network dynamics and functional connectivity in neuronal

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Spontaneous and evoked neuronal dynamics in cultured networks coupled to micro-electrode arrays Daniele Poli, PhD [email protected] University of Pisa, Research Center ‘E. Piaggio’, Italy 1

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Page 1: Network dynamics and functional connectivity in neuronal

Spontaneous and evoked neuronal dynamics in cultured networks

coupled to micro-electrode arrays

Daniele Poli, PhD [email protected]

University of Pisa, Research Center ‘E. Piaggio’, Italy

1

Page 2: Network dynamics and functional connectivity in neuronal

1011

100.000.000.000

7.000.000.000

1014

100.000.000.000.000

(1000:10000 connections each cell)

Connections

Complexity of the brain

2

Page 3: Network dynamics and functional connectivity in neuronal

Why is it important to decode the neuronal information ?

Reverse engineering the brain

Information flow

3

Page 4: Network dynamics and functional connectivity in neuronal

Paralysed woman moves robot with her mind

4

Video 1 https://www.youtube.com/watch?v=ogBX18maUiM

Page 5: Network dynamics and functional connectivity in neuronal

1. Neuronal networks coupled to Micro-electrode arrays (MEAs)

2. Engineered networks coupled to MEA display complex and specific dynamics

3. Interplay between connectivity and network dynamics

Outline

5 4. Electrical stimulation on MEA evokes network plasticity

Page 6: Network dynamics and functional connectivity in neuronal

Primary cultures of rat neurons

Time(s) 20 40 60 0

0

30

60

Network burst / Network Spike / Up state el

5 cm

1.64 mm

~ 1

50

0 ce

lls/mm

2

Micro-Electrode Arrays (MEAs)

Neuronal networks coupled to MEA

6

Adapted from Poli et al., Frontiers in Neural Circuits, 2015

Page 7: Network dynamics and functional connectivity in neuronal

Electrophysiological activity of neuronal networks coupled to micro-electrode array

7

Page 8: Network dynamics and functional connectivity in neuronal

Rat neurons grown on a computer chip fly a simulated aircraft

8

Video 2 https://www.youtube.com/watch?v=1w41gH6x_30

https://www.youtube.com/watch?v=NZihD9QGqMs

Robot controlled by neurons

Page 9: Network dynamics and functional connectivity in neuronal

Great variability of activity patterns

Experimental Evidence: Cortical networks exhibit different patterns of activity at the same degree of development

Scientific Question: How neuronal connectivity shapes dynamics (and vice-versa) ?

9

Page 10: Network dynamics and functional connectivity in neuronal

Homogeneous vs. Interconnected networks

= 147.5 m 7.1 m

Number of neurons per drop 60

Patterned (DIV 21)

Homogeneous (DIV 21)

100 m

Interconnected nets

200 m

Homogeneous nets

10 Macis E. et al., J. Neurosci. Meth., 2007 Massobrio & Martinoia, J. Neural Eng., 2008

Page 11: Network dynamics and functional connectivity in neuronal

Cortical (Cx) cells Thalamic cells

Different signal features

Different signal features

Homogeneous vs. Heterogeneous networks

11 Kanagasabapathi T. et al., J. Neural Eng., 2012

Page 12: Network dynamics and functional connectivity in neuronal

The history behind the b-27 media system

12

Video 3 https://www.youtube.com/watch?v=xQBkyo0yuzM

Page 13: Network dynamics and functional connectivity in neuronal

Co-cultured neurons

Hippocampal tri-synaptic loop

EC

DG

Axonal inputs

Two-chambers on MEA60

Poli D. et al., J. Neural Eng., 2018

Coding of memory in engineered heterogeneous and interconnected neuronal networks reconstructed from

hippocampus

13

Page 14: Network dynamics and functional connectivity in neuronal

In vitro hippocampal networks ascribe functions for encoding episodic memories: Pattern Separation of EC axonal inputs

transmitted via microtunnels into DG

Co-cultured neurons

EC

DG

Axonal inputs

14 Poli D. et al., J. Neural Eng., 2018

Page 15: Network dynamics and functional connectivity in neuronal

Pattern Separation of EC axonal inputs and

Pattern Completion in CA3

15 Poli D. et al., J. Neural Eng., 2018

Page 16: Network dynamics and functional connectivity in neuronal

Axonal transmission between each pair of four stages of the EC-DG-CA3-CA1 circuit

EC DG

CA3 CA1

30 μm

Four-chambers on MEA120

Hippocampal tri-synaptic loop

Poli D. et al., GNB 2018 16

Page 17: Network dynamics and functional connectivity in neuronal

17

High-density MEAs with large number of electrodes would certainly provide a better picture.

The high spatial resolution of high-density MEAs, would allow a more thorough investigation of the topological architectures of neuronal assemblies

60 el.

120 el.

252 el.

4096 el. low density

80–200 cell/mm2

4096 el. high density

350–1200 cell/ mm2

Pastore et al., Frontiers in Neuroinformatics, 2016

1 mm

Page 18: Network dynamics and functional connectivity in neuronal

2D vs. 3D neuronal assemblies (1)

18 Frega M. et al., Sci. Rep. 2014

Page 19: Network dynamics and functional connectivity in neuronal

2D vs. 3D neuronal assemblies (2)

3D neuronal assemblies show network burst and random spikes: In vivo like!

19

Frega M. et al., Sci. Rep. 2014

Page 20: Network dynamics and functional connectivity in neuronal

Interplay between connectivty and network dynamics

20

Poli et al., Frontiers in Neural Circuits, 2015

Page 21: Network dynamics and functional connectivity in neuronal

Topological network properties during development

21

Poli et al., Frontiers in Neural Circuits, 2015

Page 22: Network dynamics and functional connectivity in neuronal

22

MEA technology can displays specific evoked network responses (#1)

Neuronal dynamics evoked by electrical stimulation for studying signal processing and network plasticity

Video 4 https://www.youtube.com/watch?v=eyfN6TPlLts

Page 23: Network dynamics and functional connectivity in neuronal

23

Neuronal dynamics evoked by high-frequency stimulation (single tetanus) show a mixture of increased and descreased activity

Jimbo et al., Biophysical Journal, 1999

Page 24: Network dynamics and functional connectivity in neuronal

24

What about different protocols of tetanic stimulation?

Poli and Massobrio, Physical Biology, 2018 Chiappalone et al., European_Journal_of_Neuroscience , 2008

Spontaneous activity pre-test stim.1

Activity evoked by test stim.1

Activity evoked by 50 stimuli (test stim.1) at on electrode in 600 ms

after stimulation

PSTH (600 ms after stimulation) for the same channel (top)

Early phase

late phase

20 bursts at 0.2 Hz, each with 11 pulses at an intraburst of 20 Hz

1 Hz 0.2 Hz

0.2 Hz

Time(s) Time(s)

Page 25: Network dynamics and functional connectivity in neuronal

25

Pre-tetanus (ST)

Post-tetanus (ST)

Pre-tetanus (ISO)

Post-tetanus (ISO)

ST

ISO

Pre-tetanus (IN)

Post-tetanus (IN)

Pre-tetanus (OUT)

Post-tetanus (OUT)

PSTHs from one channel example for each protocol

IN

OUT

Chiappalone et al., European_Journal_of_Neuroscience , 2008

Different protocols of tetanic stimulation evoke network plasticity (depression or potentiation )

Page 26: Network dynamics and functional connectivity in neuronal

26

GENERAL OBSERVATIONS: Why is it important to study the stimulation effects on neuronal dynamics ? What’s its application in our life?

Video 5 https://www.youtube.com/watch?v=kWAVOhl9OFk

Video 6 https://www.youtube.com/watch?v=0F1Ey654LJk

Page 27: Network dynamics and functional connectivity in neuronal

Summary

1. Reverse engineering the brain.

2. Neuronal networks coupled to MEAs show great variability of activity patterns.

3. Engineering networks with different neuronal organization show complex and specific dynamics.

4. Strong interplay between connectivity and networks dynamics.

5. Strong interplay between functional and structural connectivity

6. High-frequency electrical stimulation evokes synaptic plasticity

7. Possible application: Deep Brain Stimulation (DBS) 27