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Inter-brain synchronization 

as a marker of
human social cognition 

in interactive contexts
Guillaume DUMAS & Suzanne DIKKER
Brain & Mind Computational Seminar
May 18th, 2021
Ubuntu ~ "I am because you are"
2
PhD Paris Team
Jacqueline Nadel
Jacques Martinerie
Robert Soussignan
Mario Chavez
Boca Raton Team
Previous Paris Team
International collaborators
Denis Engemann
Elvis Dohmatob
J.-A. Micoulaud-Franchi
Christophe Gauld
Tudi Gozé
Leonhard Schilbach
Imme Zillekens
Juha Lahnakoski
Dimitris Bolis
Thomas Bourgeron
Richard Delorme
Jean-Pierre Changeux
Aline Lefebvre
Yann Beauxis
Yang-Min Kim
Anaël Ayrolles
Florence Brun
J.A. Scott Kelso
Emmanuelle Tognoli
Mengsen Zhang
Eva Loth
Merle Fairhurst
Alejandro Perez
Pavel Goldstein
Suzanne Dikker
Amir Djalovski
Ruth Feldman
Clara Moreau
Tom Froese
Alius Research group
David Dupuis
Matthieu Koroma
Raphaël Millière
Martin Fortier
Baptiste Gilles
and the other members!
Fundings & Support
HackYourResearch
Célya Gruson-Daniel
Matthieu Le Chanjour
Romain Rouyer
Alexandre Hannu-Abdo
Clara Moreau
and the other members!
Montreal collaborators
Irina Rish
Sebastien Jacquemont
Sarah Lippé
Anne Gallagher
Patricia Conrod
Danilo Bzdok
Baudouin Forgeot d'Arc
Alexandre Lehmann
Michael Lifshitz
Maxwell Ramstead
Axel Constant
A very brief history
of hyperscanning …
Disclaimer
Matel, 2006
Recent reviews
A growing interest …
1965?
Number
of
Publications
2010
2020
Montague et al. (2002)
Hyper-Parapsychology
Montague et al. (Neuroimage, 2002)
From Scanning to Hyperscanning
Babiloni et al. (Proceedings of the 28th IEEE, 2006)
Hypermethods for EEG hyperscanning
Tognoli et al. (PNAS, 2007)
The Phi neuromarker of Social Coordination
Tognoli et al., Society for Neurosciences 2005
Some « idiosyncrasic patterns » …
Lindenberger et al. BMC Neuroscience, 2009
Brain swinging in concert
Zhdanov et al. (PLoS ONE, 2015)
Dual-MEG
Bilek et al. (JAMA Psychiatry, 2017)
Application to clinical populations
Kingsbury et al. (Cell, 2019)
Correlated Neural Activity across Brains of Socially Interacting Animals
Sensorimotor loops and agentivity in dyads Probing the affective dimension of synchrony
Sensorimotor loops and agentivity in dyads Probing the affective dimension of synchrony
Nadel, 1999 ; Nadel & Soussignan, 2005 ; Soussignan & Nadel, 2006
Behavioral-Hyperscanning
Dumas et al. (PLoS ONE, 2010)
Dual-Video + Dual-EEG
Dumas et al. (PLoS ONE, 2010)
Behavioral analysis
Frame-by-frame
Analysis
Imitation (I) No-Imitation
Synchrony (S) Synchronous imitation Synchrony
No-Synchrony Imitation No Interaction
Dumas et al. (PLoS ONE, 2010)
Frame-by-frame…
25.15%
8.16%
12.66%
54.03%
SI
S
I
Summary:
Dumas et al. (Frontiers in Neuroscience, 2012)
Back to intra-individual level
Self-agency
Other-agency
Co-ownership of action
Nadel & Dumas (2014)
Inter-brain synchronisation during social interaction
Dumas et al. 2010
Wormhole…
Sensorimotor loops and agentivity in dyads Probing the affective dimension of synchrony
Zhang, Dumas, Kelso, Tognoli (2016)
Emotional responses during social coordination
GSR
Inter-brain synchronization in affective touch
Goldstein, Weissman-Fogel, Dumas, Shamay-Tsoory, PNAS (2018)
29
Pain	reduction
Inter-brain	
synchronization		
modulation
Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021)
Human attachments shape interbrain synchrony
Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021)
Brain-behavior linkage in motor task
Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021)
Brain-behavior linkage in motor task
N=158
Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021)
Brain-behavior linkage in empathy task
N=158
Biological mechanisms
of self-other integration
Causality and explanation
in multi-brain neuroscience
Biological mechanisms
of self-other integration
Causality and explanation
in multi-brain neuroscience
Inter-brain synchronisation during social interaction
Dumas et al. (PLoS ONE, 2010)
Dumas et al. (PNAS 2014)
The Human Dynamic Clamp
Dumas, Moreau, Tognoli, Kelso (Cerebral Cortex, 2020)
Self vs. other neural dynamics
Dumas, Moreau, Tognoli, Kelso (Cerebral Cortex, 2020)
Self and other neural integration
Dumas, Moreau, Tognoli, Kelso (Cerebral Cortex, 2020)
The Human Dynamic Clamp
Cooperation
vs.
Competition
Human
vs.
Robot
rTPJ
Wormhole…
Biological mechanisms
of self-other integration
Causality and explanation
in multi-brain neuroscience
Reciprocal coupling & Spurious Alignment
Communication	
Unidirectional
Reciprocal
Similarity	
Behavioural
Neurobiological
Cultural
Dumas & Fairhurst (Royal Society Open Science, 2021)
Moreau & Dumas (TiCS, 2021)
Causality and explanation
Moreau & Dumas (TiCS, 2021)
Causality and explanation
Moreau & Dumas (TiCS, 2021)
Causality and explanation
Dumas et al. (PLoS ONE, 2012)
"in silico" Hyperscanning
+ x 2 =
"in silico" Hyperscanning
Dumas et al. (PLoS ONE, 2012)
Information exchanged
between the brains
Inter-brain
sync
Human connectomes facilitate inter-brain synchronization
Residual synchronization
Dumas et al. (PLoS ONE, 2012)
"in silico" Hyperscanning
Hahamy et al. (Nature Neuroscience, 2015)
guillaume.dumas@ppsp.team @introspection extrospection.eu / ppsp.team
… and now, place to Suzanne Dikker!
HyPyP: a Hyperscanning Python Pipeline for inter-brain connectivity analysis
Ayrolles et al. (SCAN, 2021)

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Inter-brain synchronization 
as a marker of human social cognition in interactive contexts

  • 1. Inter-brain synchronization 
 as a marker of human social cognition 
 in interactive contexts Guillaume DUMAS & Suzanne DIKKER Brain & Mind Computational Seminar May 18th, 2021
  • 2. Ubuntu ~ "I am because you are" 2 PhD Paris Team Jacqueline Nadel Jacques Martinerie Robert Soussignan Mario Chavez Boca Raton Team Previous Paris Team International collaborators Denis Engemann Elvis Dohmatob J.-A. Micoulaud-Franchi Christophe Gauld Tudi Gozé Leonhard Schilbach Imme Zillekens Juha Lahnakoski Dimitris Bolis Thomas Bourgeron Richard Delorme Jean-Pierre Changeux Aline Lefebvre Yann Beauxis Yang-Min Kim Anaël Ayrolles Florence Brun J.A. Scott Kelso Emmanuelle Tognoli Mengsen Zhang Eva Loth Merle Fairhurst Alejandro Perez Pavel Goldstein Suzanne Dikker Amir Djalovski Ruth Feldman Clara Moreau Tom Froese Alius Research group David Dupuis Matthieu Koroma Raphaël Millière Martin Fortier Baptiste Gilles and the other members! Fundings & Support HackYourResearch Célya Gruson-Daniel Matthieu Le Chanjour Romain Rouyer Alexandre Hannu-Abdo Clara Moreau and the other members! Montreal collaborators Irina Rish Sebastien Jacquemont Sarah Lippé Anne Gallagher Patricia Conrod Danilo Bzdok Baudouin Forgeot d'Arc Alexandre Lehmann Michael Lifshitz Maxwell Ramstead Axel Constant
  • 3.
  • 4. A very brief history of hyperscanning …
  • 7. A growing interest … 1965? Number of Publications 2010 2020 Montague et al. (2002)
  • 9. Montague et al. (Neuroimage, 2002) From Scanning to Hyperscanning
  • 10. Babiloni et al. (Proceedings of the 28th IEEE, 2006) Hypermethods for EEG hyperscanning
  • 11. Tognoli et al. (PNAS, 2007) The Phi neuromarker of Social Coordination
  • 12. Tognoli et al., Society for Neurosciences 2005 Some « idiosyncrasic patterns » …
  • 13. Lindenberger et al. BMC Neuroscience, 2009 Brain swinging in concert
  • 14. Zhdanov et al. (PLoS ONE, 2015) Dual-MEG
  • 15. Bilek et al. (JAMA Psychiatry, 2017) Application to clinical populations
  • 16. Kingsbury et al. (Cell, 2019) Correlated Neural Activity across Brains of Socially Interacting Animals
  • 17. Sensorimotor loops and agentivity in dyads Probing the affective dimension of synchrony
  • 18. Sensorimotor loops and agentivity in dyads Probing the affective dimension of synchrony
  • 19. Nadel, 1999 ; Nadel & Soussignan, 2005 ; Soussignan & Nadel, 2006 Behavioral-Hyperscanning
  • 20. Dumas et al. (PLoS ONE, 2010) Dual-Video + Dual-EEG
  • 21. Dumas et al. (PLoS ONE, 2010) Behavioral analysis Frame-by-frame Analysis Imitation (I) No-Imitation Synchrony (S) Synchronous imitation Synchrony No-Synchrony Imitation No Interaction
  • 22. Dumas et al. (PLoS ONE, 2010) Frame-by-frame… 25.15% 8.16% 12.66% 54.03% SI S I Summary:
  • 23. Dumas et al. (Frontiers in Neuroscience, 2012) Back to intra-individual level Self-agency Other-agency
  • 25. Inter-brain synchronisation during social interaction Dumas et al. 2010
  • 27. Sensorimotor loops and agentivity in dyads Probing the affective dimension of synchrony
  • 28. Zhang, Dumas, Kelso, Tognoli (2016) Emotional responses during social coordination GSR
  • 29. Inter-brain synchronization in affective touch Goldstein, Weissman-Fogel, Dumas, Shamay-Tsoory, PNAS (2018) 29 Pain reduction Inter-brain synchronization modulation
  • 30. Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021) Human attachments shape interbrain synchrony
  • 31. Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021) Brain-behavior linkage in motor task
  • 32. Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021) Brain-behavior linkage in motor task N=158
  • 33. Djalovski, Dumas, Kinreich, Feldman (NeuroImage, 2021) Brain-behavior linkage in empathy task N=158
  • 34. Biological mechanisms of self-other integration Causality and explanation in multi-brain neuroscience
  • 35. Biological mechanisms of self-other integration Causality and explanation in multi-brain neuroscience
  • 36. Inter-brain synchronisation during social interaction Dumas et al. (PLoS ONE, 2010)
  • 37. Dumas et al. (PNAS 2014) The Human Dynamic Clamp
  • 38. Dumas, Moreau, Tognoli, Kelso (Cerebral Cortex, 2020) Self vs. other neural dynamics
  • 39. Dumas, Moreau, Tognoli, Kelso (Cerebral Cortex, 2020) Self and other neural integration
  • 40. Dumas, Moreau, Tognoli, Kelso (Cerebral Cortex, 2020) The Human Dynamic Clamp Cooperation vs. Competition Human vs. Robot rTPJ
  • 42. Biological mechanisms of self-other integration Causality and explanation in multi-brain neuroscience
  • 43. Reciprocal coupling & Spurious Alignment Communication Unidirectional Reciprocal Similarity Behavioural Neurobiological Cultural Dumas & Fairhurst (Royal Society Open Science, 2021)
  • 44. Moreau & Dumas (TiCS, 2021) Causality and explanation
  • 45. Moreau & Dumas (TiCS, 2021) Causality and explanation
  • 46. Moreau & Dumas (TiCS, 2021) Causality and explanation
  • 47. Dumas et al. (PLoS ONE, 2012) "in silico" Hyperscanning + x 2 =
  • 48. "in silico" Hyperscanning Dumas et al. (PLoS ONE, 2012) Information exchanged between the brains Inter-brain sync Human connectomes facilitate inter-brain synchronization Residual synchronization
  • 49. Dumas et al. (PLoS ONE, 2012) "in silico" Hyperscanning Hahamy et al. (Nature Neuroscience, 2015)
  • 50. guillaume.dumas@ppsp.team @introspection extrospection.eu / ppsp.team … and now, place to Suzanne Dikker! HyPyP: a Hyperscanning Python Pipeline for inter-brain connectivity analysis Ayrolles et al. (SCAN, 2021)