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Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
The Cognitive
Neuroscience of Brain-
Body Interaction
TOWARDS A COMPUTATIONAL APPROACH
Dr. Micah Allen, @micahgallen
2
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Body Clocks
3
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Body Clocks
Nummenmaa et al., PNAS, 2014
4
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Predominant Theoretical Approaches
Homeostatic
Content
Rythmic
Entrainment
Interoceptive
Inference
5
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Body Clocks
Garfinkle & Critchley, 2015
6
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
7
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Heartbeat Discrimination Task
Synch/Asynch?
_______________
Confidence?
Measuring Brain-Body Interaction
8
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
STOP
9
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Respiration
10
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Manipulating Respiratory-Brain Interaction
11
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Manipulating Respiratory-Brain Interaction
Resonance Breathing
12
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Respiratory Filter Detection Task (FDT)
Measuring Brain-Body Interaction
13
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
Electrogastrogram (EGG)
14
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Manipulating the Gut
Esophageal Learning Task
Tone Outcome
500ms300ms Response +
Confidence
1,500 – 3000 ms
LD HD
60% 80%
15
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Interim Summary 1
1. Measuring bodily signals is relatively
easy; however
1. Subject to bias, can be difficult to interpret
2. May require many trials to reconstruct
behavioral effect
2. Manipulating bodily signals is crucial;
however
1. ‘Dual task’ problem
2. May be painful or invasive
3. Difficult, but needed
Embodied Computation Group 16
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
NEUROANATOMY
INTEROCEPTION AND THE INTEGRATION OF SELF
17
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Evrard, 2019
18
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Craig, 2002
Tallon-Baudry 2019
19
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Evrard, 2019
20
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Ullsperger et al., 2016
Embodied Computation Group 21
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
IN THE BODY’S EYE
PSYCHOPHYSICAL ENTRAINMENT BY THE BODY
22
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
The Cardiac Afferent Inhibition Hypothesis
Delfini & Campos, 1972
23
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Cardiac Rhythms of Perception
1.00-1.67 Hz
Park et al, Nat. Neuro., 2014
24
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
1.00-1.67 Hz
Park et al, Nat. Neuro., 2014
Cardiac Rhythms of Perception
25
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
1.00-1.67 Hz
Garfinkle and Critchley, 2017, TICS
Fear Amplification by the Heart
Cardiac Rhythms of Perception
26
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
1.00-1.67 Hz
Azevedo, Tsakiris et al., Nature Communications. 2017
Modification of Racial Stereotypes?
Cardiac Rhythms of Perception
27
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
1.00-1.67 Hz
Kilner, Palmer, et al. BioArxiv. 2019
Action Execution & Observation
Cardiac Rhythms of Perception
28
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Respiration in the Brain
Zelano et al., 2016, JNeuro
29
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Respiration in the Brain
Zelano et al., 2016, JNeuro
30
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
Electrogastrogram (EGG)
31
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
Electrogastrogram (EGG)
32
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
Electrogastrogram (EGG)
Rebollo, Tallon-Baudry et al., 2018, eLife
33
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
Electrogastrogram (EGG)
Rebollo, Tallon-Baudry et al., 2018, eLife
34
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Measuring Brain-Body Interaction
Electrogastrogram (EGG)
Richter, Tallon-Baudry et al., 2016, Neuroimage
35
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Interim Summary 2
1. Bodily signal osscilate at reliable, but
noisy frequencies
2. In the autonomic nervous system, things
get messy
3. Dissociable effects of cardiac and
respiratory signals have been observed
on behavior BUT
1. Little to no consistency in the literature
2. Effect sizes generally small
Embodied Computation Group 36
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
INTEROCEPTIVE
INFERENCE
THE COMPUTATIONAL NEUROSCIENCE OF BRAIN-BODY
INTERACTION
37
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
38
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Soviet Interoception
39
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Soviet Interoception
40
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Soviet Interoception
41
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Soviet Interoception
42
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Soviet Interoception
43
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Interoceptive Inference
1. Visceral Signals are High-Priority
2. Likely play a role in setting the gain or
precision of beliefs and Pes
3. Likely to be highly modality and context
specific
44
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
45
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Markov Decision Process Modelling
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
Policy Priors
Outcomes
PEs
46
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Generative Model of Interoceptive Inference
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
47
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Generative Model of Interoceptive Inference
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
48
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Modelling the Startle Reflex
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
1 2 3 4 5 …. 14 15 … 40
Baseline Trials Unconstrained Trials
Simulated Fear-Oddball Experiment
…
49
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Modelling the Startle Reflex
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
50
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Modelling the Startle Reflex
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
51
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Modelling the Startle Reflex
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
52
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Lessons Learned
From a simple model of periodic sensory
attenuation:
• Even if visceral sensations interfere with
exteroceptive precision, they can still
accentuate [false] inference
53
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Lessons Learned
From a simple model of periodic sensory
attenuation:
• Even if visceral sensations interfere with
exteroceptive precision, they can still
accentuate [false] inference
• Exact influence of baroreceptor/cardiac
afferents on perception depend upon the
particulars of the generative model – what
priors, precisions, etc. Not as simple as
on/off
54
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Bayesian Metacognition as Posterior Precision
Yeung & Summerfield, 2012
Fleming & Daw, 2017
55
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Exteroceptive Precision and Exteroceptive Uncertainty
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
56
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Interoceptive Precision and Interoceptive Uncertainty
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
57
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Embodied Computational Phenotyping: Synthetic HRV Analyses
Allen, Levy, Parr, & Friston. BioArxiv. 2019.
58
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
A Sketch of Computational Neuroanatomy
Allen, Levy, Parr, & Friston. BioArxiv. 2019.Craig, 2002
59
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Future Directions – Generative Modelling of Heart-Brain Interaction
60
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
THANK YOU!
Hisham Ziaudeen Elena Mainetto
Funders
Collaborators:
UCL
• Karl J Friston
• Ray Dolan
• Tobias Hauser
• Andrew Levy
• Steve Fleming
• Martina Callaghan
• Thomas Parr
• Chris Mathys
Cambridge
• Sadaf Farooqi
• Maggie Westwater
• Rogier Kievit
• Tristan Bekinschtein
Zurich
• Klaas Enno Stephan
• Olivia Faull
Aarhus
• Leif Østergaard
• Andreas Roepstorff
Cambridge Psychiatry Unit
Paul Fletcher
Aarhus Unit
Camile Correa Francesca Fardo
61
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Respiratory Filter Detection Task (FDT)
Measuring Brain-Body Interaction
62
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Respiratory Filter Detection Task (FDT)
Laura Huizinga
63
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Respiratory Filter Detection Task (FDT)
Laura Huizinga
64
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
A Sketch of Computational Neuroanatomy
Allen, Levy, Parr, & Friston. BioArxiv. 2019.Craig, 2002
65
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
66
Aarhus Institute of
Advanced Studies
Centre of Functionally
Integrative Neuroscience
Bayesian Metacognition and Interoception
Allen et al., eLife, 2016 *Hauser, *Allen et al, eLife, 2017

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The Cognitive Neuroscience of Brain Body Interaction

  • 1. Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience The Cognitive Neuroscience of Brain- Body Interaction TOWARDS A COMPUTATIONAL APPROACH Dr. Micah Allen, @micahgallen
  • 2. 2 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Body Clocks
  • 3. 3 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Body Clocks Nummenmaa et al., PNAS, 2014
  • 4. 4 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Predominant Theoretical Approaches Homeostatic Content Rythmic Entrainment Interoceptive Inference
  • 5. 5 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Body Clocks Garfinkle & Critchley, 2015
  • 6. 6 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction
  • 7. 7 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Heartbeat Discrimination Task Synch/Asynch? _______________ Confidence? Measuring Brain-Body Interaction
  • 8. 8 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience STOP
  • 9. 9 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Respiration
  • 10. 10 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Manipulating Respiratory-Brain Interaction
  • 11. 11 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Manipulating Respiratory-Brain Interaction Resonance Breathing
  • 12. 12 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Respiratory Filter Detection Task (FDT) Measuring Brain-Body Interaction
  • 13. 13 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction Electrogastrogram (EGG)
  • 14. 14 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Manipulating the Gut Esophageal Learning Task Tone Outcome 500ms300ms Response + Confidence 1,500 – 3000 ms LD HD 60% 80%
  • 15. 15 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Interim Summary 1 1. Measuring bodily signals is relatively easy; however 1. Subject to bias, can be difficult to interpret 2. May require many trials to reconstruct behavioral effect 2. Manipulating bodily signals is crucial; however 1. ‘Dual task’ problem 2. May be painful or invasive 3. Difficult, but needed
  • 16. Embodied Computation Group 16 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience NEUROANATOMY INTEROCEPTION AND THE INTEGRATION OF SELF
  • 17. 17 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Evrard, 2019
  • 18. 18 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Craig, 2002 Tallon-Baudry 2019
  • 19. 19 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Evrard, 2019
  • 20. 20 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Ullsperger et al., 2016
  • 21. Embodied Computation Group 21 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience IN THE BODY’S EYE PSYCHOPHYSICAL ENTRAINMENT BY THE BODY
  • 22. 22 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience The Cardiac Afferent Inhibition Hypothesis Delfini & Campos, 1972
  • 23. 23 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Cardiac Rhythms of Perception 1.00-1.67 Hz Park et al, Nat. Neuro., 2014
  • 24. 24 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience 1.00-1.67 Hz Park et al, Nat. Neuro., 2014 Cardiac Rhythms of Perception
  • 25. 25 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience 1.00-1.67 Hz Garfinkle and Critchley, 2017, TICS Fear Amplification by the Heart Cardiac Rhythms of Perception
  • 26. 26 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience 1.00-1.67 Hz Azevedo, Tsakiris et al., Nature Communications. 2017 Modification of Racial Stereotypes? Cardiac Rhythms of Perception
  • 27. 27 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience 1.00-1.67 Hz Kilner, Palmer, et al. BioArxiv. 2019 Action Execution & Observation Cardiac Rhythms of Perception
  • 28. 28 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Respiration in the Brain Zelano et al., 2016, JNeuro
  • 29. 29 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Respiration in the Brain Zelano et al., 2016, JNeuro
  • 30. 30 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction Electrogastrogram (EGG)
  • 31. 31 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction Electrogastrogram (EGG)
  • 32. 32 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction Electrogastrogram (EGG) Rebollo, Tallon-Baudry et al., 2018, eLife
  • 33. 33 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction Electrogastrogram (EGG) Rebollo, Tallon-Baudry et al., 2018, eLife
  • 34. 34 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Measuring Brain-Body Interaction Electrogastrogram (EGG) Richter, Tallon-Baudry et al., 2016, Neuroimage
  • 35. 35 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Interim Summary 2 1. Bodily signal osscilate at reliable, but noisy frequencies 2. In the autonomic nervous system, things get messy 3. Dissociable effects of cardiac and respiratory signals have been observed on behavior BUT 1. Little to no consistency in the literature 2. Effect sizes generally small
  • 36. Embodied Computation Group 36 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience INTEROCEPTIVE INFERENCE THE COMPUTATIONAL NEUROSCIENCE OF BRAIN-BODY INTERACTION
  • 37. 37 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience
  • 38. 38 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Soviet Interoception
  • 39. 39 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Soviet Interoception
  • 40. 40 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Soviet Interoception
  • 41. 41 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Soviet Interoception
  • 42. 42 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Soviet Interoception
  • 43. 43 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Interoceptive Inference 1. Visceral Signals are High-Priority 2. Likely play a role in setting the gain or precision of beliefs and Pes 3. Likely to be highly modality and context specific
  • 44. 44 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience
  • 45. 45 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Markov Decision Process Modelling Allen, Levy, Parr, & Friston. BioArxiv. 2019. Policy Priors Outcomes PEs
  • 46. 46 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Generative Model of Interoceptive Inference Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 47. 47 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Generative Model of Interoceptive Inference Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 48. 48 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Modelling the Startle Reflex Allen, Levy, Parr, & Friston. BioArxiv. 2019. 1 2 3 4 5 …. 14 15 … 40 Baseline Trials Unconstrained Trials Simulated Fear-Oddball Experiment …
  • 49. 49 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Modelling the Startle Reflex Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 50. 50 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Modelling the Startle Reflex Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 51. 51 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Modelling the Startle Reflex Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 52. 52 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Lessons Learned From a simple model of periodic sensory attenuation: • Even if visceral sensations interfere with exteroceptive precision, they can still accentuate [false] inference
  • 53. 53 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Lessons Learned From a simple model of periodic sensory attenuation: • Even if visceral sensations interfere with exteroceptive precision, they can still accentuate [false] inference • Exact influence of baroreceptor/cardiac afferents on perception depend upon the particulars of the generative model – what priors, precisions, etc. Not as simple as on/off
  • 54. 54 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Bayesian Metacognition as Posterior Precision Yeung & Summerfield, 2012 Fleming & Daw, 2017
  • 55. 55 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Exteroceptive Precision and Exteroceptive Uncertainty Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 56. 56 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Interoceptive Precision and Interoceptive Uncertainty Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 57. 57 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Embodied Computational Phenotyping: Synthetic HRV Analyses Allen, Levy, Parr, & Friston. BioArxiv. 2019.
  • 58. 58 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience A Sketch of Computational Neuroanatomy Allen, Levy, Parr, & Friston. BioArxiv. 2019.Craig, 2002
  • 59. 59 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Future Directions – Generative Modelling of Heart-Brain Interaction
  • 60. 60 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience THANK YOU! Hisham Ziaudeen Elena Mainetto Funders Collaborators: UCL • Karl J Friston • Ray Dolan • Tobias Hauser • Andrew Levy • Steve Fleming • Martina Callaghan • Thomas Parr • Chris Mathys Cambridge • Sadaf Farooqi • Maggie Westwater • Rogier Kievit • Tristan Bekinschtein Zurich • Klaas Enno Stephan • Olivia Faull Aarhus • Leif Østergaard • Andreas Roepstorff Cambridge Psychiatry Unit Paul Fletcher Aarhus Unit Camile Correa Francesca Fardo
  • 61. 61 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Respiratory Filter Detection Task (FDT) Measuring Brain-Body Interaction
  • 62. 62 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Respiratory Filter Detection Task (FDT) Laura Huizinga
  • 63. 63 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Respiratory Filter Detection Task (FDT) Laura Huizinga
  • 64. 64 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience A Sketch of Computational Neuroanatomy Allen, Levy, Parr, & Friston. BioArxiv. 2019.Craig, 2002
  • 65. 65 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience
  • 66. 66 Aarhus Institute of Advanced Studies Centre of Functionally Integrative Neuroscience Bayesian Metacognition and Interoception Allen et al., eLife, 2016 *Hauser, *Allen et al, eLife, 2017