Cognitive Neuroscience Methods Jody Culham Neuroscience 500 January 11, 2006.

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Presentation transcript:

Cognitive Neuroscience Methods Jody Culham Neuroscience 500 January 11, 2006

Key Questions What is cognitive neuroscience? What methods are available for cognitive neuroscience? Briefly, how does PET work? What are the differences between anatomical and functional MRI? How does the BOLD signal indirectly measure brain activity? What are some of the issues relating neuronal processing to the BOLD signal? What can we learn from neuroimaging?

Readings Chapter 4. The Methods of Cognitive Neuroscience. In Cognitive Neuroscience: The Biology of the Mind (2 nd ed.), M. S. Gazzaniga, R. B. Ivry & G. R. Mangun (Eds.). Cohen, M. S., & Bookheimer, S. (1994). Localization of brain function using magnetic resonance imaging. Trends in Neuroscience, 17, Available online at: fMRI appears as SˇMRI

Part I Cognitive Neuroscience

Cognitive Neuroscience the application of multiple techniques to study the neural basis of behavior and thought study of brain-mind relationship multidisciplinary: psychology, biology & physiology, philosophy, physics, math, computer science… converging techniques greater emphasis on humans than behavioral neuroscience in general greater emphasis on the brain than cognitive psychology term coined in late 1970s but didn’t take off till advent of neuroimaging in 1980s and 1990s

The CogNeuro Toolkit No brain needed Cognitive Psychology Computer Modelling Brain needed Single Neuron Recording Electroencephalography (EEG) –Event-related Potentials (ERPs) Magnetoencephalography (MEG) Neuropsychology Functional Neuroimaging –Positron Emission Tomography (PET) –Functional Magnetic Resonance Imaging (fMRI)

Cognitive Psychology the psychological study of mental processes popular in 1960s and 1970s highly influenced by computational theories

Cognitive Psychology big on reaction times example: Stroop paradigm –name the color of the ink that each item is printed in

Cognitive Psychology big on “box drawing” cognitive neuroscience places greater emphasis on linking “boxes” (modules) to brain mechanisms

Computational Modelling

Gazzaniga, Ivry & Mangun, Cognitive Neuroscience Spatial and Temporal Resolution

Single-Neuron Recording Stick a thin electrode into an animal’s brain (rat, cat, monkey) record action potentials from a single neuron measure neuronal firing under a range of conditions Example: Head direction neuron in limbic system

EEG (electroencephalography) Measure voltage differences with electrodes placed on the scalp “Like holding a microphone over a stadium”

EEG (electroencephalography) Waveforms vary with brain statesEpileptic seizure

Event-related Potentials (ERPs)

Neuropsychological Patients Determine the performance deficits of patients who have lesions (brain damage) to a specific part of the brain Example: Broca’s aphasia –damage to left frontal cortex  speech deficits

The Brain Before fMRI (1957) Polyak, in Savoy, 2001, Acta Psychologica fMRI for Dummies

MT V1 intermediate A temporary disruption to human MT interferes with motion perception (Beckers & Zeki, 1995) Transcranial Magnetic Stimulation (TMS)

Part II Functional Neuroimaging

Why does brain imaging work ? Functional specialization is often segregated Neural organization is modular at many levels Within a functional region there can be populations that code for different features Brodmann’s areasOcular dominance columns

The Man Who Could Hear His Brain Walter K, 1927 Whenever he opened his eyes, a gurgling sound could be heard at the back of his skull

Positron Emission Tomography (PET) radioactive isotopes emit positrons positrons collide with electrons, emitting two photons (gamma rays) in opposite directions detectors surrounding brain register simultaneous photons and compute likely source

PET Most cognitive studies are done with H 2 15 O labelled water via I.V. injection radioactive oxygen absorbed throughout body regions of brain with highest blood flow will have increased concentrations of radioactive oxygen resolution of several mm

PET Compares regional cerebral blood flow (rCBF) between states A modern PET scanner integrates over s Need to wait a number of half-lives before next injection

MRI studies brain anatomy. Functional MRI (fMRI) studies brain function. MRI vs. fMRI Source: Jody Culham’s fMRI for Dummies web sitefMRI for Dummies

Brain Imaging: Anatomy Photography CAT PET MRI Source: modified from Posner & Raichle, Images of Mind

Recipe for MRI 1) Put subject in big magnetic field (leave him there) 2) Transmit radio waves into subject [about 3 ms] 3) Turn off radio wave transmitter 4) Receive radio waves re-transmitted by subject – Manipulate re-transmission with magnetic fields during this readout interval [ ms: MRI is not a snapshot] 5) Store measured radio wave data vs. time – Now go back to 2) to get some more data 6) Process raw data to reconstruct images 7) Allow subject to leave scanner (this is optional) Source: Robert Cox’s web slidesRobert Cox’s web slides fMRI for Dummies

anatomical MRI Gray matter is gray White matter is white CSF is black Fast flowing vessels are white 860 microns in-plane 2.5 mm slice. oblique, co-linear with functional planes. 256x256x64 in 5 minutes. Different Tissues, Different Intensities

Necessary Equipment Magnet very strong magnetic field Gradient Coil enables spatial encoding Radio Frequency Coil receives and transmits radio frequencies Source for Photos: Joe Gati RF Coil 4T magnet gradient coil (inside) fMRI for Dummies

x 80,000 = Robarts Research Institute 4T The Big Magnet Source: Very strong 1 Tesla (T) = 10,000 Gauss Earth’s magnetic field = 0.5 Gauss 4 Tesla = 4 x 10,000  0.5 = 80,000X Earth’s magnetic field Continuously on Main field = B0 B0B0 fMRI for Dummies

Metal is a Problem! Source: Source: flying_objects.html Source: Jody Culham’s fMRI for Dummies web sitefMRI for Dummies “Large ferromagnetic objects that were reported as having been drawn into the MR equipment include a defibrillator, a wheelchair, a respirator, ankle weights, an IV pole, a tool box, sand bags containing metal filings, a vacuum cleaner, and mop buckets.” -Chaljub et al., (2001) AJR

MRI vs. fMRI  neural activity   blood oxygen   fMRI signal MRIfMRI one image many images (e.g., every 2 sec for 5 mins) high resolution (1 mm) low resolution (~3 mm but can be better) fMRI Blood Oxygenation Level Dependent (BOLD) signal indirect measure of neural activity … Source: Jody Culham’s fMRI for Dummies web sitefMRI for Dummies

fMRI Setup

fMRI Activation Time  Brain Activity Source: Kwong et al., 1992 Flickering Checkerboard OFF (60 s) - ON (60 s) -OFF (60 s) - ON (60 s) - OFF (60 s)

Statistical Map superimposed on anatomical MRI image ~2s Functional images Time Condition 1 Condition 2... ~ 5 min Time fMRI Signal (% change) ROI Time Course Condition Activation Statistics Region of interest (ROI) Source: Jody Culham’s fMRI for Dummies web sitefMRI for Dummies

PET vs. fMRI fMRI does not require exposure to radiation –fMRI can be repeated fMRI has better spatial and temporal resolution –requires less averaging –can resolve brief single events MRI is becoming very common; PET is specialized MRI can obtain anatomical and functional images within same session PET can resolve some areas of the brain better in PET, isotopes can tagged to many possible tracers (e.g., glucose or dopamine) PET can provide more direct measures about metabolic processes

Deoxygenated Blood  Signal Loss Oxygenated blood? No signal loss… Deoxygenated blood? Signal loss!!! Images from Huettel, Song & McCarthy, 2004, Functional Magnetic Resonance Imaging fMRI for Dummies

Hemoglobin Figure Source, Huettel, Song & McCarthy, 2004, Functional Magnetic Resonance Imaging fMRI for Dummies

BOLD Time Course fMRI for Dummies

Stimulus to BOLD Source: Arthurs & Boniface, 2002, Trends in Neurosciences fMRI for Dummies

Neural Networks fMRI for Dummies

Post-Synaptic Potentials The inputs to a neuron (post-synaptic potentials) increase (excitatory PSPs) or decrease (inhibitory PSPs) the membrane voltage If the summed PSPs at the axon hillock push the voltage above the threshold, the neuron will fire an action potential fMRI for Dummies

Even Simple Circuits Aren’t Simple Will BOLD activation from the blue voxel reflect: output of the black neuron (action potentials)? excitatory input (green synapses)? inhibitory input (red synapses)? inputs from the same layer (which constitute ~80% of synapses)? feedforward projections (from lower-tier areas)? feedback projections (from higher-tier areas)? Lower tier area (e.g., thalamus) Middle tier area (e.g., V1, primary visual cortex) Higher tier area (e.g., V2, secondary visual cortex) … gray matter (dendrites, cell bodies & synapses) white matter (axons) fMRI for Dummies

BOLD Correlations Local Field Potentials (LFP) reflect post-synaptic potentials similar to what EEG (ERPs) and MEG measure Multi-Unit Activity (MUA) reflects action potentials similar to what most electrophysiology measures Logothetis et al. (2001) combined BOLD fMRI and electrophysiological recordings found that BOLD activity is more closely related to LFPs than MUA Source: Logothetis et al., 2001, Nature fMRI for Dummies

Comparing Electrophysiolgy and BOLD Data Source: Disbrow et al., 2000, PNAS Figure Source, Huettel, Song & McCarthy, Functional Magnetic Resonance Imaging fMRI for Dummies

fMRI Measures the Population Activity population activity depends on –how active the neurons are –how many neurons are active manipulations that change the activity of many neurons a little have a show bigger activation differences than manipulations that change the activation of a few neurons a lot –attention  activity –learning  activity fMRI may not match single neuron physiology results Verb generation Verb generation after 15 min practice Raichle & Posner, Images of Mind cover image Ideas from: Scannell & Young, 1999, Proc Biol Sci fMRI for Dummies

Vasculature Source: Menon & Kim, TICS fMRI for Dummies

Macro- vs. micro- vasculature Capillary beds within the cortex. fMRI for Dummies “brain vs. vein” debate

The Concise Summary We sort of understand this (e.g., psychophysics, neurophysiology) We sort of understand this (MR Physics) We’re clueless here! fMRI for Dummies

moving bodiesfaces objects static bodies grasping motion perception motion near head orientation selectivity memory scenes motor control reaching and pointing touch retinotopic visual maps eye movements executive control Many Brain Areas

What have we learned from fMRI? we can study human brain at a finer scale –identification of dozens of specialized brain areas –comparisons with other species we have generated more plausible models of brain function –constrain theories of cognition and computational models we have a clearer understanding of uniquely human functions –e.g., language, calculation, reasoning, tool use –social cognitive neuroscience we can study the correlation between brain and behavior we can extract general organizational principles effect of experience

Combinations of Techniques fMRI + neuropsychology –what’s damaged? –what’s spared? fMRI + ERP/MEG –fMRI tells you where –ERP/MEG tells you when fMRI + electrophysiology –deciphering the BOLD signal –tells you where to plant electrodes –clearer interspecies comparisons

Hot Stuff event-related fMRI –see activation for a single trial –categorize trials based on performance fMRI adaptation –e.g., can the face area tell the difference between different views, different emotions or different individuals? Higher activation at time of encoding for words that are later remembered vs. forgotten Wagner et al., 1998, Science

Future Stuff diffusion tensor imaging (DTI) and functional connectivity use DTI to determine anatomical connections use multivariate stats to examine interrelationships between brain areas imaging genomics correlations between genes, brain activity and behavior