Synchronizing brains and hearts: A practical guide for caregiver-child fNIRS-ECG multimodal hyperscanning.
Overview
Abstract
The study of synchrony—concordant neural, physiological, and behavioral activity between individuals—has advanced our understanding of co-regulation and socio-emotional development, particularly within caregiver–child relationships. While previous research has often examined neural and physiological synchrony separately, recent multimodal approaches highlight the importance of integrating these systems. This paper presents a comprehensive, practical guide to multimodal hyperscanning using functional near-infrared spectroscopy (fNIRS) and electrocardiography (ECG) in caregiver–child dyads. We outline theoretical foundations, methodological considerations, and detailed protocols for synchronizing fNIRS (via NIRx), ECG (via Mindware), behavioral video (via Mangold VideoSyncPro), and task stimuli (via PsychoPy) in a fully time-aligned manner. We describe equipment configurations, software integration, trigger-based synchronization workflows, and strategies to overcome common challenges in developmental psychophysiological research, particularly with young children. Drawing from our experience with children aged 3–7 years, we provide empirical benchmarks for feasibility, compliance, and data quality. This guide provides a practical, adaptable framework designed to lower the barrier to entry for multimodal hyperscanning and encourage its widespread use in developmental research. Integrating neural and physiological synchrony allows researchers to capture the dynamic, multi-systemic nature of caregiver–child interaction and opens new avenues for investigating mechanisms of co-regulation, emotional development, and risk for psychopathology.
Supplementary Information: The online version contains supplementary material available at 10.3758/
Reproduced under the paper's license (CC BY), from the paper cited above.
Code
No file of the authors' code could be read here: it is described below, and read at its source.
support.mindwaretech.com/knowledge-base/kb0092
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
- 27 September 2026: the link answers (HTTP 200)
support.mindwaretech.com/knowledge-base/kb0093
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
- 27 September 2026: the link answers (HTTP 200)
Code availability
Code sharing not applicable to this article.
Reproduced under the paper's license (CC BY), from the paper cited above.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 2 repositories of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 0 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
No dataset and no data link were found in the paper.
Data availability
Data sharing is not applicable to this article as no datasets were generated or analyzed during the current study.
Reproduced under the paper's license (CC BY), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 2, 28 September 2026
- Publisher: — → Springer Science+Business Media
Version 1, 27 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 3 authors, 4 keywords, 10 MeSH terms, 2 funders, 108 references.
Cite
This paper
Hong, Y., Moore, N. J., & Quiñones-Camacho, L. E. (2026). Synchronizing brains and hearts: A practical guide for caregiver-child fNIRS-ECG multimodal hyperscanning. Behavior research methods, 58(7), 199. https://
BibTeX
@article{hong2026synchro
author = {Hong, Yelim and Moore, Nicole J and Quiñones-Camacho, Laura E},
title = {{Synchronizing brains and hearts: A practical guide for caregiver-child fNIRS-ECG multimodal hyperscanning}},
journal = {Behavior research methods},
year = {2026},
month = jun,
volume = {58},
number = {7},
pages = {199},
publisher = {Springer Science+Business Media},
issn = {1554-351X},
doi = {10.3758/
url = {https://
pmid = {42307880},
pmcid = {PMC13275591}
}
RIS
TY - JOUR
AU - Hong, Yelim
AU - Moore, Nicole J
AU - Quiñones-Camacho, Laura E
TI - Synchronizing brains and hearts: A practical guide for caregiver-child fNIRS-ECG multimodal hyperscanning
T2 - Behavior research methods
J2 - Behav Res Methods
PY - 2026
DA - 2026/
VL - 58
IS - 7
SP - 199
SN - 1554-351X
PB - Springer Science+Business Media
DO - 10.3758/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.3758/
"type": "article-journal",
"title": "Synchronizing brains and hearts: A practical guide for caregiver-child fNIRS-ECG multimodal hyperscanning",
"container-title": "Behavior research methods",
"author": [
{
"family": "Hong",
"given": "Yelim"
},
{
"family": "Moore",
"given": "Nicole J"
},
{
"family": "Quiñones-Camacho",
"given": "Laura E"
}
],
"container-title-short":
"volume": "58",
"issue": "7",
"page": "199",
"DOI": "10.3758/
"PMID": "42307880",
"PMCID": "PMC13275591",
"ISSN": "1554-351X",
"publisher": "Springer Science+Business Media",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
6,
17
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.3389/fnetp.2026.1869004 [code]
- Cross-wavelet analysis allows obtaining high temporal and frequency resolution in heart rate synchrony analysis.Journal: Frontiers in network physiologyIn common: 7 references
- [2] doi:10.1371/journal.pbio.3003899 [code]
- Social interactions between people of same and different generations shape longitudinal changes in interpersonal neural synchrony, loneliness, and social connection.Journal: PLoS biologyIn common: 6 references
- [3] doi:10.1117/1.nph.12.2.025011 [code]
- NIRSTORM: a Brainstorm extension dedicated to functional near-infrared spectroscopy data analysis, advanced 3D reconstructions, and optimal probe designJournal: —In common: fNIRS, methods / tools, 4 references
- [4] doi:10.1038/s44271-026-00468-x [code]
- Inter-brain processes during Live and Represented social moments are inter-related and shaped by behavioral synchrony.Journal: Communications psychologyIn common: 4 references
- [5] doi:10.1117/1.nph.13.s3.s32602 [code]
- Cedalion tutorial: a Python-based framework for comprehensive analysis of multimodal fNIRS and DOT from the lab to the everyday world.Journal: NeurophotonicsIn common: fNIRS, methods / tools, 3 references
- [6] doi:10.1111/psyp.70397 [code]
- Cortical Contributions to Attentional Orienting and Response Cancellation in Action Stopping.Journal: PsychophysiologyIn common: fNIRS, other, 3 references
- [7] doi:10.1371/journal.pone.0358044 [code]
- An exploratory fNIRS study on directional asymmetry in segmental discrimination: Lateral-rhotic (/
la-ra/ ) and labial-dorsal (/ ba-ga/ ) contrasts tested in 5- and 9-month-old Japanese infants. Journal: PloS oneIn common: fNIRS, 3 references - [8] doi:10.1038/s42003-026-10156-5 [code]
- Brain-heart interactions in late-onset major depressive disorder revealed by multimodal HRV-driven fMRI.Journal: Communications biologyIn common: other, 3 references
- [9] doi:10.1126/sciadv.aed6110 [code]
- Scent of a father: Paternal body odors boost interbrain synchrony.Journal: Science advancesIn common: 3 references
- [10] doi:10.1111/jne.70185 [code]
- Testosterone, cortisol, and fNIRS-based cortical activation associated with competitive task persistence and difficulty.Journal: Journal of neuroendocrinologyIn common: fNIRS, 3 references
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 2 repositories of the authors' code, each at its verified commit and with its license, 0 scripts, and 0 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:f880345aedfe2756…
Add the badge to its README
The badge links the code to this page. Copy one of these into the README of the paper's code: only you decide where it goes, and nothing is changed for you.
Markdown
[.
Discussion, reproductions, activity
Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.
Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
