Brain connectomes in youth at risk for serious mental illness: an exploratory analysis

被引:3
|
作者
Metzak, Paul D. [1 ]
Shakeel, Mohammed K. [1 ,2 ,3 ]
Long, Xiangyu [4 ,5 ,6 ]
Lasby, Mike [1 ,7 ]
Souza, Roberto [1 ,7 ]
Bray, Signe [4 ,5 ,6 ]
Goldstein, Benjamin, I [8 ,9 ,10 ]
MacQueen, Glenda [1 ]
Wang, JianLi [11 ]
Kennedy, Sidney H. [12 ,13 ,14 ,15 ,16 ]
Addington, Jean [1 ]
Lebel, Catherine [4 ,5 ,6 ]
机构
[1] Univ Calgary, Hotchkiss Brain Inst, Dept Psychiat, Calgary, AB, Canada
[2] St Marys Univ, Dept Psychol, Calgary, AB, Canada
[3] Mathison Ctr, 3280 Hosp Dr NW, Calgary, AB T2N 4Z6, Canada
[4] Univ Calgary, Dept Radiol, Calgary, AB, Canada
[5] Alberta Childrens Prov Gen Hosp, Dept Radiol, Res Inst, Calgary, AB, Canada
[6] Dept Radiol, Child & Adolescent Imaging Res Program, Calgary, AB, Canada
[7] Univ Calgary, Dept Elect & Software Engn, Calgary, AB, Canada
[8] Ctr Addict & Mental Hlth, Ctr Youth Bipolar Disorder, Toronto, ON, Canada
[9] Univ Toronto, Fac Med, Dept Psychiat, Toronto, ON, Canada
[10] Univ Toronto, Fac Med, Dept Pharmacol, Toronto, ON, Canada
[11] Dalhousie Univ, Fac Med, Dept Community Hlth & Epidemiol, Halifax, NS, Canada
[12] Univ Hlth Network, Dept Psychiat, Toronto, ON, Canada
[13] St Michaels Hosp, Dept Psychiat, Toronto, ON, Canada
[14] St Michaels Hosp, Suicide & Depress Studies, Toronto, ON, Canada
[15] St Michaels Hosp, Li Ka Shing Knowledge Inst, Toronto, ON, Canada
[16] Univ Hlth Network, Krembil Res Inst, Toronto, ON, Canada
关键词
Transdiagnostic risk; Connectome; Structural connectivity; Functional connectivity; PROCAN; Major depressive disorder; Constrained spherical deconvolution; Resting-state fMRI; Linear support vector machine; STATE FUNCTIONAL CONNECTIVITY; MOTION CORRECTION; DEPRESSION; ORGANIZATION; DISORDER; PSYCHOPATHOLOGY; DIAGNOSIS; TOPOLOGY; MODEL;
D O I
10.1186/s12888-022-04118-4
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Background Identifying early biomarkers of serious mental illness (SMI)-such as changes in brain structure and function-can aid in early diagnosis and treatment. Whole brain structural and functional connectomes were investigated in youth at risk for SMI. Methods Participants were classified as healthy controls (HC; n = 33), familial risk for serious mental illness (stage 0; n = 31), mild symptoms (stage 1a; n = 37), attenuated syndromes (stage 1b; n = 61), or discrete disorder (transition; n = 9) based on clinical assessments. Imaging data was collected from two sites. Graph-theory based analysis was performed on the connectivity matrix constructed from whole-brain white matter fibers derived from constrained spherical deconvolution of the diffusion tensor imaging (DTI) scans, and from the correlations between brain regions measured with resting state functional magnetic resonance imaging (fMRI) data. Results Linear mixed effects analysis and analysis of covariance revealed no significant differences between groups in global or nodal metrics after correction for multiple comparisons. A follow up machine learning analysis broadly supported the findings. Several non-overlapping frontal and temporal network differences were identified in the structural and functional connectomes before corrections. Conclusions Results suggest significant brain connectome changes in youth at transdiagnostic risk may not be evident before illness onset.
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收藏
页数:18
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