The study, published in Development and Psychopathology, examined data from almost 10,000 children in the United States, showing information about pregnancy and birth, may help to help predict the extent of ADHD symptoms in childhood.

The Adolescent Brain Cognitive Development (ABCD) study is an ongoing study of children in the United Sates, born between 2005 and 2009. Children were enrolled to the study at age 9–10 and their parents were asked about aspects of the pregnancy and birth, as well as their child’s current mental health.

The RCSI researchers identified 40 factors that would typically be known by birth, including the sex of the baby, the age of the parents, any complications during the pregnancy or delivery, and the baby’s exposure in the womb to factors such as cigarette smoke. Using machine learning and statistical techniques, the researchers found that 17 of the 40 factors were particularly good at predicting the number of ADHD symptoms in childhood.

Prof. Mary Cannon, Professor of Psychiatric Epidemiology and Youth Mental Health at RCSI and study co-lead, said: “While we only explained up to 10% of the variation in childhood ADHD symptoms, this was with information typically available at birth. We cannot predict who will develop ADHD in childhood with birth information alone, but it may help identify which children are most in need of supports, particularly when combined with other factors like genetics or family history and the early life environment.

Prof. Cannon continued: “In our study, mothers were asked about the pregnancy and birth of their child, 9–10 years earlier. The next step would be to carry out a study in a group that has been followed in real-time through pregnancy, birth and childhood. This would boost our confidence in this prenatal information, and confidence that it can help identify children at risk of developing ADHD, at a very early stage of life.”

Factors that stood out in the study as being useful in predicting ADHD symptoms in childhood included being male, as well as exposure to factors when in the womb such as cigarette smoke, recreational drugs, and the mother having urinary tract infections or low levels of iron.

This research was supported by a StAR International PhD Scholarship, the Health Research Board, the European Research Council, the Wellcome Trust and Science Foundation Ireland. The ABCD Study is supported by the National Institutes of Health (NIH) and additional federal partners (abcdstudy.org).