Abstract
Background
This study aims to (i) compare volumes of individual basal ganglia nuclei (caudate nucleus, pallidum, and putamen) and the thalamus between very preterm (VP) and term-born infants at term-equivalent age; (ii) explore neonatal basal ganglia and thalamic volume relationships with 7-year neurodevelopmental outcomes, and whether these relationships differed between VP and term-born children.
Methods
210 VP (<30 weeks’ gestational age) and 39 term-born (≥37 weeks’ gestational age) infants underwent brain magnetic resonance imaging at term-equivalent age, and deep gray matter volumes of interest were automatically generated. 186 VP and 37 term-born children were assessed for a range of neurodevelopmental measures at age 7 years.
Results
All deep gray matter structures examined were smaller in VP infants compared with controls at term-equivalent age; ranging from (percentage mean difference (95% confidence intervals) −6.2% (−10.2%, −2.2%) for the putamen, to −9.5% (−13.9%, −5.1%) for the caudate nucleus. Neonatal basal ganglia and thalamic volumes were positively related to motor, intelligence quotient, and academic outcomes at age 7 years, with mostly similar relationships in the VP and control groups.
Conclusion
VP birth results in smaller basal ganglia and thalamic volumes at term-equivalent age, and these smaller volumes are related to a range of 7-year neurodevelopmental deficits in VP children.
Similar content being viewed by others
Log in or create a free account to read this content
Gain free access to this article, as well as selected content from this journal and more on nature.com
or
References
Aarnoudse-Moens CSH, Weisglas-Kuperus N, van Goudoever JB, Oosterlaan J . Meta-analysis of neurobehavioral outcomes in very preterm and/or very low birth weight children. Pediatrics 2009; 124: 717–728.
de Kieviet JF, Piek JP, Aarnoudse-Moens CS, Oosterlaan J . Motor development in very preterm and very low-birth-weight children from birth to adolescence: a meta-analysis. JAMA 2009; 302: 2235–2242.
Inder TE, Warfield SK, Wang H, Hüppi PS, Volpe JJ . Abnormal cerebral structure is present at term in premature infants. Pediatrics 2005; 115: 286–294.
Arsalidou M, Duerden EG, Taylor MJ . The centre of the brain: topographical model of motor, cognitive, affective, and somatosensory functions of the basal ganglia. Hum Brain Mapp 2013; 34: 3031–3054.
Alexander GE, DeLong MR, Strick PL . Parallel organization of functionally segregated circuits linking basal ganglia and cortex. Annu Rev Neurosci 1986; 9: 357–381.
Boardman JP, Counsell SJ, Rueckert D et al, Abnormal deep grey matter development following preterm birth detected using deformation-based morphometry. Neuroimage 2006; 32: 70–78.
Srinivasan L, Dutta R, Counsell SJ et al, Quantification of deep gray matter in preterm infants at term-equivalent age using manual volumetry of 3-tesla magnetic resonance images. Pediatrics 2007; 119: 759–765.
Lind A, Parkkola R, Lehtonen L et al, Associations between regional brain volumes at term-equivalent age and development at 2 years of age in preterm children. Pediatr Radiol 2011; 41: 953–961.
Young JM, Powell TL, Morgan BR et al, Deep grey matter growth predicts neurodevelopmental outcomes in very preterm children. Neuroimage 2015; 111: 360–368.
Roberts G, Anderson PJ, Doyle LW Victorian Infant Collaborative Study Group. The stability of the diagnosis of developmental disability between ages 2 and 8 in a geographic cohort of very preterm children born in 1997. Arch Dis Child 2010; 95: 786–790.
Setänen S, Lehtonen L, Parkkola R, Aho K, Haataja L PIPARI Study Group. Prediction of neuromotor outcome in infants born preterm at 11 years of age using volumetric neonatal magnetic resonance imaging and neurological examinations. Dev Med Child Neurol 2016; 58: 721–727.
Thompson DK, Ahmadzai ZM, Wood SJ et al, Optimizing hippocampal segmentation in infants utilizing MRI post-acquisition processing. Neuroinformatics 2012; 10: 173–180.
Loh WY, Connelly A, Cheong JL et al, A new MRI-based pediatric subcortical segmentation technique (PSST). Neuroinformatics 2016; 14: 69–81.
Avants BB, Epstein CL, Grossman M, Gee JC . Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 2008; 12: 26–41.
Avants BB, Yushkevich P, Pluta J et al, The optimal template effect in hippocampus studies of diseased populations. Neuroimage 2010; 49: 2457–2466.
Spittle AJ, Thompson DK, Brown NC et al, Neurobehaviour between birth and 40 weeks' gestation in infants born <30 weeks' gestation and parental psychological wellbeing: predictors of brain development and child outcomes. BMC Pediatr 2014; 14: 111.
Walsh JM, Doyle LW, Anderson PJ, Lee KJ, Cheong JL . Moderate and late preterm birth: effect on brain size and maturation at term-equivalent age. Radiology 2014; 273: 232–240.
Beare R, Chen J, Kelly C et al, Neonatal brain tissue classification with morphological adaptation and unified segmentation. Front Neuroinform 2016; 10: 12.
Kuklisova-Murgasova M, Aljabar P, Srinivasan L et al, A dynamic 4D probabilistic atlas of the developing brain. Neuroimage 2011; 54: 2750–2763.
Ashburner J, Friston KJ . Unified segmentation. Neuroimage 2005; 26: 839–851.
Wechsler D . Wechsler Abbreviated Scale of Intelligence (WASI). New York, NY: The Psychological Corporation, 1999.
Wilkinson GS, Robertson GJ . Wide Range Achievement Test (WRAT4). Lutz, FL: Psychological Assessment Resources, 2006.
Manly T, Anderson V, Nimmo-Smith I, Turner A, Watson P, Robertson IH . The differential assessment of children’s attention: the Test of Everyday Attention for Children (TEA-Ch), normative sample and ADHD performance. J Child Psychol Psychiatry 2001; 42: 1065–1081.
Pickering S, Gathercole S . Working Memory Test Battery for Children-Manual. London: The Psychological Corporation, 2001.
Gioia G, Isquith P, Guy S, Kenworthy L . BRIEF: Behavior Rating Inventory of Executive Function. Psychological Assessment Resources, Lutz, FL, 2000.
Henderson SE, Sugden DA, Barnett AL . Movement Assessment Battery for Children-2 (Movement ABC-2), 2nd edn. London, UK: The Psychological Corporation, 2007.
Goodman R . The strengths and difficulties questionnaire: a research note. J Child Psychol Psychiatry 1997; 38: 581–586.
Treyvaud K, Aldana AC, Scratch SE et al, The influence of multiple birth and bereavement on maternal and family outcomes 2 and 7 years after very preterm birth. Early Hum Dev 2016; 100: 1–5.
Peterson BS, Vohr B, Staib LH et al, Regional brain volume abnormalities and long-term cognitive outcome in preterm infants. JAMA 2000; 284: 1939–1947.
Volpe JJ, Kinney HC, Jensen FE, Rosenberg PA . Review: Reprint of “The developing oligodendrocyte: key cellular target in brain injury in the premature infant”. Int J Dev Neurosci 2011; 29: 565–582.
Pierson C, Folkerth R, Billiards S et al, Gray matter injury associated with periventricular leukomalacia in the premature infant. Acta Neuropathol 2007; 114: 619–631.
Back SA, Miller SP . Brain injury in premature neonates: a primary cerebral dysmaturation disorder? Ann Neurol 2014; 75: 469–486.
Omizzolo C, Scratch SE, Stargatt R et al, Neonatal brain abnormalities and memory and learning outcomes at 7 years in children born very preterm. Memory 2013; 22: 605–615.
Abernethy LJ, Cooke RWI, Foulder-Hughes L . Caudate and hippocampal volumes, intelligence, and motor impairment in 7-year-old children who were born preterm. Pediatr Res 2004; 55: 884–893.
Woodward ND, Zald DH, Ding Z et al, Cerebral morphology and dopamine D2/D3 receptor distribution in humans: a combined [18F]fallypride and voxel-based morphometry study. Neuroimage 2009; 46: 31–38.
Sandman CA, Head K, Muftuler LT, Su L, Buss C, Davis EP . Shape of the basal ganglia in preadolescent children is associated with cognitive performance. Neuroimage 2014; 99: 93–102.
Draganski B, Kherif F, Klöppel S et al, Evidence for segregated and integrative connectivity patterns in the human basal ganglia. J Neurosci 2008; 28: 7143–7152.
Ball G, Boardman JP, Aljabar P et al, The influence of preterm birth on the developing thalamocortical connectome. Cortex 2013; 49: 1711–1721.
Farooqi A, Hägglöf B, Sedin G, Gothefors L, Serenius F . Mental health and social competencies of 10- to 12-year-old children born at 23 to 25 weeks of gestation in the 1990s: a Swedish national prospective follow-up study. Pediatrics 2007; 120: 118–133.
Fischi-Gomez E, Vasung L, Meskaldji DE et al, Structural brain connectivity in school-age preterm infants provides evidence for impaired networks relevant for higher order cognitive skills and social cognition. Cereb Cortex 2015; 25: 2793–2805.
Raznahan A, Shaw PW, Lerch JP et al, Longitudinal four-dimensional mapping of subcortical anatomy in human development. Proc Natl Acad Sci USA 2014; 111: 1592–1597.
Acknowledgements
We are grateful for the help and support of the Victorian Infant Brain Studies and Developmental Imaging groups, as well as the Melbourne Children’s MRI Centre at the Murdoch Childrens Research institute. We also thank the families and children who participated in this study.
Author contributions
W.Y.L. contributed to the study design and conceptualization, analyzed and interpreted the data, drafted the initial manuscript, and approved the final manuscript as submitted; P.J.A., J.L.Y.C., A.J.S., T.E.I., A.C., L.W.D., and D.K.T. contributed to the study design and conceptualization, interpreted the data, reviewed and revised the manuscript, and approved the final manuscript as submitted; J.C., C.M., and K.J.L. contributed to the data analysis and interpretation, reviewed and revised the manuscript, and approved the final manuscript as submitted.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no conflict of interest.
Additional information
STATEMENT OF FINANCIAL SUPPORT
This study was supported by Australia’s National Health & Medical Research Council: Centre for Clinical Research Excellence 546519 to L.W.D. and P.J.A.; Centre for Research Excellence 1060733 to L.W.D., P.J.A., J.L.Y.C., D.K.T., A.J.S., and W.Y.L.; Project Grants 237117 to L.W.D., 491209 to P.J.A.; Senior Research Fellowship 1081288 to P.J.A.; Career Development Fellowships 1108714 to A.J.S., 1085754 to D.K.T.; Early Career Fellowship 1053787 to J.L.Y.C.. This study was also supported by the National Institutes of Health (HD058056), the Victorian Government’s Operational Infrastructure Support Program, and The Royal Children’s Hospital Foundation.
Supplementary material is linked to the online version of the paper at
Supplementary information
Rights and permissions
About this article
Cite this article
Loh, W., Anderson, P., Cheong, J. et al. Neonatal basal ganglia and thalamic volumes: very preterm birth and 7-year neurodevelopmental outcomes. Pediatr Res 82, 970–978 (2017). https://doi.org/10.1038/pr.2017.161
Received:
Accepted:
Published:
Issue date:
DOI: https://doi.org/10.1038/pr.2017.161
This article is cited by
-
Mapping brain growth and sex differences across prenatal to postnatal development
Scientific Reports (2026)
-
Prenatal inflammation exacerbates hyperoxia-induced neonatal brain injury
Journal of Neuroinflammation (2025)
-
Elevated cerebral perfusion in neonatal encephalopathy is associated with neurodevelopmental impairments
Pediatric Research (2025)
-
Predicting 2-year neurodevelopmental outcomes in preterm infants using multimodal structural brain magnetic resonance imaging with local connectivity
Scientific Reports (2024)
-
Exploring the thalamus L-sign: initial findings and associations with white matter injury in premature infants
Pediatric Radiology (2024)


