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Brainstem White Matter Predicts Individual Differences in Manual Motor Difficulties and Symptom Severity in Autism

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Abstract

Mounting evidence suggests that poorer motor skills may be related to more severe autism symptoms. This study investigated if atypical white matter microstructure in the brain mediated the relationship between motor skills and ASD symptom severity. Sixty-seven males with ASD and 42 males with typical development (5–33 years old) completed a diffusion tensor imaging scan and measures of grip strength, finger tapping, and autism symptom severity. Within the ASD group, weaker grip strength predicted more severe autism symptoms. Fractional anisotropy of the brainstem’s corticospinal tract predicted both grip strength and autism symptom severity and mediated the relationship between the two. These findings suggest that brainstem white matter may contribute to autism symptoms and grip strength in ASD.

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References

  • Alexander, A. L., Lee, J. E., Lazar, M., Boudos, R., DuBray, M. B., Oakes, T. R., et al. (2007). Diffusion tensor imaging of the corpus callosum in Autism. NeuroImage, 34(1), 61–73. doi:10.1016/j.neuroimage.2006.08.032.

    Article  PubMed  Google Scholar 

  • American Psychiatric Association. (2000). Diagnostic and statistical manual of mental disorders, 4th edn, Text Revision (DSM-IV-TR).

  • Avants, B., & Gee, J. C. (2004). Geodesic estimation for large deformation anatomical shape averaging and interpolation. NeuroImage, 23(Suppl 1), S139–S150. doi:10.1016/j.neuroimage.2004.07.010.

    Article  PubMed  Google Scholar 

  • Baranek, G. T., David, F. J., Poe, M. D., Stone, W. L., & Watson, L. R. (2006). Sensory Experiences Questionnaire: Discriminating sensory features in young children with autism, developmental delays, and typical development. Journal of Child Psychology and Psychiatry and Allied Disciplines, 47(6), 591–601. doi:10.1111/j.1469-7610.2005.01546.x.

    Article  Google Scholar 

  • Ben Bashat, D., Kronfeld-Duenias, V., Zachor, D. A., Ekstein, P. M., Hendler, T., Tarrasch, R., et al. (2007). Accelerated maturation of white matter in young children with autism: A high b value DWI study. NeuroImage, 37(1), 40–47. doi:10.1016/j.neuroimage.2007.04.060.

    Article  PubMed  Google Scholar 

  • Ben-Sasson, A., Hen, L., Fluss, R., Cermak, S. A., Engel-Yeger, B., & Gal, E. (2009). A meta-analysis of sensory modulation symptoms in individuals with autism spectrum disorders. Journal of Autism and Developmental Disorders, 39(1), 1–11. doi:10.1007/s10803-008-0593-3.

    Article  PubMed  Google Scholar 

  • Bhat, A. N., Galloway, J. C., & Landa, R. J. (2012). Relation between early motor delay and later communication delay in infants at risk for autism. Infant Behavior & Development, 35(4), 838–846. doi:10.1016/j.infbeh.2012.07.019.

    Article  Google Scholar 

  • Bhat, A. N., Landa, R. J., & Galloway, J. C. (2011). Current perspectives on motor functioning in infants, children, and adults with autism spectrum disorders. Physical Therapy, 91(7), 1116–1129. doi:10.2522/ptj.20100294.

    Article  PubMed  Google Scholar 

  • Bloemen, O. J., Deeley, Q., Sundram, F., Daly, E. M., Barker, G. J., Jones, D. K., et al. (2010). White matter integrity in Asperger syndrome: A preliminary diffusion tensor magnetic resonance imaging study in adults. Autism Research, 3(5), 203–213. doi:10.1002/aur.146.

    Article  PubMed  Google Scholar 

  • Brito, A. R., Vasconcelos, M. M., Domingues, R. C., Hygino da Cruz, L. C., Rodrigues Lde, S., Gasparetto, E. L., & Calcada, C. A. (2009). Diffusion tensor imaging findings in school-aged autistic children. Journal of Neuroimaging, 19(4), 337–343. doi:10.1111/j.1552-6569.2009.00366.x.

    Article  PubMed  Google Scholar 

  • Brown, R. E., Basheer, R., McKenna, J. T., Strecker, R. E., & McCarley, R. W. (2012). Control of sleep and wakefulness. Physiological Reviews, 92(3), 1087–1187. doi:10.1152/physrev.00032.2011.

    Article  PubMed Central  PubMed  Google Scholar 

  • Chang, L. C., Jones, D. K., & Pierpaoli, C. (2005). RESTORE: Robust estimation of tensors by outlier rejection. Magnetic Resonance in Medicine, 53(5), 1088–1095. doi:10.1002/mrm.20426.

    Article  PubMed  Google Scholar 

  • Cohen, J. (1992). A power primer. Psychological Bulletin, 112, 155–159.

    Article  PubMed  Google Scholar 

  • Cohen, S., Conduit, R., Lockley, S. W., Rajaratnam, S. M., & Cornish, K. M. (2014). The relationship between sleep and behavior in autism spectrum disorder (ASD): A review. Journal of Neurodevelopmental Disorders, 6(1), 44. doi:10.1186/1866-1955-6-44.

    Article  PubMed Central  PubMed  Google Scholar 

  • Cohen, I. L., Gardner, J. M., Karmel, B. Z., Phan, H. T. T., Kittler, P., Gomez, T. R., et al. (2013). Neonatal brainstem function and 4-month arousal-modulated attention are jointly associated with autism. Autism Research, 6(1), 11–22. doi:10.1002/aur.1259.

    Article  PubMed Central  PubMed  Google Scholar 

  • Constantino, J. (2002). The social responsiveness scale. Los Angeles, CA: Western Psychological Services.

    Google Scholar 

  • Cook, P. A., Bai, Y., Nedjati-Gilanio, S., Seunarine, K. K., Hall, M. G., Parker, G. J., & Alexander, D. C. (2006). Camino: Open-source diffusion-MRI reconstruction and processing (Vol. Seattle, WA, p. 2759). In Presented at the international society for magnetic resonance in medicine.

  • Dawson, G., Meltzoff, A. N., Osterling, J., Rinaldi, J., & Brown, E. (1998). Children with autism fail to orient to naturally occurring social stimuli. Journal of Autism and Developmental Disorders, 28(6), 479–485.

    Article  PubMed  Google Scholar 

  • Dowell, L. R., Mahone, E. M., & Mostofsky, S. H. (2009). Associations of postural knowledge and basic motor skill with dyspraxia in autism: Implication for abnormalities in distributed connectivity and motor learning. Neuropsychology, 23(5), 563–570. doi:10.1037/a0015640.

    Article  PubMed Central  PubMed  Google Scholar 

  • Duffield, T. C., Trontel, H. G., Bigler, E. D., Froehlich, A., Prigge, M. B., Travers, B., et al. (2013). Neuropsychological investigation of motor impairments in autism. Journal of Clinical and Experimental Neuropsychology, 35(8), 867–881. doi:10.1080/13803395.2013.827156.

    Article  PubMed Central  PubMed  Google Scholar 

  • Dziuk, M. A., Gidley Larson, J. C., Apostu, A., Mahone, E. M., Denckla, M. B., & Mostofsky, S. H. (2007). Dyspraxia in autism: Association with motor, social, and communicative deficits. Developmental Medicine and Child Neurology, 49(10), 734–739. doi:10.1111/j.1469-8749.2007.00734.x.

    Article  PubMed  Google Scholar 

  • Elliott, C. (1990). The nature and structure of children’s abilities: Evidence from the differential ability scales. Journal of Psychoeducational Assessment, 8, 376–390.

    Article  Google Scholar 

  • Faria, A. V., Hoon, A., Stashinko, E., Li, X., Jiang, H., Mashayekh, A., et al. (2011). Quantitative analysis of brain pathology based on MRI and brain atlases—Applications for cerebral palsy. NeuroImage, 54(3), 1854–1861. doi:10.1016/j.neuroimage.2010.09.061.

    Article  PubMed Central  PubMed  Google Scholar 

  • Fein, D., Skoff, B., & Mirsky, A. F. (1981). Clinical correlates of brainstem dysfunction in autistic children. Journal of Autism and Developmental Disorders, 11(3), 303–315.

    Article  PubMed  Google Scholar 

  • Fournier, K. A., Hass, C. J., Naik, S. K., Lodha, N., & Cauraugh, J. H. (2010). Motor coordination in autism spectrum disorders: A synthesis and meta-analysis. Journal of Autism and Developmental Disorders, 40(10), 1227–1240. doi:10.1007/s10803-010-0981-3.

    Article  PubMed  Google Scholar 

  • Gernsbacher, M. A., Sauer, E. A., Geye, H. M., Schweigert, E. K., & Hill Goldsmith, H. (2008). Infant and toddler oral- and manual-motor skills predict later speech fluency in autism. Journal of Child Psychology and Psychiatry and Allied Disciplines, 49(1), 43–50. doi:10.1111/j.1469-7610.2007.01820.x.

    Article  Google Scholar 

  • Hardan, A. Y., Kilpatrick, M., Keshavan, M. S., & Minshew, N. J. (2003). Motor performance and anatomic magnetic resonance imaging (MRI) of the basal ganglia in autism. Journal of Child Neurology, 18(5), 317–324.

    Article  PubMed  Google Scholar 

  • Heaton, R., Grant, I., & Matthews, C. (1991). HRB comprehensive norms computer program. Odessa, FL: Psychological Assessment Resources Inc.

    Google Scholar 

  • Hilton, C., Graver, K., & LaVesser, P. (2007). Relationship between social competence and sensory processing in children with high functioning autism spectrum disorders. Research in Autism Spectrum Disorders, 1(2), 164–173.

    Article  Google Scholar 

  • Hooper, D., Coughlan, J., & Mullen, M. (2008). Structural equation modelling: Guidelines for determining model fit. Electronic Journal of Business Research Methods, 6(1), 53–60.

    Google Scholar 

  • Hornung, J.-P. (2003). The human raphe nuclei and the serotonergic system. Journal of Chemical Neuroanatomy, 26(4), 331–343.

    Article  PubMed  Google Scholar 

  • Hurley, R. A., Flashman, L. A., Chow, T. W., & Taber, K. H. (2010). The brainstem: Anatomy, assessment, and clinical syndromes. The Journal of Neuropsychiatry and Clinical Neurosciences, 22(1), iv, 1–7. doi:10.1176/appi.neuropsych.22.1.iv

  • Jenkinson, M., Beckmann, C. F., Behrens, T. E., Woolrich, M. W., & Smith, S. M. (2012). FSL. Neuroimage, 62(2), 782–790. doi:10.1016/j.neuroimage.2011.09.015.

    Article  PubMed  Google Scholar 

  • Jou, R. J., Frazier, T. W., Keshavan, M. S., Minshew, N. J., & Hardan, A. Y. (2013). A two-year longitudinal pilot MRI study of the brainstem in autism. Behavioural Brain Research, 251, 163–167. doi:10.1016/j.bbr.2013.04.021.

    Article  PubMed Central  PubMed  Google Scholar 

  • Jou, R. J., Minshew, N. J., Melhem, N. M., Keshavan, M. S., & Hardan, A. Y. (2009). Brainstem volumetric alterations in children with autism. Psychological Medicine, 39(8), 1347–1354. doi:10.1017/S0033291708004376.

    Article  PubMed Central  PubMed  Google Scholar 

  • Kern, J. K., Geier, D. A., Adams, J. B., Troutman, M. R., Davis, G. A., King, P. G., & Geier, M. R. (2013). Handgrip strength in autism spectrum disorder compared with controls. Journal of Strength and Conditioning Research, 27(8), 2277–2281. doi:10.1519/JSC.0b013e31827de068.

    Article  PubMed  Google Scholar 

  • Kim, S. (2012). ppcor: Partial and semi-partial (Part) correlation. http://CRAN.R-project.org/package=ppcor.

  • Leemans, A., & Jones, D. K. (2009). The B-matrix must be rotated when correcting for subject motion in DTI data. Magnetic Resonance in Medicine, 61(6), 1336–1349. doi:10.1002/mrm.21890.

    Article  PubMed  Google Scholar 

  • Libertus, K., Sheperd, K. A., Ross, S. W., & Landa, R. J. (2014). Limited fine motor and grasping skills in 6-month-old infants at high risk for autism. Child Development, 85(6), 2218–2231. doi:10.1111/cdev.12262.

    PubMed  Google Scholar 

  • Linkenauger, S. A., Lerner, M. D., Ramenzoni, V. C., & Proffitt, D. R. (2012). A perceptual-motor deficit predicts social and communicative impairments in individuals with autism spectrum disorders. Autism Research, 5(5), 352–362. doi:10.1002/aur.1248.

    Article  PubMed  Google Scholar 

  • Lord, C., Risi, S., Lambrecht, L., Cook, E. H., Leventhal, B. L., DiLavore, P. C., et al. (2000). The autism diagnostic observation schedule-generic: A standard measure of social and communication deficits associated with the spectrum of autism. Journal of Autism and Developmental Disorders, 30(3), 205–223.

    Article  PubMed  Google Scholar 

  • Lord, C., Rutter, M., & Le Couteur, A. (1994). Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. Journal of Autism and Developmental Disorders, 24(5), 659–685.

    Article  PubMed  Google Scholar 

  • MacDonald, M., Lord, C., & Ulrich, D. A. (2013). The relationship of motor skills and social communicative skills in school-aged children with autism spectrum disorder. Adapted Physical Activity Quarterly, 30(3), 271–282.

    PubMed  Google Scholar 

  • Mazurek, M. O., & Petroski, G. F. (2014). Sleep problems in children with autism spectrum disorder: Examining the contributions of sensory over-responsivity and anxiety. Sleep Medicine,. doi:10.1016/j.sleep.2014.11.006.

    PubMed  Google Scholar 

  • Meltzoff, A. N. (2007). The “like me” framework for recognizing and becoming an intentional agent. Acta Psychologica, 124(1), 26–43. doi:10.1016/j.actpsy.2006.09.005.

    Article  PubMed Central  PubMed  Google Scholar 

  • Ming, X., Brimacombe, M., & Wagner, G. C. (2007). Prevalence of motor impairment in autism spectrum disorders. Brain & Development, 29(9), 565–570. doi:10.1016/j.braindev.2007.03.002.

    Article  Google Scholar 

  • Mori, S., Wakana, S., Nagae-Poetscher, L., & Van Zijl, P. C. (2005). MRI atlas of human white matter. Amsterdam: Elsevier.

    Google Scholar 

  • Papadopoulos, N., McGinley, J., Tonge, B., Bradshaw, J., Saunders, K., Murphy, A., & Rinehart, N. (2012). Motor proficiency and emotional/behavioural disturbance in autism and Asperger’s disorder: Another piece of the neurological puzzle? Autism: The International Journal of Research and Practice, 16(6), 627–640. doi:10.1177/1362361311418692

  • Paus, T. (2000). Functional anatomy of arousal and attention systems in the human brain. Progress in Brain Research, 126, 65–77. doi:10.1016/S0079-6123(00)26007-X.

    Article  PubMed  Google Scholar 

  • Provost, B., Lopez, B. R., & Heimerl, S. (2007). A comparison of motor delays in young children: Autism spectrum disorder, developmental delay, and developmental concerns. Journal of Autism and Developmental Disorders, 37(2), 321–328. doi:10.1007/s10803-006-0170-6.

    Article  PubMed  Google Scholar 

  • Radonovich, K. J., Fournier, K. A., & Hass, C. J. (2013). Relationship between postural control and restricted, repetitive behaviors in autism spectrum disorders. Frontiers in Integrative Neuroscience, 7, 28. doi:10.3389/fnint.2013.00028.

    Article  PubMed Central  PubMed  Google Scholar 

  • R Core Team. (2013). R: A language and environment for statistical computing. Vienna, Austria. http://www.R-project.org.

  • Rosseel, Y. (2012). lavaan: An R package for structural equation modeling. Journal of Statistical Software, 48(2), 1–36.

    Google Scholar 

  • Schulz, R., Park, C.-H., Boudrias, M.-H., Gerloff, C., Hummel, F. C., & Ward, N. S. (2012). Assessing the integrity of corticospinal pathways from primary and secondary cortical motor areas after stroke. Stroke; A Journal of Cerebral Circulation, 43(8), 2248–2251. doi:10.1161/STROKEAHA.112.662619.

    Article  PubMed Central  PubMed  Google Scholar 

  • Shukla, D. K., Keehn, B., & Muller, R. A. (2011). Tract-specific analyses of diffusion tensor imaging show widespread white matter compromise in autism spectrum disorder. Journal of Child Psychology and Psychiatry and Allied Disciplines, 52(3), 286–295. doi:10.1111/j.1469-7610.2010.02342.x.

    Article  Google Scholar 

  • Townsend, J., Harris, N. S., & Courchesne, E. (1996). Visual attention abnormalities in autism: Delayed orienting to location. Journal of the International Neuropsychological Society: JINS, 2(6), 541–550.

    Article  PubMed  Google Scholar 

  • Travers, B. G., Adluru, N., Ennis, C., Tromp, D. T. M., Destiche, D., Doran, S., et al. (2012). Diffusion tensor imaging in autism spectrum disorder: A review. Autism Research, 5(5), 289–313. doi:10.1002/aur.1243.

    Article  PubMed Central  PubMed  Google Scholar 

  • Travers, B. G., Powell, P. S., Klinger, L. G., & Klinger, M. R. (2013). Motor difficulties in autism spectrum disorder: Linking symptom severity and postural stability. Journal of Autism and Developmental Disorders, 43(7), 1568–1583. doi:10.1007/s10803-012-1702-x.

    Article  PubMed  Google Scholar 

  • Wechsler, D. (1991). The Wechsler intelligence scale for children (3rd ed.). San Antonio: The Psychological Corporation.

    Google Scholar 

  • Wechsler, D. (1997). Wechsler Adult Intelligence Scale-III (WAIS-III). San Antonio: Psychological Corporation.

    Google Scholar 

  • Yendiki, A., Koldewyn, K., Kakunoori, S., Kanwisher, N., & Fischl, B. (2013). Spurious group differences due to head motion in a diffusion MRI study. NeuroImage, 88C, 79–90. doi:10.1016/j.neuroimage.2013.11.027.

    PubMed  Google Scholar 

  • Zhang, H., Yushkevich, P. A., Alexander, D. C., & Gee, J. C. (2006). Deformable registration of diffusion tensor MR images with explicit orientation optimization. Medical Image Analysis, 10(5), 764–785. doi:10.1016/j.media.2006.06.004.

    Article  PubMed  Google Scholar 

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Acknowledgments

This work was supported by the National Institute of Mental Health [RO1 MH080826 to JEL, ALA, NL, EDB; RO1 MH084795 to JEL, NL], the Eunice Kennedy Shriver National Institute of Child Health and Human Development [T32 HD07489 to BGT, and P30 HD003352 to the Waisman Center], the Hartwell Foundation [to BGT], the Poelman Foundation [to EDB]. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institute of Mental Health, the National Institute of Child Health & Development, or the National Institutes of Health. We thank Annahir Cariello, Celeste Knoles, Chad Ennis, Steven Hesse, Daniel Witt, Kristine McLaughlin, Emily Gerstein, and Joanna Mussey for their contributions to this project. We sincerely thank the children, adolescents, and adults with autism, the individuals with typical development, and all the families who participated in this study.

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Travers, B.G., Bigler, E.D., Tromp, D.P.M. et al. Brainstem White Matter Predicts Individual Differences in Manual Motor Difficulties and Symptom Severity in Autism. J Autism Dev Disord 45, 3030–3040 (2015). https://doi.org/10.1007/s10803-015-2467-9

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