Skip to main content
Top
Published in: Brain Structure and Function 3/2016

Open Access 01-04-2016 | Original Article

Plasticity of left perisylvian white-matter tracts is associated with individual differences in math learning

Authors: Dietsje Jolles, Demian Wassermann, Ritika Chokhani, Jennifer Richardson, Caitlin Tenison, Roland Bammer, Lynn Fuchs, Kaustubh Supekar, Vinod Menon

Published in: Brain Structure and Function | Issue 3/2016

Login to get access

Abstract

Plasticity of white matter tracts is thought to be essential for cognitive development and academic skill acquisition in children. However, a dearth of high-quality diffusion tensor imaging (DTI) data measuring longitudinal changes with learning, as well as methodological difficulties in multi-time point tract identification have limited our ability to investigate plasticity of specific white matter tracts. Here, we examine learning-related changes of white matter tracts innervating inferior parietal, prefrontal and temporal regions following an intense 2-month math tutoring program. DTI data were acquired from 18 third grade children, both before and after tutoring. A novel fiber tracking algorithm based on a White Matter Query Language (WMQL) was used to identify three sections of the superior longitudinal fasciculus (SLF) linking frontal and parietal (SLF-FP), parietal and temporal (SLF-PT) and frontal and temporal (SLF-FT) cortices, from which we created child-specific probabilistic maps. The SLF-FP, SLF-FT, and SLF-PT tracts identified with the WMQL method were highly reliable across the two time points and showed close correspondence to tracts previously described in adults. Notably, individual differences in behavioral gains after 2 months of tutoring were specifically correlated with plasticity in the left SLF-FT tract. Our results extend previous findings of individual differences in white matter integrity, and provide important new insights into white matter plasticity related to math learning in childhood. More generally, our quantitative approach will be useful for future studies examining longitudinal changes in white matter integrity associated with cognitive skill development.
Appendix
Available only for authorised users
Literature
go back to reference Arsalidou M, Taylor MJ (2011) Is 2 + 2=4? Meta-analyses of brain areas needed for numbers and calculations. Neuroimage 54(3):2382–2393. doi:S1053-8119(10)01301-7 Arsalidou M, Taylor MJ (2011) Is 2 + 2=4? Meta-analyses of brain areas needed for numbers and calculations. Neuroimage 54(3):2382–2393. doi:S1053-8119(10)01301-7
go back to reference Avants BB, Epstein CL, Grossman M, Gee JC (2008) Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 12(1):26–41CrossRefPubMedPubMedCentral Avants BB, Epstein CL, Grossman M, Gee JC (2008) Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 12(1):26–41CrossRefPubMedPubMedCentral
go back to reference Bammer R, Auer M, Keeling SL, Augustin M, Stables LA, Prokesch RW, Stollberger R, Moseley ME, Fazekas F (2002) Diffusion tensor imaging using single-shot sense-epi. Magn Reson Med 48(1):128–136. doi:10.1002/mrm.10184 CrossRefPubMed Bammer R, Auer M, Keeling SL, Augustin M, Stables LA, Prokesch RW, Stollberger R, Moseley ME, Fazekas F (2002) Diffusion tensor imaging using single-shot sense-epi. Magn Reson Med 48(1):128–136. doi:10.​1002/​mrm.​10184 CrossRefPubMed
go back to reference Barnea-Goraly N, Menon V, Eckert M, Tamm L, Bammer R, Karchemskiy A, Dant CC, Reiss AL (2005b) White matter development during childhood and adolescence: a cross-sectional diffusion tensor imaging study. Cereb Cortex 15(12):1848–1854CrossRefPubMed Barnea-Goraly N, Menon V, Eckert M, Tamm L, Bammer R, Karchemskiy A, Dant CC, Reiss AL (2005b) White matter development during childhood and adolescence: a cross-sectional diffusion tensor imaging study. Cereb Cortex 15(12):1848–1854CrossRefPubMed
go back to reference Basser PJ (1995) Inferring microstructural features and the physiological state of tissues from diffusion-weighted images. NMR Biomed 8(7–8):333–344CrossRefPubMed Basser PJ (1995) Inferring microstructural features and the physiological state of tissues from diffusion-weighted images. NMR Biomed 8(7–8):333–344CrossRefPubMed
go back to reference Basser PJ, Pierpaoli C (1996) Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor mri. J Magn Reson B 111(3):209–219CrossRefPubMed Basser PJ, Pierpaoli C (1996) Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor mri. J Magn Reson B 111(3):209–219CrossRefPubMed
go back to reference Basser PJ, Pajevic S, Pierpaoli C, Duda J, Aldroubi A (2000) In vivo fiber tractography using DT-MRI data. Magn Reson Med 44(4):625–632CrossRefPubMed Basser PJ, Pajevic S, Pierpaoli C, Duda J, Aldroubi A (2000) In vivo fiber tractography using DT-MRI data. Magn Reson Med 44(4):625–632CrossRefPubMed
go back to reference Bugden S, Price GR, McLean DA, Ansari D (2012) The role of the left intraparietal sulcus in the relationship between symbolic number processing and children’s arithmetic competence. Dev Cogn Neurosci 2(4):448–457CrossRefPubMed Bugden S, Price GR, McLean DA, Ansari D (2012) The role of the left intraparietal sulcus in the relationship between symbolic number processing and children’s arithmetic competence. Dev Cogn Neurosci 2(4):448–457CrossRefPubMed
go back to reference Butterworth B, Varma S, Laurillard D (2011) Dyscalculia: from brain to education. Science 332(6033):1049–1053. doi:332/6033/1049 Butterworth B, Varma S, Laurillard D (2011) Dyscalculia: from brain to education. Science 332(6033):1049–1053. doi:332/6033/1049
go back to reference Catani M, Jones DK, Ffytche DH (2005) Perisylvian language networks of the human brain. Ann Neurol 57(1):8–16CrossRefPubMed Catani M, Jones DK, Ffytche DH (2005) Perisylvian language networks of the human brain. Ann Neurol 57(1):8–16CrossRefPubMed
go back to reference Connolly AJ (2007) Key math diagnostic assessment 3rd edition manual. NCS Pearson Inc, Minneapolis Connolly AJ (2007) Key math diagnostic assessment 3rd edition manual. NCS Pearson Inc, Minneapolis
go back to reference Dehaene S, Cohen L (1995) Towards an anatomical and functional model of number processing. Math Cogn 1(1):83–120 Dehaene S, Cohen L (1995) Towards an anatomical and functional model of number processing. Math Cogn 1(1):83–120
go back to reference Dehaene S, Spelke E, Pinel P, Stanescu R, Tsivkin S (1999) Sources of mathematical thinking: behavioral and brain-imaging evidence. Science 284(5416):970–974CrossRefPubMed Dehaene S, Spelke E, Pinel P, Stanescu R, Tsivkin S (1999) Sources of mathematical thinking: behavioral and brain-imaging evidence. Science 284(5416):970–974CrossRefPubMed
go back to reference Dehaene S, Piazza M, Pinel P, Cohen L (2003) Three parietal circuits for number processing. Cogn Neuropsychol 20(3):487–506. doi:713751991 Dehaene S, Piazza M, Pinel P, Cohen L (2003) Three parietal circuits for number processing. Cogn Neuropsychol 20(3):487–506. doi:713751991
go back to reference Desikan RS, Segonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ (2006) An automated labeling system for subdividing the human cerebral cortex on mri scans into gyral based regions of interest. Neuroimage 31(3):968–980. doi:10.1016/j.neuroimage.2006.01.021 CrossRefPubMed Desikan RS, Segonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ (2006) An automated labeling system for subdividing the human cerebral cortex on mri scans into gyral based regions of interest. Neuroimage 31(3):968–980. doi:10.​1016/​j.​neuroimage.​2006.​01.​021 CrossRefPubMed
go back to reference Deutsch GK, Dougherty RF, Bammer R, Siok WT, Gabrieli JDE, Wandell B (2005) Children’s reading performance is correlated with white matter structure measured by diffusion tensor imaging. Cortex 41(3):354–363CrossRefPubMed Deutsch GK, Dougherty RF, Bammer R, Siok WT, Gabrieli JDE, Wandell B (2005) Children’s reading performance is correlated with white matter structure measured by diffusion tensor imaging. Cortex 41(3):354–363CrossRefPubMed
go back to reference Fuchs LS, Fuchs D, Powell SR, Seethaler PM, Cirino PT, Fletcher JM (2008) Intensive intervention for students with mathematics disabilities: seven principles of effective practice. Learn Disabil Q 31(2):79–92PubMedPubMedCentral Fuchs LS, Fuchs D, Powell SR, Seethaler PM, Cirino PT, Fletcher JM (2008) Intensive intervention for students with mathematics disabilities: seven principles of effective practice. Learn Disabil Q 31(2):79–92PubMedPubMedCentral
go back to reference Fuchs LS, Powell SR, Seethaler PM, Cirino PT, Fletcher JM, Fuchs D, Hamlett CL, Zumeta RO (2009) Remediating number combination and word problem deficits among students with mathematics difficulties: a randomized control trial. J Educ Psychol 101(3):561CrossRefPubMedPubMedCentral Fuchs LS, Powell SR, Seethaler PM, Cirino PT, Fletcher JM, Fuchs D, Hamlett CL, Zumeta RO (2009) Remediating number combination and word problem deficits among students with mathematics difficulties: a randomized control trial. J Educ Psychol 101(3):561CrossRefPubMedPubMedCentral
go back to reference Fuchs LS, Geary DC, Compton DL, Fuchs D, Hamlett CL, Seethaler PM, Bryant JD, Schatschneider C (2010) Do different types of school mathematics development depend on different constellations of numerical versus general cognitive abilities? Dev Psychol 46(6):1731–1746. doi:10.1037/a0020662 CrossRefPubMedPubMedCentral Fuchs LS, Geary DC, Compton DL, Fuchs D, Hamlett CL, Seethaler PM, Bryant JD, Schatschneider C (2010) Do different types of school mathematics development depend on different constellations of numerical versus general cognitive abilities? Dev Psychol 46(6):1731–1746. doi:10.​1037/​a0020662 CrossRefPubMedPubMedCentral
go back to reference Fuchs LS, Geary DC, Compton DL, Fuchs D, Schatschneider C, Hamlett CL, DeSelms J, Seethaler PM, Wilson J, Craddock CF, Bryant JD, Luther K, Changas P (2013) Effects of first-grade number knowledge tutoring with contrasting forms of practice. J Educ Psychol 105(1):58–77CrossRefPubMedPubMedCentral Fuchs LS, Geary DC, Compton DL, Fuchs D, Schatschneider C, Hamlett CL, DeSelms J, Seethaler PM, Wilson J, Craddock CF, Bryant JD, Luther K, Changas P (2013) Effects of first-grade number knowledge tutoring with contrasting forms of practice. J Educ Psychol 105(1):58–77CrossRefPubMedPubMedCentral
go back to reference Gebauer D, Fink A, Filippini N, Johansen-Berg H, Reishofer G, Koschutnig K, Kargl R, Purgstaller C, Fazekas F, Enzinger C (2012) Differences in integrity of white matter and changes with training in spelling impaired children: a diffusion tensor imaging study. Brain Struct Funct 217(3):747–760. doi:10.1007/s00429-011-0371-4 CrossRefPubMedPubMedCentral Gebauer D, Fink A, Filippini N, Johansen-Berg H, Reishofer G, Koschutnig K, Kargl R, Purgstaller C, Fazekas F, Enzinger C (2012) Differences in integrity of white matter and changes with training in spelling impaired children: a diffusion tensor imaging study. Brain Struct Funct 217(3):747–760. doi:10.​1007/​s00429-011-0371-4 CrossRefPubMedPubMedCentral
go back to reference Gross J, Hudson C, Price D (2009) The long term costs of numeracy difficulties. Every Child a Chance Trust and KPMG, London Gross J, Hudson C, Price D (2009) The long term costs of numeracy difficulties. Every Child a Chance Trust and KPMG, London
go back to reference Gunderson EA, Ramirez G, Beilock SL, Levine SC (2012) The relation between spatial skill and early number knowledge: the role of the linear number line. Dev Psychol 48(5):1229–1241. doi:10.1037/a0027433 CrossRefPubMed Gunderson EA, Ramirez G, Beilock SL, Levine SC (2012) The relation between spatial skill and early number knowledge: the role of the linear number line. Dev Psychol 48(5):1229–1241. doi:10.​1037/​a0027433 CrossRefPubMed
go back to reference Holloway ID, Battista C, Vogel SE, Ansari D (2013) Semantic and perceptual processing of number symbols: evidence from a cross-linguistic FMRI adaptation study. J Cogn Neurosci 25(3):388–400CrossRefPubMed Holloway ID, Battista C, Vogel SE, Ansari D (2013) Semantic and perceptual processing of number symbols: evidence from a cross-linguistic FMRI adaptation study. J Cogn Neurosci 25(3):388–400CrossRefPubMed
go back to reference Kaufmann L, Wood G, Rubinsten O, Henik A (2011) Meta-analyses of developmental fmri studies investigating typical and atypical trajectories of number processing and calculation. Dev Neuropsychol 36(6):763–787CrossRefPubMed Kaufmann L, Wood G, Rubinsten O, Henik A (2011) Meta-analyses of developmental fmri studies investigating typical and atypical trajectories of number processing and calculation. Dev Neuropsychol 36(6):763–787CrossRefPubMed
go back to reference Klingberg T, Hedehus M, Temple E, Salz T, Gabrieli JDE, Moseley ME, Poldrack RA (2000) Microstructure of temporo-parietal white matter as a basis for reading ability: evidence from diffusion tensor magnetic resonance imaging. Neuron 25(2):493–500CrossRefPubMed Klingberg T, Hedehus M, Temple E, Salz T, Gabrieli JDE, Moseley ME, Poldrack RA (2000) Microstructure of temporo-parietal white matter as a basis for reading ability: evidence from diffusion tensor magnetic resonance imaging. Neuron 25(2):493–500CrossRefPubMed
go back to reference Krajewski K, Schneider W (2009) Exploring the impact of phonological awareness, visual-spatial working memory, and preschool quantity-number competencies on mathematics achievement in elementary school: findings from a 3-year longitudinal study. J Exp Child Psychol 103(4):516–531. doi:10.1016/j.jecp.2009.03.009 CrossRefPubMed Krajewski K, Schneider W (2009) Exploring the impact of phonological awareness, visual-spatial working memory, and preschool quantity-number competencies on mathematics achievement in elementary school: findings from a 3-year longitudinal study. J Exp Child Psychol 103(4):516–531. doi:10.​1016/​j.​jecp.​2009.​03.​009 CrossRefPubMed
go back to reference Kucian K, Ashkenazi SS, Hanggi J, Rotzer S, Jancke L, Martin E, von Aster M (2013) Developmental dyscalculia: a dysconnection syndrome? Brain Struct Funct, 1–13. doi:10.1007/s00429-013-0597-4 Kucian K, Ashkenazi SS, Hanggi J, Rotzer S, Jancke L, Martin E, von Aster M (2013) Developmental dyscalculia: a dysconnection syndrome? Brain Struct Funct, 1–13. doi:10.​1007/​s00429-013-0597-4
go back to reference Landis JR, Koch GG (1977) The measurement of observer agreement for categorical data. Biometrics 33(1):159–174CrossRefPubMed Landis JR, Koch GG (1977) The measurement of observer agreement for categorical data. Biometrics 33(1):159–174CrossRefPubMed
go back to reference Lebel C, Walker L, Leemans A, Phillips L, Beaulieu C (2008) Microstructural maturation of the human brain from childhood to adulthood. Neuroimage 40(3):1044–1055CrossRefPubMed Lebel C, Walker L, Leemans A, Phillips L, Beaulieu C (2008) Microstructural maturation of the human brain from childhood to adulthood. Neuroimage 40(3):1044–1055CrossRefPubMed
go back to reference Lyons IM, Ansari D (2009) The cerebral basis of mapping nonsymbolic numerical quantities onto abstract symbols: an fmri training study. J Cogn Neurosci 21(9):1720–1735CrossRefPubMed Lyons IM, Ansari D (2009) The cerebral basis of mapping nonsymbolic numerical quantities onto abstract symbols: an fmri training study. J Cogn Neurosci 21(9):1720–1735CrossRefPubMed
go back to reference Makris N, Meyer JW, Bates JF, Yeterian EH, Kennedy DN, Caviness VS (1999) Mri-based topographic parcellation of human cerebral white matter and nuclei ii. Rationale and applications with systematics of cerebral connectivity. Neuroimage 9(1):18–45. doi:10.1006/nimg.1998.0384 CrossRefPubMed Makris N, Meyer JW, Bates JF, Yeterian EH, Kennedy DN, Caviness VS (1999) Mri-based topographic parcellation of human cerebral white matter and nuclei ii. Rationale and applications with systematics of cerebral connectivity. Neuroimage 9(1):18–45. doi:10.​1006/​nimg.​1998.​0384 CrossRefPubMed
go back to reference Makris N, Kennedy DN, McInerney S, Sorensen AG, Wang R, Caviness VS Jr, Pandya DN (2005) Segmentation of subcomponents within the superior longitudinal fascicle in humans: a quantitative, in vivo, dt-mri study. Cereb Cortex 15(6):854–869. doi:10.1093/cercor/bhh186 CrossRefPubMed Makris N, Kennedy DN, McInerney S, Sorensen AG, Wang R, Caviness VS Jr, Pandya DN (2005) Segmentation of subcomponents within the superior longitudinal fascicle in humans: a quantitative, in vivo, dt-mri study. Cereb Cortex 15(6):854–869. doi:10.​1093/​cercor/​bhh186 CrossRefPubMed
go back to reference Menon V (2013) Arithmetic in child and adult brain. In: Cohen Kadosh R, Dowker A (eds) Handbook of mathematical cognition. Oxford University Press, Oxford Menon V (2013) Arithmetic in child and adult brain. In: Cohen Kadosh R, Dowker A (eds) Handbook of mathematical cognition. Oxford University Press, Oxford
go back to reference Nagy Z, Westerberg H, Klingberg T (2004) Maturation of white matter is associated with the development of cognitive functions during childhood. J Cogn Neurosci 16(7):1227–1233CrossRefPubMed Nagy Z, Westerberg H, Klingberg T (2004) Maturation of white matter is associated with the development of cognitive functions during childhood. J Cogn Neurosci 16(7):1227–1233CrossRefPubMed
go back to reference Navas-Sanchez FJ, Aleman-Gomez Y, Sanchez-Gonzalez J, Guzman-De-Villoria JA, Franco C, Robles O, Arango C, Desco M (2013) White matter microstructure correlates of mathematical giftedness and intelligence quotient. Hum Brain Mapp. doi:10.1002/hbm.22355 PubMed Navas-Sanchez FJ, Aleman-Gomez Y, Sanchez-Gonzalez J, Guzman-De-Villoria JA, Franco C, Robles O, Arango C, Desco M (2013) White matter microstructure correlates of mathematical giftedness and intelligence quotient. Hum Brain Mapp. doi:10.​1002/​hbm.​22355 PubMed
go back to reference Parsons S, Bynner J (2005) Does numeracy matter more? National research and development centre for adult literacy and numeracy. NRDC, London Parsons S, Bynner J (2005) Does numeracy matter more? National research and development centre for adult literacy and numeracy. NRDC, London
go back to reference Paus T (2010) Growth of white matter in the adolescent brain: myelin or axon? Brain Cogn 72(1):26–35. doi:S0278-2626(09)00100-6 Paus T (2010) Growth of white matter in the adolescent brain: myelin or axon? Brain Cogn 72(1):26–35. doi:S0278-2626(09)00100-6
go back to reference Pickering S, Gathercole S (2001) Working memory test battery for children. PsyCorp, San Antonio Pickering S, Gathercole S (2001) Working memory test battery for children. PsyCorp, San Antonio
go back to reference Rao CR (1952) Advanced statistical methods in biometric research. Wiley, New York Rao CR (1952) Advanced statistical methods in biometric research. Wiley, New York
go back to reference Rivera S, Reiss A, Eckert M, Menon V (2005) Developmental changes in mental arithmetic: evidence for increased functional specialization in the left inferior parietal cortex. Cereb Cortex 15(11):1779–1790CrossRefPubMed Rivera S, Reiss A, Eckert M, Menon V (2005) Developmental changes in mental arithmetic: evidence for increased functional specialization in the left inferior parietal cortex. Cereb Cortex 15(11):1779–1790CrossRefPubMed
go back to reference Schmahmann J, Pandya D (2006) Fiber pathways of the brain. Oxford University Press, OxfordCrossRef Schmahmann J, Pandya D (2006) Fiber pathways of the brain. Oxford University Press, OxfordCrossRef
go back to reference Schmahmann JD, Pandya DN, Wang R, Dai G, D’Arceuil HE, de Crespigny AJ, Wedeen VJ (2007) Association fibre pathways of the brain: parallel observations from diffusion spectrum imaging and autoradiography. Brain 130(Pt 3):630–653. doi:10.1093/brain/awl359 CrossRefPubMed Schmahmann JD, Pandya DN, Wang R, Dai G, D’Arceuil HE, de Crespigny AJ, Wedeen VJ (2007) Association fibre pathways of the brain: parallel observations from diffusion spectrum imaging and autoradiography. Brain 130(Pt 3):630–653. doi:10.​1093/​brain/​awl359 CrossRefPubMed
go back to reference Siegler RS (2003) Implications of cognitive science research for mathematics education. A research companion to principles and standards for school mathematics, pp 219–233 Siegler RS (2003) Implications of cognitive science research for mathematics education. A research companion to principles and standards for school mathematics, pp 219–233
go back to reference Steinbrink C, Vogt K, Kastrup A, Müller H, Juengling F, Kassubek J, Riecker A (2008) The contribution of white and gray matter differences to developmental dyslexia: insights from dti and vbm at 3.0 t. Neuropsychologia 46(13):3170–3178CrossRefPubMed Steinbrink C, Vogt K, Kastrup A, Müller H, Juengling F, Kassubek J, Riecker A (2008) The contribution of white and gray matter differences to developmental dyslexia: insights from dti and vbm at 3.0 t. Neuropsychologia 46(13):3170–3178CrossRefPubMed
go back to reference Supekar K, Menon V (2012) Developmental maturation of dynamic causal control signals in higher-order cognition: a neurocognitive network model. PLoS Comput Biol 8(2):e1002374CrossRefPubMedPubMedCentral Supekar K, Menon V (2012) Developmental maturation of dynamic causal control signals in higher-order cognition: a neurocognitive network model. PLoS Comput Biol 8(2):e1002374CrossRefPubMedPubMedCentral
go back to reference Tamnes CK, Ostby Y, Fjell AM, Westlye LT, Due-Tonnessen P, Walhovd KB (2010) Brain maturation in adolescence and young adulthood: regional age-related changes in cortical thickness and white matter volume and microstructure. Cereb Cortex 20(3):534–548CrossRefPubMed Tamnes CK, Ostby Y, Fjell AM, Westlye LT, Due-Tonnessen P, Walhovd KB (2010) Brain maturation in adolescence and young adulthood: regional age-related changes in cortical thickness and white matter volume and microstructure. Cereb Cortex 20(3):534–548CrossRefPubMed
go back to reference Vandermosten M, Boets B, Poelmans H, Sunaert S, Wouters J, Ghesquiere P (2012a) A tractography study in dyslexia: neuroanatomic correlates of orthographic, phonological and speech processing. Brain 135(Pt 3):935–948. doi:10.1093/brain/awr363 CrossRefPubMed Vandermosten M, Boets B, Poelmans H, Sunaert S, Wouters J, Ghesquiere P (2012a) A tractography study in dyslexia: neuroanatomic correlates of orthographic, phonological and speech processing. Brain 135(Pt 3):935–948. doi:10.​1093/​brain/​awr363 CrossRefPubMed
go back to reference Wassermann D, Makris N, Rathi Y, Shenton M, Kikinis R, Kubicki M, Westin C-F (2013) On describing human white matter anatomy: the white matter query language. In: Medical image computing and computer-assisted intervention–miccai 2013. Springer, Berlin, pp 647–654 Wassermann D, Makris N, Rathi Y, Shenton M, Kikinis R, Kubicki M, Westin C-F (2013) On describing human white matter anatomy: the white matter query language. In: Medical image computing and computer-assisted intervention–miccai 2013. Springer, Berlin, pp 647–654
go back to reference Wechsler D (1999) Wechsler abbreviated scale of intelligence. Psychological Corporation, San Antonio Wechsler D (1999) Wechsler abbreviated scale of intelligence. Psychological Corporation, San Antonio
go back to reference Wechsler D (2001) The wechsler individual achievement test—second edition (WIAT-II). Psychological Corporation, San Antonio Wechsler D (2001) The wechsler individual achievement test—second edition (WIAT-II). Psychological Corporation, San Antonio
go back to reference Zago L, Tzourio-Mazoyer N (2002) Distinguishing visuospatial working memory and complex mental calculation areas within the parietal lobes. Neurosci Lett 331(1):45–49CrossRefPubMed Zago L, Tzourio-Mazoyer N (2002) Distinguishing visuospatial working memory and complex mental calculation areas within the parietal lobes. Neurosci Lett 331(1):45–49CrossRefPubMed
Metadata
Title
Plasticity of left perisylvian white-matter tracts is associated with individual differences in math learning
Authors
Dietsje Jolles
Demian Wassermann
Ritika Chokhani
Jennifer Richardson
Caitlin Tenison
Roland Bammer
Lynn Fuchs
Kaustubh Supekar
Vinod Menon
Publication date
01-04-2016
Publisher
Springer Berlin Heidelberg
Published in
Brain Structure and Function / Issue 3/2016
Print ISSN: 1863-2653
Electronic ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-014-0975-6

Other articles of this Issue 3/2016

Brain Structure and Function 3/2016 Go to the issue