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White matter properties differ in 6-year old Readers and Pre-readers

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Abstract

Reading, an essential life skill in modern society, is typically learned during childhood. Adults who can read show white matter differences compared to adults who never learned to read. Studies have not established whether children who can read show similar white matter differences compared to children who cannot read. We compared 6-year old children who could decode written English words and pseudowords (n = 31; Readers) and 6-year old children who could not decode pseudowords and had a standard score <100 on a task for reading single words (n = 11; Pre-readers). We employed diffusion MRI and tractography to extract fractional anisotropy (FA) along the trajectory of six bilateral intra-hemispheric tracts and two posterior subdivisions of the corpus callosum. Readers demonstrated significantly increased FA within the left anterior segment of the superior longitudinal fasciculus (aSLF-L) and the right uncinate fasciculus (UF-R) compared to Pre-readers. FA in the aSLF-L was significantly correlated with phonological awareness; FA in the UF-R was significantly correlated with language. Correlations in the UF-R but not the aSLF-L remained significant after controlling for reading ability, revealing that UF-R group differences were related to both children’s language and reading abilities. Taken together, these findings demonstrate new evidence showing that individual differences in white matter structure relate to whether children have begun to read.

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References

  • Assaf Y, Blumenfeld-Katzir T, Yovel Y, Basser PJ (2008) AxCaliber: a method for measuring axon diameter distribution from diffusion MRI. Magn Reson Med 59:1347–1354

    Article  PubMed  PubMed Central  Google Scholar 

  • Basser PJ, Pierpaoli C (1996) Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI. J Magn Reson 111:209–219

    Article  CAS  Google Scholar 

  • Beaulieu C (2002) The basis of anisotropic water diffusion in the nervous system—a technical review. NMR Biomed 15:435–455

    Article  PubMed  Google Scholar 

  • Beaulieu C, Plewes C, Paulson LA, Roy D, Snook L, Concha L, Phillips L (2005) Imaging brain connectivity in children with diverse reading ability. NeuroImage 25:1266–1271

    Article  PubMed  Google Scholar 

  • Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc 57:289–300

    Google Scholar 

  • Ben-Shachar M, Dougherty RF, Wandell BA (2007) White matter pathways in reading. Curr Opin Neurobiol 17:258–270

    Article  CAS  PubMed  Google Scholar 

  • Brauer J, Anwander A, Perani D, Friederici AD (2013) Dorsal and ventral pathways in language development. Brain Lang 127:289–295

    Article  PubMed  Google Scholar 

  • Carreiras M, Seghier ML, Baquero S, Estévez A, Lozano A, Devlin JT, Price CJ (2009) An anatomical signature for literacy. Nature 461:983–986

    Article  CAS  PubMed  Google Scholar 

  • Castles A, Coltheart M (2004) Is there a causal link from phonological awareness to success in learning to read? Cognition 91:77–111

    Article  PubMed  Google Scholar 

  • Castro-Caldas A, Miranda PC, Carmo I, Reis A, Leote F, Ribeiro C, Ducla-Soares E (1999) Influence of learning to read and write on the morphology of the corups callosum. Eur J Neurol 6:23–28

    Article  CAS  PubMed  Google Scholar 

  • Catani M, Jones DK, Ffytche DH (2005) Perisylvian language networks of the human brain. Ann Neurol 57:8–16

    Article  PubMed  Google Scholar 

  • Catani M, Allin MP, Husain M, Pugliese L, Mesulam MM, Murray RM, Jones DK (2007) Symmetries in human brain language pathways correlate with verbal recall. Proc Natl Acad Sci 104:17163–17168

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Catts HW, Fey ME, Zhang X, Tomblin JB (1999) Language basis of reading and reading disabilities: evidence from a longitudinal investigation. Sci Stud Read 3:331–361

    Article  Google Scholar 

  • Chang LC, Jones DK, Pierpaoli C (2005) RESTORE: robust estimation of tensors by outlier rejection. Magn Reson Med 53:1088–1095

    Article  PubMed  Google Scholar 

  • Conturo TE, Lori NF, Cull TS, Akbudak E, Snyder AZ, Shimony JS, McKinstry RC, Burton H, Raichle ME (1999) Tracking neuronal fiber pathways in the living human brain. Proc Natl Acad Sci USA 96:10422–10427

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Cummine J, Dai W, Borowsky R, Gould L, Rollans C, Boliek C (2015) Investigating the ventral-lexical, dorsal-sublexical model of basic reading processes using diffusion tensor imaging. Brain Struct Funct 220:445–455

    Article  PubMed  Google Scholar 

  • De Santis S, Drakesmith M, Bells S, Assaf Y, Jones DK (2014) Why diffusion tensor MRI does well only some of the time: variance and covariance of white matter tissue microstructure attributes in the living human brain. NeuroImage 89:35–44

    Article  PubMed  PubMed Central  Google Scholar 

  • Deheane S (2009) Reading in the brain: the science and evolution of human invention. Viking Penguin, New York

    Google Scholar 

  • Deutsch GK, Dougherty RF, Bammer R, Siok WT (2005) Children’s reading performance is correlated with white matter structure measured by diffusion tensor imaging. Cortex 41:354–363

    Article  PubMed  Google Scholar 

  • Dick AS, Tremblay P (2012) Beyond the arcuate fasciculus: consensus and controversy in the connectional anatomy of language. Brain 135:3529–3550

    Article  PubMed  Google Scholar 

  • Dougherty RF, Ben-Shachar M, Bammer R, Brewer AA, Wandell BA (2005) Functional organization of human occipital–callosal fiber tracts. Proc Natl Acad Sci USA 102:7350–7355

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Dougherty RF, Ben-Shachar M, Deutsch GK, Hernandez A, Fox GR, Wandell BA (2007) Temporal-callosal pathway diffusivity predicts phonological skills in children. Proc Natl Acad Sci 104:8556–8561

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Duffau H (2008) The anatomo-functional connectivity of language revisited. New insights provided by electrostimulation and tractography. Neuropsychologia 46:927–934

    Article  PubMed  Google Scholar 

  • Duffau H, Capelle L, Sichez N, Denvil D, Lopes M, Sichez J-P, Bitar A, Fohanno D (2002) Intraoperative mapping of the subcortical language pathways using direct stimulation. An anatomo-functional study. Brain 125:199–214

    Article  PubMed  Google Scholar 

  • Duffau H, Gatignol P, Denvil D, Lopes M, Capelle L (2003) The articulatory loop: study of the subcortical connectivity by electrostimulation. Neuroreport 14:2005–2008

    Article  PubMed  Google Scholar 

  • Feldman HM, Lee ES, Yeatman JD, Yeom KW (2012) Language and reading skills in school-aged children and adolescents born preterm are associated with white matter properties on diffusion tensor imaging. Neuropsychologia 50:3348–3362

    Article  PubMed  PubMed Central  Google Scholar 

  • Friston KJ, Ashburner J (2004) Generative and recognition models for neuroanatomy. Neuroimage 23:21–24

    Article  CAS  PubMed  Google Scholar 

  • Frye RE, Hasan K, Xue L, Strickland D, Malmberg B, Liederman J, Papanicolaou A (2008) Splenium microstructure is related to two dimensions of reading skill. Neuroreport 19:1627–1631

    Article  PubMed  PubMed Central  Google Scholar 

  • Gough PB, Tunmer WE (1986) Decoding, reading, and reading disability. Remedial Spec Educ 7:6–10

    Article  Google Scholar 

  • Groeschel S, Tournier JD, Northam GB, Baldeweg T, Wyatt J, Vollmer B, Connelly A (2014) Identification and interpretation of microstructural abnormalities in motor pathways in adolescents born preterm. Neuroimage 87:209–219

    Article  PubMed  Google Scholar 

  • Gullick MM, Booth JR (2014) Individual differences in crossmodal brain activity predict arcuate fasciculus connectivity in developing readers. J Cogn Neurosci 26:1331–1346

    Article  PubMed  PubMed Central  Google Scholar 

  • Gullick MM, Booth JR (2015) The direct segment of the arcuate fasciculus is predictive of longitudinal reading change. Dev Cogn Neurosci 13:68–74

    Article  PubMed  PubMed Central  Google Scholar 

  • Hickok G, Poeppel D (2004) Dorsal and ventral streams: a framework for understanding aspects of the functional anatomy of language. Cognition 92:67–99

    Article  PubMed  Google Scholar 

  • Hoeft F, Ueno T, Reiss AL, Meyler A, Whitfield-Gabrieli S, Glover GH, Keller TA, Kobayashi N, Mazaika P, Jo B, Just MA, Gabrieli JDE (2007) Prediction of children’s reading skills using behavioral, functional, and structural neuroimaging measures. Behav Neurosci 121:602

    Article  PubMed  Google Scholar 

  • Hollingshead A (1975) Four factor index of social status. Yale University, New Haven

    Google Scholar 

  • Hua K, Zhang J, Wakana S, Jiang H, Li X, Reich DS, Calabresi PA, Pekar JJ, van Zijl PC, Mori S (2008) Tract probability maps in stereotaxic spaces: analyses of white matter anatomy and tract-specific quantification. Neuroimage 39:336–347

    Article  PubMed  Google Scholar 

  • Huang H, Zhang J, Jiang H, Wakana S, Poetscher L, Miller MI, van Zijl PC, Hillis AE, Wytik R, Mori S (2005) DTI tractography based parcellation of white matter: application to the mid-sagittal morphology of corpus callosum. Neuroimage 26:195–205

    Article  PubMed  Google Scholar 

  • Johnson RT, Yeatman JD, Wandell BA, Buonocore MH, Amaral DG, Nordahl CW (2013) Diffusion properties of major white matter tracts in young, typically developing children. Neuroimage 88:143–154

    Article  PubMed  PubMed Central  Google Scholar 

  • Jones DK, Cercignani M (2010) Twenty-five pitfalls in the analysis of diffusion MRI data. NMR Biomed 23:803–820

    Article  PubMed  Google Scholar 

  • Keller TA, Just MA (2009) Altering cortical connectivity: remediation-induced changes in the white matter of poor readers. Neuron 64:624–631

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kirby JR, Desrochers A, Roth L, Lai S (2008) Longitudinal predictors of word reading development. Can Psychol 49:103–110

    Article  Google Scholar 

  • Langer N, Peysakhovich B, Zuk J, Drottar M, Sliva DD, Smith S, Becker BL, Grant PE, Gaab N (2015) White matter alterations in infants at risk for developmental dyslexia. Cereb Cortex pii: bhv281 [Epub ahead of print]

  • Lebel C, Beaulieu C (2009) Lateralization of the arcuate fasciculus from childhood to adulthood and its relation to cognitive abilities in children. Hum Brain Mapp 30:3563–3573

    Article  PubMed  Google Scholar 

  • Lebel C, Beaulieu C (2011) Longitudinal development of human brain wiring continues from childhood into adulthood. J Neurosci 31:10937–10947

    Article  CAS  PubMed  Google Scholar 

  • Lebel C, Gee M, Camicioli R, Wieler M, Martin W, Beaulieu C (2012) Diffusion tensor imaging of white matter tract evolution over the lifespan. Neuroimage 60:340–352

    Article  CAS  PubMed  Google Scholar 

  • Leemans A, Jones DK (2009) The B-matrix must be rotated when correcting for subject motion in DTI data. Magn Reson Med 61:1336–1349

    Article  PubMed  Google Scholar 

  • Levene H (1960) Robust tests for equality of variances. Stanford University Press, Stanford

    Google Scholar 

  • Martino J, De Witt Hamer PC, Berger MS, Lawton MT, Arnold CM, de Lucas EM, Duffau H (2013) Analysis of the subcomponents and cortical terminations of the perisylvian superior longitudinal fasciculus: a fiber dissection and DTI tractography study. Brain Struct Funct 218:105–121

    Article  PubMed  Google Scholar 

  • Mauchly JW (1940) Significance test for sphericity of a normal n-variate distribution. Ann Math Stat 11:204–209

    Article  Google Scholar 

  • McDonald CR, Ahmadi ME, Hagler DJ, Tecoma ES, Iragui VJ, Gharapetian L, Dale AM, Halgren E (2008) Diffusion tensor imaging correlates of memory and language impairments in temporal lobe epilepsy. Neurology 71:1869–1876

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Melby-Lervag M, Lyster S-AH, Hulme C (2012) Phonological skills and their role in learning to read: a meta-analytic review. Psychol Bull 138:322–352

    Article  PubMed  Google Scholar 

  • Mezer A, Yeatman JD, Stikov N, Kay KN, Cho NJ, Dougherty RF, Perry ML, Parvizi J, le Hua H, Butts-Pauly K, Wandell BA (2013) Quantifying the local tissue volume and composition in individual brains with magnetic resonance imaging. Nat Med 19:1667–1672

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mishra A, Anderson AW, Wu X, Gore JC, Ding Z (2010) An improved Bayesian tensor regularization and sampling algorithm to track neuronal fiber pathways in the language circuit. Med Phys 37:4274–4287

    Article  PubMed  PubMed Central  Google Scholar 

  • Monzalvo K, Dehaene-Lambertz G (2013) How reading acquisition changes children’s spoken language network. Brain Lang 127:356–365

    Article  PubMed  Google Scholar 

  • Mori S, Crain BJ, Chacko V, Van Zijl P (1999) Three-dimensional tracking of axonal projections in the brain by magnetic resonance imaging. Ann Neurol 45:265–269

    Article  CAS  PubMed  Google Scholar 

  • Myers CA, Vandermosten M, Farris EA, Hancock R, Gimenez P, Black JM, Casto B, Drahos M, Tumber M, Hendren RL, Hulme C, Hoeft F (2014) white matter morphometric changes uniquely predict children’s reading acquisition. Psychol Sci 25:1870–1883

    Article  PubMed  PubMed Central  Google Scholar 

  • Nagy Z, Westerberg H, Klingberg T (2004) Maturation of white matter is associated with the development of cognitive functions during childhood. J Cogn Neurosci 16:1227–1233

    Article  PubMed  Google Scholar 

  • NICHD Early Child Care Research Network (2005) Pathways to reading: the role of oral language in the transition to reading. Dev Psychol 41:428–442

    Article  Google Scholar 

  • Nichols TE, Holmes AP (2002) Nonparametric permutation tests for functional neuroimaging: a primer with examples. Hum Brain Mapp 15:1–25

    Article  PubMed  Google Scholar 

  • Niogi SN, McCandliss BD (2006) Left lateralized white matter microstructure accounts for individual differences in reading ability and disability. Neuropsychologia 44:2178–2188

    Article  PubMed  Google Scholar 

  • Odegard TN, Farris EA, Ring J, McColl R, Black J (2009) Brain connectivity in non-reading impaired children and children diagnosed with developmental dyslexia. Neuropsychologia 47:1972–1977

    Article  PubMed  Google Scholar 

  • Oldfield RC (1971) The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia 9:97–113

    Article  CAS  PubMed  Google Scholar 

  • Papagno C (2011) Naming and the role of the uncinate fasciculus in language function. Curr Neurol Neurosci Rep 11:553–559

    Article  PubMed  Google Scholar 

  • Press W, Teukolsky S, Vetterling W, Flannery B (2002) Numerical recipes in C++: the art of scientific computing. Cambridge University Press, Cambridge

    Google Scholar 

  • Price CJ (2012) A review and synthesis of the first 20 years of PET and fMRI studies of heard speech, spoken language and reading. Neuroimage 62:816–847

    Article  PubMed  PubMed Central  Google Scholar 

  • Qiu D, Tan LH, Zhou K, Khong PL (2008) Diffusion tensor imaging of normal white matter maturation from late childhood to young adulthood: voxel-wise evaluation of mean diffusivity, fractional anisotropy, radial and axial diffusivities, and correlation with reading development. Neuroimage 41:223–232

    Article  PubMed  Google Scholar 

  • Reese TG, Heid O, Weisskoff RM, Wedeen VJ (2003) Reduction of eddy-current-induced distortion in diffusion MRI using a twice-refocused spin echo. Magn Reson Med 49:177–182

    Article  CAS  PubMed  Google Scholar 

  • Rimrodt SL, Peterson DJ, Denckla MB, Kaufmann WE, Cutting LE (2010) White matter microstructural differences linked to left perisylvian language network in children with dyslexia. Cortex 46:739–749

    Article  PubMed  Google Scholar 

  • Rohde GK, Barnett AS, Basser PJ, Marenco S, Pierpaoli C (2004) Comprehensive approach for correction of motion and distortion in diffusion-weighted MRI. Magn Reson Med 51:103–114

    Article  CAS  PubMed  Google Scholar 

  • Ryan C (2013) Language use in the United States: 2011. American Community Survey Reports

  • Saygin ZM, Norton ES, Osher DE, Beach SD, Cyr AB, Ozernov-Palchik O, Yendiki A, Fischl B, Gaab N, Gabrieli JDE (2013) Tracking the roots of reading ability: white matter volume and integrity correlate with phonological awareness in prereading and early-reading kindergarten children. J Neurosci 33:13251–13258

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Share DL (1995) Phonological recoding and self-teaching: sine qua non of reading acquisition. Cognition 55:151–218

    Article  CAS  PubMed  Google Scholar 

  • Snowling M, Dawes P, Nash H, Hulme C (2012) Validity of a protocol for adult self-report of dyslexia and related difficulties. Dyslexia 18:1–15

    Article  PubMed  PubMed Central  Google Scholar 

  • Song S-K, Sun S-W, Ramsbottom MJ, Chang C, Russell J, Cross AH (2002) Dysmyelination revealed through MRI as increased radial (but unchanged axial) diffusion of water. Neuroimage 17:1429–1436

    Article  PubMed  Google Scholar 

  • Song SK, Yoshino J, Le TQ, Lin SJ, Sun SW, Cross AH, Armstrong RC (2005) Demyelination increases radial diffusivity in corpus callosum of mouse brain. Neuroimage 26:132–140

    Article  PubMed  Google Scholar 

  • Storch SA, Whitehurst GJ (2002) Oral language and code-related precursors to reading: evidence from a longitudinal structural model. Dev Psychol 38:934–947

    Article  PubMed  Google Scholar 

  • Tardif CL, Gauthier CJ, Steele CJ, Bazin PL, Schafer A, Schaefer A, Turner R, Villringer A (2015) Advanced MRI techniques to improve our understanding of experience-induced neuroplasticity. Neuroimage 131:55–72

    Article  PubMed  Google Scholar 

  • Thiebaut de Schotten M, Cohen L, Amemiya E, Braga LW, Dehaene S (2014) Learning to read improves the structure of the arcuate fasciculus. Cereb Cortex 24:989–995

    Article  PubMed  Google Scholar 

  • Travis KE, Adams JN, Ben-Shachar M, Feldman HM (2015a) Decreased and increased anisotropy along major cerebral white matter tracts in preterm children and adolescents. PLoS One 10:e0142860

    Article  PubMed  PubMed Central  Google Scholar 

  • Travis KE, Golden NH, Feldman HM, Solomon M, Nguyen J, Mezer A, Yeatman JD, Dougherty RF (2015b) Abnormal white matter properties in adolescent girls with anorexia nervosa. Neuroimage 9:648–659

    Article  PubMed  PubMed Central  Google Scholar 

  • Tsang JM, Dougherty RF, Deutsch GK, Wandell BA, Ben-Shachar M (2009) Frontoparietal white matter diffusion properties predict mental arithmetic skills in children. Proc Natl Acad Sci USA 106:22546–22551

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Vanderauwera J, Vandermosten M, Dell’Acqua F, Wouters J, Ghesquiere P (2015) Disentangling the relation between left temporoparietal white matter and reading: a spherical deconvolution tractography study. Hum Brain Mapp 36:3273–3287

    Article  PubMed  Google Scholar 

  • 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 135:935–948

    Article  PubMed  Google Scholar 

  • Vandermosten M, Boets B, Wouters J, Ghesquiere P (2012b) A qualitative and quantitative review of diffusion tensor imaging studies in reading and dyslexia. Neurosci Biobehav Rev 36:1532–1552

    Article  PubMed  Google Scholar 

  • Vandermosten M, Vanderauwera J, Theys C, De Vos A, Vanvooren S, Sunaert S, Wouters J, Ghesquiere P (2015) A DTI tractography study in pre-readers at risk for dyslexia. Dev Cogn Neurosci 14:8–15

    Article  PubMed  Google Scholar 

  • Von Der Heide RJ, Skipper LM, Klobusicky E, Olson IR (2013) Dissecting the uncinate fasciculus: disorders, controversies and a hypothesis. Brain 136:1692–1707

    Article  Google Scholar 

  • Waber DP, De Moor C, Forbes PW, Almli CR, Botteron KN, Leonard G, Milovan D, Paus T, Rumsey J, Brain Development Cooperative Group (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. J Int Neuropsychol Soc 13:729–746

    Article  PubMed  Google Scholar 

  • Wagner R, Torgesen J, Rashotte C (1999) Comprehensive test of phonological processing: CTOPP: Pro-Ed

  • Wakana S, Jiang H, Nagae-Poetscher LM, van Zijl PC, Mori S (2004) Fiber tract-based atlas of human white matter anatomy. Radiology 230:77–87

    Article  PubMed  Google Scholar 

  • Wandell BA, Yeatman JD (2013) Biological development of reading circuits. Curr Opin Neurobiol 23:261–268

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Webb AR, Heller HT, Benson CB, Lahav A (2015) Mother’s voice and heartbeat sounds elicit auditory plasticity in the human brain before full gestation. Proc Natl Acad Sci USA 112:3152–3157

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wechsler D, Hsiao-pin C. 2011. WASI-II: Wechsler abbreviated scale of intelligence: Pearson

  • Welch BL (1947) The generalization of Student’s problem when several different population variances are invovled. Biometrika 34:28–35

    CAS  PubMed  Google Scholar 

  • Welcome SE, Joanisse MF (2014) Individual differences in white matter anatomy predict dissociable components of reading skill in adults. Neuroimage 96:261–275

    Article  PubMed  Google Scholar 

  • Wigg E, Secord W, Semel E (2003) Clinical evaluation of langauge fundamentals (CELF-4). Hartcourt Psychology Corporation Assessments Inc, San Antonio

    Google Scholar 

  • Woodcock RW (2011) Woodcock reading mastery test, 3rd edn. Pearson, San Antonio

    Google Scholar 

  • Yeatman JD, Dougherty RF, Rykhlevskaia E, Sherbondy AJ, Deutsch GK, Wandell BA, Ben-Shachar M (2011) Anatomical properties of the arcuate fasciculus predict phonological and reading skills in children. J Cogn Neurosci 23:3304–3317

    Article  PubMed  PubMed Central  Google Scholar 

  • Yeatman JD, Dougherty RF, Ben-Shachar M, Wandell BA (2012a) Development of white matter and reading skills. Proc Natl Acad Sci USA 109:E3045–E3053

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yeatman JD, Dougherty RF, Myall NJ, Wandell BA, Feldman HM (2012b) Tract profiles of white matter properties: automating fiber-tract quantification. PLoS One 7:e49790

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yeatman JD, Weiner KS, Pestilli F, Rokem A, Mezer A, Wandell BA (2014) The vertical occipital fasciculus: a century of controversy resolved by in vivo measurements. PNAS E5214–E5223

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We thank the children and families who participated in our study.

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Correspondence to Heidi M. Feldman.

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This work was supported by the Eunice Kennedy Shriver National Institutes of Child Health and Human Development at the National Institutes of Health (Grant Numbers RO1-HD69162, RO1-HD46500); the I-CORE Program of the Planning and Budgeting Committee; and The Israel Science Foundation (Grant Number 51/11) to MB-S.

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K. E. Travis and J. N. Adams contributed equally to the manuscript and share the position of first author.

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Travis, K.E., Adams, J.N., Kovachy, V.N. et al. White matter properties differ in 6-year old Readers and Pre-readers. Brain Struct Funct 222, 1685–1703 (2017). https://doi.org/10.1007/s00429-016-1302-1

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