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Updated: Apr 29, 2026

Whole-brain Segmentation and Change-point Analysis of Anatomical Brain MRI—Application in Premanifest Huntington's Disease
Published on: June 9, 2018
Selective neuroanatomical alterations in children with growth hormone deficiency: a volumetric MRI analysis using
Safa Özyılmaz1, Leyla Gizem Bolaç Özyılmaz2, Deniz Çeliker1
1Department of Radiology, University of Health Sciences, Umraniye Training and Research Hospital, Istanbul, Türkiye.
Objectives:
To quantitatively evaluate global and regional brain volumes in children with biochemically confirmed growth hormone deficiency (GHD) using standardized volumetric MRI.
Methods:
This retrospective case-control study included 64 children with isolated GHD (43 boys, 21 girls; mean age, 11.4 ± 3.2 years) and 64 age- and sex-matched healthy controls. High-resolution 3D T1-weighted MRI scans were processed using the volBrain automated segmentation pipeline. Global, cortical, and subcortical volumes were normalized to intracranial cavity volume (ICV). Group differences were analyzed with age-, sex-, and ICV-adjusted models, corrected for multiple comparisons (FDR<0.05).
Results:
Children with GHD exhibited significantly smaller gray matter (750.6 ± 92.3 vs. 789.0 ± 88.5 cm3; q=0.002) and total brain (1,204.3 ± 124.9 vs. 1,259.2 ± 118.6 cm3; q=0.003) volumes compared with controls, while white matter volume was preserved. Regionally, hippocampal (q=0.02), thalamic (q=0.03), and caudate (q=0.04) volumes were smaller in GHD. ICV-normalized models showed reduced gray matter and limbic shares, with relatively higher thalamic and white matter proportions. Differences were more pronounced in prepubertal subjects and partially attenuated during puberty.
Conclusions:
Pediatric GHD is associated with selective reductions in gray matter-dominant and limbic-striatal regions, with relative preservation of white matter. Quantitative volumetric MRI provides a reproducible biomarker framework for assessing GH-related neurodevelopmental alterations.

