomes to detect ADHD and identify the most predictive brain connectome features for. The results showed that ADHD detection performance improved “considerably” with the mcDNN model over the scDNN alternative. “Our results emphasize the predictive power of the brain connectome,” senior author Lili He said to the Radiological Society of North America. “The constructed brain functional connectome that spans multiple scales provides supplementary information for the depicting of networks across the entire brain.”
The study opens the doors for brain imaging and deep neural networks, or deep learning, to aid in detecting other conditions. “This model can be generalized to other neurological deficiencies,” He said, noting that this mcDNN model is already used to predict cognitive deficiency in pre-term infants, for instance, to predict neurodevelopmental outcomes at age two.Chen, M., Li, H., Wang, J., Dillman, J. R., Parikh, N. A., & He, L. .
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