Body size and intracranial volume interact with the structure of the central nervous system: A multi-center in vivo neuroimaging study

Labounek, René, Bondy, Monica T., Paulson, Amy L., Bédard, Sandrine, Abramovic, Mihael, Alonso-Ortiz, Eva, Atcheson, Nicole T., Barlow, Laura R., Barry, Robert L., Barth, Markus, Battiston, Marco, Büchel, Christian, Budde, Matthew D., Callot, Virginie, Combes, Anna, De Leener, Benjamin, Descoteaux, Maxime, de Sousa, Paulo Loureiro, Dostál, Marek, Doyon, Julien, Dvorak, Adam V., Eippert, Falk, Epperson, Karla R., Epperson, Kevin S., Freund, Patrick, Finsterbusch, Jürgen, Foias, Alexandru, Fratini, Michela, Fukunaga, Issei, Wheeler-Kingshott, Claudia A. M. Gandini, Germani, GianCarlo, Gilbert, Guillaume, Giove, Federico, Grussu, Francesco, Hagiwara, Akifumi, Henry, Pierre-Gilles, Horák, Tomáš, Hori, Masaaki, Joers, James M., Kamiya, Kouhei, Karbasforoushan, Haleh, Keřkovský, Miloš, Khatibi, Ali, Kim, Joo-won, Kinany, Nawal, Kitzler, Hagen, Kolind, Shannon, Kong, Yazhuo, Kudlička, Petr, Kuntke, Paul, Kurniawan, Nyoman D., Kusmia, Slawomir, Laganà, Maria Marcella, Laule, Cornelia, Law, Christine S. W., Leutritz, Tobias, Liu, Yaou, Llufriu, Sara, Mackey, Sean, Martin, Allan R., Martinez-Heras, Eloy, Mattera, Loan, O’Grady, Kristin P., Papinutto, Nico, Papp, Daniel, Pareto, Deborah, Parrish, Todd B., Pichiecchio, Anna, Prados, Ferran, Rovira, Àlex, Ruitenberg, Marc J., Samson, Rebecca S., Savini, Giovanni, Seif, Maryam, Seifert, Alan C., Smith, Alex K., Smith, Seth A., Smith, Zachary A., Solana, Elisabeth, Suzuki, Yuichi, Tackley, George W ORCID: https://orcid.org/0000-0002-7464-7662, Tinnermann, Alexandra, Valošek, Jan, Van De Ville, Dimitri, Yiannakas, Marios C., Weber II, Kenneth A., Weiskopf, Nikolaus, Wise, Richard G. ORCID: https://orcid.org/0000-0003-1700-2144, Wyss, Patrik O., Xu, Junqian, Cohen-Adad, Julien, Lenglet, Christophe and Nestrašil, Igor 2025. Body size and intracranial volume interact with the structure of the central nervous system: A multi-center in vivo neuroimaging study. Imaging Neuroscience 10.1162/imag_a_00559

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Abstract

Clinical research emphasizes the implementation of rigorous and reproducible study designs that rely on between-group matching or controlling for sources of biological variation such as subject’s sex and age. However, corrections for body size (i.e. height and weight) are mostly lacking in clinical neuroimaging designs. This study investigates the importance of body size parameters in their relationship with spinal cord (SC) and brain magnetic resonance imaging (MRI) metrics. Data were derived from a cosmopolitan population of 267 healthy human adults (age 30.1±6.6 years old, 125 females). We show that body height correlates with brain gray matter (GM) volume, cortical GM volume, total cerebellar volume, brainstem volume, and cross-sectional area (CSA) of cervical SC white matter (CSA-WM; 0.44≤r≤0.62). Intracranial volume (ICV) correlates with body height (r=0.46) and the brain volumes and CSA-WM (0.37≤r≤0.77). In comparison, age correlates with cortical GM volume, precentral GM volume, and cortical thickness (-0.21≥r≥-0.27). Body weight correlates with magnetization transfer ratio in the SC WM, dorsal columns, and lateral corticospinal tracts (-0.20≥r≥-0.23). Body weight further correlates with the mean diffusivity derived from diffusion tensor imaging (DTI) in SC WM (r=-0.20) and dorsal columns (-0.21), but only in males. CSA-WM correlates with brain volumes (0.39≤r≤0.64), and with precentral gyrus thickness and DTI-based fractional anisotropy in SC dorsal columns and SC lateral corticospinal tracts (-0.22≥r≥-0.25). Linear mixture of age, sex, or sex and age, explained 2±2%, 24±10%, or 26±10%, of data variance in brain volumetry and SC CSA. The amount of explained variance increased to 33±11%, 41±17%, or 46±17%, when body height, ICV, or body height and ICV, were added into the mixture model. In females, the explained variances halved suggesting another unidentified biological factor(s) determining females’ CNS morphology. In conclusion, body size and ICV are significant biological variables. Along with sex and age, body size should therefore be included as a mandatory variable in the design of clinical neuroimaging studies examining SC and brain structure; and body size and ICV should be considered as covariates in statistical analyses. Normalization of different brain regions with ICV diminishes their correlations with body size, but simultaneously amplifies ICV-related variance (r=0.72±0.07) and suppresses volume variance of the different brain regions (r=0.12±0.19) in the normalized measurements.

Item Type:	Article
Date Type:	Published Online
Status:	In Press
Schools:	Schools > Psychology Research Institutes & Centres > Cardiff University Brain Research Imaging Centre (CUBRIC)
Additional Information:	License information from Publisher: LICENSE 1: URL: https://creativecommons.org/licenses/by/4.0/, Start Date: 2025-04-15
Publisher:	Massachusetts Institute of Technology Press
Date of First Compliant Deposit:	6 May 2025
Date of Acceptance:	2 April 2025
Last Modified:	06 May 2025 17:00
URI:	https://orca.cardiff.ac.uk/id/eprint/178087

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