Abnormal Cortical Growth in Schizophrenia Targets Normative Modules of Synchronized Development

被引:87
作者
Alexander-Bloch, Aaron F. [1 ,2 ,3 ]
Reiss, Philip T. [4 ,5 ]
Rapoport, Judith [1 ]
McAdams, Harry [1 ]
Giedd, Jay N. [1 ]
Bullmore, Ed T. [2 ,6 ,7 ]
Gogtay, Nitin [1 ]
机构
[1] NIMH, Child Psychiat Branch, Bethesda, MD 20892 USA
[2] Univ Cambridge, Behav & Clin Neurosci Inst, Brain Mapping Unit, Cambridge, England
[3] Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USA
[4] NYU, Sch Med, New York, NY USA
[5] Nathan S Kline Inst Psychiat Res, New York, NY USA
[6] Cambridgeshire & Peterborough Natl Hlth Serv Fdn, Cambridge, England
[7] GlaxoSmithKline, Alternat Discovery & Dev, Stevenage, Herts, England
基金
英国医学研究理事会; 英国惠康基金; 美国国家卫生研究院;
关键词
Neuroimaging; penalized splines; psychosis; system; topology; SMOOTHING PARAMETER-ESTIMATION; BRAIN-DEVELOPMENT; FUNCTIONAL PRINCIPAL; NETWORK; REGRESSION; HANDEDNESS; CHILDHOOD; THICKNESS; METAANALYSIS; CORTEX;
D O I
10.1016/j.biopsych.2014.02.010
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: Schizophrenia is a disorder of brain connectivity and altered neurodevelopmental processes. Cross-sectional case-control studies in different age groups have suggested that deficits in cortical thickness in childhood-onset schizophrenia may normalize over time, suggesting a disorder-related difference in cortical growth trajectories. Methods: We acquired magnetic resonance imaging scans repeated over several years for each subject, in a sample of 106 patients with childhood-onset schizophrenia and 102 age-matched healthy volunteers. Using semiparametric regression, we modeled the effect of schizophrenia on the growth curve of cortical thickness in similar to 80,000 locations across the cortex, in the age range 8 to 30 years. In addition, we derived normative developmental modules composed of cortical regions with similar maturational trajectories for cortical thickness in typical brain development. Results: We found abnormal nonlinear growth processes in prefrontal and temporal areas that have previously been implicated in schizophrenia, distinguishing for the first time between cortical areas with age-constant deficits in cortical thickness and areas whose maturational trajectories are altered in schizophrenia. In addition, we showed that when the brain is divided into five normative developmental modules, the areas with abnormal cortical growth overlap significantly only with the cingulo-fronto-temporal module. Conclusions: These findings suggest that abnormal cortical development in schizophrenia may be modularized or constrained by the normal community structure of developmental modules of the human brain connectome.
引用
收藏
页码:438 / 446
页数:9
相关论文
共 78 条
[1]   Imaging structural co-variance between human brain regions [J].
Alexander-Bloch, Aaron ;
Giedd, Jay N. ;
Bullmore, Edward T. .
NATURE REVIEWS NEUROSCIENCE, 2013, 14 (05) :322-336
[2]   The Convergence of Maturational Change and Structural Covariance in Human Cortical Networks [J].
Alexander-Bloch, Aaron ;
Raznahan, Armin ;
Bullmore, Ed T ;
Giedd, Jay .
JOURNAL OF NEUROSCIENCE, 2013, 33 (07) :2889-+
[3]   The Anatomical Distance of Functional Connections Predicts Brain Network Topology in Health and Schizophrenia [J].
Alexander-Bloch, Aaron F. ;
Vertes, Petra E. ;
Stidd, Reva ;
Lalonde, Francois ;
Clasen, Liv ;
Rapoport, Judith ;
Giedd, Jay ;
Bullmore, Edward T. ;
Gogtay, Nitin .
CEREBRAL CORTEX, 2013, 23 (01) :127-138
[4]  
[Anonymous], CLUE CLUSTER ENSEMBL
[5]  
[Anonymous], 2003, Semiparametric Regression
[6]  
[Anonymous], 1994, Nonparametric Regression and Generalized Linear Models: A Roughness Penalty
[7]   Infragranular gene expression disturbances in the prefrontal cortex in schizophrenia: Signature of altered neural development? [J].
Arion, Dominique ;
Horvath, Szatmar ;
Lewis, David A. ;
Mirnics, Karoly .
NEUROBIOLOGY OF DISEASE, 2010, 37 (03) :738-746
[8]   Cognitive fitness of cost-efficient brain functional networks [J].
Bassett, Danielle S. ;
Bullmore, Edward T. ;
Meyer-Lindenberg, Andreas ;
Apud, Jose A. ;
Weinberger, Daniel R. ;
Coppola, Richard .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (28) :11747-11752
[9]   Adaptive linear step-up procedures that control the false discovery rate [J].
Benjamini, Yoav ;
Krieger, Abba M. ;
Yekutieli, Daniel .
BIOMETRIKA, 2006, 93 (03) :491-507
[10]   The economy of brain network organization [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2012, 13 (05) :336-349