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Functional Ultrasound
Neuroimaging in Awake and
Behaving Non-Human Primates
Serge Picaud, PhD
Director
INSERM Vision
Institute France
Pierre Pouget, PhD
CNRS Principal Investigator
Brain and Spine Institute
Functional Ultrasound
Neuroimaging in Awake and
Behaving Non-Human Primates
Dr. Pierre Pouget and Dr. Serge Picaud
provide an overview of functional
ultrasound imaging and how it can be
used to study the brain in behaving
non-human primates.
Using Ultrasounds to
Study the Brain of
Non-Human Primates
Pierre Pouget, PhD
CNRS Principal Investigator
Brain and Spine Institute
Copyright 2021 P. Pouget, InsideScientific and Iconeus. All rights reserved.
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Ultrasound Imaging
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Electrical Pulse Electrical Signal
Image
Transducer
Ultrasound Imaging
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
CONVENTIONAL DOPPLER ULTRAFAST DOPPLER
E. Macé, G. Montaldo, I. Cohen, M. Baulac, M. Fink, M. Tanter. Functional Ultrasonic Imaging of Brain Activity, Nature Methods, July 2011
Brain Imaging with Doppler Imaging
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
2 mm
Study of Brain Activity: Functional Ultrasound Imaging
Allows the
determination of
functional hyperemia
Sensitive to Cerebral
Blood Volume (CBV)
ΔVSC
(%)
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
ACC
SEF
10 mm
14 mm
Dizeux et al. (2019). Nat. Com.
Cerebral Blood Flow Recording in Macaque Monkey
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Brain activity in awake behaving monkeys
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
No rule Rule
14 mm
10
mm
SEF
control region
Brain activity in awake behaving monkeys
Dizeux et al. (2019). Nat. Com.
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
No
rule
Rule
Time (s)
0 300
200
100
CBV
in
%
of
baseline
120
0
60
Frequency (Hz)
0.0 7.0
3.5
cardiac
pulsatility
brain
activity
0.35 Hz
Normalized
amplitude
(a.u.)
0
1
4s
40s
t0
0.4s
0.04
s
fUS signal, sampling frequency: 500Hz brain activity
cardiac
pulsatility
harmonic
60 80 100
40
0
20
40
60
80
CBV
in
%
of
baseline
Time (s)
trial start
No rule Rule
250ms sliding window with 10ms steps
plateau
Functional ultrasound imaging enable single trial
detection of SEF activation
No rule Rule
14 mm
10
mm
SEF
control region
Dizeux et al. (2019). Nat. Com.
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
CBV > 1𝝈 CBV > 2𝝈 CBV > 3𝝈
Large ROI 1.4 ± 0.6 s 1.8 ± 0.5 s 2.0 ± 0.5 s
1-pixel ROI 1.5 ± 0.5 s 2.0 ± 0.5 s 2.3 ± 0.5 s
𝝈: standard deviation of baseline
Average time obtained over 85 acquisitions
Large ROI 1pixel ROI
Control region
SEF p-value: 1.7e-29 p-value: 1.6e-33
1-pixel ROI
Large ROI
trial start
t0
trial start
t0 + 2.5s
trial start
t0
trial start
t0 + 2.5s
trial start
t0
trial start
t0 + 2.5s
trial start
t0
trial start
t0 + 2.5s
Each pair of point (red-green) represent an
acquisition with a total of 85 acquisitions
CBV
in
%of
baseline
150
100
50
0
-50
CBV
in
%of
baseline
100
50
0
-50
trial start: t0 t0 + 1.5s t0 + 2.5s
1mm
A B C 0
100
40
20
60
80
CBV
in
%
of
baseline
1𝜎
2𝜎
3𝜎
No
rule
Rule
t0
0
20
40
70
60 80
50 62 63 64 65
Time (s)
CBV
in
%
of
baseline
A
B
C
trial-start SEF (large ROI)
Time (s)
(highest variation)
Functional ultrasound imaging enable single
trial detection of SEF activation
Dizeux et al. (2019). Nat. Com.
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
http://www.cns.nyu.edu/~david/courses/perception/lecturenotes/brain/brain.html
Single unit recording and Ice Fishing...
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
ACC
SEF
10 mm
14 mm
Claron et al. (in preparation)
Can functional ultrasound imaging permit to
localize microelectode?
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Claron et al. (in preparation)
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Claron et al. (in preparation)
Functional ultrasound imaging permits to
localize microelectode
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Macroscopic recording (fUS) (~ 2 mm²)
Mesoscopic recording (LFP) (Ø 600 µm)
Microscopic recording (SUA/MUA) (Ø 100 µm)
Claron et al. (in preparation)
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Functional ultrasound imaging and
Single Unit Activity
Ultrafast Ultrasound Imaging
Single Unit Activity
Local Field Potential
Ultrafast Ultrasound Imaging
Single Unit Activity
Local Field Potential
Confidential
PIERRE POUGET,
ICM, CNRS FRANCE
pougetp@gmail.com
Millisecond Second Minute
Log time
Hour Day
Synapse
Dendrite
Neuron
Layer
Column
Map
Brain
Log
size
Patch clamp
Single unit
Multi unit recording
Optical dyes
EEG & MEG
TMS
fMRI PET Lesion
Micro lesion
Light microscopy
Ultrafast Neuro-functional
Ultrasound Imaging
Fundamentals of Cognitive Neuroscience. A Beginner's Guide. 2013, Pages 109-140
Methods for observing the living brain
Functional Ultrasound
Neuroimaging:
A tool for assessing visual
restoration strategies
Serge Picaud, PhD
Director
INSERM Vision Institute
Copyright 2021 S. Picaud,
InsideScientific and Iconeus.
All rights reserved.
Functional Ultrasound Neuroimaging:
a tool for assessing visual restoration strategies
Serge Picaud, Institut de la Vision, Paris, France
Conflicts of interest: Pixium Vision, Gensight Biologics, PropheSee, Iconeus
(Pieter Bruegel, 1568)
Confidential
Blind
Vision
impaired
AMD
Glaucoma
Diabetes
Vision loss is increasing with aging of the population
Confidential
Macular degeneration
Inherited dystrophies: RP
Glaucoma
Diabetes
Diseases leading to blindness
Confidential
Sub-retinal
Macular degeneration
Inherited dystrophies: RP
Glaucoma
Diabetes
Cortical
activation
Concept of visual restoration:
Stimulation of residual neurones in the visual system
Confidential
Visual stimuli in anesthetized rats
(Gesnik, Blaize et al., NeuroImage 2017)
Confidential
Visual activation of the visual system
(Gesnik, Blaize et al., NeuroImage 2017)
Confidential
3D reconstruction of the activated visual system
(Gesnik, Blaize et al., NeuroImage 2017)
Confidential
(Gesnik, Blaize et al., NeuroImage 2017)
Retinotopy of the visual responses
Confidential
fUS
MRI
Blaize et al., PNAS 2020
Functional ultrasound imaging in awake primates:
Changes in cerebral blood volume
Confidential
Blaize et al., PNAS 2020
Functional ultrasound imaging in awake primates:
Retinotopic maps
Confidential
Kennedy, PNAS, 1976
Blaize et al., PNAS 2020
Ultrasound functionnal imaging:
Maps of ocular dominance and retinotopy
LeVay, JN, 1985
Confidential
(Palanker et al., Research Square 2021)
Visual acuity: 20/460 - 20/565
(Palanker et al., Ophthalmology 2020)
Fusion of prosthetic and natural vision
Clinical trial:
Age-related macular degeneration
Confidential
Cortical responses by fUS
InfraRed Visible
Confidential
Ultrasound imaging
IR 0.1mW/mm2
IR 0.3mW/mm2
IR 0.6mW/mm2
IR 1.2mW/mm2
IR 1.7mW/mm2
Visible
Confidential
1ms stimulation
Retina Brain
Clinical trials : - surgery
- functionality
Electrophysiology
Confidential
Photosensitive algae
Optogenetic therapy
Confidential
(Sahel et al., Nature Medicine 2021)
Optogenetic therapy: First in a human patient
Confidential
Cortical expression of ChrimsonR
(Provansal et al., 2021)
Confidential
Optogenetic activation of cortical neurons
expressing ChrimsonR
(Provansal et al., 2021)
Confidential
Corelation of electrophysiology and fUS inV1
(Provansal et al., 2021)
Confidential
(Provansal et al., 2021)
Corelation of electrophysiology and fUS in the LGN
Confidential
- Functional recording of the visual system in rats
- Temporal resolution of the activated areas
- Retinotopic maps in the behaving non-human primates
- Detection of the ocular dominance columns even in deep V1 (calcarine sulcus)
- Functional detection of ocular dominance columns up to layer 5
- Functional response to prosthetic activation of the retina
- Functional response to the optogenetic activation of the visual cortex
- High correlation with electrophysiology
- Easier detection of activity in a poorly activated LGN structure
Conclusions
Mélissa Desrosiers
Deniz Dalkara
Antoine Chaffiol
Jens Duebel
Céline Nouvel-Jaillard
Sarah Ayello-Scheer
Stéphane Bertin
Ryad Benosman
Guillaume Chenegros
Christoph Posch
José Sahel
MIRCEN
Claire-Maelle Fovet
Joanna Demilly
Alexis Bemelmans
Philippe Hantraye
FMI
Botond Roska
Busskamp Volker
Balya David
MPI Biophysics
Ernst Bamberg
Gregory Gauvain
Paul-Henri Prévot
Fabrice Arcizet
Matthieu Provansal
Sara Cadoni
Diep Nguyen
Romain Caplette
Guillaume Labernede
Sami Dallouz
Anna Vershueren
Kevin Blaize
Corentin Joffrois
Leyna Boucherit
Elisabeth Dubus
Valérie Fradot
Amel Bendali
Mélanie Marie
Emilie Arnault
Henri Lorach
Giulia Spampinato
Olivier Marre
INSERM CIC 503
Saddek Mohand-Said
Michel Paques
Isabelle Audo
Pierre-Olivier Barale
José Sahel
Martin Deterre
Guillaume Buc
Daniel Palanker
Georges Goetz
Henri Lorach
Stanford U
Didier Pruneau
Bernard Gilly
ICM
Pierre Pouget
MIT
Ed Boyden
Fondation Rotschild
Yannick LeMer
Physique pour la Médecine
Thomas Deffieux
Mickael Tanter
Bruno Osmanski
Ludovic Lecointre
Remerciements
44
LIFESENSES LABEX
ANR RETICIR IRRP
Thanks for participating!
Before you go…
1. To learn more and watch the webinar, visit:
https://insidescientific.com/webinar/functional-ultrasound-
neuroimaging-in-awake-behaving-non-human-primates/
2. To learn more about Iconeus functional
ultrasound technology, visit:
www.iconeus.com

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Functional Ultrasound Neuroimaging in Awake & Behaving Non-Human Primates

  • 1. Functional Ultrasound Neuroimaging in Awake and Behaving Non-Human Primates Serge Picaud, PhD Director INSERM Vision Institute France Pierre Pouget, PhD CNRS Principal Investigator Brain and Spine Institute
  • 2. Functional Ultrasound Neuroimaging in Awake and Behaving Non-Human Primates Dr. Pierre Pouget and Dr. Serge Picaud provide an overview of functional ultrasound imaging and how it can be used to study the brain in behaving non-human primates.
  • 3. Using Ultrasounds to Study the Brain of Non-Human Primates Pierre Pouget, PhD CNRS Principal Investigator Brain and Spine Institute Copyright 2021 P. Pouget, InsideScientific and Iconeus. All rights reserved.
  • 4. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Ultrasound Imaging
  • 5. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Electrical Pulse Electrical Signal Image Transducer Ultrasound Imaging
  • 6. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com CONVENTIONAL DOPPLER ULTRAFAST DOPPLER E. Macé, G. Montaldo, I. Cohen, M. Baulac, M. Fink, M. Tanter. Functional Ultrasonic Imaging of Brain Activity, Nature Methods, July 2011 Brain Imaging with Doppler Imaging
  • 7. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com 2 mm Study of Brain Activity: Functional Ultrasound Imaging Allows the determination of functional hyperemia Sensitive to Cerebral Blood Volume (CBV) ΔVSC (%)
  • 8. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com ACC SEF 10 mm 14 mm Dizeux et al. (2019). Nat. Com. Cerebral Blood Flow Recording in Macaque Monkey
  • 9. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Brain activity in awake behaving monkeys
  • 10. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com No rule Rule 14 mm 10 mm SEF control region Brain activity in awake behaving monkeys Dizeux et al. (2019). Nat. Com.
  • 11. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com No rule Rule Time (s) 0 300 200 100 CBV in % of baseline 120 0 60 Frequency (Hz) 0.0 7.0 3.5 cardiac pulsatility brain activity 0.35 Hz Normalized amplitude (a.u.) 0 1 4s 40s t0 0.4s 0.04 s fUS signal, sampling frequency: 500Hz brain activity cardiac pulsatility harmonic 60 80 100 40 0 20 40 60 80 CBV in % of baseline Time (s) trial start No rule Rule 250ms sliding window with 10ms steps plateau Functional ultrasound imaging enable single trial detection of SEF activation No rule Rule 14 mm 10 mm SEF control region Dizeux et al. (2019). Nat. Com.
  • 12. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com CBV > 1𝝈 CBV > 2𝝈 CBV > 3𝝈 Large ROI 1.4 ± 0.6 s 1.8 ± 0.5 s 2.0 ± 0.5 s 1-pixel ROI 1.5 ± 0.5 s 2.0 ± 0.5 s 2.3 ± 0.5 s 𝝈: standard deviation of baseline Average time obtained over 85 acquisitions Large ROI 1pixel ROI Control region SEF p-value: 1.7e-29 p-value: 1.6e-33 1-pixel ROI Large ROI trial start t0 trial start t0 + 2.5s trial start t0 trial start t0 + 2.5s trial start t0 trial start t0 + 2.5s trial start t0 trial start t0 + 2.5s Each pair of point (red-green) represent an acquisition with a total of 85 acquisitions CBV in %of baseline 150 100 50 0 -50 CBV in %of baseline 100 50 0 -50 trial start: t0 t0 + 1.5s t0 + 2.5s 1mm A B C 0 100 40 20 60 80 CBV in % of baseline 1𝜎 2𝜎 3𝜎 No rule Rule t0 0 20 40 70 60 80 50 62 63 64 65 Time (s) CBV in % of baseline A B C trial-start SEF (large ROI) Time (s) (highest variation) Functional ultrasound imaging enable single trial detection of SEF activation Dizeux et al. (2019). Nat. Com.
  • 13. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com http://www.cns.nyu.edu/~david/courses/perception/lecturenotes/brain/brain.html Single unit recording and Ice Fishing...
  • 14. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com ACC SEF 10 mm 14 mm Claron et al. (in preparation) Can functional ultrasound imaging permit to localize microelectode?
  • 15. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Claron et al. (in preparation)
  • 16. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Claron et al. (in preparation) Functional ultrasound imaging permits to localize microelectode
  • 17. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Macroscopic recording (fUS) (~ 2 mm²) Mesoscopic recording (LFP) (Ø 600 µm) Microscopic recording (SUA/MUA) (Ø 100 µm) Claron et al. (in preparation)
  • 18. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Functional ultrasound imaging and Single Unit Activity Ultrafast Ultrasound Imaging Single Unit Activity Local Field Potential Ultrafast Ultrasound Imaging Single Unit Activity Local Field Potential
  • 19. Confidential PIERRE POUGET, ICM, CNRS FRANCE pougetp@gmail.com Millisecond Second Minute Log time Hour Day Synapse Dendrite Neuron Layer Column Map Brain Log size Patch clamp Single unit Multi unit recording Optical dyes EEG & MEG TMS fMRI PET Lesion Micro lesion Light microscopy Ultrafast Neuro-functional Ultrasound Imaging Fundamentals of Cognitive Neuroscience. A Beginner's Guide. 2013, Pages 109-140 Methods for observing the living brain
  • 20. Functional Ultrasound Neuroimaging: A tool for assessing visual restoration strategies Serge Picaud, PhD Director INSERM Vision Institute Copyright 2021 S. Picaud, InsideScientific and Iconeus. All rights reserved.
  • 21. Functional Ultrasound Neuroimaging: a tool for assessing visual restoration strategies Serge Picaud, Institut de la Vision, Paris, France Conflicts of interest: Pixium Vision, Gensight Biologics, PropheSee, Iconeus (Pieter Bruegel, 1568)
  • 23. Confidential Macular degeneration Inherited dystrophies: RP Glaucoma Diabetes Diseases leading to blindness
  • 24. Confidential Sub-retinal Macular degeneration Inherited dystrophies: RP Glaucoma Diabetes Cortical activation Concept of visual restoration: Stimulation of residual neurones in the visual system
  • 25. Confidential Visual stimuli in anesthetized rats (Gesnik, Blaize et al., NeuroImage 2017)
  • 26. Confidential Visual activation of the visual system (Gesnik, Blaize et al., NeuroImage 2017)
  • 27. Confidential 3D reconstruction of the activated visual system (Gesnik, Blaize et al., NeuroImage 2017)
  • 28. Confidential (Gesnik, Blaize et al., NeuroImage 2017) Retinotopy of the visual responses
  • 29. Confidential fUS MRI Blaize et al., PNAS 2020 Functional ultrasound imaging in awake primates: Changes in cerebral blood volume
  • 30. Confidential Blaize et al., PNAS 2020 Functional ultrasound imaging in awake primates: Retinotopic maps
  • 31. Confidential Kennedy, PNAS, 1976 Blaize et al., PNAS 2020 Ultrasound functionnal imaging: Maps of ocular dominance and retinotopy LeVay, JN, 1985
  • 32. Confidential (Palanker et al., Research Square 2021) Visual acuity: 20/460 - 20/565 (Palanker et al., Ophthalmology 2020) Fusion of prosthetic and natural vision Clinical trial: Age-related macular degeneration
  • 33. Confidential Cortical responses by fUS InfraRed Visible
  • 34. Confidential Ultrasound imaging IR 0.1mW/mm2 IR 0.3mW/mm2 IR 0.6mW/mm2 IR 1.2mW/mm2 IR 1.7mW/mm2 Visible
  • 35. Confidential 1ms stimulation Retina Brain Clinical trials : - surgery - functionality Electrophysiology
  • 37. Confidential (Sahel et al., Nature Medicine 2021) Optogenetic therapy: First in a human patient
  • 38. Confidential Cortical expression of ChrimsonR (Provansal et al., 2021)
  • 39. Confidential Optogenetic activation of cortical neurons expressing ChrimsonR (Provansal et al., 2021)
  • 40. Confidential Corelation of electrophysiology and fUS inV1 (Provansal et al., 2021)
  • 41. Confidential (Provansal et al., 2021) Corelation of electrophysiology and fUS in the LGN
  • 42. Confidential - Functional recording of the visual system in rats - Temporal resolution of the activated areas - Retinotopic maps in the behaving non-human primates - Detection of the ocular dominance columns even in deep V1 (calcarine sulcus) - Functional detection of ocular dominance columns up to layer 5 - Functional response to prosthetic activation of the retina - Functional response to the optogenetic activation of the visual cortex - High correlation with electrophysiology - Easier detection of activity in a poorly activated LGN structure Conclusions
  • 43. Mélissa Desrosiers Deniz Dalkara Antoine Chaffiol Jens Duebel Céline Nouvel-Jaillard Sarah Ayello-Scheer Stéphane Bertin Ryad Benosman Guillaume Chenegros Christoph Posch José Sahel MIRCEN Claire-Maelle Fovet Joanna Demilly Alexis Bemelmans Philippe Hantraye FMI Botond Roska Busskamp Volker Balya David MPI Biophysics Ernst Bamberg Gregory Gauvain Paul-Henri Prévot Fabrice Arcizet Matthieu Provansal Sara Cadoni Diep Nguyen Romain Caplette Guillaume Labernede Sami Dallouz Anna Vershueren Kevin Blaize Corentin Joffrois Leyna Boucherit Elisabeth Dubus Valérie Fradot Amel Bendali Mélanie Marie Emilie Arnault Henri Lorach Giulia Spampinato Olivier Marre INSERM CIC 503 Saddek Mohand-Said Michel Paques Isabelle Audo Pierre-Olivier Barale José Sahel Martin Deterre Guillaume Buc Daniel Palanker Georges Goetz Henri Lorach Stanford U Didier Pruneau Bernard Gilly ICM Pierre Pouget MIT Ed Boyden Fondation Rotschild Yannick LeMer Physique pour la Médecine Thomas Deffieux Mickael Tanter Bruno Osmanski Ludovic Lecointre
  • 45. Thanks for participating! Before you go… 1. To learn more and watch the webinar, visit: https://insidescientific.com/webinar/functional-ultrasound- neuroimaging-in-awake-behaving-non-human-primates/ 2. To learn more about Iconeus functional ultrasound technology, visit: www.iconeus.com