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Pepponi M, Berti V, Fasciglione E, Montanini F, Canu L, Hubele F, Abenavoli E, Briganti V, Rapizzi E, Charpiot A, Taieb D, Pacak K, Goichot B, Imperiale A. [ 68Ga]DOTATOC PET-derived radiomics to predict genetic background of head and neck paragangliomas: a pilot investigation. Eur J Nucl Med Mol Imaging 2024:10.1007/s00259-024-06735-5. [PMID: 38687372 DOI: 10.1007/s00259-024-06735-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Accepted: 04/23/2024] [Indexed: 05/02/2024]
Abstract
PURPOSE To investigate the [68Ga]DOTATOC PET radiomic profile of head and neck paragangliomas (HNPGLs) and identify radiomic characteristics useful as predictors of succinate dehydrogenase genes (SDHx) pathogenic variants. METHODS Sporadic and SDHx HNPGL patients, who underwent [68Ga]DOTATOC PET/CT, were retrospectively included. HNPGLs were analyzed using LIFEx software, and extracted features were harmonized to correct for batch effects and confronted testing for multiple comparison. Stepwise discriminant analysis was conducted to remove redundancy and identify best discriminating features. ROC analysis was used to define optimal cut-offs. Multivariate decision-tree analysis was performed using CHAID method. RESULTS 34 patients harboring 60 HNPGLs (51 SDHx in 25 patients) were included. Three sporadic and nine SDHx HNPGLs were metastatic. At stepwise discriminant analysis, both GLSZM-Zone Size Non-Uniformity (ZSNU, reflecting tumor heterogeneity) and IB-TLSRE (total lesion somatostatin receptor expression) were independent predictors of genetic status, with 96.4% of lesions and 91.6% of patients correctly classified after cross validation (p < 0.001). Among non-metastatic patients, GLSZM-ZSNU and IB-TLSRE were significantly higher in sporadic than SDHx HNPGLs (p < 0.001). No differences were revealed in metastatic patients. Decision-tree analysis highlights multifocality and IB-TLSRE as useful variables, correctly identifying 6/9 sporadic and 24/25 SDHx patients. Model failed to classify one SDHA and three sporadic patients (2 metastatic). CONCLUSION Radiomics features GLSZM-ZSNU and IB-TLSRE appear to reflect HNPGLs SDHx status and tumor behavior (metastatic vs. non-metastatic). If validated, especially IB-TLSRE might represent a simple and time-efficient radiomic index for SDHx variants early screening and prediction of tumor behavior in HNPGL cases.
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Affiliation(s)
- Miriam Pepponi
- Nuclear Medicine and Molecular Imaging, ICANS, University Hospitals of Strasbourg, University of Strasbourg, Strasbourg, France
- Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', University of Florence, Florence, Italy
| | - Valentina Berti
- Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', University of Florence, Florence, Italy
- Nuclear Medicine Unit, Careggi University Hospital, Florence, Italy
| | - Elsa Fasciglione
- Endocrinology, Diabetology, Nutrition, University Hospitals of Strasbourg, Strasbourg University, Strasbourg, France
| | - Flavio Montanini
- Nuclear Medicine Unit, Careggi University Hospital, Florence, Italy
| | - Letizia Canu
- Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', University of Florence, Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, Careggi University Hospital, Florence, Italy
| | - Fabrice Hubele
- Nuclear Medicine and Molecular Imaging, ICANS, University Hospitals of Strasbourg, University of Strasbourg, Strasbourg, France
| | | | | | - Elena Rapizzi
- Department of Experimental and Clinical Biomedical Sciences 'Mario Serio', University of Florence, Florence, Italy
- Centro di Ricerca e Innovazione sulle Patologie Surrenaliche, Careggi University Hospital, Florence, Italy
| | - Anne Charpiot
- Otolaryngology and Maxillofacial Surgery, University Hospitals of Strasbourg, Strasbourg, France
| | - David Taieb
- La Timone University Hospital, CERIMED, Aix-Marseille University, Marseille, France
| | - Karel Pacak
- Eunice Kennedy Shriver NICHD, National Institutes of Health, Bethesda, MD, USA
| | - Bernard Goichot
- Endocrinology, Diabetology, Nutrition, University Hospitals of Strasbourg, Strasbourg University, Strasbourg, France
| | - Alessio Imperiale
- Nuclear Medicine and Molecular Imaging, ICANS, University Hospitals of Strasbourg, University of Strasbourg, Strasbourg, France.
- IPHC, UMR 7178, CNRS/Unistra, Strasbourg, France.
- Médecine Nucléaire et Imagerie Moléculaire, ICANS 17, rue Albert Calmette, Strasbourg, 67093, France.
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Fasciglione E, Dode C, Courtillot C, Touraine P. MON-224 Congenital Hypogonadotropic Hypogonadism: Features and Genetics of 60 Females Patients. J Endocr Soc 2019. [PMCID: PMC6550791 DOI: 10.1210/js.2019-mon-224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Context Congenital hypogonadotropic hypogonadism (CHH) in females is a rare reproductive disorder about five times less prevalent than in males. Its diagnosis is often difficult to make due to the genetic and phenotypic heterogeneities. Recent progress in DNA sequencing technology has produced a wealth of information regarding the genetic makeup of CHH. However, a genetic mutation is only found in 30% cases and genetic approach concerns mostly male patients. Materials and Methods This retrospective, single-center study included 60 female patients with CHH; they underwent a genetic analysis of 16 genes: (ANOS1, GNRH1, GNRHR, FGFR1, FGF8, TAC3, TACR3, PROK2, PROKR2, CHD7, WDR11, SEMA3A, HS6ST1, KISS1, KISS1R, SOX10) using the next generation sequencing. Each variant was classified known as damaging the protein function or not by the literature. The population was retrospectively divided into four groups based on genetic analysis. Patients with a complete genotype confirming CHH phenotype were named the « CG group »; with a partial genotype, « PG group », women with 2 different gene defects supposing digenic mutations were « DG group » and patients without mutation found were « NM group ». Results 48 variants were identified in 36 patients, 45 of them were known for damaging the protein function with 17 nonsense, frameshift or splice site mutations. The phenotype was fully explained by the genetic anomalies in 20 patients, it seems partial in 8, a digenic cause is supposed in 5 cases and polymorphism in 3 patients. The most frequently mutated gene was GNRHR in 18,75%, followed by FGFR1 and PROKR2 in 16,7%, SEMA3A 12,5%, PROK2 and TAC3 in 6,25%, SOX10, KISS1R, FGF8 and CHD7 in 4% and TAC3, GNRH1 and SOX2 in 2%. The age at the diagnosis was statistically earlier in « CG group », p= 0,018. Additional symptoms such as middle line defects, tooth agenesis and hearing loss were statistically more important in « CG group » (30%) and « PG group » (37,50%) than in « DG group » (0%) and « NM group » (7,41%) p=0,05. 61,7% patients underwent trials stopped their treatment. Reversal was identified in 8% (3 patients) by spontaneous menstrual cycling for at least 1 month. Conclusion Recent findings on the reversibility, phenotypic variability and oligogenicity of CHH have challenged the conventional beliefs and current dogma associated with congenital defect and explain the difficulty to predict genotype-phenotype correlations. CHH patients with a complete genotype seems generally to have a more severe disease with an early age at diagnosis and additional symptoms.
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