Authors: Pranav Suresh; Bhaskar Ray; Kuaikuai Duan; Jiayu Chen; Gido Schoenmacker; Barbara Franke; Jan K. Buitelaar; Emma Sprooten; Alejandro Arias-Vasquez; Jessica A. Turner; Jingyu Liu · Research
Can Brain Imaging and Genetics Predict ADHD Symptom Changes?
A study explores how brain structure and genetics might predict changes in ADHD symptoms over time.
Source: Suresh, P., Ray, B., Duan, K., Chen, J., Schoenmacker, G., Franke, B., Buitelaar, J. K., Sprooten, E., Arias-Vasquez, A., Turner, J. A., & Liu, J. (2021). Evaluating the Neuroimaging-Genetic Prediction of Symptom Changes in Individuals with ADHD. 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 1950-1956. https://doi.org/10.1109/EMBC46164.2021.9630229
What you need to know
- Researchers investigated whether brain structure and genetic factors can predict changes in ADHD symptoms over time.
- The study found promising results for predicting changes in inattention symptoms, but not for hyperactivity symptoms.
- Age, certain genes, and brain structure in the insula region were associated with changes in inattention symptoms.
Understanding ADHD and its trajectory
Attention-Deficit/Hyperactivity Disorder (ADHD) is a common neurodevelopmental condition that often begins in childhood and can persist into adulthood. People with ADHD may struggle with paying attention, controlling impulsive behaviors, or being overly active. While ADHD is typically diagnosed as either present or absent, the severity of symptoms can vary widely among individuals and change over time.
Predicting how ADHD symptoms might change as a person grows older could be incredibly valuable for developing better prevention strategies and treatments. This study aimed to investigate whether information about a person’s brain structure and genetics could help predict changes in ADHD symptoms over time.
The study: Combining brain imaging and genetics
Researchers used data from 77 individuals with ADHD who were part of a larger study called NeuroIMAGE. They collected information about participants’ brain structure using MRI scans, genetic data, and assessments of working memory (the ability to hold and manipulate information in mind). The researchers then followed up with these individuals about four years later to measure changes in their ADHD symptoms.
The study focused on two main types of ADHD symptoms:
- Inattention (difficulty focusing and staying on task)
- Hyperactivity/impulsivity (excessive activity and acting without thinking)
Predicting symptom changes: A complex task
Predicting how symptoms will change over time is challenging, especially with a relatively small number of participants. To address this, the researchers used several advanced statistical techniques to identify the most reliable predictors of symptom changes.
Initially, they found that using all available information (brain structure, genetics, and cognitive tests) appeared to predict symptom changes quite well. However, further analysis showed that this initial model was likely “overfitting” – meaning it was too closely tailored to the specific group of participants and might not work well for predicting symptoms in other people with ADHD.
Promising results for inattention symptoms
After refining their approach, the researchers found more promising results for predicting changes in inattention symptoms. They identified seven factors that seemed to be associated with how inattention symptoms changed over time:
- Age
- Brain structure in the insula region (an area involved in attention and other cognitive processes)
- Four specific genes: OSBPL1A, CTNNB1, PRPSAP2, and ACADM
- A genetic score related to educational attainment
These factors showed consistent relationships with inattention symptom changes across different analyses, suggesting they might be truly important for understanding how these symptoms evolve over time.
Less clear findings for hyperactivity symptoms
Unfortunately, the study was less successful in predicting changes in hyperactivity/impulsivity symptoms. While some potential predictors were identified, the results were not as consistent or reliable as those for inattention symptoms.
What do these findings mean?
This research provides some intriguing clues about how brain structure and genetics might influence the course of ADHD symptoms, particularly inattention. However, it’s important to note that the study has limitations:
- The sample size was relatively small, making it harder to draw definitive conclusions.
- The predictions worked well within the study group but need to be tested in larger, independent groups of people with ADHD to confirm their accuracy.
Despite these limitations, the study offers valuable insights:
- It suggests that a combination of brain imaging, genetic information, and other factors might help predict how ADHD symptoms change over time.
- The identified genes and brain regions provide new avenues for research into the biological mechanisms underlying ADHD.
- The difference in predictability between inattention and hyperactivity symptoms highlights the complexity of ADHD and the need for personalized approaches to treatment and management.
Conclusions
- Brain structure and genetics show promise in predicting changes in ADHD inattention symptoms over time.
- Age, specific genes, and brain structure in the insula region appear to be particularly important for understanding inattention symptom trajectories.
- More research with larger groups of participants is needed to confirm these findings and potentially develop practical tools for predicting ADHD symptom changes.
While this study doesn’t provide immediate clinical applications, it represents an important step toward better understanding how ADHD evolves over time. In the future, this type of research could lead to more personalized approaches for managing ADHD, helping individuals and their healthcare providers make more informed decisions about treatment and support strategies.