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Deciphering 18F-DOPA uptake in SDH-related head and neck paragangliomas: a radiomics approach

Authors :
Berti, Valentina
Fasciglione, Elsa
Charpiot, Anne
Montanini, Flavio
Pepponi, Miriam
Leo, Andrea
Hubele, Fabrice
Taieb, David
Pacak, Karel
Goichot, Bernard
Imperiale, Alessio
Source :
Journal of Endocrinological Investigation; 20240101, Issue: Preprints p1-10, 10p
Publication Year :
2024

Abstract

Purpose: To investigate the influence of germline succinate dehydrogenase (SDHx) pathogenic variants on 6-[<superscript>18</superscript>F]-fluoro-3,4-dihydroxyphenylalanine (<superscript>18</superscript>F-DOPA) Positron Emission Tomography (PET) radiomic signature of head and neck paragangliomas (HNPGLs). Methods: Forty-seven patients (20 SDHpathogenic variants carriers) harboring 55 HNPGLs were retrospectively included. HNPGLs were delineated using Nestle adaptive threshold. 128 radiomic features were extracted and harmonized to correct for batch effects. Principal Component Analysis (PCA) was performed to remove redundancy and avoid collinearity. The most representative feature of each component was tested with multivariate stepwise logistic binary regression analysis (LBRA) to identify variables predictive of genetic status. Results: <superscript>18</superscript>F-DOPA Positron Emission Tomography/Computed Tomography (PET/CT) detected 28/29 carotid body HNPGLs, 23/23 jugulotympanic HNPGLs, and 4/4 vagal HNPGLs. SUVmax was significantly higher in SDH-related HNPGLs (p= 0.003). PCA allowed identification of 4 Components. The most representative variables of Component 1 and 2 (including intensity and intensity-related textural features, and not intensity-related textural features, respectively) were Intensity-based (IB)-SUVmedian and Grey Level Run Length Matrix-Long Run Low Gray Level Emphasis (GLRLM-LRLGLE). SDHxHNPGLs exhibited higher activity scores and more homogeneous texture. At patient level, SDHxcases showed significantly higher IB-SUVmedian values (p< 0.001), and lower GLRLM-LRLGLE than sporadic patients (p= 0.005). IB-SUVmedian was found to be an independent predictor of genetic status at lesion (71.0%) and patient level (77.8%). Conclusion: The present study pioneers the application of <superscript>18</superscript>F-DOPA PET radiomics for HNPGLs, suggesting the influence of germline SDHpathogenic variants on <superscript>18</superscript>F-FDOPA uptake intensity and textural heterogeneity. Integrating radiomics with genetic data provides new insights into the correlation between PET features and underlying molecular dysregulation.

Details

Language :
English
ISSN :
03914097 and 17208386
Issue :
Preprints
Database :
Supplemental Index
Journal :
Journal of Endocrinological Investigation
Publication Type :
Periodical
Accession number :
ejs68286138
Full Text :
https://doi.org/10.1007/s40618-024-02515-y