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Morphometric Analysis of Structural MRI Using Schizophrenia Meta-analytic Priors Distinguish Patients from Controls in Two Independent Samples and in a Sample of Individuals With High Polygenic Risk
- Source :
- Schizophrenia Bulletin, 48(2), 524-532. Oxford University Press, Lancaster, T M, Dimitriadis, S I, Perry, G, Zammit, S, O'Donovan, M C & Linden, D E J 2021, ' Morphometric analysis of structural MRI using schizophrenia meta-analytic priors distinguish patients from controls in two independent samples and in a sample of individuals with high polygenic risk ', Schizophrenia Bulletin . https://doi.org/10.1093/schbul/sbab125
- Publication Year :
- 2021
- Publisher :
- Oxford University Press (OUP), 2021.
-
Abstract
- Schizophrenia (SCZ) is associated with structural brain changes, with considerable variation in the extent to which these cortical regions are influenced. We present a novel metric that summarises individual structural variation across the brain, while considering prior effect sizes, established via meta-analysis. We determine individual participant deviation from a within-sample-norm across structural MRI regions of interest (ROIs). For each participant, we weight the normalised deviation of each ROI by the effect size (Cohen’s d) of the difference between SCZ/control for the corresponding ROI from the SCZ Enhancing Neuroimaging Genomics through Meta-Analysis working group. We generate a morphometric risk score (MRS) representing the average of these weighted deviations. We investigate if SCZ-MRS is elevated in a SCZ case/control sample (NCASE = 50; NCONTROL = 125), a replication sample (NCASE = 23; NCONTROL = 20) and a sample of asymptomatic young adults with extreme SCZ polygenic risk (NHIGH-SCZ-PRS = 95; NLOW-SCZ-PRS = 94). SCZ cases had higher SCZ-MRS than healthy controls in both samples (Study 1: β = 0.62, P < 0.001; Study 2: β = 0.81, P = 0.018). The high liability SCZ-PRS group also had a higher SCZ-MRS (Study 3: β = 0.29, P = 0.044). Furthermore, the SCZ-MRS was uniquely associated with SCZ status, but not attention-deficit hyperactivity disorder (ADHD), whereas an ADHD-MRS was linked to ADHD status, but not SCZ. This approach provides a promising solution when considering individual heterogeneity in SCZ-related brain alterations by identifying individual’s patterns of structural brain-wide alterations.
- Subjects :
- Adult
Male
DISORDER
Oncology
medicine.medical_specialty
Multivariate statistics
Neuroimaging
polygenic
Asymptomatic
Structural variation
multivariate
Internal medicine
Prior probability
Humans
Medicine
Genetic Predisposition to Disease
HETEROGENEITY
BRAIN
Young adult
Framingham Risk Score
business.industry
ADULTS
ASSOCIATION
normative modelling
Middle Aged
medicine.disease
Magnetic Resonance Imaging
schizophrenia
Psychiatry and Mental health
Schizophrenia
Case-Control Studies
Female
heterogeneity
medicine.symptom
business
MRI
Mri
Subjects
Details
- ISSN :
- 17451701 and 05867614
- Volume :
- 48
- Database :
- OpenAIRE
- Journal :
- Schizophrenia Bulletin
- Accession number :
- edsair.doi.dedup.....09d58bcee4587c95ccace45885060095