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Measuring plasticity with MRI in humans
Giorgia Silani, Claus Lamm, Tania Singer
Frontiers in Social Neuroscience and Neuroeconomics
Ways to measure it in vivo (in humans)Ways to measure it in vivo (in humans)
Mechanisms of neuroplasticityMechanisms of neuroplasticity
What is ‘plasticity’ and (why) is it important?
Mental training of compassion – feedback and discussionMental training of compassion – feedback and discussion
(plastos) - ‚capable of being molded‘Neuroplasticity:
the capacity of the nervous system to modify its organizationchanges in the structure and function of the brain as a result of experience
Intrinsic aspect of the (human) nervous system: „plasticity is not an occasional state, but the normal ongoing state throughout the lifespan“ (Pascual-Leone et al., 2005)
interface of nature and nurture‚equipment‘ with a basic machinery‚meets‘ environments acting on that machinery (or not)
‚use it or lose it‘
(you can always get it back later, if you are willing to payfor it)
Goals of neuroplasticity research: identifywhich behaviors can be changedhow they can be changedwhen they can be changed
important: developmental aspects
Lenroot & Giedd, Neurosci Biobehav Rev 2006 Huttenlocher & Dabholkar, J Comp Neurol 1997
Neuroplasticonomics?
decision making:complex behavior, requiring basic perceptual, cognitive, affective, social, and motor skills
All these aspects can be trained and shaped
Neuroplasticonomics?Public goods game and training to cooperate?
Increased motivation to cooperate
replaces necessity of punishment?
Ubiquitous phenomenon in daily lifeSensory and motor representations – clinical aspects
recovery after stroke Anton Räderscheidt, recoveringfrom hemispatial neglect
Sensory and motor representations – clinical aspectsNeural reorganization in sensory deprived people (blind, deaf)
Büchel al., Brain 1998
Letter Reading: sighted
Braille reading: blind
‚Visual‘ activity in auditory cortex in deaf people
Finney et al., Nature 2001
neuroplasticity in complex motor-skills
Pantev et al., Ann NY Acad Sci 2001(adapted from Elbert, Science 1995)
Pascual-Leone et al., Annu Rev Neurosci 2005
hMT/V5
The dark side of neuroplasticity ...
Elbert et al., Neuroreport 1998
+ various perceptual deficits in deaf and blind participants+ lack of plasticity in highly trained skills+ decline of plasticity across the lifespan
Changes in „connectivity“ between neuronsHebbian learning: „cells that fire together, wire together“Substrate: synaptic modifications
Ramón y Cajal, 1911
Spines
Enriched environments and synaptogenesis
Johansson & Belichenko, J Cereb Blood Flow Metab 2001
Effects of living in enriched environmenton number of synapses
Standard environment Enriched environment
‚spontaneous‘ synaptogenesis (and elimination)
Trachtenberg et al., Nature 2002
no specific training or intervention!
Neuronal plasticity is fundamental property of nervous systemBrain is less ‚hard-wired‘ as we (used to) thinkmainly based on changes of synapses (synaptogenesis & elimination)Persistent and temporary changes have to be taken into account as an inherent property of the system(s) we investigate
General considerationsStructural changes
Morphometry – grey matterDiffusion-tensor Imaging (DTI) – white matter
Functional changesfMRI
Functional segregation/localizationEffective connectivity (DCM)
intervention
‚Control‘
Time 1 Time 2
Intervention: short-term vs. long-term
McGonigle et al., NeuroImage 2000
General considerations Challenges
reliability of measurementscross-sectional: selection effects
Effect of training or was he better to begin with?
General considerations Challenges
reliability of measurementscross-sectional: selection effectsinterventional: drop-outs/compliance
Draganski et al., Nature 2002
General considerationsStructural changes
Morphometry – grey matterDiffusion-tensor Imaging (DTI) – white matter
Functional changesfMRI
Functional segregationEffective connectivity (DCM)
General considerationsStructural changes
Morphometry – grey matterDiffusion-tensor Imaging (DTI) – white matter
Functional changesfMRI
Functional segregationEffective connectivity (DCM)
Functional changes – fMRI ‚localization‘‚conventional‘ approach – intervention-related differencesExample: effects of ‚meditation training‘ on attention
Cross-sectional design
Brefczynski-Lewis et al., PNAS 2007
Response to distractor sounds
vs.
Areas associated with goal-directed attention more active in expertsAreas associated with self-related thought more active in novices
Changes in effective connectivity – the idea From localizing assessment of changes (where? How much?)to changes in (mechanistic) interaction between brain areas
(„how“)
Changes in effective connectivity – the idea Rejection of unfair offers un ultimatum game (Knoch et al.) :Connectity between rDLPFC and mOFC
Modulation by ‚fairness-training‘? ‚self-interest‘ training?
Changes in effective connectivityIncidental learning of co-occurence of two stimuli (sound and visual
stimulus) modeled using Rescorla-Wagner model
Den Ouden et al., Cereb Cortex 2008
Distractors have probabilistic relationship that can be (incidentally) learnedfor example:
p = 0.8
p = 0.2
Changes in effective connectivityIncidental learning of co-occurence of two stimuli (sound and visual
stimulus) modeled using Rescorla-Wagner model
Surprise-related activation
Changes in effective connectivityIncidental learning of co-occurence of two stimuli (sound and visual
stimulus) modeled using Rescorla-Wagner modelEff. connectivity between auditory and visual areas
Surprise upregulates V1No-surprise downregulates it
Changes in effective connectivity – the idea Rejection of unfair offers un ultimatum game (Knoch et al.) :Connectivity between rDLPFC and mOFC
Modulation by ‚fairness-training‘? ‚self-interest‘ training?
Summarystructural and functional neuroplastic changes can be assessed using MRI/fMRI and a variety of other methods (EEG/ERPs, TMS, behavioral ...)Variety of challenges and open questions
On level of methods – what do/can they measure?On level of mechanisms – what changes? How much change is possible? How much change is spontaneous?
SummaryNeuroplasticity approach as a complement to ‚lesion‘ model: train (‚add‘) function instead of disturbing it insights into function of system Interface nature-nurture: combine with genetics and pharmacological interventions
Basic question: how plastic is the human mind?Scientific question: from ‚how does it work‘ to
‚how can we change the way it works‘?
How does prolonged mental training of compassion affect individual and social behavior?
Does it have positive effects on prosocial behavior (cooperation, helping, altruism)?
Basic design: interventional, three groupscompassioncompassion
trainingtraining
emotion emotion regulationregulation
controlcontrol(memory)(memory)
timetime
‚group retreat‘
individual training
individual training (cont‘d)
T1T1(pre)(pre)
T2T2 T3T3 T4T4(post)(post)
T5T5Follow-upFollow-up
Methods/levels of observation: psychoneuroendocrinologybehaviorneural (fMRI)well-being, ...
Tasks - changes in ...Individual behavior in non-social and socials contexts?Social/prosocial behavior?
What would convince/be of interest for economists?