Heterogeneity in Brain Microstructural Development Following Preterm Birth

Author:

Dimitrova Ralica12ORCID,Pietsch Maximilian1,Christiaens Daan13,Ciarrusta Judit12ORCID,Wolfers Thomas45,Batalle Dafnis12ORCID,Hughes Emer1,Hutter Jana1,Cordero-Grande Lucilio16,Price Anthony N1,Chew Andrew1,Falconer Shona1,Vecchiato Katy12,Steinweg Johannes K1ORCID,Carney Olivia1,Rutherford Mary A1,Tournier J-Donald1,Counsell Serena J1,Marquand Andre F45,Rueckert Daniel7,Hajnal Joseph V1,McAlonan Grainne289,Edwards A David18,O’Muircheartaigh Jonathan128

Affiliation:

1. Centre for the Developing Brain, Department of Perinatal Imaging and Health, School of Biomedical Engineering and Imaging Sciences, King’s College London, London, SE1 7EH, UK

2. Department for Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, SE5 8AF, UK

3. Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, 3001, Belgium

4. Donders Centre for Cognitive Neuroimaging, Donders Institute for Brain, Cognition and Behaviour, Radbound University, Nijmegen, 6525EN, the Netherlands

5. Department of Cognitive Neuroscience, Radbound University Medical Centre, Nijmegen, 6525EN, the Netherlands

6. Biomedical Image Technologies, ETSI Telecomunicacion, Universidad Politecnica de Madrid and CIBER-BBN, Madrid, 28040, Spain

7. Biomedical Image Analysis Group, Department of Computing, Imperial College London, London, SW7 2AZ, UK

8. MRC Centre for Neurodevelopmental Disorders, King’s College London, London, SE1 1UL, UK

9. South London and Maudsley NHS Foundation Trust, London, SE5 8AZ, UK

Abstract

Abstract Preterm-born children are at increased risk of lifelong neurodevelopmental difficulties. Group-wise analyses of magnetic resonance imaging show many differences between preterm- and term-born infants but do not reliably predict neurocognitive prognosis for individual infants. This might be due to the unrecognized heterogeneity of cerebral injury within the preterm group. This study aimed to determine whether atypical brain microstructural development following preterm birth is significantly variable between infants. Using Gaussian process regression, a technique that allows a single-individual inference, we characterized typical variation of brain microstructure using maps of fractional anisotropy and mean diffusivity in a sample of 270 term-born neonates. Then, we compared 82 preterm infants to these normative values to identify brain regions with atypical microstructure and relate observed deviations to degree of prematurity and neurocognition at 18 months. Preterm infants showed strikingly heterogeneous deviations from typical development, with little spatial overlap between infants. Greater and more extensive deviations, captured by a whole brain atypicality index, were associated with more extreme prematurity and predicted poorer cognitive and language abilities at 18 months. Brain microstructural development after preterm birth is highly variable between individual infants. This poorly understood heterogeneity likely relates to both the etiology and prognosis of brain injury.

Funder

European Union Seventh Framework Programme

ERC Grant Agreement

Wellcome Engineering and Physical Sciences Research Council Centre for Medical Engineering

Medical Research Council

Wellcome Trust

Publisher

Oxford University Press (OUP)

Subject

Cellular and Molecular Neuroscience,Cognitive Neuroscience

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