Sex Matters: A Multivariate Pattern Analysis of Sex- and Gender-Related Neuroanatomical Differences in Cis- and Transgender Individuals Using Structural Magnetic Resonance Imaging

Abstract Univariate analyses of structural neuroimaging data have produced heterogeneous results regarding anatomical sex- and gender-related differences. The current study aimed at delineating and cross-validating brain volumetric surrogates of sex and gender by comparing the structural magnetic re...

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Published inCerebral cortex (New York, N.Y. 1991) Vol. 30; no. 3; pp. 1345 - 1356
Main Authors Baldinger-Melich, Pia, Urquijo Castro, Maria F, Seiger, René, Ruef, Anne, Dwyer, Dominic B, Kranz, Georg S, Klöbl, Manfred, Kambeitz, Joseph, Kaufmann, Ulrike, Windischberger, Christian, Kasper, Siegfried, Falkai, Peter, Lanzenberger, Rupert, Koutsouleris, Nikolaos
Format Journal Article
LanguageEnglish
Published United States Oxford University Press 14.03.2020
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Summary:Abstract Univariate analyses of structural neuroimaging data have produced heterogeneous results regarding anatomical sex- and gender-related differences. The current study aimed at delineating and cross-validating brain volumetric surrogates of sex and gender by comparing the structural magnetic resonance imaging data of cis- and transgender subjects using multivariate pattern analysis. Gray matter (GM) tissue maps of 29 transgender men, 23 transgender women, 35 cisgender women, and 34 cisgender men were created using voxel-based morphometry and analyzed using support vector classification. Generalizability of the models was estimated using repeated nested cross-validation. For external validation, significant models were applied to hormone-treated transgender subjects (n = 32) and individuals diagnosed with depression (n = 27). Sex was identified with a balanced accuracy (BAC) of 82.6% (false discovery rate [pFDR] < 0.001) in cisgender, but only with 67.5% (pFDR = 0.04) in transgender participants indicating differences in the neuroanatomical patterns associated with sex in transgender despite the major effect of sex on GM volume irrespective of the self-identification as a woman or man. Gender identity and gender incongruence could not be reliably identified (all pFDR > 0.05). The neuroanatomical signature of sex in cisgender did not interact with depressive features (BAC = 74.7%) but was affected by hormone therapy when applied in transgender women (P < 0.001).
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Pia Baldinger-Melich and Maria F. Urquijo Castro contributed equally to this work
ISSN:1047-3211
1460-2199
1460-2199
DOI:10.1093/cercor/bhz170