Dynamic causal modelling

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Dynamic causal modelling (DCM) is a method for the interpretation of functional neuroimaging data developed in 2003. [1] It is implemented in SPM.

Functional neuroimaging

Functional neuroimaging is the use of neuroimaging technology to measure an aspect of brain function, often with a view to understanding the relationship between activity in certain brain areas and specific mental functions. It is primarily used as a research tool in cognitive neuroscience, cognitive psychology, neuropsychology, and social neuroscience.

A collection of scientific articles related to DCM can be found on the Wellcome Trust Centre for Neuroimaging website. [2]

The Wellcome Trust Centre for Neuroimaging at University College London is an interdisciplinary centre for neuroimaging research based in London, United Kingdom.

Related Research Articles

DCM may refer to:

Statistical parametric mapping or SPM is a statistical technique created by Karl Friston for examining differences in brain activity recorded during functional neuroimaging experiments using neuroimaging technologies such as fMRI or PET. It may also refer to a specific piece of software created by the Wellcome Department of Imaging Neuroscience to carry out such analyses.

Wellcome Sanger Institute British genomics research institute

The Wellcome Sanger Institute, previously known as The Sanger Centre and Wellcome Trust Sanger Institute, is a non-profit British genomics and genetics research institute, primarily funded by the Wellcome Trust.

Functional integration is the study of how brain regions work together to process information and effect responses. Though functional integration frequently relies on anatomic knowledge of the connections between brain areas, the emphasis is on how large clusters of neurons – numbering in the thousands or millions – fire together under various stimuli. The large datasets required for such a whole-scale picture of brain function have motivated the development of several novel and general methods for the statistical analysis of interdependence, such as dynamic causal modelling and statistical linear parametric mapping. These datasets are typically gathered in human subjects by non-invasive methods such as EEG/MEG, fMRI, or PET. The results can be of clinical value by helping to identify the regions responsible for psychiatric disorders, as well as to assess how different activities or lifestyles affect the functioning of the brain.

Institute of Psychiatry, Psychology and Neuroscience research school of Kings College London, England

The Institute of Psychiatry, Psychology and Neuroscience (IoPPN) is a research institution dedicated to discovering what causes mental illness and diseases of the brain. In addition, its aim is to help identify new treatments for them and ways to prevent them in the first place. The IoPPN is a school of King's College London, England, previously known as Institute of Psychiatry (IoP).

Christopher Donald Frith, is a psychologist and professor emeritus at the Wellcome Trust Centre for Neuroimaging at University College London, Visiting Professor at the Interacting Minds Centre at Aarhus University, Research Fellow at the Institute of Philosophy and Quondam Fellow of All Souls College, Oxford.

Read Montague is an American neuroscientist and popular science author. He is the director of the Human Neuroimaging Lab and Computational Psychiatry Unit at the Virginia Tech Carilion Research Institute in Roanoke, Virginia, where he also holds the title of the inaugural Virginia Tech Carilion Vernon Mountcastle Research Professor. Montague is also a professor in the department of physics at Virginia Tech in Blacksburg, Virginia. He also holds a Wellcome Trust Principal Research Fellowship at The Wellcome Trust Centre for Neuroimaging at University College London.

Jonathon Stevens "Jon" Driver, FMedSci, FBA was a psychologist and neuroscientist.

The UCL Centre for the History of Medicine (UCLCHM) was an academic research and teaching centre for the history of medicine at University College London (UCL) in London. It succeeded the Wellcome Trust Centre for the History of Medicine at UCL. The UCLCHM was founded in 2011, and from September 2011, it took over some of the former staff of the Wellcome Trust Centre at UCL, including four emeritus academic staff, six teaching staff, and associated staff in a number of other UCL departments.

UCL Queen Square Institute of Neurology

The UCL Queen Square Institute of Neurology is an institute within the Faculty of Brain Sciences of University College London (UCL) and is located in London, United Kingdom. Together with the National Hospital for Neurology and Neurosurgery, an adjacent facility with which it cooperates closely, the Institute forms a major centre for teaching, training and research in neurology and allied clinical and basic neurosciences.

The Centre for Gene Regulation and Expression, located within the School of Life Sciences, University of Dundee, pioneers new approaches in the field of gene expression and chromosome biology. Previously part of the Dundee Biocentre and receiving significant Wellcome Trust funding from 1995 onwards, it was awarded Wellcome Trust Centre status in 2008. Professor Tom Owen-Hughes is the Centre’s Director.

The Wellcome Trust Centre for the History of Medicine at UCL (2000-2012) was a research and teaching centre within University College London dedicated to the history of medicine. It was created through a grant from the Wellcome Trust, on the model of other Wellcome Trust Centres, as a national and international centre of excellence in its field. As a university department, it was administered by an internal governance committee chaired by the Centre's Director, who was in turn advised by an international committee of external academic specialists in the history of science and medicine; until 2009, the Director reported to the Dean of Life Sciences and a governing committee on which the dean also sat.

Karl John Friston FRS, FMedSci, FRSB, is a British neuroscientist and authority on brain imaging.

Professor Susan Rossell is a British researcher based at Swinburne University of Technology specialising in Neuropsychology and Neuroimaging. Originally from Nottingham, UK; she now resides in Melbourne, Australia. Her research on the neuropsychology of schizophrenia and body dysmorphic disorder is internationally recognised.

Richard Edward Passingham FRS is a British neuroscientist. He is an international authority on the frontal lobe mechanisms for decision making and executive control. He is amongst the most highly cited neuroscientists.

Dynamic causal modeling (DCM) is a framework for specifying models, fitting them to data and comparing their evidence using Bayesian model comparison. It uses nonlinear state-space models in continuous time, specified using stochastic or ordinary differential equations. DCM was initially developed for testing hypotheses about neural dynamics. In this setting, differential equations describe the interaction of neural populations, which directly or indirectly give rise to functional neuroimaging data e.g., functional magnetic resonance imaging (fMRI), magnetoencephalography (MEG) or electroencephalography (EEG). Parameters in these models quantify the directed influences or effective connectivity among neuronal populations, which are estimated from the data using Bayesian statistical methods.

Bayesian model reduction is a method for computing the evidence and posterior over the parameters of Bayesian models that differ in their priors. A full model is fitted to data using standard approaches. Hypotheses are then tested by defining one or more 'reduced' models with alternative priors, which usually – in the limit – switch off certain parameters. The evidence and parameters of the reduced models can then be computed from the evidence and estimated (posterior) parameters of the full model using Bayesian model reduction. If the priors and posteriors are normally distributed, then there is an analytic solution which can be computed rapidly. This has multiple scientific and engineering applications: these include scoring the evidence for large numbers of models very quickly and facilitating the estimation of hierarchical models.

Raymond Joseph Dolan is an Irish neuroscientist and the Mary Kinross Professor of Neuropsychiatry at University College London, where he was also the founding director of the Wellcome Trust Centre for Neuroimaging. In 2015 he presented the Paul B. Baltes Lecture at the Berlin-Brandenburg Academy of Sciences and Humanities. He was one of three recipients of the 2017 Brain Prize, along with Peter Dayan and Wolfram Schultz. He is a fellow of the Royal Society, the Academy of Medical Sciences, and the Association for Psychological Science. In 2016, he was ranked by Semantic Scholar as the second-most influential neuroscientist in the modern world, behind only his UCL colleague Karl Friston.

References

  1. Friston, KJ; Harisson L; Penny W (2003). "Dynamic causal modelling". NeuroImage. 19 (4): 1273–1302. doi:10.1016/S1053-8119(03)00202-7. PMID   12948688.
  2. "Wellcome Trust Centre for Neuroimaging". www.fil.ion.ucl.ac.uk. Retrieved 13 July 2017.