Skip to main content

Advertisement

Log in

Acute pediatric traumatic brain injury severity predicts long-term verbal memory performance through suppression by white matter integrity on diffusion tensor imaging

  • ORIGINAL RESEARCH
  • Published:
Brain Imaging and Behavior Aims and scope Submit manuscript

Abstract

Mediation analysis was used to investigate the role of white matter integrity in the relationship between injury severity and verbal memory performance in participants with chronic pediatric traumatic brain injury (TBI). DTI tractography was used to measure fractional anisotropy (FA) within the corpus callosum, fornix, cingulum bundles, perforant pathways, and uncinate fasciculi. Injury severity was indexed using Glasgow Coma Scale (GCS) scores obtained at the time of the injury. Verbal memory was measured by performance on the long-delay free recall (LDFR) trial of the California Verbal Learning Test–Children’s version. Participants were between the ages of 10–18 and included 21 children with TBI (injured before age 9) and 19 typically-developing children (TDC). Children with TBI showed lower FA across all pathways and poorer LDFR performance relative to TDC. Within the TBI group, mediation analysis revealed neither a significant total effect of GCS on LDFR nor significant direct effects of GCS on LDFR across pathways; however, the indirect effects of GCS on LDFR through FA of the corpus callosum, left perforant pathway, and left uncinate fasciculus were significant and opposite in sign to their respective direct effects. These results suggests that the predictive validity of GCS for LDFR is initially suppressed by the substantial variance accounted for by FA, which is uncorrelated with GCS, and the predictive validity of GCS increases only when FA is considered, and the opposing path is controlled. These findings illustrate the complex associations between acute injury severity, white matter pathways, and verbal memory several years following pediatric TBI.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  • Adnan, A., Crawley, A., Mikulis, D., Moscovitch, M., Colella, B., & Green, R. (2013). Moderate-severe traumatic brain injury causes delayed loss of white matter integrity: Evidence of fornix deterioration in the chronic stage of injury. Brain Injury, 27(12), 1415–1422. https://doi.org/10.3109/02699052.2013.823659.

    Article  PubMed  Google Scholar 

  • Alexander, A. L., Lee, J. E., Lazar, M., & Field, A. S. (2007). Diffusion tensor imaging of the brain. Neurotherapeutics, 4(3), 316–329. https://doi.org/10.1016/j.nurt.2007.05.011.

    Article  PubMed  PubMed Central  Google Scholar 

  • Anderson, V., & Catroppa, C. (2007). Memory outcome at 5 years post-childhood traumatic brain injury. Brain Injury, 21(13–14), 1399–1409. https://doi.org/10.1080/02699050701785070.

    Article  PubMed  Google Scholar 

  • Anderson, V., Godfrey, C., Rosenfeld, J. V., & Catroppa, C. (2012). Predictors of cognitive function and recovery 10 years after traumatic brain injury in young children. Pediatrics, 129(2), e254–e261. https://doi.org/10.1542/peds.2011-0311.

    Article  PubMed  Google Scholar 

  • Augustinack, J. C., Helmer, K., Huber, K. E., Kakunoori, S., Zollei, L., & Fischl, B. (2010). Direct visualization of the perforant pathway in the human brain with ex vivo diffusion tensor imaging. Frontiers in Human Neuroscience, 4, 42. https://doi.org/10.3389/fnhum.2010.00042.

    Article  PubMed  PubMed Central  Google Scholar 

  • Baek, S. O., Kim, O. L., Kim, S. H., Kim, M. S., Son, S. M., Cho, Y. W., et al. (2013). Relation between cingulum injury and cognition in chronic patients with traumatic brain injury: Diffusion tensor tractography study. NeuroRehabilitation, 33(3), 465–471. https://doi.org/10.3233/NRE-130979.

    Article  PubMed  Google Scholar 

  • Bigler, E. D. (2007). Anterior and middle cranial fossa in traumatic brain injury: Relevant neuroanatomy and neuropathology in the study of neuropsychological outcome. Neuropsychology, 21(5), 515–531. https://doi.org/10.1037/0894-4105.21.5.515.

    Article  PubMed  Google Scholar 

  • Christidi, F., Bigler, E. D., McCauley, S. R., Schnelle, K. P., Merkley, T. L., Mors, M. B., Li, X., Macleod, M., Chu, Z., Hunter, J. V., Levin, H. S., Clifton, G. L., & Wilde, E. A. (2011). Diffusion tensor imaging of the perforant pathway zone and its relation to memory function in patients with severe traumatic brain injury. Journal of Neurotrauma, 28(5), 711–725. https://doi.org/10.1089/neu.2010.1644.

    Article  PubMed  Google Scholar 

  • Conger, A. J. (1974). A revised definition for suppressor variables: A guide to their identification and interpretation. Educational and Psychological Measurement, 34(1), 35–46.

    Article  Google Scholar 

  • Cuff, S., DiRusso, S., Sullivan, T., Risucci, D., Nealon, P., Haider, A., & Slim, M. (2007). Validation of a relative head injury severity scale for pediatric trauma. Journal of Trauma, 63(1), 172–177; discussion 177-178. https://doi.org/10.1097/TA.0b013e31805c14b1.

    Article  PubMed  Google Scholar 

  • Davis, J. A. (1985). The logic of causal order (Vol. 55). Thousand Oaks, CA: SAGE Publishing.

    Book  Google Scholar 

  • de Heus, P. (2012). R squared effect-size measures and overlap between direct and indirect effect in mediation analysis. Behavior Research Methods, 44, 213–221.

    Article  Google Scholar 

  • Delis, D., Kramer, J., Kaplan, E., & Ober, B. (1994). Manual for the California verbal learning test-Children's version. San Antonio, Texas: The Psychological Corporation.

    Google Scholar 

  • Dennis, E. L., Jin, Y., Villalon-Reina, J. E., Zhan, L., Kernan, C. L., Babikian, T., Mink, R. B., Babbitt, C. J., Johnson, J. L., Giza, C. C., Thompson, P. M., & Asarnow, R. F. (2015). White matter disruption in moderate/severe pediatric traumatic brain injury: Advanced tract-based analyses. Neuroimage Clin, 7, 493–505. https://doi.org/10.1016/j.nicl.2015.02.002.

    Article  PubMed  PubMed Central  Google Scholar 

  • Dewan, M. C., Mummareddy, N., Wellons, J. C., 3rd, & Bonfield, C. M. (2016). Epidemiology of global pediatric traumatic brain injury: Qualitative review. World Neurosurgery, 91, 497–509 e491. https://doi.org/10.1016/j.wneu.2016.03.045.

    Article  PubMed  Google Scholar 

  • Ewing-Cobbs, L., Prasad, M. R., Swank, P., Kramer, L., Cox, C. S., Jr., Fletcher, J. M., Barnes, M., Zhang, X., & Hasan, K. M. (2008). Arrested development and disrupted callosal microstructure following pediatric traumatic brain injury: Relation to neurobehavioral outcomes. NeuroImage, 42(4), 1305–1315. https://doi.org/10.1016/j.neuroimage.2008.06.031.

    Article  PubMed  PubMed Central  Google Scholar 

  • Ewing-Cobbs, L., Johnson, C. P., Juranek, J., DeMaster, D., Prasad, M., Duque, G., Kramer, L., Cox, C. S., & Swank, P. R. (2016). Longitudinal diffusion tensor imaging after pediatric traumatic brain injury: Impact of age at injury and time since injury on pathway integrity. Human Brain Mapping, 37(11), 3929–3945. https://doi.org/10.1002/hbm.23286.

    Article  PubMed  PubMed Central  Google Scholar 

  • Faber, J., Wilde, E. A., Hanten, G., Ewing-Cobbs, L., Aitken, M. E., Yallampalli, R., MacLeod, M. C., Mullins, S. H., Chu, Z. D., Li, X., Hunter, J. V., Noble-Haeusslein, L., & Levin, H. S. (2016). Ten-year outcome of early childhood traumatic brain injury: Diffusion tensor imaging of the ventral striatum in relation to executive functioning. Brain Injury, 30(13–14), 1635–1641. https://doi.org/10.1080/02699052.2016.1199910.

    Article  CAS  PubMed  Google Scholar 

  • Fairchild, A. J., Mackinnon, D. P., Taborga, M. P., & Taylor, A. B. (2009). R2 effect-size measures for mediation analysis. Behavior Research Methods, 41(2), 486–498. https://doi.org/10.3758/BRM.41.2.486.

    Article  PubMed  PubMed Central  Google Scholar 

  • Ghosh, A., Wilde, E. A., Hunter, J. V., Bigler, E. D., Chu, Z., Li, X., et al. (2009). The relation between Glasgow coma scale score and later cerebral atrophy in paediatric traumatic brain injury. Brain Injury, 23(3), 228–233. https://doi.org/10.1080/02699050802672789.

    Article  PubMed  Google Scholar 

  • Hasan, K. M., Iftikhar, A., Kamali, A., Kramer, L. A., Ashtari, M., Cirino, P. T., Papanicolaou, A. C., Fletcher, J. M., & Ewing-Cobbs, L. (2009). Development and aging of the healthy human brain uncinate fasciculus across the lifespan using diffusion tensor tractography. Brain Research, 1276, 67–76. https://doi.org/10.1016/j.brainres.2009.04.025.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hedges, L. V. (1981). Distribution theory for glass's estimator of effect size and related estimators. Journal of Educational Statistics, 6(2), 107–128.

    Article  Google Scholar 

  • Hunter, J. V., Wilde, E. A., Tong, K. A., & Holshouser, B. A. (2012). Emerging imaging tools for use with traumatic brain injury research. Journal of Neurotrauma, 29(4), 654–671. https://doi.org/10.1089/neu.2011.1906.

    Article  PubMed  PubMed Central  Google Scholar 

  • Kalus, P., Slotboom, J., Gallinat, J., Mahlberg, R., Cattapan-Ludewig, K., Wiest, R., Nyffeler, T., Buri, C., Federspiel, A., Kunz, D., Schroth, G., & Kiefer, C. (2006). Examining the gateway to the limbic system with diffusion tensor imaging: The perforant pathway in dementia. NeuroImage, 30(3), 713–720. https://doi.org/10.1016/j.neuroimage.2005.10.035.

    Article  PubMed  Google Scholar 

  • Keselman, H. J., Algina, J., Lix, L. M., Wilcox, R. R., & Deering, K. N. (2008). A generally robust approach for testing hypotheses and setting confidence intervals for effect sizes. Psychological Methods, 13(2), 110–129. https://doi.org/10.1037/1082-989X.13.2.110.

    Article  CAS  PubMed  Google Scholar 

  • Kirkham, F. J., Newton, C. R., & Whitehouse, W. (2008). Paediatric coma scales. Developmental Medicine and Child Neurology, 50(4), 267–274.

    Article  Google Scholar 

  • Lajiness-O'Neill, R., Erdodi, L., & Bigler, E. D. (2011). Demographic and injury-related moderators of memory and achievement outcome in pediatric TBI. Applied Neuropsychology, 18(4), 298–308. https://doi.org/10.1080/09084282.2011.595457.

    Article  PubMed  Google Scholar 

  • Levin, H. S. (1993). Head trauma. Current Opinion in Neurology, 6(6), 841–846.

    Article  CAS  Google Scholar 

  • Levin, H. S., Song, J., Scheibel, R. S., Fletcher, J. M., Harward, H. N., & Chapman, S. B. (2000). Dissociation of frequency and recency processing from list recall after severe closed head injury in children and adolescents. Journal of Clinical and Experimental Neuropsychology, 22(1), 1–15.

    Article  CAS  Google Scholar 

  • Levin, H. S., Wilde, E. A., Chu, Z., Yallampalli, R., Hanten, G. R., Li, X., Chia, J., Vasquez, A. C., & Hunter, J. V. (2008). Diffusion tensor imaging in relation to cognitive and functional outcome of traumatic brain injury in children. The Journal of Head Trauma Rehabilitation, 23(4), 197–208. https://doi.org/10.1097/01.HTR.0000327252.54128.7c.

    Article  PubMed  PubMed Central  Google Scholar 

  • Mabbott, D. J., Rovet, J., Noseworthy, M. D., Smith, M. L., & Rockel, C. (2009). The relations between white matter and declarative memory in older children and adolescents. Brain Research, 1294, 80–90. https://doi.org/10.1016/j.brainres.2009.07.046.

    Article  CAS  PubMed  Google Scholar 

  • MacKinnon, D. P., Krull, J. L., & Lockwood, C. M. (2000). Equivalence of the mediation, confounding and suppression effect. Prevention Science, 1(4), 173–181.

    Article  CAS  Google Scholar 

  • Mori, S., Crain, B. J., Chacko, V. P., & van Zijl, P. C. (1999). Three-dimensional tracking of axonal projections in the brain by magnetic resonance imaging. Annals of Neurology, 45(2), 265–269.

    Article  CAS  Google Scholar 

  • Mottram, L., & Donders, J. (2005). Construct validity of the California verbal learning test–Children's version (CVLT-C) after pediatric traumatic brain injury. Psychological Assessment, 17(2), 212–217. https://doi.org/10.1037/1040-3590.17.2.212.

    Article  PubMed  Google Scholar 

  • Mottram, L., & Donders, J. (2006). Cluster subtypes on the California verbal learning test–Children's version after pediatric traumatic brain injury. Developmental Neuropsychology, 30(3), 865–883. https://doi.org/10.1207/s15326942dn3003_6.

    Article  PubMed  Google Scholar 

  • Netsch, T. (2001). Towards real-time multi-modality 3-D medical image registration. In Paper presented at the international conference on computer vision. Vancouver: Canada.

    Google Scholar 

  • Niogi, S. N., & Mukherjee, P. (2010). Diffusion tensor imaging of mild traumatic brain injury. The Journal of Head Trauma Rehabilitation, 25(4), 241–255. https://doi.org/10.1097/HTR.0b013e3181e52c2a.

    Article  PubMed  Google Scholar 

  • Palacios, E. M., Fernandez-Espejo, D., Junque, C., Sanchez-Carrion, R., Roig, T., Tormos, J. M., Bargallo, N., & Vendrell, P. (2011). Diffusion tensor imaging differences relate to memory deficits in diffuse traumatic brain injury. BMC Neurology, 11, 24. https://doi.org/10.1186/1471-2377-11-24.

    Article  PubMed  PubMed Central  Google Scholar 

  • Palacios, E. M., Sala-Llonch, R., Junque, C., Fernandez-Espejo, D., Roig, T., Tormos, J. M., Bargallo, N., & Vendrell, P. (2013). Long-term declarative memory deficits in diffuse TBI: Correlations with cortical thickness, white matter integrity, and hippocampal volume. Cortex, 49(3), 646–657. https://doi.org/10.1016/j.cortex.2012.02.011.

    Article  PubMed  Google Scholar 

  • Paulhus, D. L., Robins, R. W., Trzesniewski, K. H., & Tracy, J. L. (2004). Two replicable suppressor situations in personality research. Multivariate Behavioral Research, 39(2), 303–328. https://doi.org/10.1207/s15327906mbr3902_7.

    Article  PubMed  Google Scholar 

  • Peng, C.-Y. J., & Chen, L.-T. (2014). Beyond Cohen's d: Alternative effect size measures for between-subject designs. The Journal of Experimental Education, 82(1), 22–50. https://doi.org/10.1080/00220973.2012.745471.

    Article  Google Scholar 

  • Rogalski, E. J., Murphy, C. M., deToledo-Morrell, L., Shah, R. C., Moseley, M. E., Bammer, R., & Stebbins, G. T. (2009). Changes in parahippocampal white matter integrity in amnestic mild cognitive impairment: A diffusion tensor imaging study. Behavioral Neurology, 21(1), 51–61. https://doi.org/10.3233/BEN-2009-0235.

    Article  CAS  PubMed  Google Scholar 

  • Roman, M. J., Delis, D. C., Willerman, L., Magulac, M., Demadura, T. L., de la Peña, J. L., Loftis, C., Walsh, J., & Kracun, M. (1998). Impact of pediatric traumatic brain injury on components of verbal memory. Journal of Clinical and Experimental Neuropsychology, 20(2), 245–258.

    Article  CAS  Google Scholar 

  • Ruxton, G. D. (2006). The unequal variance t-test is an underused alternative to Student's t-test and the Mann–Whitney U test. Behavioral Ecology, 17(4), 688–690.

    Article  Google Scholar 

  • Schonberger, M., Ponsford, J., Reutens, D., Beare, R., & O'Sullivan, R. (2009). The relationship between age, injury severity, and MRI findings after traumatic brain injury. Journal of Neurotrauma, 26, 2157–2167, 10.1089=neu.2009.0939.

  • Sepulcre, J., Masdeu, J. C., Sastre-Garriga, J., Goni, J., Velez-de-Mendizabal, N., Duque, B., et al. (2008). Mapping the brain pathways of declarative verbal memory: Evidence from white matter lesions in the living human brain. NeuroImage, 42(3), 1237–1243. https://doi.org/10.1016/j.neuroimage.2008.05.038.

    Article  PubMed  Google Scholar 

  • Shrout, P. E., & Bolger, N. (2002). Mediation in experimental and nonexperimental studies: New procedures and recommendations. Psychological Methods, 7(4), 422–445.

    Article  Google Scholar 

  • Shrout, P. E., & Fleiss, J. L. (1979). Intraclass correlations: Uses in assessing rater reliability. Psychological Bulletin, 86(2), 420–428.

    Article  CAS  Google Scholar 

  • Teasdale, G., & Jennett, B. (1974). Assessment of coma and impaired consciousness. A practical scale. Lancet, 2(7872), 81–84.

    CAS  PubMed  Google Scholar 

  • Tofighi, D., & MacKinnon, D. P. (2011). RMediation: An R package for mediation analysis confidence intervals. Behavior Research Methods, 43(3), 692–700. https://doi.org/10.3758/s13428-011-0076-x.

    Article  PubMed  PubMed Central  Google Scholar 

  • Tomaiuolo, F., Worsley, K. J., Lerch, J., Di Paola, M., Carlesimo, G. A., Bonanni, R., et al. (2005). Changes in white matter in long-term survivors of severe non-missile traumatic brain injury: A computational analysis of magnetic resonance images. Journal of Neurotrauma, 22(1), 76–82.

    Article  Google Scholar 

  • Tzelgov, J., & Henik, A. (1991). Suppression situations in psychological research: Definitions, implications, and applications. Psychological Bulletin, 109(3), 524–536.

    Article  Google Scholar 

  • Voelbel, G. T., Genova, H. M., Chiaravalotti, N. D., & Hoptman, M. J. (2012). Diffusion tensor imaging of traumatic brain injury review: Implications for neurorehabilitation. NeuroRehabilitation, 31(3), 281–293. https://doi.org/10.3233/NRE-2012-0796.

    Article  PubMed  Google Scholar 

  • Weisskoff, R. M. (1996). Simple measurement of scanner stability for functional NMR imaging of activation in the brain. Magnetic Resonance in Medicine, 36(4), 643–645.

    Article  CAS  Google Scholar 

  • Welch, B. L. (1947). The generalisation of student's problems when several different population variances are involved. Biometrika, 34(1–2), 28–35.

    CAS  PubMed  Google Scholar 

  • Wilde, E. A., Hunter, J. V., Newsome, M. R., Scheibel, R. S., Bigler, E. D., Johnson, J. L., Fearing, M. A., Cleavinger, H. B., Li, X., Swank, P. R., Pedroza, C., Roberson, G. S., Bachevalier, J., & Levin, H. S. (2005). Frontal and temporal morphometric findings on MRI in children after moderate to severe traumatic brain injury. Journal of Neurotrauma, 22(3), 333–344. https://doi.org/10.1089/neu.2005.22.333.

    Article  PubMed  Google Scholar 

  • Wilde, E. A., Chu, Z., Bigler, E. D., Hunter, J. V., Fearing, M. A., Hanten, G., Newsome, M. R., Scheibel, R. S., Li, X., & Levin, H. S. (2006). Diffusion tensor imaging in the corpus callosum in children after moderate to severe traumatic brain injury. Journal of Neurotrauma, 23(10), 1412–1426. https://doi.org/10.1089/neu.2006.23.1412.

    Article  PubMed  Google Scholar 

  • Wilde, E. A., McCauley, S. R., Chu, Z., Hunter, J. V., Bigler, E. D., Yallampalli, R., Wang, Z. J., Hanten, G., Li, X., Ramos, M. A., Sabir, S. H., Vasquez, A. C., Menefee, D., & Levin, H. S. (2009). Diffusion tensor imaging of hemispheric asymmetries in the developing brain. Journal of Clinical and Experimental Neuropsychology, 31(2), 205–218. https://doi.org/10.1080/13803390802098118.

    Article  PubMed  Google Scholar 

  • Wilde, E. A., Ramos, M. A., Yallampalli, R., Bigler, E. D., McCauley, S. R., Chu, Z., Wu, T. C., Hanten, G., Scheibel, R. S., Li, X., Vásquez, A. C., Hunter, J. V., & Levin, H. S. (2010). Diffusion tensor imaging of the cingulum bundle in children after traumatic brain injury. Developmental Neuropsychology, 35(3), 333–351. https://doi.org/10.1080/87565641003696940.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wilde, E. A., Ayoub, K. W., Bigler, E. D., Chu, Z. D., Hunter, J. V., Wu, T. C., McCauley, S. R., & Levin, H. S. (2012). Diffusion tensor imaging in moderate-to-severe pediatric traumatic brain injury: Changes within an 18 month post-injury interval. Brain Imaging and Behavior, 6(3), 404–416. https://doi.org/10.1007/s11682-012-9150-y.

    Article  PubMed  Google Scholar 

  • Wilde, E. A., McCauley, S. R., Jivani, S., Hanten, G., Faber, J., & Gale, S. D. (2015). Neuropsychological consequences of paediatric brain injury: Executive function. In J. Reed, K. Byard, & H. Fine (Eds.), Neuropsychological rehabilitation of childhood brain injury: A practical guide. New York, NY: MacMillan Publishers.

    Google Scholar 

  • Williams, D. H., Levin, H. S., & Eisenberg, H. M. (1990). Mild head injury classification. Neurosurgery, 27(3), 422–428.

    Article  CAS  Google Scholar 

  • Yassa, M. A., Muftuler, L. T., & Stark, C. E. (2010). Ultrahigh-resolution microstructural diffusion tensor imaging reveals perforant path degradation in aged humans in vivo. Proceedings of the National Academy of Sciences USA, 107(28), 12687–12691. https://doi.org/10.1073/pnas.1002113107.

    Article  Google Scholar 

  • Yeates, K. O., Blumenstein, E., Patterson, C. M., & Delis, D. C. (1995). Verbal learning and memory following pediatric closed-head injury. Journal of the International Neuropsychological Society, 1(1), 78–87.

    Article  CAS  Google Scholar 

  • Yeates, K. O., Levin, H. S., & Ponsford, J. (2017). The neuropsychology of traumatic brain injury: Looking back, peering ahead. Journal of the International Neuropsychological Society, 23(9–10), 806–817. https://doi.org/10.1017/S1355617717000686.

    Article  PubMed  Google Scholar 

  • Yu, Q., Peng, Y., Mishra, V., Ouyang, A., Li, H., Zhang, H., Chen, M., Liu, S., & Huang, H. (2014). Microstructure, length, and connection of limbic tracts in normal human brain development. Frontiers in Aging Neuroscience, 6, 228. https://doi.org/10.3389/fnagi.2014.00228.

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgments

We wish to express our gratitude to our participants and their family members. The study was funded by the National Institute of Health grant R21 NS065937 (‘Trauma to Developing Brain: Model Refinement and Therapeutic Intervention’; Levin, PI and Noble, PI). The content of this article is solely the responsibility of the authors and does not necessarily represent the official views of the National Institute of Health.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Elisabeth A. Wilde.

Ethics declarations

Conflicts of interest

Hannah M. Lindsey, Sanam Jivani Lalani, Jonathan Mietchen, Shawn D. Gale, Elisabeth A. Wilde, Jessica Faber, Marianne MacLeod, Jill V. Hunter, Zili D. Chu, Mary E. Aitken, Linda Ewing-Cobbs, and Harvey S. Levin declare that they have no conflict of interest.

Informed consent

All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (institutional and national) and with the Helsinki Declaration of 1975, and the applicable revisions at the time of the investigation. Informed consent was obtained from all patients for being included in the study.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Lindsey, H.M., Lalani, S.J., Mietchen, J. et al. Acute pediatric traumatic brain injury severity predicts long-term verbal memory performance through suppression by white matter integrity on diffusion tensor imaging. Brain Imaging and Behavior 14, 1626–1637 (2020). https://doi.org/10.1007/s11682-019-00093-9

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-019-00093-9

Keywords

Navigation