Abstract
Structural variants (SVs) that disrupt topologically associating domains can cause disease by rewiring enhancer-promoter interactions. Duplications involving GPR101 are known to cause X-linked acrogigantism (X-LAG) through ectopic GPR101 expression, but not all of these duplications are pathogenic. This presents a diagnostic challenge, especially in the prenatal setting. We evaluated POSTRE, a tool that predicts the regulatory impact of SVs, to distinguish pathogenic from benign GPR101 duplications. We analyzed seven non-pathogenic duplications and 27 known X-LAG-associated duplications. To enable predictions in an X-LAG-relevant tissue, enhancer maps built using H3K27ac ChIP-seq, ATAC-seq, and RNA-seq data derived from human anterior pituitary samples (NIH research protocol 97-CH-0076, Clinicaltrials.gov Identifier NCT00001595, submitted on 11 March 1999) were integrated into POSTRE. POSTRE correctly classified all 34 duplications as benign or pathogenic. In addition, one X-LAG case with mild clinical features (i.e. severe growth hormone hypersecretion without pituitary tumorigenesis) was found to include only 2/5 VGLL1 enhancers, whereas all typical X-LAG cases had ≥4 enhancers duplicated. This suggests that partial enhancer hijacking at VGLL1 could explain the different clinical features in this individual. These findings support the utility of POSTRE to support diagnostic pipelines when interpreting SVs affecting chromatin architecture in pituitary disease and highlight its potential to reduce uncertainty in genetic counseling without requiring chromatin conformation capture assays.
Similar content being viewed by others
Data availability
The datasets generated during this study are available at GEO, accession code GSE193113 and at the Humanitas Research Hospital and Humanitas University data repository in Zenodo https://doi.org/10.5281/zenodo.15854045.
References
Dixon, J. R. et al. Topological domains in mammalian genomes identified by analysis of chromatin interactions. Nature 485, 376–380 (2012).
Nora, E. P., Dekker, J. & Heard, E. Segmental folding of chromosomes: a basis for structural and regulatory chromosomal neighborhoods? Bioessays 35, 818–828 (2013).
Lupianez, D. G., Spielmann, M. & Mundlos, S. Breaking TADs: how alterations of chromatin domains result in disease. Trends Genet 32, 225–237 (2016).
Weischenfeldt, J. & Ibrahim, D. M. When 3D genome changes cause disease: the impact of structural variations in congenital disease and cancer. Curr. Opin. Genet Dev. 80, 102048 (2023).
Spielmann, M., Lupianez, D. G. & Mundlos, S. Structural variation in the 3D genome. Nat. Rev. Genet 19, 453–467, (2018).
D’Haene, E. & Vergult, S. Interpreting the impact of noncoding structural variation in neurodevelopmental disorders. Genet. Med. 23, 34–46 (2021).
Valton, A. L. & Dekker, J. TAD disruption as oncogenic driver. Curr. Opin. Genet Dev. 36, 34–40 (2016).
Matharu, N. & Ahituv, N. Minor loops in major folds: enhancer-promoter looping, chromatin restructuring, and their association with transcriptional regulation and disease. PLoS Genet. 11, e1005640 (2015).
Rajderkar, S. et al. Topologically associating domain boundaries are required for normal genome function. Commun. Biol. 6, 435 (2023).
Trivellin, G. et al. Gigantism and acromegaly due to Xq26 microduplications and GPR101 mutation. N. Engl. J. Med. 371, 2363–2374 (2014).
Caruso, M. et al. Case report: management of pediatric gigantism caused by the TADopathy, X-linked acrogigantism. Front. Endocrinol. (Lausanne) 15, 1345363 (2024).
Franke, M. et al. Duplications disrupt chromatin architecture and rewire GPR101-enhancer communication in X-linked acrogigantism. Am. J. Hum. Genet 109, 553–570 (2022).
Dimartino, P. et al. Structural Variants at the LMNB1 locus: deciphering pathomechanisms in autosomal dominant adult-onset demyelinating leukodystrophy. Ann. Neurol. 96, 855–870 (2024).
Daly, A. F. et al. Chromatin conformation capture in the clinic: 4C-seq/HiC distinguishes pathogenic from neutral duplications at the GPR101 locus. Genome Med 16, 112 (2024).
Sanchez-Gaya, V. & Rada-Iglesias, A. POSTRE: a tool to predict the pathological effects of human structural variants. Nucleic Acids Res 51, e54 (2023).
Iacovazzo, D. et al. Germline or somatic GPR101 duplication leads to X-linked acrogigantism: a clinico-pathological and genetic study. Acta Neuropathol. Commun. 4, 56 (2016).
Burren, C. P., Williams, G., Coxson, E. & Korbonits, M. Effective long-term pediatric pegvisomant monotherapy to final height in x-linked acrogigantism. JCEM Case Rep. 1, luad028 (2023).
Mayran, A. et al. Pioneer factor Pax7 deploys a stable enhancer repertoire for specification of cell fate. Nat. Genet. 50, 259–269 (2018).
Vermunt, M. W. et al. Large-scale identification of coregulated enhancer networks in the adult human brain. Cell Rep. 9, 767–779 (2014).
Sanchez-Gaya, V., Mariner-Fauli, M. & Rada-Iglesias, A. Rare or overlooked? structural disruption of regulatory domains in human neurocristopathies. Front. Genet. 11, 688 (2020).
Hilditch, C., Curtis, S., Cotton, S., LeBlanc, S. & De Sousa, S. Non-penetrant Xq26.3 duplication involving the invariant TAD border: clinical evidence for the VGLL1 region as the GPR101 pituitary enhancer of X-linked acrogigantism. Pituitary 28, 85 (2025).
Ong, C. T. & Corces, V. G. CTCF: an architectural protein bridging genome topology and function. Nat. Rev. Genet. 15, 234–246 (2014).
Ren, G. et al. CTCF-Mediated enhancer-promoter interaction is a critical regulator of cell-to-cell variation of gene expression. Mol. Cell 67, 1049–1058 (2017).
Paliou, C. et al. Preformed chromatin topology assists transcriptional robustness of Shh during limb development. Proc. Natl. Acad. Sci. USA 116, 12390–12399 (2019).
Trivellin, G., Hernandez-Ramirez, L. C., Swan, J. & Stratakis, C. A. An orphan G-protein-coupled receptor causes human gigantism and/or acromegaly: moleCular biology and clinical correlations. Best. Pr. Res. Clin. Endocrinol. Metab. 32, 125–140 (2018).
Daly, A. F. & Beckers, A. The genetic pathophysiology and clinical management of the tadopathy, x-linked acrogigantism. Endocr. Rev. 45, 737–754 (2024).
Daly, A. F. et al. GHRH excess and blockade in X-LAG syndrome. Endocr. Relat. Cancer 23, 161–170 (2016).
Abboud, D. et al. GPR101 drives growth hormone hypersecretion and gigantism in mice via constitutive activation of Gs and Gq/11. Nat. Commun. 11, 4752 (2020).
Trivellin, G. et al. Characterization of GPR101 transcript structure and expression patterns. J. Mol. Endocrinol. 57, 97–111 (2016).
Blayney, J. W. et al. Super-enhancers include classical enhancers and facilitators to fully activate gene expression. Cell 186, 5826–5839 (2023).
Peng, Y. & Zhang, Y. Enhancer and super-enhancer: positive regulators in gene transcription. Anim. Model Exp. Med. 1, 169–179 (2018).
Plaisancie, J. et al. Structural variant disrupting the expression of the remote FOXC1 gene in a patient with syndromic complex microphthalmia. Int. J. Mol. Sci. 25 (2024). https://doi.org/10.3390/ijms25052669.
Hamerlinck, L. et al. Non-coding structural variants identify a commonly affected regulatory region steering FOXG1 transcription in early neurodevelopment. medRxiv, 2025.2003.20 https://doi.org/10.1101/2025.03.10.25323301.
Carballo-Pacoret, P., Carracedo, A. & Rodriguez-Fontenla, C. Unraveling the three-dimensional (3D) genome architecture in Neurodevelopmental Disorders (NDDs). Neurogenetics 25, 293–305, https://doi.org/10.1007/s10048-024-00774-8 (2024).
Zhang, L. et al. Three-dimensional genome landscape comprehensively reveals patterns of spatial gene regulation in papillary and anaplastic thyroid cancers: a study using representative cell lines for each cancer type. Cell Mol. Biol. Lett. 28, 1 (2023).
Lima, A. C. et al. Deletion of an evolutionarily conserved TAD boundary impacts spermatogenesis in mice. Biol. Reprod. 112, 767–779 (2025).
de Bruijn, S. E. et al. Structural variants create new topological-associated domains and ectopic retinal enhancer-gene contact in dominant retinitis pigmentosa. Am. J. Hum. Genet. 107, 802–814 (2020).
Beckers, A. et al. X-linked acrogigantism syndrome: clinical profile and therapeutic responses. Endocr. Relat. Cancer 22, 353–367 (2015).
Naves, L. A. et al. Aggressive tumor growth and clinical evolution in a patient with X-linked acro-gigantism syndrome. Endocrine 51, 236–244 (2016).
Trarbach, E. B. et al. Genetics, clinical features and outcomes of non-syndromic pituitary gigantism: experience of a single center from Sao Paulo, Brazil. Pituitary 24, 252–261 (2021).
Gordon, R. J. et al. Childhood acromegaly due to X-linked acrogigantism: long term follow-up. Pituitary 19, 560–564 (2016).
Liang, H. et al. A Chinese Case of X-Linked Acrogigantism and Systematic Review. Neuroendocrinology 111, 1164–1175 (2021).
Pasinska, M. et al. Clinical importance of acgh in genetic counselling of children with psychomotor retardation. Appl Clin. Genet. 15, 27–38 (2022).
Yu, S. et al. The 3D Genome Browser 2.0: an enhanced online platform for visualizing and analyzing 3D genome architecture. Nucleic Acids Res (2025). https://doi.org/10.1093/nar/gkaf1109.
Perez, G. et al. The UCSC Genome Browser database: 2025 update. Nucleic Acids Res. 53, D1243–D1249, https://doi.org/10.1093/nar/gkae974 (2025).
Fulco, C. P. et al. Activity-by-contact model of enhancer-promoter regulation from thousands of CRISPR perturbations. Nat. Genet. 51, 1664–1669 (2019).
Acknowledgements
The work was supported in part by the following funding sources: Fondazione Telethon, Italy grant no. GGP20130 (to GT, supporting AG); grants from the Fonds d’Investissment pour la Recherche Scientifique 2018-2023 of the Center Hospitalier Universitaire de Liège and grant number FSR-F-2023-FM from the Faculty of Medicine, University of Liège; Intramural Research Program, Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD), National Institutes of Health (NIH) Research project Z1A HD008920 (to CAS), USA. The project that gave rise to these results received the support of a fellowship from “La Caixa” Foundation (ID 100010434). The fellowship code is LCF/BQ/PR22/11920006 (to MF). MF further acknowledges support by the Ramón y Cajal 2023 Programme (Grant RYC2023-043037-I), funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and co-financed by the European Social Fund Plus (FSE+). VS-G is hired under the Generation D initiative, promoted by Red.es, an organization attached to the Ministry for Digital Transformation and the Civil Service, for the attraction and retention of talent through grants and training contracts, financed by the Recovery, Transformation and Resilience Plan through the European Union's Next Generation funds. .The authors would like to thank the patients and families involved for their interest, generosity and patience. GT and AG also acknowledge Fondazione Humanitas per la Ricerca, the institutional recipient of the Fondazione Telethon’s research grant.
Author information
Authors and Affiliations
Contributions
G.T.: Conceptualization, Investigation, Writing - Original Draft, Writing - Review & Editing, Visualization, Supervision, Funding acquisition; V.S.-G.: Methodology, Software, Formal analysis, Data Curation, Visualization, Writing - Review & Editing; A.G.: Investigation, Writing - Review & Editing; M.P.: Resources, Writing - Review & Editing; CAS: M.P.: Resources, Writing - Review & Editing; D.M.: Resources, Writing - Review & Editing; E.K.: Writing - Review & Editing; A.B.: Writing - Review & Editing; A.G.L.: Writing - Review & Editing; P.P.: Resources, Writing - Review & Editing, Funding acquisition; A.R.-I.: Resources, Writing - Review & Editing; M.F.: Conceptualization, Writing - Original Draft, Writing - Review & Editing; A.F.D.: Conceptualization, Investigation, Writing - Original Draft, Writing - Review & Editing, Supervision.
Corresponding author
Ethics declarations
Competing interests
AFD, CAS, and GT hold a patent on GPR101 and its function (US Patent No. 10,350,273, Treatment of Hormonal Disorders of Growth). The authors declare no other competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Trivellin, G., Sánchez-Gaya, V., Grasso, A. et al. Distinguishing benign from pathogenic duplications involving GPR101 and VGLL1-adjacent enhancers in the clinical setting with the bioinformatic tool POSTRE. npj Genom. Med. (2026). https://doi.org/10.1038/s41525-025-00548-7
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41525-025-00548-7


