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Original Articles

Associations Between IQ, Total and Regional Brain Volumes, and Demography in a Large Normative Sample of Healthy Children and Adolescents

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Pages 296-317 | Published online: 03 May 2010

REFERENCES

  • Akaike , H. 1974 . A new look at the statistical model identification. . IEEE Transactions on Automatic Control , 19 ( 6 ) : 716 – 723 .
  • Andreasen , N. C. , Flaum , M. , Swayze , V. 2nd , O'Leary , D. S. , Alliger , R. Cohen , G. 1993 . Intelligence and brain structure in normal individuals. . American Journal of Psychiatry , 150 ( 1 ) : 130 – 134 .
  • Aylward , E. H. , Field , K. , Sparks , B. F. and Singh , N. 2002 . Effects of age on brain volume and head circumference in autism. . Neurology , 59 ( 2 ) : 175 – 183 .
  • Bartholomeusz , H. H. , Courchesne , E. and Karns , C. M. 2002 . Relationship between head circumference and brain volume in healthy normal toddlers, children, and adults. . Neuropediatrics , 33 ( 5 ) : 239 – 241 .
  • Brain Development Cooperative Group. 2006 . The NIH MRI study of normal brain development. . NeuroImage , 30 : 184 – 202 .
  • Caviness , V. S. Jr. , Lange , N. T. , Makris , N. , Herbert , M. R. and Kennedy , D. K. 1999 . MRI-based brain volumetrics: Emergence of a developmental brain science. . Brain & Development , 21 ( 5 ) : 289 – 295 .
  • Cleveland , W. S. 1981 . LOWESS: A program for smoothing scatterplots by robust locally weighted regression. . The American Statistician , 35 : 54
  • Collins , D. L. , Holmes , C. J. , Peters , T. M. and Evans , A. C. 1995 . Automatic 3D model-based neuroanatomical segmentation. . Human Brain Mapping , 3 : 190 – 208 .
  • Colom , R. , Jung , R. E. and Haier , R. J. 2006 . Distributed brain sites for the g-factor of intelligence. . NeuroImage , 31 ( 3 ) : 1359 – 1365 .
  • Elliott , C. D. 1990 . Differential Ability Scales. San Antonio, TX : Psychological Corporation, Harcourt Brace and Company. .
  • Fisch , R. O. , Bilek , M. K. , Horrobin , J. M. and Chang , P. N. 1976 . Children with superior intelligence at 7 years of age: A prospective study of the influence of perinatal, medical, and socioeconomic factors. . American Journal of Diseases of Children , 130 ( 5 ) : 481 – 487 .
  • Frangou , S. , Chitins , X. and Williams , S. C. 2004 . Mapping IQ and gray matter density in healthy young people. . NeuroImage , 23 ( 3 ) : 800 – 805 .
  • Gale , C. R. , O'Callaghan , F. J. , Bredow , M. and Martyn , C. N. 2006 . The influence of head growth in fetal life, infancy, and childhood on intelligence at the ages of 4 and 8 years. . Pediatrics , 118 ( 4 ) : 1486 – 1492 .
  • Gale , C. R. , O'Callaghan , F. J. , Godfrey , K. M. , Law , C. M. and Martyn , C. N. 2004 . Critical periods of brain growth and cognitive function in children. . Brain , 127 ( Pt 2 ) : 321 – 329 .
  • Giedd , J. N. , Blumenthal , J. , Jeffries , N. O. , Castellanos , F. X. , Liu , H. Zijdenbos , A. 1999 . Brain development during childhood and adolescence: A longitudinal MRI study. . Nature Neuroscience , 2 ( 10 ) : 861 – 863 .
  • Giedd , J. N. , Snell , J. W. , Lange , N. , Rajapakse , J. C. , Casey , B. J. Kozuch , P. L. 1996 . Quantitative magnetic resonance imaging of human brain development: Ages 4–18. . Cerebral Cortex , 6 : 551 – 560 .
  • Haier , R. J. , Jung , R. E. , Yeo , R. A. , Head , K. and Alkire , M. T. 2004 . Structural brain variation and general intelligence. . NeuroImage , 23 ( 1 ) : 425 – 433 .
  • Harezlak , J. , Ryan , L. M. , Giedd , J. N. and Lange , N. 2005 . Individual and population penalized regression splines for accelerated longitudinal designs. . Biometrics , 61 ( 4 ) : 1037 – 1048 .
  • Hazlett , H. C. , Poe , M. , Gerig , G. , Smith , R. G. , Provenzale , J. Ross , A. 2005 . Magnetic resonance imaging and head circumference study of brain size in autism: Birth through age 2 years. . Archives of General Psychiatry , 62 ( 12 ) : 1366 – 1376 .
  • Hibbeln , J. R. , Davis , J. M. , Steer , C. , Emmett , P. , Rogers , I. , Williams , C. and Golding , J. 2007 . Maternal seafood consumption in pregnancy and neurodevelopmental outcomes in childhood (ALSPAC study): And observational cohort study. . Lancet , 369 : 578 – 585 .
  • Horwood , L. J. , Darlow , B. A. and Mogridge , N. 2001 . Breast milk feeding and cognitive ability at 7–8 years. . Archives of Disease in Childhood—Fetal and Neonatal Edition , 84 : F23 – F27 .
  • Hulshoff Pol , H. E. , Schnack , H. G. , Posthuma , D. , Mandl , R. C. , Baare , W. F. van Oel , C. 2006 . Genetic contributions to human brain morphology and intelligence. . The Journal of Neuroscience , 26 ( 40 ) : 10235 – 10242 .
  • Isaacs , E. B. , Gadian , D. G. , Sabatini , S. , Chong , W. K. , Quinn , B. T. Fischl , B. R. 2008 . The effect of early human diet on caudate volumes and IQ. . Pediatrics , 63 ( 3 ) : 308 – 314 .
  • Juraska , J. M. and Markham , J. A. 2004 . The cellular basis for volume changes in the rat cortex during puberty: White and gray matter. . Annals of the New York Academy of Sciences , 1021 : 431 – 435 .
  • Karama , S. , Ad-Dab'bagh , Y. , Haier , R. J. , Deary , I. J. , Lyttelton , O. C. Lepage , C. 2008 . Positive association between cognitve ability and cortical thickness in a representative US sample of healthy 6 to 18 year-olds. . Intelligence , 37 ( 2 ) : 145 – 155 .
  • Kennedy , D. N. , Lange , N. , Makris , N. , Bates , J. , Meyer , J. and Caviness , V. S. Jr. 1998 . Gyri of the human neocortex: An MRI-based analysis of volume and variance. . Cerebral Cortex , 8 ( 4 ) : 372 – 84 .
  • Lainhart , J. E. , Bigler , E. D. , Bocian , M. , Coon , H. , Dinh , E. Dawson , G. 2006 . Head circumference and height in autism: A study by the Collaborative Program of Excellence in Autism. . American Journal of Medical Genetics Part A , 140 ( 21 ) : 2257 – 2274 .
  • Lainhart , J. E. , Lazar , M. , Bigler , E. and Alexander , A. 2005 . “ The brain during life in autism: Advances in neuroimaging research. ” . In Recent developments in autism research. Edited by: Casanova , M. New York : NOVA Science Publishers. .
  • Lange , N. , Giedd , J. N. , Castellanos , F. X. , Vaituzis , A. C. and Rapoport , J. L. 1997 . Variability of human brain structure sizes: Ages 4–20 years. . Psychiatry Research: Neuroimaging , 74 ( 1 ) : 1 – 12 .
  • Lenroot , R. K. and Giedd , J. N. 2006 . Brain development in children and adolescents: Insights from anatomical magnetic resonance imaging. . Neuroscience & Biobehavioral Reviews , 30 ( 6 ) : 718 – 729 .
  • Lenroot , R. K. , Schmitt , J. E. , Ordaz , S. J. , Wallace , G. L. , Neale , M. C. Lerch , J. P. 2009 . Differences in genetic and environmental influences on the human cerebral cortex associated with development during childhood and adolescence. . Human Brain Mapping , 30 ( 1 ) : 163 – 174 .
  • Lerch , J. P. , Worsley , K. , Shaw , W. P. , Greenstein , D. K. , Lenroot , R. K. Giedd , J. 2006 . Mapping anatomical correlations across cerebral cortex (MACACC) using cortical thickness from MRI. . NeuroImage , 31 ( 3 ) : 993 – 1003 .
  • McDaniel , M. A. 2005 . Big-brained people are smarter: A meta-analysis of the relationship between in vivo brain volume and intelligence. . Inelligence , 33 ( 4 ) : 337 – 346 .
  • Neiss , M. and Rowe , D. C. 2000 . Parental education and child's verbal IQ in adoptive and biological families in the National Longitudinal Study of Adolescent Health. . Behavioral Genetics , 30 ( 6 ) : 487 – 495 .
  • Ounsted , M. , Moar , V. A. and Scott , A. 1988 . Head circumference and developmental ability at the age of seven years. . Acta paediatrica Scandinavica , 77 ( 3 ) : 374 – 379 .
  • Piven , J. , Arndt , S. , Bailey , J. and Andreasen , N. 1996 . Regional brain enlargement in autism: A magnetic resonance imaging study. . Journal of the American Academy of Child & Adolescent Psychiatry , 35 ( 4 ) : 530 – 536 .
  • Posthuma , D. , De Geus , E. J. , Baare , W. F. , Hulshoff Pol , H. E. , Kahn , R. S. and Boomsma , D. I. 2002 . The association between brain volume and intelligence is of genetic origin. . Nature Neuroscience , 5 ( 2 ) : 83 – 84 .
  • Reiss , A. L. , Abrams , M. T. , Singer , H. S. , Ross , J. L. and Denckla , M. B. 1996 . Brain development, gender and IQ in children. A volumetric imaging study. . Brain , 119 ( Pt 5 ) : 1763 – 1774 .
  • Rutter , M. , Caspi , A. and Moffitt , T. E. 2003 . Using sex differences in psychopathology to study causal mechanisms: Unifying issues and research strategies. . Journal of Child Psychology and Psychiatry , 44 ( 8 ) : 1092 – 1115 .
  • Schmithorst , V. J. and Holland , S. K. 2006 . Functional MRI evidence for disparate developmental processes underlying intelligence in boys and girls. . NeuroImage , 31 ( 3 ) : 1366 – 1379 .
  • Schmithorst , V. J. , Wilke , M. , Dardzinski , B. J. and Holland , S. K. 2005 . Cognitive functions correlate with white matter architecture in a normal pediatric population: A diffusion tensor MRI study. . Human Brain Mapping , 26 ( 2 ) : 139 – 147 .
  • Shaw , P. 2007 . Intelligence and the developing human brain. . Bioessays , 29 ( 10 ) : 962 – 973 .
  • Shaw , P. , Greenstein , D. , Lerch , J. , Clasen , L. , Lenroot , R. Gogtay , N. 2006 . Intellectual ability and cortical development in children and adolescents. . Nature , 440 ( 7084 ) : 676 – 679 .
  • Sowell , E. R. , Peterson , B. S. , Thompson , P. M. , Welcome , S. E. , Henkenius , A. L. and Toga , A. W. 2003 . Mapping cortical change across the human life span. . Nature Neuroscience , 6 ( 3 ) : 309 – 315 .
  • Thompson , P. M. , Vidal , C. , Giedd , J. N. , Blumenthal , J. , Gochman , P. Nicolson , R. 2001 . Mapping adolescent brain change reveals dynamic profile of accelerated gray matter loss in childhood-onset schizophrenia. . NeuroImage , 13 : S1105
  • Toga , A. W. and Thompson , P. M. 2005 . Genetics of brain structure and intelligence. . Annual Review of Neuroscience , 28 : 1 – 23 .
  • van Belle , G. , Heagerty , P. J. , Fisher , L. J. and Lumley , T. S. 2004 . Biostatistics: A methodology for the health sciences. Hoboken, NJ : John Wiley & Sons .
  • Venables , V. N. and Ripley , B. D. 2002 . Modern applied statistics with S., , 4th ed. New York, NY : Springer .
  • Vernon , P. A. , Wickett , J. C. , Bazana , P. G. and Stelmark , R. M. 2000 . “ The neuropsychology and psychophysiology of human intelligence. ” . In Handbook of intelligence Edited by: Sternberg , R. J. 245 – 264 . Cambridge, UK : Cambridge University Press .
  • Waber , D. P. , De Moor , C. , Forbes , P. W. , Almli , C. R. , Botteron , K. N. Leonard , G. 2007 . The NIH MRI study of normal brain development: Performance of a population based sample of healthy children aged 6 to 18 years on a neuropsychological battery. . Journal of the International Neuropsychological Society , 13 ( 5 ) : 729 – 746 .
  • Wechsler , D. 1999 . Wechsler Abbreviated Scale of Intelligence. San Antonio, TX : Psychological Corporation, Harcourt Brace and Company. .
  • Weinberg , W. A. , Dietz , S. G. , Penick , E. C. and McAlister , W. H. 1974 . Intelligence, reading achievement, physical size and social class. A study of St. Louis Caucasian boys aged 8–0 to 9–6 years, attending regular schools. . Journal of Pediatrics , 85 ( 4 ) : 482 – 489 .
  • Wilke , M. , Sohn , J. H. , Byars , A. W. and Holland , S. K. 2003 . Bright spots: Correlations of gray matter volume with IQ in a normal pediatric population. . NeuroImage , 20 ( 1 ) : 202 – 215 .
  • Witelson , S. F. , Beresh , H. and Kigar , D. L. 2006 . Intelligence and brain size in 100 postmortem brains: Sex, lateralization and age factors. . Brain , 129 ( Pt 2 ) : 386 – 398 .
  • Zinkstok , J. , Schmitz , N. , van Amelsvoort , T. , de Win , M. , van den Brink , W. Baas , F. 2006 . The COMT val158met polymorphism and brain morphometry in healthy young adults. . Neuroscience Letters , 405 ( 1–2 ) : 34 – 39 .

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