A Guide to Parent-Child fNIRS Hyperscanning Data Processing and Analysis

Autor(en)

Trinh Nguyen, Stefanie Hoehl, Pascal Vrticka

Abstrakt

The use of functional near-infrared spectroscopy (fNIRS) hyperscanning during naturalistic interactions in parent–child dyads has substantially advanced our understanding of the neurobiological underpinnings of human social interaction. However, despite the rise of developmental hyperscanning studies over the last years, analysis procedures have not yet been standardized and are often individually developed by each research team. This article offers a guide on parent–child fNIRS hyperscanning data analysis in MATLAB and R. We provide an example dataset of 20 dyads assessed during a cooperative versus individual problem-solving task, with brain signal acquired using 16 channels located over bilateral frontal and temporo-parietal areas. We use MATLAB toolboxes Homer2 and SPM for fNIRS to preprocess the acquired brain signal data and suggest a standardized procedure. Next, we calculate interpersonal neural synchrony between dyads using Wavelet Transform Coherence (WTC) and illustrate how to run a random pair analysis to control for spurious correlations in the signal. We then use RStudio to estimate Generalized Linear Mixed Models (GLMM) to account for the bounded distribution of coherence values for interpersonal neural synchrony analyses. With this guide, we hope to offer advice for future parent–child fNIRS hyperscanning investigations and to enhance replicability within the field.

Organisation(en)

Institut für Psychologie der Entwicklung und Bildung

Externe Organisation(en)

University of Essex, Max-Planck-Institut für Kognitions- und Neurowissenschaften

Journal

Sensors

Band

21

Anzahl der Seiten

17

ISSN

1424-8220

DOI

https://doi.org/10.3390/s21124075

Publikationsdatum

06-2021

Peer-reviewed

Ja

ÖFOS 2012

301401 Hirnforschung, 501005 Entwicklungspsychologie

Schlagwörter

ASJC Scopus Sachgebiete

Analytical Chemistry, Information systems, Instrumentation, Atomic and Molecular Physics, and Optics, Electrical and Electronic Engineering, Biochemistry

Link zum Portal

https://ucrisportal.univie.ac.at/de/publications/921289dd-fe41-422a-97e2-23d359abcabe