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Meta-Analysis
. 2022 Jan;43(1):352-372.
doi: 10.1002/hbm.25625. Epub 2021 Sep 8.

A meta-analysis of deep brain structural shape and asymmetry abnormalities in 2,833 individuals with schizophrenia compared with 3,929 healthy volunteers via the ENIGMA Consortium

Boris A Gutman  1   2 Theo G M van Erp  3   4 Kathryn Alpert  5 Christopher R K Ching  6 Dmitry Isaev  7 Anjani Ragothaman  8 Neda Jahanshad  6 Arvin Saremi  6 Artemis Zavaliangos-Petropulu  6 David C Glahn  9 Li Shen  10 Shan Cong  10 Dag Alnaes  11 Ole Andreas Andreassen  11 Nhat Trung Doan  11 Lars T Westlye  11   12 Peter Kochunov  13 Theodore D Satterthwaite  14 Daniel H Wolf  14 Alexander J Huang  3 Charles Kessler  3 Andrea Weideman  3 Dana Nguyen  15 Bryon A Mueller  16 Lawrence Faziola  17 Steven G Potkin  17 Adrian Preda  17 Daniel H Mathalon  18   19 Juan Bustillo  20 Vince Calhoun  21   22 Judith M Ford  19   23 Esther Walton  24 Stefan Ehrlich  25 Giuseppe Ducci  26 Nerisa Banaj  27 Fabrizio Piras  27 Federica Piras  27 Gianfranco Spalletta  27   28 Erick J Canales-Rodríguez  29 Paola Fuentes-Claramonte  29 Edith Pomarol-Clotet  29 Joaquim Radua  29   30 Raymond Salvador  29 Salvador Sarró  29 Erin W Dickie  31 Aristotle Voineskos  31 Diana Tordesillas-Gutiérrez  32 Benedicto Crespo-Facorro  33 Esther Setién-Suero  34 Jacqueline Mayoral van Son  33 Stefan Borgwardt  35   36 Fabienne Schönborn-Harrisberger  35 Derek Morris  37 Gary Donohoe  38 Laurena Holleran  38 Dara Cannon  39 Colm McDonald  39 Aiden Corvin  40   41 Michael Gill  40   41 Geraldo Busatto Filho  42 Pedro G P Rosa  42 Mauricio H Serpa  42 Marcus V Zanetti  42   43 Irina Lebedeva  44 Vasily Kaleda  45 Alexander Tomyshev  44 Tim Crow  46 Anthony James  46 Simon Cervenka  47 Carl M Sellgren  48 Helena Fatouros-Bergman  47 Ingrid Agartz  11 Fleur Howells  49   50 Dan J Stein  49   50   51 Henk Temmingh  49 Anne Uhlmann  49   52 Greig I de Zubicaray  53 Katie L McMahon  54 Margie Wright  55 Derin Cobia  5   56 John G Csernansky  5 Paul M Thompson  6 Jessica A Turner  57 Lei Wang  5   58
Affiliations
Meta-Analysis

A meta-analysis of deep brain structural shape and asymmetry abnormalities in 2,833 individuals with schizophrenia compared with 3,929 healthy volunteers via the ENIGMA Consortium

Boris A Gutman et al. Hum Brain Mapp. 2022 Jan.

Abstract

Schizophrenia is associated with widespread alterations in subcortical brain structure. While analytic methods have enabled more detailed morphometric characterization, findings are often equivocal. In this meta-analysis, we employed the harmonized ENIGMA shape analysis protocols to collaboratively investigate subcortical brain structure shape differences between individuals with schizophrenia and healthy control participants. The study analyzed data from 2,833 individuals with schizophrenia and 3,929 healthy control participants contributed by 21 worldwide research groups participating in the ENIGMA Schizophrenia Working Group. Harmonized shape analysis protocols were applied to each site's data independently for bilateral hippocampus, amygdala, caudate, accumbens, putamen, pallidum, and thalamus obtained from T1-weighted structural MRI scans. Mass univariate meta-analyses revealed more-concave-than-convex shape differences in the hippocampus, amygdala, accumbens, and thalamus in individuals with schizophrenia compared with control participants, more-convex-than-concave shape differences in the putamen and pallidum, and both concave and convex shape differences in the caudate. Patterns of exaggerated asymmetry were observed across the hippocampus, amygdala, and thalamus in individuals with schizophrenia compared to control participants, while diminished asymmetry encompassed ventral striatum and ventral and dorsal thalamus. Our analyses also revealed that higher chlorpromazine dose equivalents and increased positive symptom levels were associated with patterns of contiguous convex shape differences across multiple subcortical structures. Findings from our shape meta-analysis suggest that common neurobiological mechanisms may contribute to gray matter reduction across multiple subcortical regions, thus enhancing our understanding of the nature of network disorganization in schizophrenia.

Keywords: schizophrenia; structure; subcortical shape.

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Conflict of interest statement

One of the authors (TGMvE) has had a research contract with Otsuka Pharmaceutical. One of the authors (AP) has served as a consultant for Boehringer Ingelheim. One of the authors (DJS) has received research grants and/or honoraria from Lundbeck and Sun. One of the authors (DHM) has served as a consultant for Boehringer Ingelheim, Aptinyx, and Greenwich Biosciences. One of the authors (SC) has received grant support from AstraZeneca as co‐investigator, and has served as a speaker for Otsuka Pharmaceuticals. Authors PMT, CRKC, and NJ received a research grant from Biogen, Inc. (Boston) for research unrelated to this manuscript. The remaining authors declare no potential conflict of interest.

Figures

FIGURE 1
FIGURE 1
Vertex‐wise effects of diagnosis (i.e., schizophrenia vs. control) on each hemisphere for (a) thickness, (b) surface dilation/contraction (log Jacobian determinant). The effects are tested in models that included diagnosis sex, age, age x sex, age2, age2 x sex, and ICV. Vertex‐wise effect sizes (Cohen's d, see text) are visualized on subcortical surfaces. The subcortical structures—1. hippocampus, 2. amygdala, 3. putamen, 4. accumbens, 5. pallidum, 6. caudate, and 7. thalamus—are shown as a group situated in template space, from front, back, top, and bottom viewpoints of the brain. L = left hemisphere. R = right hemisphere. Color scale indicates the intensity of effect sizes. Cooler colors (i.e., negative effect sizes) indicate thinning, surface contraction for schizophrenia as compared to controls, and warmer colors (i.e., positive effect sizes) indicate thickening, surface dilation. Gray color indicates nonsignificant surface vertices after multiple comparison correction
FIGURE 2
FIGURE 2
Overall and vertex‐wise effects of diagnosis (i.e., schizophrenia vs. control) across hemispheres for (a) thickness, (b) surface dilation/contraction (log Jacobian determinant). The effects are tested in models that included diagnosis sex, age, age x sex, age2, age2 x sex, and ICV. In the left column, mean positive effect sizes and mean negative effect sizes across each subcortical structure surface (see text) are shown as bar plots. The middle column shows the vertex‐wise effects of diagnosis on interhemispheric means (see text). The right column shows the vertex‐wise effects of diagnosis on interhemispheric absolute differences (reproduced from Figure 3a,b right columns). The subcortical structures—1. hippocampus, 2. amygdala, 3. putamen, 4. accumbens, 5. pallidum, 6. caudate, and 7. thalamus—are positioned generally from a bottom viewpoint, with some slightly rotated about their own principal axis to be oblique, for better exposure: caudate—pi/7 or about 25°, accumbens—pi/10 or 18°, pallidum—pi/3 or 60°. Color scale indicates the intensity of effect sizes. Cooler colors (i.e., negative effect sizes) indicate reduced asymmetry for schizophrenia as compared to controls, and warmer colors (i.e., positive effect sizes) indicate exaggerated asymmetry. Gray color indicates nonsignificant surface vertices after multiple comparison correction
FIGURE 3
FIGURE 3
Effects of diagnosis (i.e., schizophrenia vs. control) for (a) asymmetry index of thickness, (b) asymmetry index of surface dilation/contraction (log Jacobian determinant). Vertex‐wise asymmetry indices for thickness and surface dilation/contraction were calculated as the absolute values of left‐versus‐right differences. The effects are tested in models that included diagnosis sex, age, age x sex, age2, age2 x sex, and ICV. Effect sizes (Cohen's d, see text) are visualized on subcortical surfaces. In the left two columns, the subcortical structures—1. hippocampus, 2. amygdala, 3. putamen, 4. accumbens, 5. pallidum, 6. caudate, and 7. thalamus—are shown as a group situated in template space, from front left, front right, top and bottom viewpoints of the brain. L = left hemisphere. R = right hemisphere. In the right column, the subcortical structures are positioned generally from a bottom viewpoint, with some slightly rotated about their own principal axis to be oblique, for better exposure: caudate—pi/7 or about 25°, accumbens—pi/10 or 18°, pallidum—pi/3 or 60°. Color scale indicates intensity of effect sizes. Cooler colors (i.e., negative effect sizes) indicate reduced asymmetry for schizophrenia as compared with controls, and warmer colors (i.e., positive effect sizes) indicate exaggerated asymmetry. Gray color indicates nonsignificant surface vertices after multiple comparison correction
FIGURE 4
FIGURE 4
Overall and vertex‐wise effects of chlorpromazine dose equivalents across both hemispheres for (a) thickness, (b) surface dilation/contraction (log Jacobian determinant). The effects are tested in models that included diagnosis sex, age, age x sex, age2, age2 x sex, and ICV. Small but statistically significant relationships are found between higher chlorpromazine dose equivalents and locally reduced thickness (a) and surface contraction (b) in the hippocampus, amygdala, caudate, accumbens, and thalamus. In the left column, the subcortical structures—1. hippocampus, 2. amygdala, 4. accumbens, 6. caudate, and 7. thalamus—are positioned generally from a bottom viewpoint, with some slightly rotated about their own principal axis to be oblique, for better exposure: caudate—pi/7 or about 25°, accumbens—pi/10 or 18°. In the right column, the subcortical structures are positioned generally from a top viewpoint with the same rotations. Color scale indicates intensity of effect sizes. Cooler colors indicate negative associations, that is, higher chlorpromazine dose equivalents are associated with reduced surface measures. Gray color indicates nonsignificant surface vertices after multiple comparison correction. Putamen and pallidum are not shown as no effects were found for these subcortical structures
FIGURE 5
FIGURE 5
Overall and vertex‐wise effects of SAPS total scores across both hemispheres for (a) thickness, (b) surface dilation/contraction (log Jacobian determinant). The effects are tested in models that included diagnosis sex, age, age x sex, age2, age2 x sex, and ICV. Small but statistically significant relationships are found between higher SAPS total scores and locally reduced thickness in the amygdala, caudate, and thalamus (a), and surface contraction (b) in the hippocampus, amygdala, caudate, and thalamus. In the left column, the subcortical structures—1. hippocampus (panel b, surface contraction only), 2. amygdala, 6. caudate, and 7. thalamus—are positioned generally from a bottom viewpoint, with some slightly rotated about their own principal axis to be oblique, for better exposure: caudate—pi/7 or about 25°, accumbens—pi/10 or 18°. In the right column, the subcortical structures are positioned generally from a top viewpoint with the same rotations. Color scale indicates the intensity of effect sizes. Cooler colors indicate negative associations, that is, higher chlorpromazine dose equivalents are associated with reduced surface measures. Gray color indicates nonsignificant surface vertices after multiple comparison correction. Accumbens, putamen, and pallidum are not shown as no effects were found for these subcortical structures

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