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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-2392</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2025.1678738</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Morphological changes and lateralization of the thalamic nuclei in children with growth hormone deficiency</article-title>
</title-group>
<contrib-group>
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<name><surname>Lee</surname><given-names>Joo Young</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<name><surname>Lim</surname><given-names>Sung-min</given-names></name>
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<name><surname>Oh</surname><given-names>Jung Hwan</given-names></name>
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<name><surname>Kim</surname><given-names>Hyuna</given-names></name>
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<name><surname>Lee</surname><given-names>Gang Yi</given-names></name>
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<name><surname>Lee</surname><given-names>Bong Gun</given-names></name>
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<name><surname>Hoh</surname><given-names>Jeong-Kyu</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<name><surname>Yang</surname><given-names>Seung</given-names></name>
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<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<name><surname>Lee</surname><given-names>Hyun Ju</given-names></name>
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<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Translational Medicine, Hanyang University Graduate School of Biomedical Science and Engineering</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Pediatrics, Hanyang University Hospital</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff3"><label>3</label><institution>College of Medicine, Hanyang University</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Orthopedic Surgery, Hanyang University College of Medicine</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Obstetrics and Gynecology, Hanyang University College of Medicine</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff6"><label>6</label><institution>Department of Obstetrics and Gynecology, Hanyang University Hospital</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff7"><label>7</label><institution>Department of Pediatrics, Hanyang University College of Medicine</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<aff id="aff8"><label>8</label><institution>Division of Neonatology and Development Medicine, Seoul Hanyang University Hospital</institution>, <city>Seoul</city>,&#xa0;<country country="check-value">Republic of Korea</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Hyun Ju Lee, <email xlink:href="mailto:blesslee77@hanmail.net">blesslee77@hanmail.net</email>; Seung Yang, <email xlink:href="mailto:jxisfriend@hanyang.ac.kr.">jxisfriend@hanyang.ac.kr.</email></corresp>
<fn fn-type="equal" id="fn003">
<label>&#x2020;</label>
<p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-04">
<day>04</day>
<month>03</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1678738</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>08</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>15</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Lee, Lim, Oh, Kim, Lee, Lee, Hoh, Yang and Lee.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Lee, Lim, Oh, Kim, Lee, Lee, Hoh, Yang and Lee</copyright-holder>
<license>
<ali:license_ref start_date="2026-03-04">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Childhood growth hormone deficiency (GHD) is an endocrine disorder characterized by reduced secretion of growth hormone (GH), leading to impaired linear growth and delayed developmental milestones. Recent studies suggest that GHD is associated with cognitive, socio-emotional, and behavioral impairments, potentially via altered neurodevelopment, with neuroimaging studies revealing changes in brain morphology and broader GH-related effects on the central nervous system. The thalamus, a major subcortical relay integrating sensory, motor and cognitive information, has received limited attention in neuroimaging studies of children with GHD. This study aimed to investigate morphological alterations and characterize lateralization patterns of thalamic nuclei in children with GHD.</p>
</sec>
<sec>
<title>Methods</title>
<p>Fifteen children diagnosed with GHD and fifteen age- and sex-matched children with idiopathic short stature (ISS) were recruited. The pituitary gland was segmented using ITK-SNAP software. Thalamic nuclei were delineated and parcellated into ten regions using Bayesian MRI methods and a probabilistic atlas. Lateralization indices were calculated as: ((Left &#x2212; Right)/(Left + Right)) &#xd7; 100. Group comparisons and correlation analyses were conducted with age and sex as covariates. All volumes were normalized to total intracranial volume (tICV).</p>
</sec>
<sec>
<title>Results</title>
<p>Children with GHD exhibited a significantly smaller pituitary gland volume compared to those with ISS, even after adjustment for age, sex, and tICV. In children with GHD, the anteroventral (AV) thalamic nucleus showed increased volume, and the ventral anterior (VA) nucleus exhibited significantly greater leftward asymmetry compared to ISS. Moreover, there was a significant positive correlation between the lateralization index (LI) of the AV nucleus and serum IGF-1 levels (<italic>p</italic> = 0.022) and between the LI of the VA nucleus and serum IGF-1 levels (<italic>p</italic> = 0.022). Similarly, the LI of the AV nucleus was significantly positively correlated with serum IGFBP-3 levels (<italic>p</italic> = 0.022), and there was also a significant correlation between the LI of the VA nucleus and serum IGFBP-3 levels (<italic>p</italic> = 0.033).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The observed leftward lateralization in the anterior thalamic nuclei, together with associations with serum IGF-1 and IGFBP-3 levels, suggests that thalamic lateralization reflects a neurodevelopmental adaptation to disrupted GH signaling. These findings suggest that GH/IGF activity shapes subcortical development in a dose-dependent manner and reveal structural adaptations in hormone-sensitive regions to early endocrine disruption.</p>
</sec>
</abstract>
<kwd-group>
<kwd>growth hormone deficiency</kwd>
<kwd>idiopathic short stature</kwd>
<kwd>insulin-like growth factor-1</kwd>
<kwd>insulin-like growth factor binding protein-3</kwd>
<kwd>lateralization</kwd>
<kwd>pituitary gland</kwd>
<kwd>thalamus</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was funded by the National Research Foundation of Korea (NRF) grant funded by the Korean Government (MSIT), grant number RS-2023-NR077125.</funding-statement>
</funding-group>
<counts>
<fig-count count="8"/>
<table-count count="5"/>
<equation-count count="3"/>
<ref-count count="42"/>
<page-count count="14"/>
<word-count count="7295"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Pediatric Endocrinology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Growth hormone deficiency (GHD) is a pediatric endocrine disorder characterized by insufficient secretion of growth hormone (GH) from the anterior pituitary gland, leading to impaired linear growth and delayed growth milestones. Furthermore, GHD impairs not only somatic growth but also brain development through alterations in the GH/Insulin-like growth factor-1 (IGF-1) axis. Short stature affects approximately 2.5% of the pediatric population, with idiopathic short stature (ISS) accounting for 60&#x2013;80% of the children and GHD for approximately 10% (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Children with ISS have normal growth hormone secretion with near-normal growth velocity and bone age, whereas those with GHD present with significantly reduced GH levels, decreased growth velocity, and delayed bone age. Although GH is traditionally associated with promoting physical growth, it also plays a crucial role in the development and function of the central nervous system (CNS) (<xref ref-type="bibr" rid="B3">3</xref>). Previous studies have reported that patients with GHD may experience various cognitive and neurological difficulties, including social-emotional/behavioral problems, and attention-deficit hyperactivity disorders (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B6">6</xref>). These alterations may influence critical neurodevelopmental processes, particularly in the brain, potentially leading to behavioral changes during childhood and adolescence. GHD has been implicated in processes, such as neurogenesis, synaptic plasticity, and glial function, mediated in part through the GH/IGF axis (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B10">10</xref>). These findings suggest that GHD may contribute not only to impaired somatic development but also to structural and functional alterations in the brain, particularly in domains associated with memory, learning, and other cognitive functions during critical periods of development.</p>
<p>Magnetic resonance imaging (MRI) is a valuable non-invasive tool for assessing pituitary gland morphology in pediatric patients with a suspected endocrine disorder. As the primary source of GH secretion, the pituitary gland has been a central focus in anatomical studies of GHD. Previous studies suggest that children with GHD may exhibit reduced pituitary height or volume compared to age-matched controls, implying a potential relationship between morphometric alterations in the pituitary gland and GH secretory status (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>). However, most existing studies have relied on conventional two-dimensional (2D) MRI slices, which may fail to capture the full volumetric complexity of the gland. By comparison, high-resolution three-dimensional (3D) MRI allows for direct volumetric segmentation, offering enhanced anatomical precision. Despite these advantages, the use of semi-automated or fully-automated segmentation techniques in 3D MRI remains limited in children with GHD, underscoring the need for more advanced and standardized volumetric approaches.</p>
<p>While previous studies have primarily focused on pituitary morphology, recent evidence indicates that GHD is associated with widespread cortical and subcortical alterations, including structures critical for cognitive and motor functions. Zhang et&#xa0;al. reported significant morphological changes in the cerebral cortex of children with GHD, partially modulated by circulating GH and IGF-1 levels (<xref ref-type="bibr" rid="B14">14</xref>). The GH/IGF-1 signaling pathway influences the densely innervated cerebral cortex (<xref ref-type="bibr" rid="B15">15</xref>), and consistent with this, global structural analyses have revealed widespread reductions in cortical development in affected children (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Moreover, neuroimaging studies have increasingly demonstrated both structural and functional brain alterations in children with GHD, particularly in the subcortex, basal ganglia and limbic system (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). GH exerts its effects, directly or indirectly, through IGF-1, a critical mediator of neuronal growth, dendritic arborization, and synaptogenesis during brain development (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B19">19</xref>). IGF-1 receptors are most densely expressed in the hippocampus, amygdala, thalamus, and prefrontal cortex, implicating these regions in GH/IGF-1&#x2013;mediated neurodevelopmental processes (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Disruption of this signaling pathway may underly the structural changes observed in subcortical regions. For instance, Webb et&#xa0;al. reported that volumetric reductions in the corpus callosum, hippocampus, and globus pallidum in patients with GHD were significantly correlated with IGF-1 (<xref ref-type="bibr" rid="B4">4</xref>). GH receptor concentrations are particularly high in the thalamus and several other regions of the brain. Although the thalamus is a major subcortical structure, it has received limited attention in neuroimaging studies of children with GHD and ISS. Given its critical role in relaying and integrating sensory, motor, and cognitive information, further investigation into thalamic morphometric characteristics in patients with GHD is warranted. Therefore, the aims of the study were to evaluate pituitary gland morphology using semi-automated and manual segmentation approaches and to investigate thalamic morphometric alterations using advanced neuroimaging methods in children with GHD and ISS, thereby elucidating the impact of GHD on thalamic structure and providing new insights into neurodevelopmental processes.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Participants</title>
<p>This study was part of a cross-sectional study of children who visited the Department of Pediatric Endocrinology, Hanyang University College Medicine. Written informed consent was obtained from the guardians of all participants prior to enrollment, and the study was conducted in accordance with the ethical principles of the Declaration of Helsinki, revised in 2013. A total of 30 children aged 4 to 6 years were recruited between July 2016 and January 2023, including 15 children diagnosed with GHD and 15 with ISS, matched for age and sex. Children presenting with short stature underwent GH stimulation testing to differentiate between GHD and ISS. The inclusion criteria for children with GHD were as follows: (I) GHD was diagnosed according to the guidelines for GHD (Cook and Rose, 2012); (II) peak serum GH level less than 10 ng/mL on at least two GH stimulation tests; (III) no other clinically significant neurological or psychiatric disorders, nor adrenocorticotropic hormone deficiency, hypoglycemia, thyroid-related, genetic, or metabolic diseases; (IV) in cases without radiological abnormalities on MRI; and (V) no prior history of GH therapy. Children with ISS met the same diagnostic criteria but exhibited a peak serum GH level exceeding 10 ng/mL in response to stimulation with at least one of the two agents&#x2014;arginine or levodopa (L-dopa). Participants were excluded if they met any of the following criteria: (I) growth or developmental delay due to other causes, such as small for gestational age, intrauterine growth restriction, or prematurity; (II) a history of GH replacement therapy; or (III) brain lesions detected on MRI or a history of psychiatric or neurological disorders.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Clinical assessment and GH stimulation test</title>
<p>Clinical data were obtained from medical records and included age, sex, height, weight, body mass index, and serum IGF-1 and IGF-binding protein 3 (IGFBP-3) levels. Serum IGF-1 and IGFBP-3 levels were further converted to standard deviation scores (SDS) using age- and sex-specific reference intervals established for Korean children (<xref ref-type="bibr" rid="B21">21</xref>). The IGF-1/IGFBP-3 molar ratio was calculated according to the formula as previously described (<xref ref-type="bibr" rid="B22">22</xref>):</p>
<disp-formula>
<mml:math display="block" id="M1"><mml:mrow><mml:mfrac><mml:mrow><mml:mi>I</mml:mi><mml:mi>G</mml:mi><mml:mi>F</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>I</mml:mi><mml:mi>G</mml:mi><mml:mi>F</mml:mi><mml:mi>B</mml:mi><mml:mi>P</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:mfrac><mml:mtext mathvariant="italic">molar&#xa0;&#xa0;ratio</mml:mtext><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>I</mml:mi><mml:mi>G</mml:mi><mml:mi>F</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>n</mml:mi><mml:mi>g</mml:mi></mml:mrow><mml:mrow><mml:mi>m</mml:mi><mml:mi>L</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>*</mml:mo><mml:mn>0.13</mml:mn></mml:mrow><mml:mrow><mml:mi>I</mml:mi><mml:mi>G</mml:mi><mml:mi>F</mml:mi><mml:mi>B</mml:mi><mml:mi>P</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>n</mml:mi><mml:mi>g</mml:mi></mml:mrow><mml:mrow><mml:mi>m</mml:mi><mml:mi>L</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>*</mml:mo><mml:mn>0.035</mml:mn></mml:mrow></mml:mfrac></mml:mrow></mml:math>
</disp-formula>
<p>GH stimulation testing was performed to evaluate GHD and remains the gold standard for the clinical differentiation of short stature in children with either GHD or ISS (<xref ref-type="bibr" rid="B23">23</xref>). A clinical diagnosis of GHD was made when two or more GH provocation tests yielded insufficient peak GH levels. All children were instructed to fast overnight for 8 to 12 hours before the test. Participants underwent serial blood sampling at 0, 30, 60, 90, and 120 minutes following an intravenous bolus injection of arginine and L-dopa, and the peak GH level was determined based on the results of the provocation tests. Serum GH levels were measured using an ELISA-based immunoassay. Given the well-established inter-assay variability of GH immunoassays and the tendency of ELISA platforms to report higher GH concentrations than modern chemiluminescent assays (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>), an assay-appropriate diagnostic cutoff of&lt;10 ng/mL was applied in accordance with our institutional protocol. As a peak GH level &gt;10 ng/mL indicates the absence of GHD, a cutoff value of 10 ng/mL was employed in the diagnostic evaluation (<xref ref-type="bibr" rid="B26">26</xref>). Based on the peak GH level, participants were categorized as having either GHD or ISS.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>MRI image acquisition</title>
<p>MRI scans were acquired at the first hospital visit using a 3.0-T scanner (Philips Achieva, Best, Netherlands) equipped with a 16-channel phased array head coil and a magnetization-prepared rapid gradient echo sequence. All scans were performed without sedation, and an experienced pediatrician continuously monitored pulse oximetry to ensure stable cardiac and respiratory parameters throughout the procedure. The imaging protocol included whole-brain and standard pituitary MRI sequences, comprising sagittal and axial T1-weighted images. The parameters were: TE = 3.39 ms, TR = 2.10 ms, TI = 1 ms, field of view = 200 mm<sup>2</sup>, voxel size = 0.9 &#xd7; 0.9 mm<sup>2</sup>, slice thickness = 1 mm, and slice number = 150.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Pituitary gland volume segmentation</title>
<p>Pituitary gland volume segmentation was performed using ITK-SNAP (version 3.6.0; University of Pennsylvania, PA, USA; <ext-link ext-link-type="uri" xlink:href="http://www.itksnap.org">http://www.itksnap.org</ext-link>), an open-source software offering manual and semi-automated segmentation functions. First, a DICOM image series was imported into ITK-SNAP. Segmentation of the pituitary gland was guided by anatomical landmarks, with the sphenoid sinus anteriorly, diaphragma sellae superiorly, cavernous sinuses laterally, and dorsum sellae posteriorly. Manual segmentation was performed on each sagittal slice using the paintbrush tool, carefully excluding Rathke&#x2019;s cleft cyst if present. The volume of the segmented pituitary gland was automatically calculated in the &#x201c;Volume and Statistics&#x201d; module of ITK-SNAP, based on the total number of labeled voxels multiplied by the voxel volume.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Thalamic nuclei volume analysis</title>
<p>3D T1-weighted images were processed using the recon-all pipeline in FreeSurfer (version 7.2.0; Boston, MA, USA), which included surface reconstruction and cortical parcellation. Manual corrections, such as adding control points to adjust gray matter&#x2013;white matter boundary errors, were applied and reprocessed as needed. Thalamic nuclei were segmented using an automated algorithm in FreeSurfer, based on a probabilistic atlas constructed from ex vivo MRI and histological data. The detailed methodology has been described previously (<xref ref-type="bibr" rid="B27">27</xref>). Segmentation accuracy was verified through visual inspection using Freeview. Total intracranial volume (tICV) was automatically extracted, and relative thalamic volume was calculated using the following formula:</p>
<disp-formula>
<mml:math display="block" id="M2"><mml:mrow><mml:mtable><mml:mtr><mml:mtd><mml:mtext mathvariant="italic">Relative&#xa0;&#xa0;volume</mml:mtext><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mo>%</mml:mo><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mtext>Absolute&#xa0;&#xa0;thalamic&#xa0;&#xa0;nuclei&#xa0;&#xa0;volume</mml:mtext></mml:mrow><mml:mrow><mml:mtext mathvariant="italic">Total&#xa0;intracranial&#xa0;volume</mml:mtext></mml:mrow></mml:mfrac><mml:mo>&#xd7;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>000</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math>
</disp-formula>
<p>All images were independently reviewed by two researchers, and only those that passed quality control were included in the final analysis. The pipeline of data pre-processing and thalamic nuclei volume analyses is shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>. The thalamic nuclei were grouped into 10 categories based on their anatomical location and functional similarity: Anteroventral (AV), Ventral anterior (VA), Ventral lateral (VL), Ventromedial (VM), Ventral posterolateral (VPL), Lateral, Mediodorsal (MD), Lateral geniculate (LGN), Medial geniculate (MGN), and Pulvinar. Specifically, the VA group included the VA and ventral anterior magnocellular (VAmc) nuclei. The VL group comprised the ventral lateral anterior (VLa) and ventral lateral posterior (VLp) nuclei. The Lateral group consisted of the laterodorsal (LD) and lateral posterior (LP) nuclei. The MD group included the mediodorsal medial (MDm) and mediodorsal intermediate (MDi) nuclei. The Pulvinar group encompassed the pulvinar anterior (PUA), pulvinar medial (PuM), pulvinar lateral (PuL), and pulvinar inferior (PuI) nuclei (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The pipeline for thalamic nuclei volume analysis. Overall flow chart of brain imaging preprocessing and segmentation of thalamus nucleus using FreeSurfer. Structural T1-weighted magnetic resonance images are shared by the recon-all. Thalamus nucleus segmentation produces volumes of the thalamus nucleus.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g001.tif">
<alt-text content-type="machine-generated">Six MRI brain scans show the sequential process of analyzing thalamus nuclei. Step 1: T1-weighted structural MRI scan. Step 2: Skull stripping. Step 3: Volumetric labeling with color-coded regions. Step 4: Intensity normalization. Step 5: Thalamus nucleus segmentation with highlighted areas. Step 6: Quality check using visual inspection.</alt-text>
</graphic></fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Grouped into ten categorise of thalamic nuclei. This figure illustrates ten categorized thalamic subnuclei used for thalamic nuclei analysis. Specifically, the VA group included the VA and VAmc nuclei. The VL group comprised the VLa and VLp nuclei. The Lateral group consisted of the LD and LP nuclei. The MD group included the MDm and MDi nuclei. The Pulvinar group encompassed the PuA, PuM, PuL, and PuI nuclei. VA, ventral anterior; VAmc, ventral anterior magnocellular; VL, ventral lateral; VLa, ventral lateral anterior; VLp, ventral lateral posterior; LD, laterodorsal; LP, lateral posterior; MD, mediodorsal; MDm, mediodorsal medial; MDi, mediodorsal intermediate; PuA, pulvinar anterior; PuM, pulvinar medial; PuL, pulvinar lateral; PuI, pulvinar inferior.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g002.tif">
<alt-text content-type="machine-generated">Brain MRI scans displaying color-coded regions of the thalamus. Enlarged sections highlight various areas, each labeled with a different color. A legend below identifies regions such as AV (red), VA (pink), VL (yellow), and others.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Statistical analysis</title>
<p>All statistical analyses were performed using IBM SPSS Statistics (version 27.0; SPSS Inc., Chicago, IL, USA) and R (version 4.4.2). For pituitary gland volume analyses, absolute volumes were analyzed using analysis of covariance (ANCOVA), with age, sex, and tICV. For thalamic nuclei analyses, volumes were normalized to tICV and multiplied by 1,000 to reduce variability related to overall brain size. Group comparisons of thalamic nuclei were subsequently performed using ANCOVA with age and sex as covariates. Sex differences between the two groups were analyzed using the chi-squared test. Student&#x2019;s t-tests or Fisher&#x2019;s exact tests were used to compare clinical variables, as appropriate. Effect sizes (Cohen&#x2019;s <italic>d</italic>) were calculated for all measures including both significant and non-significant comparisons to provide a comprehensive description of group differences. <italic>Post-hoc</italic> power estimates based on the observed effect sizes were obtained using G*Power (version 3.1.9.7). For multiple comparisons, false discovery rate (FDR) correction was applied to analyses of the thalamic nuclei volumes. Statistical significance was defined as a two-tailed p-value less than 0.05, after FDR correction. Partial correlation coefficients (R values) were calculated to assess the associations between biochemical parameters and individual thalamic nuclei volumes, controlling for age and sex. A lateralization index (LI) was calculated to characterize the asymmetry of thalamic development using the following formula:</p>
<disp-formula>
<mml:math display="block" id="M3"><mml:mrow><mml:mi>L</mml:mi><mml:mi>I</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>L</mml:mi><mml:mi>e</mml:mi><mml:mi>f</mml:mi><mml:mi>t</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>R</mml:mi><mml:mi>i</mml:mi><mml:mi>g</mml:mi><mml:mi>h</mml:mi><mml:mi>t</mml:mi></mml:mrow><mml:mrow><mml:mi>L</mml:mi><mml:mi>e</mml:mi><mml:mi>f</mml:mi><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>R</mml:mi><mml:mi>i</mml:mi><mml:mi>g</mml:mi><mml:mi>h</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac><mml:mo>&#xd7;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:mn>100</mml:mn></mml:mrow></mml:math>
</disp-formula>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Demographic and clinical characteristics</title>
<p>Demographic and endocrine clinical characteristics are shown in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. Fifteen children (age range 4&#x2013;6 years, mean 5.07 &#xb1; 0.80 years) with GHD and fifteen children (age range 4&#x2013;6 years, mean 4.87 &#xb1; 0.83 years) with ISS were included in this study. Mean height was 101.65 &#xb1; 4.77 cm in GHD group, which was significantly shorter than the mean of 105.77 &#xb1; 3.37 cm for the ISS group (<italic>p</italic> = 0.017). Mean height SDS was also smaller in the GHD group (GHD: -2.10 &#xb1; 0.54 vs ISS: -1.21 &#xb1; 1.26, <italic>p</italic> = 0.031). In the GHD group, peak GH levels during both arginine and L-dopa stimulation tests were below 10ng/mL, whereas in the ISS group, peak levels exceeded 10ng/mL in at least one of the two tests (<italic>p</italic> = 0.026 for arginine and <italic>p</italic>&#xa0;= 0.017 for L-dopa). While IGF-1 and IGFBP-3 levels tended to be higher in the ISS group, these differences were not statistically significant.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Demographics and clinical characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Clinical and biochemical characteristics</th>
<th valign="middle" align="center">GHD group (mean &#xb1; SD)</th>
<th valign="middle" align="center">ISS group (mean &#xb1; SD)</th>
<th valign="middle" align="center"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="4" align="left">Characteristics</th>
</tr>
<tr>
<td valign="middle" align="left">Sex (male), n (%)</td>
<td valign="middle" align="center">9 (60.0)</td>
<td valign="middle" align="center">10 (66.7)</td>
<td valign="middle" align="center">0.705</td>
</tr>
<tr>
<td valign="middle" align="left">Age (years)</td>
<td valign="middle" align="center">5.07 &#xb1; 0.80</td>
<td valign="middle" align="center">4.87 &#xb1; 0.83</td>
<td valign="middle" align="center">0.508</td>
</tr>
<tr>
<td valign="middle" align="left">Height (cm)</td>
<td valign="middle" align="center">101.65 &#xb1; 4.77</td>
<td valign="middle" align="center">105.77 &#xb1; 3.37</td>
<td valign="middle" align="center"><bold>0.017*</bold></td>
</tr>
<tr>
<td valign="middle" align="left">Height SDS</td>
<td valign="middle" align="center">-2.10 &#xb1; 0.54</td>
<td valign="middle" align="center">-1.21 &#xb1; 1.26</td>
<td valign="middle" align="center"><bold>0.031*</bold></td>
</tr>
<tr>
<td valign="middle" align="left">Weight (kg)</td>
<td valign="middle" align="center">15.96 &#xb1; 2.02</td>
<td valign="middle" align="center">17.81 &#xb1; 1.96</td>
<td valign="middle" align="center"><bold>0.021*</bold></td>
</tr>
<tr>
<td valign="middle" align="left">Weight SDS</td>
<td valign="middle" align="center">-1.75 &#xb1; 1.05</td>
<td valign="middle" align="center">-0.88 &#xb1; 1.11</td>
<td valign="middle" align="center"><bold>0.042*</bold></td>
</tr>
<tr>
<td valign="middle" align="left">BMI (kg/m<sup>2</sup>)</td>
<td valign="middle" align="center">15.40 &#xb1; 1.21</td>
<td valign="middle" align="center">15.93 &#xb1; 1.28</td>
<td valign="middle" align="center">0.275</td>
</tr>
<tr>
<td valign="middle" align="left">BMI z-score</td>
<td valign="middle" align="center">-0.42 &#xb1; 0.88</td>
<td valign="middle" align="center">-0.06 &#xb1; 1.00</td>
<td valign="middle" align="center">0.318</td>
</tr>
<tr>
<td valign="middle" align="left">Bone age (years)</td>
<td valign="middle" align="center">4.59 &#xb1; 0.92</td>
<td valign="middle" align="center">5.01 &#xb1; 0.54</td>
<td valign="middle" align="center">0.224</td>
</tr>
<tr>
<th valign="middle" colspan="4" align="left">Biochemical parameters</th>
</tr>
<tr>
<td valign="middle" align="left">Peak GH-A (ng/mL)</td>
<td valign="middle" align="center">5.46 &#xb1; 2.00</td>
<td valign="middle" align="center">11.15 &#xb1; 6.21</td>
<td valign="middle" align="center"><bold>0.026*</bold></td>
</tr>
<tr>
<td valign="middle" align="left">Peak GH-L (ng/mL)</td>
<td valign="middle" align="center">5.90 &#xb1; 2.24</td>
<td valign="middle" align="center">10.68 &#xb1; 6.68</td>
<td valign="middle" align="center"><bold>0.017*</bold></td>
</tr>
<tr>
<td valign="middle" align="left">IGF-1 level (ng/mL)</td>
<td valign="middle" align="center">122.80 &#xb1; 54.09</td>
<td valign="middle" align="center">142.57 &#xb1; 61.32</td>
<td valign="middle" align="center">0.405</td>
</tr>
<tr>
<td valign="middle" align="left">IGF-1 SDS</td>
<td valign="middle" align="center">-0.54 &#xb1; 0.69</td>
<td valign="middle" align="center">-0.32 &#xb1; 0.75</td>
<td valign="middle" align="center">0.453</td>
</tr>
<tr>
<td valign="middle" align="left">IGFBP-3 level (ng/mL)</td>
<td valign="middle" align="center">3612.93 &#xb1; 815.78</td>
<td valign="middle" align="center">4124.80 &#xb1; 662.39</td>
<td valign="middle" align="center">0.112</td>
</tr>
<tr>
<td valign="middle" align="left">IGFBP-3 SDS</td>
<td valign="middle" align="center">2.36 &#xb1; 1.27</td>
<td valign="middle" align="center">3.46 &#xb1; 1.46</td>
<td valign="middle" align="center">0.059</td>
</tr>
<tr>
<td valign="middle" align="left">IGF-1/IGFBP-3 molar ratio</td>
<td valign="middle" align="center">`0.12 &#xb1; 0.03</td>
<td valign="middle" align="center">0.12 &#xb1; 0.04</td>
<td valign="middle" align="center">0.831</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The values are expressed as mean &#xb1; SD or n (%). *<italic>p&lt;</italic> 0.05. GHD, growth hormone deficiency; ISS, idiopathic short stature; SD, standard deviation; SDS, standard deviation score; BMI, body mass index; Peak GH-A, Arginine; Peak GH-L, L-dopa; IGF-1, insulin-like growth factor-1; IGFBP-3, insulin-like growth factor-binding protein 3.Bold values with an asterisk (*) indicate statistical significance at p &lt; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Pituitary gland volume differences</title>
<p>The mean volume of the pituitary gland was 153.650 &#xb1; 24.102 mm<sup>3</sup> in the GHD group and 200.454 &#xb1; 54.130 mm<sup>3</sup> in the ISS group. Children with GHD exhibited a significantly smaller pituitary gland volume compared with those with ISS, and this difference remained statistically significant after adjustment for age, sex, and tICV using ANCOVA (adjusted <italic>p</italic> = 0.011; <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). This group was associated with a large effect size (Cohen&#x2019;s <italic>d</italic> = 1.117) and a high achieved <italic>post-hoc</italic> power (1-&#x3b2; = 0.840), indicating a robust between-group differences. Correlations between pituitary gland volume and biochemical parameters in the GHD group are summarized in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Volumetric comparison of the pituitary gland between two groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Volume measures</th>
<th valign="middle" colspan="6" align="center">All children</th>
</tr>
<tr>
<th valign="middle" align="center">GHD group (mean &#xb1; SD)</th>
<th valign="middle" align="center">ISS group (mean &#xb1; SD)</th>
<th valign="middle" align="center"><italic>p</italic></th>
<th valign="middle" align="center">Adjusted <italic>p<sup>a</sup></italic></th>
<th valign="middle" align="center">Cohen&#x2019;s <italic>d</italic> (effect size)</th>
<th valign="middle" align="center"><italic>Post-hoc</italic> power (1-&#x3b2;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Pituitary gland volume (mm<sup>3</sup>)</td>
<td valign="middle" align="center">153.650 &#xb1; 24.102</td>
<td valign="middle" align="center">200.454 &#xb1; 54.130</td>
<td valign="middle" align="center">0.005</td>
<td valign="middle" align="center"><bold>0.011*</bold></td>
<td valign="middle" align="center">1.117</td>
<td valign="middle" align="center">0.840</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The values are expressed as mean &#xb1; SD. *<italic>p</italic> &lt; 0.05. <italic><sup>a</sup></italic>Adjusted for age, sex, and tICV using analysis of covariance. Cohen&#x2019;s <italic>d</italic> represents standardized effect size. <italic>Post-hoc</italic> power was calculated using a two-tailed test with &#x3b1; = 0.05 and equal group sizes. GHD, growth hormone deficiency; ISS, idiopathic short stature; SD, standard deviation; tICV, total intracranial volume.Bold values with an asterisk (*) indicate statistical significance at p &lt; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Differences in pituitary gland volume between children with GHD and ISS. This figure illustrates the comparison of pituitary gland volumes between children with GHD and ISS. Pituitary gland volumes were adjusted for age, sex, and tICV using analysis of covariance. Children with GHD exhibited significantly smaller pituitary gland volumes compared with those with ISS (<italic>p</italic> = 0.011). Error bars represent the distribution of values. *Statistically significant at p&lt; 0.05. GHD, growth hormone deficiency; ISS, idiopathic short stature; tICV, total intracranial volume.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g003.tif">
<alt-text content-type="machine-generated">Violin plot comparing pituitary gland volume in cubic millimeters between GHD and ISS groups. GHD is pink, showing a smaller volume with less spread, while ISS is green, indicating a larger volume and more variability. An asterisk indicates a significant difference.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Comparison of volumes and LI of the thalamic nuclei</title>
<p><xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref> shows the volumes of the whole thalamus and individual thalamic nucleus. Whole and bilateral thalamic volumes did not differ between the groups (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f5"><bold>5</bold></xref>). However, a significant group difference was found exclusively in the left AV nucleus. The GHD group exhibited a significantly greater volume of the AV nucleus than the ISS group (0.159 &#xb1; 0.027 mm<sup>3</sup> vs. 0.133 &#xb1; 0.031 mm<sup>3</sup>; <italic>p</italic> = 0.036), suggesting a localized structural alteration. The increased volume of the left AV nucleus in children with GHD was associated with a large effect size (Cohen&#x2019;s <italic>d</italic> = 0.868), although the <italic>post-hoc</italic> power was moderate (1&#x2212;&#x3b2; = 0.631), reflecting the modest sample size. To further investigate the relationship between thalamic structure, brain development, and functional characteristics, the LI of the thalamic nuclei were analyzed. The LI of the VA nucleus showed more pronounced leftward lateralization in children with GHD. This difference corresponded to a medium effect size (Cohen&#x2019;s <italic>d</italic> = 0.746), with limited <italic>post-hoc</italic> power (1&#x2212;&#x3b2; = 0.505). No other thalamic nuclei exhibited significant group differences (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Comparison of thalamic nuclei volume between two groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Volume measures</th>
<th valign="middle" colspan="6" align="center">All children</th>
</tr>
<tr>
<th valign="middle" align="center">GHD group (mean &#xb1; SD)</th>
<th valign="middle" align="center">ISS group (mean &#xb1; SD)</th>
<th valign="middle" align="center"><italic>p</italic></th>
<th valign="middle" align="center">Adjusted <italic>p<sup>a</sup></italic></th>
<th valign="middle" align="center">Cohen&#x2019;s <italic>d</italic> (effect size)</th>
<th valign="middle" align="center"><italic>Post-hoc</italic> power (1-&#x3b2;)</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="7" align="left">Thalamus</th>
</tr>
<tr>
<td valign="middle" align="left">Whole thalamus</td>
<td valign="middle" align="center">12.539 &#xb1; 1.795</td>
<td valign="middle" align="center">11.708 &#xb1; 1.680</td>
<td valign="middle" align="center">0.202</td>
<td valign="middle" align="center">0.249</td>
<td valign="middle" align="center">0.478</td>
<td valign="middle" align="center">0.244</td>
</tr>
<tr>
<td valign="middle" align="left">Left thalamus</td>
<td valign="middle" align="center">6.410 &#xb1; 1.024</td>
<td valign="middle" align="center">5.947 &#xb1; 0.862</td>
<td valign="middle" align="center">0.191</td>
<td valign="middle" align="center">0.231</td>
<td valign="middle" align="center">0.490</td>
<td valign="middle" align="center">0.254</td>
</tr>
<tr>
<td valign="middle" align="left">Right thalamus</td>
<td valign="middle" align="center">6.129 &#xb1; 0.827</td>
<td valign="middle" align="center">5.762 &#xb1; 0.843</td>
<td valign="middle" align="center">0.239</td>
<td valign="middle" align="center">0.299</td>
<td valign="middle" align="center">0.440</td>
<td valign="middle" align="center">0.214</td>
</tr>
<tr>
<th valign="middle" colspan="7" align="left">Thalamic nuclei</th>
</tr>
<tr>
<th valign="middle" colspan="7" align="left">Left</th>
</tr>
<tr>
<td valign="middle" align="left">AV</td>
<td valign="middle" align="center">0.159 &#xb1; 0.027</td>
<td valign="middle" align="center">0.133 &#xb1; 0.031</td>
<td valign="middle" align="center">0.024</td>
<td valign="middle" align="center"><bold>0.036*</bold></td>
<td valign="middle" align="center">0.868</td>
<td valign="middle" align="center">0.631</td>
</tr>
<tr>
<td valign="middle" align="left">VA</td>
<td valign="middle" align="center">0.436 &#xb1; 0.067</td>
<td valign="middle" align="center">0.396 &#xb1; 0.060</td>
<td valign="middle" align="center">0.097</td>
<td valign="middle" align="center">0.137</td>
<td valign="middle" align="center">0.628</td>
<td valign="middle" align="center">0.383</td>
</tr>
<tr>
<td valign="middle" align="left">VL</td>
<td valign="middle" align="center">1.276 &#xb1; 0.188</td>
<td valign="middle" align="center">1.181 &#xb1; 0.163</td>
<td valign="middle" align="center">0.152</td>
<td valign="middle" align="center">0.197</td>
<td valign="middle" align="center">0.537</td>
<td valign="middle" align="center">0.295</td>
</tr>
<tr>
<td valign="middle" align="left">VM</td>
<td valign="middle" align="center">0.019 &#xb1; 0.004</td>
<td valign="middle" align="center">0.018 &#xb1; 0.004</td>
<td valign="middle" align="center">0.402</td>
<td valign="middle" align="center">0.479</td>
<td valign="middle" align="center">0.311</td>
<td valign="middle" align="center">0.130</td>
</tr>
<tr>
<td valign="middle" align="left">VPL</td>
<td valign="middle" align="center">0.715 &#xb1; 0.125</td>
<td valign="middle" align="center">0.703 &#xb1; 0.100</td>
<td valign="middle" align="center">0.774</td>
<td valign="middle" align="center">0.876</td>
<td valign="middle" align="center">0.106</td>
<td valign="middle" align="center">0.059</td>
</tr>
<tr>
<td valign="middle" align="left">Lateral</td>
<td valign="middle" align="center">0.174 &#xb1; 0.033</td>
<td valign="middle" align="center">0.154 &#xb1; 0.034</td>
<td valign="middle" align="center">0.112</td>
<td valign="middle" align="center">0.155</td>
<td valign="middle" align="center">0.599</td>
<td valign="middle" align="center">0.354</td>
</tr>
<tr>
<td valign="middle" align="left">MD</td>
<td valign="middle" align="center">0.975 &#xb1; 0.165</td>
<td valign="middle" align="center">0.908 &#xb1; 0.138</td>
<td valign="middle" align="center">0.238</td>
<td valign="middle" align="center">0.293</td>
<td valign="middle" align="center">0.429</td>
<td valign="middle" align="center">0.206</td>
</tr>
<tr>
<td valign="middle" align="left">LGN</td>
<td valign="middle" align="center">0.239 &#xb1; 0.053</td>
<td valign="middle" align="center">0.238 &#xb1; 0.036</td>
<td valign="middle" align="center">0.969</td>
<td valign="middle" align="center">0.956</td>
<td valign="middle" align="center">0.014</td>
<td valign="middle" align="center">0.050</td>
</tr>
<tr>
<td valign="middle" align="left">MGN</td>
<td valign="middle" align="center">0.110 &#xb1; 0.016</td>
<td valign="middle" align="center">0.109 &#xb1; 0.020</td>
<td valign="middle" align="center">0.861</td>
<td valign="middle" align="center">0.934</td>
<td valign="middle" align="center">0.065</td>
<td valign="middle" align="center">0.053</td>
</tr>
<tr>
<td valign="middle" align="left">Pulvinar</td>
<td valign="middle" align="center">1.853 &#xb1; 0.347</td>
<td valign="middle" align="center">1.703 &#xb1; 0.254</td>
<td valign="middle" align="center">0.189</td>
<td valign="middle" align="center">0.197</td>
<td valign="middle" align="center">0.492</td>
<td valign="middle" align="center">0.256</td>
</tr>
<tr>
<th valign="middle" colspan="7" align="left">Right</th>
</tr>
<tr>
<td valign="middle" align="left">AV</td>
<td valign="middle" align="center">0.156 &#xb1; 0.031</td>
<td valign="middle" align="center">0.141 &#xb1; 0.040</td>
<td valign="middle" align="center">0.276</td>
<td valign="middle" align="center">0.336</td>
<td valign="middle" align="center">0.405</td>
<td valign="middle" align="center">0.188</td>
</tr>
<tr>
<td valign="middle" align="left">VA</td>
<td valign="middle" align="center">0.416 &#xb1; 0.066</td>
<td valign="middle" align="center">0.397 &#xb1; 0.076</td>
<td valign="middle" align="center">0.171</td>
<td valign="middle" align="center">0.591</td>
<td valign="middle" align="center">0.267</td>
<td valign="middle" align="center">0.109</td>
</tr>
<tr>
<td valign="middle" align="left">VL</td>
<td valign="middle" align="center">1.249 &#xb1; 0.191</td>
<td valign="middle" align="center">1.171 &#xb1; 0.197</td>
<td valign="middle" align="center">0.281</td>
<td valign="middle" align="center">0.339</td>
<td valign="middle" align="center">0.401</td>
<td valign="middle" align="center">0.186</td>
</tr>
<tr>
<td valign="middle" align="left">VM</td>
<td valign="middle" align="center">0.019 &#xb1; 0.004</td>
<td valign="middle" align="center">0.017 &#xb1; 0.004</td>
<td valign="middle" align="center">0.111</td>
<td valign="middle" align="center">0.149</td>
<td valign="middle" align="center">0.600</td>
<td valign="middle" align="center">0.355</td>
</tr>
<tr>
<td valign="middle" align="left">VPL</td>
<td valign="middle" align="center">0.704 &#xb1; 0.104</td>
<td valign="middle" align="center">0.665 &#xb1; 0.096</td>
<td valign="middle" align="center">0.294</td>
<td valign="middle" align="center">0.340</td>
<td valign="middle" align="center">0.390</td>
<td valign="middle" align="center">0.178</td>
</tr>
<tr>
<td valign="middle" align="left">Lateral</td>
<td valign="middle" align="center">0.172 &#xb1; 0.029</td>
<td valign="middle" align="center">0.152 &#xb1; 0.035</td>
<td valign="middle" align="center">0.100</td>
<td valign="middle" align="center">0.138</td>
<td valign="middle" align="center">0.620</td>
<td valign="middle" align="center">0.375</td>
</tr>
<tr>
<td valign="middle" align="left">MD</td>
<td valign="middle" align="center">0.904 &#xb1; 0.132</td>
<td valign="middle" align="center">0.873 &#xb1; 0.113</td>
<td valign="middle" align="center">0.504</td>
<td valign="middle" align="center">0.589</td>
<td valign="middle" align="center">0.247</td>
<td valign="middle" align="center">0.100</td>
</tr>
<tr>
<td valign="middle" align="left">LGN</td>
<td valign="middle" align="center">0.205 &#xb1; 0.036</td>
<td valign="middle" align="center">0.213 &#xb1; 0.032</td>
<td valign="middle" align="center">0.491</td>
<td valign="middle" align="center">0.520</td>
<td valign="middle" align="center">0.255</td>
<td valign="middle" align="center">0.104</td>
</tr>
<tr>
<td valign="middle" align="left">MGN</td>
<td valign="middle" align="center">0.121 &#xb1; 0.015</td>
<td valign="middle" align="center">0.118 &#xb1; 0.019</td>
<td valign="middle" align="center">0.603</td>
<td valign="middle" align="center">0.796</td>
<td valign="middle" align="center">0.192</td>
<td valign="middle" align="center">0.080</td>
</tr>
<tr>
<td valign="middle" align="left">Pulvinar</td>
<td valign="middle" align="center">1.736 &#xb1; 0.254</td>
<td valign="middle" align="center">1.616 &#xb1; 0.202</td>
<td valign="middle" align="center">0.166</td>
<td valign="middle" align="center">0.212</td>
<td valign="middle" align="center">0.519</td>
<td valign="middle" align="center">0.279</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The values are expressed as mean &#xb1; SD. Bold values with an asterisk (*) indicate statistical significance at p &lt; 0.05. <sup><italic>a</italic></sup>: Adjusted for age, sex, and tICV using analysis of covariance. Cohen&#x2019;s <italic>d</italic> represents standardized effect size. Post-hoc power was calculated using a two-tailed test with &#x3b1; = 0.05 and equal group sizes. Abbreviations: GHD, growth hormone deficiency; ISS, idiopathic short stature; SD, standard deviation; tICV, total intracranial volume; AV, anteroventral; VA, ventral anterior; VL, ventral lateral; VM, ventromedial; VPL, ventral posterolateral; MD, mediodorsal; LGN, lateral geniculate; MGN, medial geniculate.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Differences in thalamus volume between children with GHD and children with ISS. Volume of the whole thalamus, left thalamus, and right thalamus are shown. All thalamic volumes were normalized to tICV and adjusted for age and sex. No significant group differenes were observed for the whole thalamus or for either hemisphere. GHD, growth hormone deficiency; ISS, idiopathic short stature; tICV, total intracranial volume.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g004.tif">
<alt-text content-type="machine-generated">Bar graph comparing normalized thalamus volumes for GHD and ISS groups. Three categories: whole, left, and right thalamus. GHD is represented by pink bars and ISS by dark teal bars, each with error bars.</alt-text>
</graphic></fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Thalamic nuclei volume differences between children with GHD and children with ISS. This figure shows the group differences in the volumes of left and right thalamic nuclei between children with GHD and ISS. All thalamic nuclei volumes were normalized to tICV and adjusted for age and sex. <bold>(A)</bold> In the left thalamus (L), children with GHD exhibited a significantly greater volume of the AV nucleus compared with children with ISS (<italic>p</italic> = 0.036). <bold>(B)</bold> In the right thalamus (R), no significant group differences were observed in any thalamic nucleus. *Statistically significant at <italic>p</italic> &lt; 0.05. GHD, growth hormone deficiency; ISS, idiopathic short stature; tICV, total intracranial volume; VL, ventral lateral; MD, mediodorsal; VPL, ventral posterolateral; VA, ventral anterior; LGN, lateral geniculate; AV, anteroventral; MGN, medial geniculate; VM, ventromedial.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g005.tif">
<alt-text content-type="machine-generated">Bar graphs compare normalized volumes of thalamic regions for GHD and ISS groups. Graph A depicts the left thalamus, and Graph B shows the right thalamus. Pink bars represent GHD, and green bars represent ISS. Key data points include the pulvinar, VL, MD, VPL, VA, LGN, lateral, AV, MGN, and VM. Error bars indicate variability in measurements. Notable differences marked by an asterisk.</alt-text>
</graphic></fig>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Comparison of the lateralization index of thalamic nuclei between two groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Nucleus</th>
<th valign="middle" align="center">GHD group (mean &#xb1; SD)</th>
<th valign="middle" align="center">ISS group (mean &#xb1; SD)</th>
<th valign="middle" align="center"><italic>p</italic></th>
<th valign="middle" align="center">Adjusted <italic>p<sup>a</sup></italic></th>
<th valign="middle" align="center">Cohen&#x2019;s <italic>d</italic> (effect size)</th>
<th valign="middle" align="center"><italic>Post-hoc</italic> power (1-&#x3b2;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Thalamus</td>
<td valign="middle" align="center">2.003 &#xb1; 3.885</td>
<td valign="middle" align="center">1.572 &#xb1; 2.308</td>
<td valign="middle" align="center">0.714</td>
<td valign="middle" align="center">0.749</td>
<td valign="middle" align="center">0.135</td>
<td valign="middle" align="center">0.065</td>
</tr>
<tr>
<td valign="middle" align="left">AV</td>
<td valign="middle" align="center">1.208 &#xb1; 5.635</td>
<td valign="middle" align="center">-2.389 &#xb1; 3.461</td>
<td valign="middle" align="center">0.044</td>
<td valign="middle" align="center">0.056</td>
<td valign="middle" align="center">0.769</td>
<td valign="middle" align="center">0.053</td>
</tr>
<tr>
<td valign="middle" align="left">VA</td>
<td valign="middle" align="center">2.413 &#xb1; 3.270</td>
<td valign="middle" align="center">0.238 &#xb1; 2.516</td>
<td valign="middle" align="center">0.051</td>
<td valign="middle" align="center"><bold>0.023*</bold></td>
<td valign="middle" align="center">0.746</td>
<td valign="middle" align="center">0.505</td>
</tr>
<tr>
<td valign="middle" align="left">VL</td>
<td valign="middle" align="center">1.098 &#xb1; 2.214</td>
<td valign="middle" align="center">0.646 &#xb1; 2.033</td>
<td valign="middle" align="center">0.564</td>
<td valign="middle" align="center">0.534</td>
<td valign="middle" align="center">0.213</td>
<td valign="middle" align="center">0.087</td>
</tr>
<tr>
<td valign="middle" align="left">VM</td>
<td valign="middle" align="center">-0.237 &#xb1; 6.878</td>
<td valign="middle" align="center">2.293 &#xb1; 4.769</td>
<td valign="middle" align="center">0.251</td>
<td valign="middle" align="center">0.192</td>
<td valign="middle" align="center">0.428</td>
<td valign="middle" align="center">0.205</td>
</tr>
<tr>
<td valign="middle" align="left">VPL</td>
<td valign="middle" align="center">0.502 &#xb1; 5.123</td>
<td valign="middle" align="center">2.816 &#xb1; 3.268</td>
<td valign="middle" align="center">0.151</td>
<td valign="middle" align="center">0.132</td>
<td valign="middle" align="center">0.539</td>
<td valign="middle" align="center">0.297</td>
</tr>
<tr>
<td valign="middle" align="left">Lateral</td>
<td valign="middle" align="center">0.477 &#xb1; 3.920</td>
<td valign="middle" align="center">0.800 &#xb1; 2.911</td>
<td valign="middle" align="center">0.800</td>
<td valign="middle" align="center">0.736</td>
<td valign="middle" align="center">0.093</td>
<td valign="middle" align="center">0.057</td>
</tr>
<tr>
<td valign="middle" align="left">MD</td>
<td valign="middle" align="center">3.565 &#xb1; 4.429</td>
<td valign="middle" align="center">1.788 &#xb1; 3.934</td>
<td valign="middle" align="center">0.311</td>
<td valign="middle" align="center">0.255</td>
<td valign="middle" align="center">0.424</td>
<td valign="middle" align="center">0.202</td>
</tr>
<tr>
<td valign="middle" align="left">LGN</td>
<td valign="middle" align="center">7.155 &#xb1; 8.959</td>
<td valign="middle" align="center">5.498 &#xb1; 6.595</td>
<td valign="middle" align="center">0.693</td>
<td valign="middle" align="center">0.569</td>
<td valign="middle" align="center">0.211</td>
<td valign="middle" align="center">0.086</td>
</tr>
<tr>
<td valign="middle" align="left">MGN</td>
<td valign="middle" align="center">-4.802 &#xb1; 4.514</td>
<td valign="middle" align="center">-3.925 &#xb1; 3.585</td>
<td valign="middle" align="center">0.524</td>
<td valign="middle" align="center">0.560</td>
<td valign="middle" align="center">0.215</td>
<td valign="middle" align="center">0.088</td>
</tr>
<tr>
<td valign="middle" align="left">Pulvinar</td>
<td valign="middle" align="center">2.784 &#xb1; 8.559</td>
<td valign="middle" align="center">2.442 &#xb1; 4.563</td>
<td valign="middle" align="center">0.868</td>
<td valign="middle" align="center">0.892</td>
<td valign="middle" align="center">0.050</td>
<td valign="middle" align="center">0.052</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The values are expressed as mean &#xb1; SD. *p&lt;0.05. <sup><italic>a:</italic></sup> Adjusted for age, sex, and tICV using analysis of covariance. Cohen&#x2019;s <italic>d</italic> represents standardized effect size. <italic>Post-hoc</italic> power was calculated using a two-tailed test with &#x3b1; = 0.05 and equal group sizes. GHD, growth hormone deficiency; ISS, idiopathic short stature; SD, standard deviation; tICV, total intracranial volume; AV, anteroventral; VA, ventral anterior; VL, ventral lateral; VM, ventromedial; VPL, ventral posterolateral; MD, mediodorsal; LGN, lateral geniculate; MGN, medial geniculate.Bold values with an asterisk (*) indicate statistical significance at p &lt; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Mean lateralization index of the whole thalamus and thalamic nuclei. The LI of the whole thalamus and individual thalamic nuclei is shown for children with GHD and ISS. Positive LI values indicate leftward lateralization, whereas negative values indicate rightward lateralization. Children with GHD exhibited significantly more pronounced leftward lateralization in the VA nucleus compared with children with ISS (<italic>p</italic> = 0.023). Statistically significant at <italic>p</italic> &lt; 0.05. LI, lateralization index; GHD, growth hormone deficiency; ISS, idiopathic short stature; VA, ventral anterior; LGN, lateral geniculate; MD, mediodorsal; VPL, ventral posterolateral; VM, ventromedial; VL, ventral lateral; AV, anteroventral; MGN, medial geniculate. *Statistically significant at p &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g006.tif">
<alt-text content-type="machine-generated">Bar chart comparing lateralization index (L/R) for different thalamic regions. Pink represents GHD, green represents ISS. Two brain images illustrate lateralization directions. Notable differences marked by an asterisk.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Correlations between the LI and biochemical parameters in children with GHD</title>
<p><xref ref-type="fig" rid="f7"><bold>Figures&#xa0;7</bold></xref>, <xref ref-type="fig" rid="f8"><bold>8</bold></xref> illustrate the correlations between the LI of individual thalamic nuclei volumes and the serum IGF-1 and IGFBP-3 levels. Analysis revealed that higher IGF-1 and IGFBP-3 levels were significantly correlated with increased LI of the AV nucleus (FDR-corrected <italic>p</italic> = 0.022 for all). Additionally, the VA&#xa0;nucleus showed significant positive correlations with the IGF-1 (<italic>p</italic> = 0.022) and IGFBP-3 levels (<italic>p</italic> = 0.033). Consistent with these findings, IGF-1 SDS was also significantly associated with the VA nucleus (<italic>p</italic> = 0.033) and ventral lateral nuclei (<italic>p</italic> = 0.044). No other thalamic nuclei showed significant correlations following FDR-correction (<xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>). The correlations between thalamic nuclei volume and biochemical parameters are provided in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;2, 3</bold></xref>.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Correlation between the thalamic nucleus lateralization index and serum IGF-1 levels in the children with GHD. The y-axis represents the lateralization index of the thalamic nuclei, and the x-axis represents serum IGF-1 levels. Positive correlations were observed between serum IGF-1 levels and the lateralization indices in the AV and VA nuclei, with p-values of 0.022 for both nuclei. Statistical significance was set at <italic>p</italic> &lt; 0.05. GHD, growth hormone deficiency; IGF-1, insulin-like growth factor-1; AV, anteroventral; VA, ventral anterior; VL, ventral lateral; VPL, ventral posterolateral; VM, ventromedial; MD, mediodorsal; LGN, lateral geniculate; MGN, medial geniculate. *Statistical significance was set at p &lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g007.tif">
<alt-text content-type="machine-generated">Nine scatter plots are showing correlations between neural imaging data points, each labeled with different regions and colors: AV (red), VA (pink), VL (yellow), VPL (purple), VM (green), MD (orange), LGN (brown), MGN (light blue), and Pulvinar (blue). The plots feature correlation coefficients (r) and p-values. A central image shows brain sections with corresponding color-coded regions, demonstrating the analyzed areas.</alt-text>
</graphic></fig>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Correlation between the thalamic nucleus lateralization index and serum IGFBP-3 levels in the children with GHD. The y-axis represents the lateralization index of the thalamic nuclei, and the x-axis represents serum IGFBP-3 levels. Positive correlations were observed between IGFBP-3 levels and the lateralization indices in the AV and VA nuclei, with p-values of 0.022 and 0.033, respectively. *Statistical significance was set at <italic>p</italic> &lt; 0.05. GHD, growth hormone deficiency; IGFBP-3, insulin-like growth factor-binding protein-3; AV, anteroventral; VA, ventral anterior; VL, ventral lateral; VPL, ventral posterolateral; VM, ventromedial; MD, mediodorsal; LGN, lateral geniculate; MGN, medial geniculate.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1678738-g008.tif">
<alt-text content-type="machine-generated">The image contains nine scatter plots labeled with various thalamic nuclei: AV, VA, VL, VPL, VM, Lateral, MD, LGN, MGN, and Pulvinar. Each plot shows a correlation coefficient (r) and a p-value, indicating levels of correlation between measurements. An additional central image depicts color-coded anatomical regions corresponding to each nucleus on brain sections. The AV and VA plots show significant positive correlations with p-values below 0.05.</alt-text>
</graphic></fig>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Correlations between lateralization index of thalamic nucleus and biochemical parameters in children with GHD.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Biochemical parameters</th>
<th valign="middle" align="left">Statistics</th>
<th valign="middle" align="center">Thalamus</th>
<th valign="middle" align="center">AV</th>
<th valign="middle" align="center">VA</th>
<th valign="middle" align="center">VL</th>
<th valign="middle" align="center">VM</th>
<th valign="middle" align="center">VPL</th>
<th valign="middle" align="center">Lateral</th>
<th valign="middle" align="center">MD</th>
<th valign="middle" align="center">LGN</th>
<th valign="middle" align="center">MGN</th>
<th valign="middle" align="center">Pulvinar</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="3" align="left">IGF-1</td>
<td valign="middle" align="left">r</td>
<td valign="middle" align="center">0.234</td>
<td valign="middle" align="center">0.743</td>
<td valign="middle" align="center">0.777</td>
<td valign="middle" align="center">0.640</td>
<td valign="middle" align="center">0.252</td>
<td valign="middle" align="center">0.206</td>
<td valign="middle" align="center">0.075</td>
<td valign="middle" align="center">0.253</td>
<td valign="middle" align="center">-0.034</td>
<td valign="middle" align="center">0.125</td>
<td valign="middle" align="center">0.033</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>p</italic><sup>a</sup></td>
<td valign="middle" align="center">0.442</td>
<td valign="middle" align="center">0.004</td>
<td valign="middle" align="center">0.002</td>
<td valign="middle" align="center">0.018</td>
<td valign="middle" align="center">0.406</td>
<td valign="middle" align="center">0.499</td>
<td valign="middle" align="center">0.809</td>
<td valign="middle" align="center">0.404</td>
<td valign="middle" align="center">0.913</td>
<td valign="middle" align="center">0.684</td>
<td valign="middle" align="center">0.915</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>FDR p</italic></td>
<td valign="middle" align="center">0.784</td>
<td valign="middle" align="center"><bold>0.022*</bold></td>
<td valign="middle" align="center"><bold>0.022*</bold></td>
<td valign="middle" align="center">0.066</td>
<td valign="middle" align="center">0.784</td>
<td valign="middle" align="center">0.784</td>
<td valign="middle" align="center">0.915</td>
<td valign="middle" align="center">0.784</td>
<td valign="middle" align="center">0.915</td>
<td valign="middle" align="center">0.915</td>
<td valign="middle" align="center">0.915</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">IGF-1 SDS</td>
<td valign="middle" align="left">r</td>
<td valign="middle" align="center">0.167</td>
<td valign="middle" align="center">0.656</td>
<td valign="middle" align="center">0.759</td>
<td valign="middle" align="center">0.699</td>
<td valign="middle" align="center">0.154</td>
<td valign="middle" align="center">0.195</td>
<td valign="middle" align="center">0.160</td>
<td valign="middle" align="center">0.111</td>
<td valign="middle" align="center">-0.187</td>
<td valign="middle" align="center">0.083</td>
<td valign="middle" align="center">-0.020</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>p</italic><sup>a</sup></td>
<td valign="middle" align="center">0.585</td>
<td valign="middle" align="center">0.015</td>
<td valign="middle" align="center">0.003</td>
<td valign="middle" align="center">0.008</td>
<td valign="middle" align="center">0.616</td>
<td valign="middle" align="center">0.523</td>
<td valign="middle" align="center">0.602</td>
<td valign="middle" align="center">0.718</td>
<td valign="middle" align="center">0.541</td>
<td valign="middle" align="center">0.789</td>
<td valign="middle" align="center">0.949</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>FDR p</italic></td>
<td valign="middle" align="center">0.847</td>
<td valign="middle" align="center">0.055</td>
<td valign="middle" align="center"><bold>0.033*</bold></td>
<td valign="middle" align="center"><bold>0.044*</bold></td>
<td valign="middle" align="center">0.847</td>
<td valign="middle" align="center">0.847</td>
<td valign="middle" align="center">0.847</td>
<td valign="middle" align="center">0.868</td>
<td valign="middle" align="center">0.847</td>
<td valign="middle" align="center">0.868</td>
<td valign="middle" align="center">0.949</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">IGFBP-3</td>
<td valign="middle" align="left">r</td>
<td valign="middle" align="center">0.258</td>
<td valign="middle" align="center">0.777</td>
<td valign="middle" align="center">0.710</td>
<td valign="middle" align="center">0.521</td>
<td valign="middle" align="center">0.182</td>
<td valign="middle" align="center">0.220</td>
<td valign="middle" align="center">-0.056</td>
<td valign="middle" align="center">0.327</td>
<td valign="middle" align="center">0.054</td>
<td valign="middle" align="center">0.236</td>
<td valign="middle" align="center">0.065</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>p</italic><sup>a</sup></td>
<td valign="middle" align="center">0.395</td>
<td valign="middle" align="center">0.002</td>
<td valign="middle" align="center">0.006</td>
<td valign="middle" align="center">0.068</td>
<td valign="middle" align="center">0.552</td>
<td valign="middle" align="center">0.470</td>
<td valign="middle" align="center">0.857</td>
<td valign="middle" align="center">0.276</td>
<td valign="middle" align="center">0.862</td>
<td valign="middle" align="center">0.437</td>
<td valign="middle" align="center">0.834</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>FDR p</italic></td>
<td valign="middle" align="center">0.739</td>
<td valign="middle" align="center"><bold>0.022*</bold></td>
<td valign="middle" align="center"><bold>0.033*</bold></td>
<td valign="middle" align="center">0.249</td>
<td valign="middle" align="center">0.759</td>
<td valign="middle" align="center">0.739</td>
<td valign="middle" align="center">0.862</td>
<td valign="middle" align="center">0.739</td>
<td valign="middle" align="center">0.862</td>
<td valign="middle" align="center">0.739</td>
<td valign="middle" align="center">0.862</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">IGFBP-3 SDS</td>
<td valign="middle" align="left">r</td>
<td valign="middle" align="center">0.256</td>
<td valign="middle" align="center">0.606</td>
<td valign="middle" align="center">0.729</td>
<td valign="middle" align="center">0.530</td>
<td valign="middle" align="center">0.200</td>
<td valign="middle" align="center">0.110</td>
<td valign="middle" align="center">-0.216</td>
<td valign="middle" align="center">0.310</td>
<td valign="middle" align="center">0.130</td>
<td valign="middle" align="center">0.323</td>
<td valign="middle" align="center">0.092</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>p</italic><sup>a</sup></td>
<td valign="middle" align="center">0.399</td>
<td valign="middle" align="center">0.028</td>
<td valign="middle" align="center">0.005</td>
<td valign="middle" align="center">0.063</td>
<td valign="middle" align="center">0.513</td>
<td valign="middle" align="center">0.720</td>
<td valign="middle" align="center">0.478</td>
<td valign="middle" align="center">0.303</td>
<td valign="middle" align="center">0.673</td>
<td valign="middle" align="center">0.281</td>
<td valign="middle" align="center">0.766</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>FDR p</italic></td>
<td valign="middle" align="center">0.705</td>
<td valign="middle" align="center">0.154</td>
<td valign="middle" align="center">0.055</td>
<td valign="middle" align="center">0.231</td>
<td valign="middle" align="center">0.705</td>
<td valign="middle" align="center">0.766</td>
<td valign="middle" align="center">0.705</td>
<td valign="middle" align="center">0.666</td>
<td valign="middle" align="center">0.766</td>
<td valign="middle" align="center">0.666</td>
<td valign="middle" align="center">0.766</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">IGF-1/IGFBP-3 Molar ratio</td>
<td valign="middle" align="left">r</td>
<td valign="middle" align="center">0.214</td>
<td valign="middle" align="center">0.550</td>
<td valign="middle" align="center">0.720</td>
<td valign="middle" align="center">0.666</td>
<td valign="middle" align="center">0.270</td>
<td valign="middle" align="center">0.133</td>
<td valign="middle" align="center">0.109</td>
<td valign="middle" align="center">0.217</td>
<td valign="middle" align="center">-0.061</td>
<td valign="middle" align="center">0.009</td>
<td valign="middle" align="center">0.045</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>p</italic><sup>a</sup></td>
<td valign="middle" align="center">0.482</td>
<td valign="middle" align="center">0.051</td>
<td valign="middle" align="center">0.005</td>
<td valign="middle" align="center">0.013</td>
<td valign="middle" align="center">0.372</td>
<td valign="middle" align="center">0.665</td>
<td valign="middle" align="center">0.724</td>
<td valign="middle" align="center">0.477</td>
<td valign="middle" align="center">0.843</td>
<td valign="middle" align="center">0.976</td>
<td valign="middle" align="center">0.883</td>
</tr>
<tr>
<td valign="middle" align="left"><italic>FDR p</italic></td>
<td valign="middle" align="center">0.884</td>
<td valign="middle" align="center">0.187</td>
<td valign="middle" align="center">0.055</td>
<td valign="middle" align="center">0.072</td>
<td valign="middle" align="center">0.884</td>
<td valign="middle" align="center">0.971</td>
<td valign="middle" align="center">0.971</td>
<td valign="middle" align="center">0.884</td>
<td valign="middle" align="center">0.971</td>
<td valign="middle" align="center">0.976</td>
<td valign="middle" align="center">0.971</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><italic><sup>a</sup></italic>Controlling for age and sex as covariate in all children. *p&lt;0.05. GHD, growth hormone deficiency; IGF-1, insulin-like growth factor-1; IGFBP-3, insulin-like growth factor-binding protein 3; SDS; standard deviation score; FDR, false discovery rate; AV, anteroventral; VA, ventral anterior; VL, ventral lateral; VM, ventromedial; VPL, ventral posterolateral; MD, mediodorsal; LGN, lateral geniculate; MGN, medial geniculate.Bold values with an asterisk (*) indicate statistical significance at p &lt; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The aim of this study was to investigate morphological differences in the pituitary gland and thalamic nuclei between children with GHD and those with ISS, and to characterize developmental and lateralization patterns of the thalamus in children with GHD. The main findings of this study can be summarized as follows. Children with GHD exhibited a significantly smaller pituitary gland volume compared with those with ISS, even after adjustment for age, sex, and tICV. In addition, volume was increased in the left AV thalamic nucleus and more pronounced leftward lateralization of the VA nucleus were observed in children with GHD. Lastly, there were positive correlations between the LI of thalamic nuclei and serum IGF-1 and IGFBP-3 levels. Together, these findings suggest that GHD not only affects somatic growth but also induces structural and lateralization changes in subcortical brain regions, potentially reflecting altered neurodevelopmental processes mediated by GH/IGF axis activity.</p>
<sec id="s4_1">
<label>4.1</label>
<title>MRI in the assessment of pituitary gland volume in children with GHD</title>
<p>Consistent with previous studies, our results demonstrate that children with GHD exhibited significantly reduced pituitary gland volumes compared to children with ISS. Importantly, this volumetric reduction remained statistically significant after adjustment for age, sex, and tICV. These findings suggest that pituitary gland volume represents a robust morphological feature associated with GHD during early childhood. Previous studies using conventional 2D MRI have similarly reported decreased pituitary morphology in children with GHD, although those studies often relied on geometric approximations (e.g., the ellipsoid formula), which may underestimate the true pituitary gland volume (<xref ref-type="bibr" rid="B28">28</xref>). By&#xa0;contrast, the present study employed semi-automated segmentation techniques applied to high-resolution 3D MRI, which allowed for more anatomically accurate and reproducible volume estimates. These findings support the clinical utility of 3D MRI pituitary gland volume in the evaluation of pediatric GHD and underscore the importance of considering tICV as a covariate when interpreting pituitary morphology during periods of rapid brain development.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Subnuclear and hemispheric thalamic alterations</title>
<p>Previous neuroimaging studies have consistently reported global brain morphometric abnormalities in children with GHD, including reductions in total brain volume, cortical surface area, and gray matter thickness (<xref ref-type="bibr" rid="B14">14</xref>). Region-specific atrophy has also been observed in structures such as the corpus callosum, hippocampus, and thalamus (<xref ref-type="bibr" rid="B4">4</xref>), implicating disruptions in interhemispheric integration, memory processing, and sensory integration. Diffusion tensor imaging studies further support the presence of microstructural white matter abnormalities, such as increased mean diffusivity in the corticospinal tract (<xref ref-type="bibr" rid="B29">29</xref>), which may contribute to altered motor function. Functional MRI studies have additionally demonstrated reduced structure&#x2013;function coupling in the primary sensory and motor cortices among children with GHD (<xref ref-type="bibr" rid="B30">30</xref>), suggesting a decoupling between anatomical integrity and neural activation patterns. The present study extends previous research by identifying, for the first time, alterations in thalamic subnuclear morphology in children with GHD, a region that has received limited attention. In contrast to prior studies that have primarily focused on global volumetric reductions and cortical thinning, our results reveal a more nuanced pattern of subcortical remodeling. Notably, we identified an increased volume of the left AV thalamic nucleus in children with GHD. The AV nucleus is a key component of the Papez circuit (<xref ref-type="bibr" rid="B31">31</xref>), linking the hippocampus and cingulate cortex and contributing to memory-related processes.&#xa0;This focal volumetric alteration may reflect adaptive neurodevelopmental changes associated with disrupted GH signaling during early brain maturation.</p>
<p>In addition to volumetric alterations, children with GHD exhibited significantly more pronounced leftward lateralization of the VA nucleus compared to children with ISS. Hemispheric lateralization is a fundamental organizational principle of the developing brain, supporting functional specialization and neural efficiency (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). This process follows a tightly regulated developmental trajectory during early childhood and is influenced by both genetic and hormonal factors. Structural asymmetries in subcortical regions, including the thalamus, have been associated with typical cognitive and motor development (<xref ref-type="bibr" rid="B34">34</xref>), and previous studies have reported pronounced leftward thalamic asymmetry during the preschool period (<xref ref-type="bibr" rid="B35">35</xref>). The VA nucleus occupies a strategic position within cortico&#x2013;basal ganglia&#x2013;thalamic loops and is extensively interconnected with the prefrontal and premotor cortices, as well as the basal ganglia (<xref ref-type="bibr" rid="B36">36</xref>&#x2013;<xref ref-type="bibr" rid="B38">38</xref>). Through these connections, the VA nucleus plays a critical role in motor planning, initiation of voluntary movement, and higher-order cognitive processes such as executive control and response selection. The more pronounced leftward lateralization of the VA nucleus observed in children with GHD may therefore reflect asymmetric maturation of motor and cognitive circuits, potentially driven by region-specific sensitivity to GH/IGF signaling. Whether this pattern represents an adaptive compensatory mechanism or an early marker of altered hemispheric organization secondary to endocrine disruption remains to be clarified.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Association between thalamic asymmetry and GH&#x2013;IGF axis activity</title>
<p>A key and novel contribution of the present study is the identification of significant positive correlations between thalamic asymmetry indices and biochemical markers of GH activity, specifically the serum IGF-1 and IGFBP-3 levels. Despite the absence of significant between-group differences in circulating IGF-1 and IGFBP-3 levels, the positive correlations observed within the children with GHD underscore an important distinction between group-level comparisons and individual variability. Prior neuroimaging studies in children with GHD have demonstrated that growth-related hormone levels, including IGF-1 and IGFBP-3, show significant associations with volumes of subcortical structures within the GHD group, even in the absence of significant between-group differences, supporting the notion that relative IGF signaling may be associated with subcortical neuroanatomy within affected populations (<xref ref-type="bibr" rid="B17">17</xref>). Whereas between-group analyses primarily reflect average hormonal status, within-group associations capture how inter-individual differences in residual GH/IGF axis activity may influence neurodevelopment under conditions of hormonal insufficiency. Thus, in children with GHD, even modest variability in IGF-1 and IGFBP-3 levels may represent biologically meaningful differences in residual IGF signaling, which could exert a disproportionate influence on the maturation and organization of subcortical structures, including hemispheric specialization. On this basis, thalamic lateralization in children with GHD may relate to disease severity along a continuous biological spectrum rather than a dichotomous diagnostic category. Greater alterations in thalamic LI may reflect more pronounced disruption of GH/IGF signaling, whereas relatively preserved IGF signaling may be associated with more typical hemispheric organization. By contrast, children with ISS exhibit largely intact GH/IGF axis function and may therefore lack a comparable biological gradient linking hormone levels to thalamic lateralization, potentially accounting for the absence of significant correlations within the ISS group.</p>
<p>IGF signaling plays a critical role in CNS development by promoting neural proliferation, maturation, survival, and growth (<xref ref-type="bibr" rid="B19">19</xref>). Consequently, even modest variations in circulating IGF-1 and IGFBP-3 levels may exert disproportionate effects on subcortical maturation during sensitive developmental windows. In the present study, this heightened sensitivity was reflected in the observed associations between IGF-related biomarkers and thalamic lateralization indices, suggesting that thalamic development may be especially responsive to relative differences in GH/IGF axis activity. In line with these observations, more pronounced leftward lateralization in the AV and VA thalamic nuclei was associated with higher circulating IGF-1 and IGFBP-3 levels. IGF-1 is known to exert neurotrophic effects by promoting synaptogenesis and axonal growth in regions such as the thalamus and hippocampus (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B39">39</xref>), while IGFBP-3 modulates IGF-1 bioavailability by regulating its stability and tissue distribution (<xref ref-type="bibr" rid="B40">40</xref>). Given that the AV and VA nuclei are embedded within motor and cognitive relay circuits, including connections with the secondary motor cortex and cortico&#x2013;basal ganglia&#x2013;thalamic loops (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>), the restriction of these associations to specific subregions suggests preferential sensitivity of sensorimotor-related thalamic nuclei to GH/IGF signaling. Collectively, these findings indicate that inter-individual variability in GH/IGF activity may contribute to differences in thalamic lateralization through region-specific neurodevelopmental mechanisms.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>This study provides novel evidence that GHD in children is associated with morphological alterations in subcortical brain structures, particularly the thalamic nuclei. We identified localized volumetric enlargement in the AV nucleus in children with GHD compared to those with ISS. Furthermore, altered hemispheric lateralization in the VA nucleus, and its correlation with the serum IGF-1 and IGFBP-3 levels suggests that there is a potential compensatory neurodevelopmental response to reduced GH signaling. The increasing leftward asymmetry observed in these nuclei under the influence of IGF signaling indicates that the GH/IGF axis may preferentially modulate neurodevelopmental pathways involved in sensory and motor processing. Collectively, these findings suggest that impaired GH signaling not only affects somatic growth but also contributes to adaptive neurodevelopmental remodeling in subcortical regions during early brain maturation.</p>
</sec>
<sec id="s6">
<label>6</label>
<title>Limitations</title>
<p>Several methodological limitations should be acknowledged. First, the sample size was relatively small, potentially limiting statistical power and the generalizability of the findings. Second, the absence of neurodevelopmental assessments precluded evaluation of the cognitive or behavioral implications of the observed structural differences. Third, the cross-sectional design precludes assessment of longitudinal changes in brain morphology during different stages of development. Future studies with larger cohorts, longitudinal follow-up, and multimodal imaging approaches are needed.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p></sec>
<sec id="s8" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Institutional Review Board of the Hanyang University Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p></sec>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>JL: Conceptualization, Methodology, Formal analysis, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SL: Conceptualization, Validation, Methodology, Investigation, Writing &#x2013; original draft. JHO: Data curation, Validation, Visualization, Writing &#x2013; original draft. HK: Formal analysis, Data curation, Validation, Writing &#x2013; review &amp; editing. GL: Methodology, Data curation, Validation, Visualization, Writing &#x2013; original draft. BL: Formal analysis, Data curation, Writing &#x2013; review &amp; editing. JKH: Formal analysis, Data curation, Writing &#x2013; original draf. SY: Conceptualization, Methodology, Data curation, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HJ: Supervision, Validation, Methodology, Investigation, Resources, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s11" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s12" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s13" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s14" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fendo.2025.1678738/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2025.1678738/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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