Multi-site reproducibility of prefrontal-hippocampal connectivity estimates by stochastic DCM

被引:20
作者
Bernal-Casas, D. [1 ,2 ]
Balaguer-Ballester, E. [1 ,3 ]
Gerchen, M. P. [1 ,2 ]
Iglesias, S. [4 ,5 ]
Walter, H. [6 ]
Heinz, A. [6 ]
Meyer-Lindenberg, A. [1 ,7 ]
Stephan, K. E. [4 ,5 ,8 ,9 ]
Kirsch, P. [1 ,2 ]
机构
[1] Heidelberg Univ, Bernstein Ctr Computat Neurosci Heidelberg Mannhe, Cent Inst Mental Hlth, Mannheim, Germany
[2] Heidelberg Univ, Cent Inst Mental Hlth, Dept Clin Psychol, Mannheim, Germany
[3] Bournemouth Univ, Sch Design Engn & Comp, Poole BH12 5BB, Dorset, England
[4] Univ Zurich, Translat Neuromodeling Unit, Inst Biomed Engn, Zurich, Switzerland
[5] ETH, Zurich, Switzerland
[6] Charite, Dept Psychiat & Psychotherapy, D-13353 Berlin, Germany
[7] Heidelberg Univ, Dept Psychiat & Psychotherapy, Cent Inst Mental Hlth, Mannheim, Germany
[8] UCL, Wellcome Trust Ctr Neuroimaging, London, England
[9] Univ Zurich, Lab Social & Neural Syst Res SNS, Zurich, Switzerland
关键词
fMRI; Working memory; Effective connectivity; sDCM; PFC; HF; Schizophrenia; WORKING-MEMORY; FUNCTIONAL CONNECTIVITY; STRUCTURAL EQUATION; SCHIZOPHRENIA; DYSFUNCTION; CORTEX; INTEGRATION; MODEL; FMRI; DYSCONNECTIVITY;
D O I
10.1016/j.neuroimage.2013.05.120
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
This study examined the reproducibility of prefrontal-hippocampal connectivity estimates obtained by stochastic dynamic causal modeling (sDCM). 180 healthy subjects were measured by functional magnetic resonance imaging (fMRI) during a standard working memory N-Back task at three different sites (Mannheim, Bonn, Berlin; each with 60 participants). The reproducibility of regional activations in key regions for working memory (dorsolateral prefrontal cortex, DLPFC; hippocampal formation, HF) was evaluated using conjunction analyses across locations. These analyses showed consistent activation of right DLPFC and deactivation of left HF across all three different sites. The effective connectivity between DLPFC and HF was analyzed using a simple two-region sDCM. For each subject, we evaluated sixty-seven alternative sDCMs and compared their relative plausibility using Bayesian model selection (BMS). Across all locations, BMS consistently revealed the same winning model, with the 2-Back working memory condition as driving input to both DLPFC and HF and with a connection from DLPFC to HF. Statistical tests on the sDCM parameter estimates did not show any significant differences across the three sites. The consistency of both the BMS results and model parameter estimates indicates the reliability of sDCM in our paradigm. This provides a basis for future genetic and clinical studies using this approach., (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:555 / 563
页数:9
相关论文
共 56 条
[1]   Unified segmentation [J].
Ashburner, J ;
Friston, KJ .
NEUROIMAGE, 2005, 26 (03) :839-851
[2]   WORKING MEMORY [J].
BADDELEY, A .
SCIENCE, 1992, 255 (5044) :556-559
[3]   The cognitive neuroscience of schizophrenia [J].
Barch, Deanna M. .
ANNUAL REVIEW OF CLINICAL PSYCHOLOGY, 2005, 1 :321-353
[4]   Functional integration between the posterior hippocampus and prefrontal cortex is impaired in both first episode schizophrenia and the at risk mental state [J].
Benetti, Stefania ;
Mechelli, Andrea ;
Picchioni, Marco ;
Broome, Matthew ;
Williams, Steven ;
McGuire, Philip .
BRAIN, 2009, 132 :2426-2436
[5]   FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].
BISWAL, B ;
YETKIN, FZ ;
HAUGHTON, VM ;
HYDE, JS .
MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541
[6]   Generative Embedding for Model-Based Classification of fMRI Data [J].
Brodersen, Kay H. ;
Schofield, Thomas M. ;
Leff, Alexander P. ;
Ong, Cheng Soon ;
Lomakina, Ekaterina I. ;
Buhmann, Joachim M. ;
Stephan, Klaas E. .
PLOS COMPUTATIONAL BIOLOGY, 2011, 7 (06)
[7]   Physiological characteristics of capacity constraints in working memory as revealed by functional MRI [J].
Callicott, JH ;
Mattay, VS ;
Bertolino, A ;
Finn, K ;
Coppola, R ;
Frank, JA ;
Goldberg, TE ;
Weinberger, DR .
CEREBRAL CORTEX, 1999, 9 (01) :20-26
[8]   Superior Temporal Lobe Dysfunction and Frontotemporal Dysconnectivity in Subjects at Risk of Psychosis and in First-Episode Psychosis [J].
Crossley, Nicolas A. ;
Mechelli, Andrea ;
Fusar-Poli, Paolo ;
Broome, Matthew R. ;
Matthiasson, Pall ;
Johns, Louise C. ;
Bramon, Elvira ;
Valmaggia, Lucia ;
Williams, Steven C. R. ;
McGuire, Philip K. .
HUMAN BRAIN MAPPING, 2009, 30 (12) :4129-4137
[9]   An electrophysiological validation of stochastic DCM for fMRIe [J].
Daunizeau, J. ;
Lemieux, L. ;
Vaudano, A. E. ;
Friston, K. J. ;
Stephan, K. E. .
FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2013, 6
[10]   Stochastic dynamic causal modelling of fMRI data: Should we care about neural noise? [J].
Daunizeau, J. ;
Stephan, K. E. ;
Friston, K. J. .
NEUROIMAGE, 2012, 62 (01) :464-481