Available online 2 April 2024, 101370
Author links open overlay panel, , , , , , , , , , , , , , , , , , Highlights•Complex childhood environments captured by the “exposome” are related to cognition
•Changes in the exposome are associated with changes in cognition over two years
•The exposome is reflected in personalized functional brain network organization
•Cross-validated ridge regressions trained on the exposome predict future cognition
AbstractChildhood environments are critical in shaping cognitive neurodevelopment. With the increasing availability of large-scale neuroimaging datasets with deep phenotyping of childhood environments, we can now build upon prior studies that have considered relationships between one or a handful of environmental and neuroimaging features at a time. Here, we characterize the combined effects of hundreds of inter-connected and co-occurring features of a child’s environment (“exposome”) and investigate associations with each child’s unique, multidimensional pattern of functional brain network organization (“functional topography”) and cognition. We apply data-driven computational models to measure the exposome and define personalized functional brain networks in pre-registered analyses. Across matched discovery (n=5,139, 48.5% female) and replication (n=5,137, 47.1% female) samples from the Adolescent Brain Cognitive Development study, the exposome was associated with current (ages 9-10) and future (ages 11-12) cognition. Changes in the exposome were also associated with changes in cognition after accounting for baseline scores. Cross-validated ridge regressions revealed that the exposome is reflected in functional topography and can predict performance across cognitive domains. Importantly, a single measure capturing a child’s exposome could more accurately and parsimoniously predict cognition than a wealth of personalized neuroimaging data, highlighting the importance of children’s complex, multidimensional environments in cognitive neurodevelopment.
KeywordsCognition
Functional Networks
Development
Environment
Exposome
Topography
© 2024 Published by Elsevier Ltd.
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