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Learning Difficulties Due to Poor Connectivity, not Specific Brain Regions

Different learning difficulties do not correspond to specific brain regions, as previously thought, say researchers at the University of Cambridge. Instead, poor connectivity between ‘hubs’ within the brain is much more strongly related to children’s difficulties.

Between 14-30% of children and adolescents worldwide have learning difficulties severe enough to require additional support. These difficulties are often associated with cognitive and behavioral problems. In some cases, children who are struggling at school receive a formal diagnosis of a specific learning difficulty or disability, such as dyslexia, dyscalculia, or developmental language disorder, or of a developmental disorder, such as attention deficit and hyperactivity disorder (ADHD), dyspraxia, or autism spectrum disorder.

Learning difficulties linked to brain regions

Scientists have struggled to identify specific brain areas that might give rise to these difficulties, with studies implicating myriad brain regions. ADHD, for example, has been linked to the anterior cingulate cortex, caudate nucleus, pallidum, striatum, cerebellum, prefrontal cortex, premotor cortex, and most parts of the parietal lobe.

One potential explanation is that each diagnosis differs so much between one individual and the next that each involves different combinations of brain regions. However, a more provocative explanation has been proposed by a team of scientists at the MRC Cognition and Brain Sciences Unit, University of Cambridge: There are, in fact, no specific brain areas that cause these difficulties.

To test their hypothesis, the researchers used machine learning to map the brain differences across a group of almost 479 children, 337 of whom had been referred with learning-related cognitive problems and 142 from a comparison sample. The algorithm interpreted data from an extensive battery of cognitive, learning, and behavioral measures and from brain scans taken using magnetic resonance imaging (MRI). The results were published in Current Biology.

Brain regions don’t predict cognitive difficulties

The researchers found that the brain differences did not map onto any labels the children had been given — in other words, there were no brain regions that predicted having ASD or ADHD, for example. More surprisingly, they found that the different brain regions did not even predict specific cognitive difficulties — there was no specific brain deficit for language problems or memory difficulties, for example.

The location of brain nodes in children with ADHD, dyslexia, ASD and children seeing a speech and language therapist. 

Instead, the team found that the children’s brains were organized around hubs, like an efficient traffic system or social network. Children with well-connected brain hubs had very specific cognitive difficulties, such as poor listening skills, or had no cognitive difficulties. By contrast, children with poorly connected hubs — like a train station with few or poor connections — had widespread and severe cognitive problems.

“Scientists have argued for decades that there are specific brain regions that predict having a particular learning disorder or difficulty, but we’ve shown that this isn’t the case,” said Dr. Duncan Astle, senior author of the study. “In fact, it’s much more important to consider how these brain areas are connected — specifically, whether they are connected via hubs. The severity of learning difficulties was strongly associated with the connectedness of these hubs; we think because these hubs play a key role in sharing information between brain areas.”

Implications of research findings

Dr. Astle said that one implication of their work is that it suggests that interventions should rely less on diagnostic labels.

“Receiving a diagnosis is important for families. It can give professional recognition for a child’s difficulties and open the door to specialist support. But in terms of specific interventions, for example from the child’s teachers, they can be a distraction.

“It’s better to look at their areas of cognitive difficulties and how these can be supported, for example using specific interventions to improve listening skills or language competencies, or at interventions that would be good for the whole class, like how to reduce working memory demands during learning.”

The findings may explain why drug treatments have not proven effective for developmental disorders. Methylphenidate (Ritalin), for example, which is used to treat ADHD, appears to reduce hyperactivity but does not remediate cognitive difficulties or improve educational progress. Drugs tend to target specific types of nerve cells but would have little impact on a ‘hub-based’ organization that has emerged over many years.

While this is the first time that hubs and their connections have been shown to play a key role in learning difficulties and developmental disorders, their importance in brain disorders has become increasingly clear in recent years. Cambridge researchers have previously shown that they also play an important role in mental health disorders that begin to emerge during adolescence, such as schizophrenia.


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