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Understanding the brain: a work in progress

Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

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Page 1: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Understanding the brain: a work in progress

Page 2: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

The brain performs an incredible range of functions

• Controls body functions and motivates us to obtain appropriate resources to maintain life

• Movement• Detect and interpret sensory information and

social cues• Attend to specific things rather than others• Learn and remember information and integrate it

with past knowledge• Guide behaviour through emotional responses • Generate conscious awareness of the external

environment, self and others

Page 3: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 4: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 5: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 6: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

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Page 7: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

High speed supercomputers 2000-2010• 2000 IBM ASCI White 7.226 TFLOPS

DoE-Lawrence Livermore National Laboratory USA • 2002 NEC Earth Simulator 35.86 TFLOPS

Earth Simulator Center, Japan • 2004 IBM Blue Gene/L 70.72 TFLOPS DoE/IBM • 2005 136.8 TFLOPS DoE/U.S. National Nuclear

Security, Lawrence Livermore National Laboratory 280.6 TFLOPS

• 2007/8 478.2 TFLOPS IBM Roadrunner 1.026 PFLOPS DoE-Los Alamos National Laboratory 1.105 PFLOPS

• 2009 Cray Jaguar 1.759 PFLOPS DoE-Oak Ridge National Laboratory, USA

Page 8: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

IBM Sequoia Supercomputer

20 PFLOPS speed1.6 PFLOPS memory318m296 racks7megawatts

Page 9: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Neurons

Page 10: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 11: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Neuroglial cellsAstrocytes - anchor neurons to blood vessels and transport of nutrients/ waste. Have receptors, produce growth factors and modulate synaptic transmission. Signal to one another via gap junctions using calcium. Microglia - defence against pathogens and monitor the condition of neurons. Ependymal cells - line the fluid-filled cavities in brain and spinal cord. Produce, transport, and circulate the cerebrospinal fluid. Oligodendrocytes- produce the myelin sheath in the CNS which insulates and protects axons.

Page 12: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

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The molecular brain!

Page 13: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Major subdivisions of the brain

Page 14: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Reticular activating system

Page 15: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Neural plasticityNeural plasticity

Learning – turning the gain up and the noise down

Page 16: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Imitating the actions of others (mirror neurons)

Control Autistic

Page 17: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

How is information represented in the brain?

Page 18: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Advantages/disadvantages of spatial encoding

Page 19: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

pre-stimulus during stimulus

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B

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DABC

Correlation and pattern changes

Advantages and disadvantages of temporal encoding

Page 20: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

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Page 21: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

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Page 22: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

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Page 23: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Combined spatial and temporal encoding

•Most robust solution, allowing brains to be a reasonable size

•Makes it easier to both separate, integrate and decode information

Page 24: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

The Sensory Brain

Page 25: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Sensory maps - vision

Page 26: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Sensory maps - hearing

Page 27: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Somatosensory and motor maps

Page 28: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

The somatosensory homunculus

Page 29: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Integration of sensory information

• Multisensory brain areas• One sense can influence interpretation of

another one (see a mouth shape the word “bait” and hear the word “gate”, you think you hear “date”) – McGurk Illusion

• Facial expressions, even if not consciously perceived, modify the perception of emotion in the voice of the speaker

Page 30: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

The brain as an interpreter

Illusions

Page 31: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Synaesthesia

Page 32: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Synaesthesia

Page 33: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Synaesthesia

Page 34: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Synaesthesia

We may all start offexperiencing the world through synaesthesia

Page 35: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 36: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Neural encoding of faces

"Who are you?", "how do you feel?"

"do i like you"?” Answers in <300

milliseconds!

Page 37: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Face processing in the brain

Page 38: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Face processing in the brain

Page 39: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Single cell vs population encoding

Page 40: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Quian-Quiroga et al (2005) Nature

Page 41: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Andrews et alJ Neurosci (2010)

Page 42: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

The brain as an interpreter

Page 43: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Encoding face identity and face emotion cues simultaneously

Page 44: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Operant discrimination between different faces

Face discrimination learning

Page 45: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 46: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 47: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Brain rhythms and face recognition learning

30-120Hz

4-8Hz

Page 48: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Coupling between fast and slow oscillations (theta and gamma)

Page 49: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Phase locking between IT neuronal activity and theta

Page 50: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

>75% of IT electrodes show coupling between theta phase and gamma amplitude

I 5µV

Page 51: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Correlations between discriminationperformance and altered theta/gamma activity

Page 52: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Neural network models

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Theta ↑Gamma ↓

Gamma ↑Theta ↓

Page 53: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Decreased synchronization as theta/gamma ratio increases

Downstream neuron

Model IT

Page 54: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Excitatoryneurons

Synch(1) De-synch

(2)

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Output

(1) (2)

How desynchronization alone can produce potentiation

Page 55: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Excitatoryneurons

Synch(1) De-synch

(2)

Downstreamneuron

Output

(1) (2)

How desynchronization alone can produce potentiation

Page 56: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 57: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Excitatoryneurons

Synch(1) De-synch

(2)

Downstreamneuron

Output

(1) (2)

How desynchronization alone can produce potentiationDecorrelation reduces noise

Page 58: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Decorrelation improves discriminability of patterns

Page 59: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate
Page 60: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

The problems of consciousness

• There is no single seat of consciousness in the brain

• Many things are processed without conscious awareness

• Often similar patterns of brain activation are seen when information is processed with or without conscious awareness

• There are different levels of consciousness• Individuals may be aware even when they show

no obvious signs of consciousness

Page 61: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Spatial imagery Motor imagery

Assessing conscious awareness in “vegetative state” brain damaged patients

Page 62: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Study found 10% of vegetative state patients could perform motor/spatial imagery tasks

Monti et al (2010)New Eng J Med

Page 63: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Using brain imaging to enable vegetative state patients to communicate

Monti et al(2010)New Eng J Med

Page 64: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

PP

Page 65: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Alkire et al (2008) Science

Effects of anaesthesia and sleep on cortical integration

Page 66: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Reduced unidirectional information flow and long distance connections, and increased short-loop feedback

Effects of deep anaesthesia on cortical processing

Page 67: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

How does consciousness emerge?

• Perhaps widespread and integrated flow of activity in the neocortex generates a metarepresentation.

• When information is processed unconsciously a metarepresentation does not form due to lack of integrated flow between cortical processing nodes.

Page 68: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Establishing functional connections in the brain using Granger causality

Page 69: Understanding the brain: a work in progress. The brain performs an incredible range of functions Controls body functions and motivates us to obtain appropriate

Future progress

• Stronger links between mathematicians, computer scientists and neuroscientists

• A greater emphasis on revealing key functional connectivity changes in the brain

• Provide a better understanding of temporal/patterning aspects of neural encoding

• Further advances in technologies for measuring the activity of the working brain