Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

Neonatal brain dynamic functional connectivity: impact of preterm birth and association with early childhood neurodevelopment

View ORCID ProfileLucas G. S. França, Judit Ciarrusta, Oliver Gale-Grant, Sunniva Fenn-Moltu, Sean Fitzgibbon, Andrew Chew, Shona Falconer, View ORCID ProfileRalica Dimitrova, Lucilio Cordero-Grande, Anthony N Price, Emer Hughes, View ORCID ProfileJonathan O’Muircheartaigh, Eugene Duff, Jetro J Tuulari, Gustavo Deco, Serena J Counsell, Joseph V Hajnal, View ORCID ProfileChiara Nosarti, Tomoki Arichi, View ORCID ProfileA David Edwards, Grainne McAlonan, View ORCID ProfileDafnis Batalle
doi: https://doi.org/10.1101/2022.11.16.516610
Lucas G. S. França
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Lucas G. S. França
Judit Ciarrusta
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Oliver Gale-Grant
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sunniva Fenn-Moltu
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Sean Fitzgibbon
3Oxford Centre for Functional Magnetic Resonance Imaging of the Brain, Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford OX3 9DU, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Andrew Chew
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Shona Falconer
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ralica Dimitrova
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ralica Dimitrova
Lucilio Cordero-Grande
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
4Biomedical Image Technologies, Higher Technical School of Engineers in Telecommunication, Polytechnic University of Madrid, 28040 Madrid, Spain
5Center for Biomedical Research Network – Bioengineering, Biomaterials and Nanomedicine, Carlos III Health Institute, 28029 Madrid, Spain
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Anthony N Price
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Emer Hughes
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jonathan O’Muircheartaigh
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
6MRC Centre for Neurodevelopmental Disorders, King’s College London, London SE1 1UL, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Jonathan O’Muircheartaigh
Eugene Duff
3Oxford Centre for Functional Magnetic Resonance Imaging of the Brain, Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford OX3 9DU, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jetro J Tuulari
7FinnBrain Birth Cohort Study, Turku Brain and Mind Center, Institute of Clinical Medicine, University of Turku, 20500 Turku, Finland
8Turku Collegium for Science and Medicine and Technology, University of Turku, 20500 Turku, Finland
9Department of Psychiatry, University of Turku and Turku University Hospital, 20500 Turku, Finland
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Gustavo Deco
10Center for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Pompeu Fabra University, 08002, Barcelona, Spain
11Catalan Institution for Research and Advanced Studies, 08010 Barcelona, Spain
12Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, 04103 Leipzig, Germany
13School of Psychological Sciences, Monash University, Melbourne VIC 3010, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Serena J Counsell
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Joseph V Hajnal
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Chiara Nosarti
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
14Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Chiara Nosarti
Tomoki Arichi
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
6MRC Centre for Neurodevelopmental Disorders, King’s College London, London SE1 1UL, United Kingdom
15Department of Paediatric Neurosciences, Evelina London Children’s Hospital, Guy’s and St Thomas’ NHS Foundation Trust, London SE1 7EH, United Kingdom
16Department of Bioengineering, Imperial College London, London SW7 2AZ, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
A David Edwards
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
6MRC Centre for Neurodevelopmental Disorders, King’s College London, London SE1 1UL, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for A David Edwards
Grainne McAlonan
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Dafnis Batalle
1Department of Forensic and Neurodevelopmental Science, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AF, United Kingdom
2Centre for the Developing Brain, School of Biomedical Engineering & Imaging Sciences, King’s College London, London SE1 7EH, United Kingdom
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Dafnis Batalle
  • For correspondence: dafnis.batalle@kcl.ac.uk
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Data/Code
  • Preview PDF
Loading

Abstract

Brain functional dynamics have been linked to emotion and cognition in mature individuals, where alterations are associated with mental ill-health and neurodevelopmental conditions (such as autism spectrum disorder). Although reliable resting-state networks have been consistently identified in neonates, little is known about the early development of dynamic brain functional connectivity and whether it is linked to later neurodevelopmental outcomes in childhood. In this study we characterised dynamic functional connectivity in the first few weeks of postnatal life and evaluated whether early dynamic functional connectivity: i) changes with age in the neonatal period ii) is altered by preterm birth and iii) is associated with neurodevelopmental and behavioural outcomes at 18 months.

Global brain dynamics in preterm-born infants were atypical when compared with term-born controls, and associated with atypical social, sensory, and repetitive behaviours measured by the Quantitative Checklist for Autism in Toddlers (Q-CHAT) scores at 18 months of age. On a modular scale, we identified six transient states of neonatal dynamic functional connectivity: three whole-brain synchronisation states and three regional synchrony states occupying occipital, sensory-motor, and frontal regions. Modular characteristics of these brain states were correlated with postmenstrual age and postnatal days at scan. Preterm-born infants had increased occurrence of frontal and occipital states. Higher neonatal sensory-motor synchronisation was associated with lower motor and language outcome scores at 18 months. Lower frequency of occurrence of whole-brain synchronisation states and higher frequency of occurrence of the sensory-motor state were associated with higher Q-CHAT scores at 18 months.

Overall, we show that a dynamic landscape of brain connectivity is already established by the time of birth in the human brain. This landscape is altered by preterm birth and its profile is linked to neurodevelopmental outcomes in toddlerhood.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵† Joint senior authors

  • Updated version, changed Results/Methods order.

  • https://github.com/CoDe-Neuro/neonatal_dfc

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
Back to top
PreviousNext
Posted February 28, 2023.
Download PDF
Data/Code
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
Neonatal brain dynamic functional connectivity: impact of preterm birth and association with early childhood neurodevelopment
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
Neonatal brain dynamic functional connectivity: impact of preterm birth and association with early childhood neurodevelopment
Lucas G. S. França, Judit Ciarrusta, Oliver Gale-Grant, Sunniva Fenn-Moltu, Sean Fitzgibbon, Andrew Chew, Shona Falconer, Ralica Dimitrova, Lucilio Cordero-Grande, Anthony N Price, Emer Hughes, Jonathan O’Muircheartaigh, Eugene Duff, Jetro J Tuulari, Gustavo Deco, Serena J Counsell, Joseph V Hajnal, Chiara Nosarti, Tomoki Arichi, A David Edwards, Grainne McAlonan, Dafnis Batalle
bioRxiv 2022.11.16.516610; doi: https://doi.org/10.1101/2022.11.16.516610
Reddit logo Twitter logo Facebook logo LinkedIn logo Mendeley logo
Citation Tools
Neonatal brain dynamic functional connectivity: impact of preterm birth and association with early childhood neurodevelopment
Lucas G. S. França, Judit Ciarrusta, Oliver Gale-Grant, Sunniva Fenn-Moltu, Sean Fitzgibbon, Andrew Chew, Shona Falconer, Ralica Dimitrova, Lucilio Cordero-Grande, Anthony N Price, Emer Hughes, Jonathan O’Muircheartaigh, Eugene Duff, Jetro J Tuulari, Gustavo Deco, Serena J Counsell, Joseph V Hajnal, Chiara Nosarti, Tomoki Arichi, A David Edwards, Grainne McAlonan, Dafnis Batalle
bioRxiv 2022.11.16.516610; doi: https://doi.org/10.1101/2022.11.16.516610

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Neuroscience
Subject Areas
All Articles
  • Animal Behavior and Cognition (4224)
  • Biochemistry (9101)
  • Bioengineering (6749)
  • Bioinformatics (23935)
  • Biophysics (12086)
  • Cancer Biology (9490)
  • Cell Biology (13728)
  • Clinical Trials (138)
  • Developmental Biology (7614)
  • Ecology (11656)
  • Epidemiology (2066)
  • Evolutionary Biology (15476)
  • Genetics (10615)
  • Genomics (14292)
  • Immunology (9456)
  • Microbiology (22773)
  • Molecular Biology (9069)
  • Neuroscience (48839)
  • Paleontology (354)
  • Pathology (1479)
  • Pharmacology and Toxicology (2562)
  • Physiology (3822)
  • Plant Biology (8307)
  • Scientific Communication and Education (1467)
  • Synthetic Biology (2289)
  • Systems Biology (6169)
  • Zoology (1297)