Brain networks for working memory and factors of intelligence assessed in males and females with fMRI and DTI

Abstract Neuro-imaging studies of intelligence implicate the importance of a parietal–frontal network. One unresolved issue is whether this network underlies a general factor of intelligence (g) or other specific cognitive factors. A second unresolved issue is whether males and females use different parts of this network. Here we obtained intelligence factors (general, speed of reasoning, spatial, memory, and numerical) from a large set of tests completed by 6929 young adults, 40 of whom (21 males, 19 females) also completed DTI and fMRI during a working memory n-back task. Within brain areas activated during this task, correlations were computed between percent activation and scores on the intelligence factors. The main findings were: (1) individual differences in activation during the n-back task were correlated to the general intelligence factor (g), as well as to distilled estimates (removing g) of speed of reasoning, numerical ability, and spatial ability, but not to memory, (2) the correlations were mainly bilateral for females and unilateral for males, and (3) differences in the integrity of the axonal connections were also related to the functional findings showing that integrity of interhemispheric connections was positively correlated to some intelligence factors in females but negatively correlated in males. This study illustrates the potential for identifying aspects of the neural basis of intelligence using a combination of structural and functional imaging.

[1]  Eileen Luders,et al.  Mapping the relationship between cortical convolution and intelligence: effects of gender. , 2008, Cerebral cortex.

[2]  Diane F. Halpern,et al.  Sex differences in cognitive abilities, 2nd ed. , 1992 .

[3]  Jun Li,et al.  White matter tract integrity and intelligence in patients with mental retardation and healthy adults , 2008, NeuroImage.

[4]  R. Colom,et al.  Working memory and intelligence are highly related constructs, but why? , 2008 .

[5]  Patrick R Hof,et al.  Temporal characteristics of tract-specific anisotropy abnormalities in schizophrenia , 2008, Neuroreport.

[6]  P. V. van Zijl,et al.  Analysis of noise effects on DTI‐based tractography using the brute‐force and multi‐ROI approach , 2004, Magnetic resonance in medicine.

[7]  R. Cabeza,et al.  Imaging Cognition II: An Empirical Review of 275 PET and fMRI Studies , 2000, Journal of Cognitive Neuroscience.

[8]  G. D. de Courten-Myers,et al.  Gender Differences in the Human Cerebral Cortex: More Neurons in Males; More Processes in Females , 1999, Journal of child neurology.

[9]  André J. W. van der Kouwe,et al.  The relationship between diffusion tensor imaging and volumetry as measures of white matter properties , 2008, NeuroImage.

[10]  Agatha D. Lee,et al.  Genetics of Brain Fiber Architecture and Intellectual Performance , 2009, The Journal of Neuroscience.

[11]  M I Posner,et al.  The neuroimaging of human brain function. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[12]  D. Halpern Sex Differences in Cognitive Abilities , 1986 .

[13]  R. Engle Working Memory Capacity as Executive Attention , 2002 .

[14]  Intelligence , 1836, The Medico-chirurgical review.

[15]  M. Buchsbaum,et al.  Cortical glucose metabolic rate correlates of abstract reasoning and attention studied with positron emission tomography , 1988 .

[16]  Nelson Cowan,et al.  Working Memory Capacity , 2005 .

[17]  Diane F. Halpern,et al.  Sex Differences in Cognitive Abilities. Third Edition. , 2000 .

[18]  R. Haier Neuro-intelligence, neuro-metrics and the next phase of brain imaging studies , 2009 .

[19]  M. Raichle,et al.  Tracking neuronal fiber pathways in the living human brain. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[20]  R. Woods,et al.  Sex differences in cortical thickness mapped in 176 healthy individuals between 7 and 87 years of age. , 2007, Cerebral cortex.

[21]  David S. Vogel,et al.  Cerebral lateralization of spatial abilities: A meta-analysis , 2003, Brain and Cognition.

[22]  R. Coppola,et al.  Physiological characteristics of capacity constraints in working memory as revealed by functional MRI. , 1999, Cerebral cortex.

[23]  A. Minkowski,et al.  Regional Development of the Brain in Early Life , 1968 .

[24]  Gil Gaudia Intelligence about Intelligence , 1973, The Elementary School Journal.

[25]  A. Meyer-Lindenberg,et al.  Neurophysiological correlates of age-related changes in working memory capacity , 2006, Neuroscience Letters.

[26]  C Neuper,et al.  Intelligence and working memory systems: evidence of neural efficiency in alpha band ERD. , 2004, Brain research. Cognitive brain research.

[27]  Patrick C. Kyllonen,et al.  Working memory is (almost) perfectly predicted by g , 2004 .

[28]  Daniel C. Alexander,et al.  Camino: Open-Source Diffusion-MRI Reconstruction and Processing , 2006 .

[29]  Rex E. Jung,et al.  Gray matter correlates of fluid, crystallized, and spatial intelligence: Testing the P-FIT model , 2009 .

[30]  Kun Ho Lee,et al.  Neural correlates of superior intelligence: Stronger recruitment of posterior parietal cortex , 2006, NeuroImage.

[31]  P. V. van Zijl,et al.  Three‐dimensional tracking of axonal projections in the brain by magnetic resonance imaging , 1999, Annals of neurology.

[32]  M. Egan,et al.  Complexity of prefrontal cortical dysfunction in schizophrenia: more than up or down. , 2003, The American journal of psychiatry.

[33]  Ian J. Deary,et al.  Exploring Possible Neural Mechanisms of Intelligence Differences Using Processing Speed and Working Memory Tasks: An fMRI Study. , 2009 .

[34]  J. Desmond,et al.  Neural Substrates of Fluid Reasoning: An fMRI Study of Neocortical Activation during Performance of the Raven's Progressive Matrices Test , 1997, Cognitive Psychology.

[35]  A. Neubauer,et al.  Intelligence and neural efficiency , 2009, Neuroscience & Biobehavioral Reviews.

[36]  A. Toga,et al.  Genetics of brain structure and intelligence. , 2005, Annual review of neuroscience.

[37]  A. Neubauer,et al.  Intelligence and neural efficiency: The influence of task content and sex on the brain–IQ relationship , 2002 .

[38]  Andrew R. A. Conway,et al.  Working memory capacity and fluid intelligence are strongly related constructs: comment on Ackerman, Beier, and Boyle (2005). , 2005, Psychological bulletin.

[39]  W. Johnson,et al.  Sex Differences in Mental Ability: A Proposed Means to Link Them to Brain Structure and Function. , 2007 .

[40]  Tor D Wager,et al.  Neuroimaging studies of shifting attention: a meta-analysis , 2004, NeuroImage.

[41]  Vincent J Schmithorst,et al.  Developmental differences in white matter architecture between boys and girls , 2008, Human brain mapping.

[42]  Francisco J. Abad,et al.  Memory span and general intelligence: A latent-variable approach , 2005 .

[43]  J. M. Ritchie,et al.  Physiological Basis of Conduction in Myelinated Nerve Fibers , 1977 .

[44]  Vincent Schmithorst,et al.  Sex differences in the development of neuroanatomical functional connectivity underlying intelligence found using Bayesian connectivity analysis , 2007, NeuroImage.

[45]  Brian Avants,et al.  Characterization of sexual dimorphism in the human corpus callosum , 2003, NeuroImage.

[46]  P. Yakovlev,et al.  The myelogenetic cycles of regional maturation of the brain , 1967 .

[47]  J. Gabrieli,et al.  Insights into the ageing mind: a view from cognitive neuroscience , 2004, Nature Reviews Neuroscience.

[48]  Roberto Colom,et al.  General intelligence and memory span: Evidence for a common neuroanatomic framework , 2007, Cognitive neuropsychology.

[49]  R. Haier,et al.  The Parieto-Frontal Integration Theory (P-FIT) of intelligence: Converging neuroimaging evidence , 2007, Behavioral and Brain Sciences.

[50]  Richard J. Haier,et al.  Sex differences and lateralization in temporal lobe glucose metabolism during mathematical reasoning , 1995 .

[51]  C. Chabris,et al.  Neural mechanisms of general fluid intelligence , 2003, Nature Neuroscience.

[52]  P. Basser,et al.  In vivo fiber tractography using DT‐MRI data , 2000, Magnetic resonance in medicine.

[53]  N. Jausovec,et al.  Spatial rotation and recognizing emotions: Gender related differences in brain activity , 2008 .

[54]  Rex E. Jung,et al.  Cognitive abilities independent of IQ correlate with regional brain structure , 2008 .

[55]  P J Basser,et al.  New Histological and Physiological Stains Derived from Diffusion‐Tensor MR Images , 1997, Annals of the New York Academy of Sciences.

[56]  A. Robinson SEX DIFFERENCES IN DEVELOPMENT , 1969, Developmental medicine and child neurology.

[57]  Rex E. Jung,et al.  The neuroanatomy of general intelligence: sex matters , 2005, NeuroImage.

[58]  Eileen Luders,et al.  Gender differences in cortical complexity , 2004, Nature Neuroscience.

[59]  Klaus Oberauer,et al.  Working memory and intelligence--their correlation and their relation: comment on Ackerman, Beier, and Boyle (2005). , 2005, Psychological bulletin.

[60]  T. Keith,et al.  Sex differences in latent cognitive abilities ages 6 to 59: Evidence from the Woodcock–Johnson III tests of cognitive abilities , 2008 .

[61]  L. Nyberg,et al.  Integrative action in the fronto-parietal network: A cure for a scattered mind , 2007, Behavioral and Brain Sciences.

[62]  W. Johnson,et al.  Sex differences in mental abilities: g masks the dimensions on which they lie , 2007 .

[63]  Cheuk Y. Tang,et al.  Gray Matter and Intelligence Factors: Is There a Neuro-g?. , 2009 .

[64]  E. Spelke,et al.  Sources of mathematical thinking: behavioral and brain-imaging evidence. , 1999, Science.