Title :
The schizophrenic brain: A broken hermeneutic circle. Some new insights and results
Author :
Érdi, Péter ; Bányai, Mihály ; Ujfalussy, Balázs ; Diwadkar, Vaibhav
Author_Institution :
Center of Complex Syst. Studies, Kalamazoo Coll., Kalamazoo, MI, USA
fDate :
July 31 2011-Aug. 5 2011
Abstract :
Schizophrenia is often regarded as a set of symptoms caused by impairments in the cognitive control in macro-networks of the brain. To investigate this hypothesis, an fMRI study involving an associative learning task was conducted with schizophrenia patients and controls. A set of generative models of the BOLD signal generation were defined to describe the interaction of five brain regions (Primary Visual Cortex, Superior Parietal and Inferior Temporal Cortex, Hippocampus and Dorsal Prefrontal Cortex) and the experimental conditions. The models were fitted to the data using Bayesian model inversion. The comparison of different model connectivity structures lead to the finding that in schizophrenia, there are significant impairments in backward connections from prefrontal cortex to hippocampal and temporal regions in patients. These findings fit very well with the predictions of a neuron network model of encoding-recall switching dynamics we have described previously.
Keywords :
biomedical MRI; brain; diseases; medical disorders; medical image processing; neural nets; neurophysiology; BOLD signal generation; Bayesian model inversion; associative learning task; brain macronetwork; brain region interaction; cognitive control impairments; dorsal prefrontal cortex; encoding-recall switching dynamics; fMRI study; generative model; hermeneutic circle; hippocampus; inferior temporal cortex; model connectivity structure; neuron network model; primary visual cortex; schizophrenia patient; schizophrenic brain; superior parietal cortex; Biological neural networks; Brain models; Computational modeling; Data models; Hippocampus; Mathematical model;
Conference_Titel :
Neural Networks (IJCNN), The 2011 International Joint Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-9635-8
DOI :
10.1109/IJCNN.2011.6033619