Neural correlates differ between crystallized and fluid intelligence in adolescents
Bowen QiuiD, Rui QianiD, Baorong Gu, Zichao LiiD, Zhifan Chen, Xinyi XuiD, Huaijin GaoiD, Yiwei Chen, Ruoke ZhaoiD, Ruike CheniD, Yuqi Zhang, Lingxuan Zhang, Zhiyong ZhaoiD, Mingyang LiiD, Dan WuiD
Abstract
Fluid and crystallized intelligence are acknowledged as distinct facets of cognitive ability during brain development, but the specific neural substrates and molecular mechanisms underlying them remain unclear. This study used a sample comprising 7471 young adolescents (mean age 9.87 {+/-} 0.62 years) from the ABCD cohort to elucidate the differential neural correlates of fluid and crystallized intelligence. Our findings indicated that micro-level brain MRI phenotypes such as water diffusivity were closely associated with fluid intelligence, whereas macro-level brain MRI phenotypes such as gray matter cortical thickness were indicative of crystallized intelligence. We further investigated the molecular mechanisms underlying fluid and crystallized intelligence by correlating the characteristic MRI markers with spatial transcriptome profiles and PET imaging. Results showed that fluid intelligence had significant associations with serotonin and glutamate system, while crystallized intelligence was related to serotonin, dopamine and acetylcholine system. Furthermore, we examined the impacts of lifestyle factors on these two forms of intelligence and how the molecular pathways mediated these impacts. Our investigation suggested that physical activities, screen use and sleep duration influenced fluid intelligence mainly through mGlu5 receptors and crystallized intelligence through 5HT1a and D2 receptors. In conclusion, these findings illustrated a distinct neural basis between fluid and crystallized intelligence from the perspectives of neuroimaging, neurotransmitters, and lifestyles in young adolescents.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 5
- FWCI
- 5.21
- Field percentile
- top 5%
- Organism
- Assay
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Neurocognitive reorganization between crystallized intelligence, fluid intelligence and white matter microstructure in two age-heterogeneous developmental cohorts
Ivan L. Simpson-Kent, Delia Fuhrmann, … Rogier Kievit·Developmental Cognitive NeurosciencePeer-reviewed·Dec 9, 2019
- Different Brain Networks Underlying Intelligence In Autism Spectrum Disorders And Typically Developing Children
Emmanuel Peng Kiat Pua, Charles Benjamin Malpas, … Marc L. Seal·Human Brain MappingPeer-reviewed·Apr 17, 2018
- A hierarchical watershed model of fluid intelligence in childhood and adolescence
Delia Fuhrmann, Ivan L. Simpson-Kent, … Tom Manly·Cerebral CortexPeer-reviewed·Apr 11, 2019
- Inter- and intra-individual differences in fluid reasoning show distinct cortical responses
Rogier A. Kievit, H. Steven Scholte, … Denny Borsboom·bioRxiv·Feb 10, 2016
- Estimating the fraction of variance of crystallized intelligence explained by cortical surface area in early adolescence
Howon Ryu, Chun Chieh Fan, Armin Schwartzman·bioRxiv·May 19, 2026
- Neural contributions to reduced fluid intelligence across the adult lifespan
Daniel J. Mitchell, Alexa Mousley, … John Duncan·Journal of NeurosciencePeer-reviewed·Dec 5, 2022