Nonlinear Transfer Entropy to Assess the Neurovascular Coupling in Premature Neonates.


Journal

Advances in experimental medicine and biology
ISSN: 0065-2598
Titre abrégé: Adv Exp Med Biol
Pays: United States
ID NLM: 0121103

Informations de publication

Date de publication:
2020
Historique:
entrez: 2 1 2020
pubmed: 2 1 2020
medline: 9 1 2020
Statut: ppublish

Résumé

In the adult brain, it is well known that increases in local neural activity trigger changes in regional blood flow and, thus, changes in cerebral energy metabolism. This regulation mechanism is called neurovascular coupling (NVC). It is not yet clear to what extent this mechanism is present in the premature brain. In this study, we explore the use of transfer entropy (TE) in order to compute the nonlinear coupling between changes in brain function, assessed by means of EEG, and changes in brain oxygenation, assessed by means of near-infrared spectroscopy (NIRS). In a previous study, we measured the coupling between both variables using a linear model to compute TE. The results indicated that changes in brain oxygenation were likely to precede changes in EEG activity. However, using a nonlinear and nonparametric approach to compute TE, the results indicate an opposite directionality of this coupling. The source of the different results provided by the linear and nonlinear TE is unclear and needs further research. In this study, we present the results from a cohort of 21 premature neonates. Results indicate that TE values computed using the nonlinear approach are able to discriminate between neonates with brain abnormalities and healthy neonates, indicating a less functional NVC in neonates with brain abnormalities.

Identifiants

pubmed: 31893388
doi: 10.1007/978-3-030-34461-0_2
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

11-17

Auteurs

Dries Hendrikx (D)

Department of Electrical Engineering (ESAT), STADIUS, KU Leuven, Leuven, Belgium. dries.hendrikx@esat.kuleuven.be.

Liesbeth Thewissen (L)

Department of Development and Regeneration, KU Leuven, Leuven, Belgium.
Department of Neonatology, UZ, Leuven, Belgium.

Anne Smits (A)

Department of Development and Regeneration, KU Leuven, Leuven, Belgium.
Department of Neonatology, UZ, Leuven, Belgium.

Gunnar Naulaers (G)

Department of Development and Regeneration, KU Leuven, Leuven, Belgium.
Department of Neonatology, UZ, Leuven, Belgium.

Karel Allegaert (K)

Department of Development and Regeneration, KU Leuven, Leuven, Belgium.
Department of Pediatric Surgery and Intensive Care, Erasmus MC-Sophia Children's Hospital, Rotterdam, The Netherlands.
Department of Neonatology, Erasmus MC-Sophia Children's Hospital, Rotterdam, The Netherlands.

Sabine Van Huffel (S)

Department of Electrical Engineering (ESAT), STADIUS, KU Leuven, Leuven, Belgium.

Alexander Caicedo (A)

Department of Electrical Engineering (ESAT), STADIUS, KU Leuven, Leuven, Belgium.

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