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

IF 5.4 2区 医学 Q1 Medicine Journal of Endocrinological Investigation Pub Date : 2024-12-12 DOI:10.1007/s40618-024-02515-y
Valentina Berti, Elsa Fasciglione, Anne Charpiot, Flavio Montanini, Miriam Pepponi, Andrea Leo, Fabrice Hubele, David Taieb, Karel Pacak, Bernard Goichot, Alessio Imperiale
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Abstract

Purpose: To investigate the influence of germline succinate dehydrogenase (SDHx) pathogenic variants on 6-[18F]-fluoro-3,4-dihydroxyphenylalanine (18F-DOPA) Positron Emission Tomography (PET) radiomic signature of head and neck paragangliomas (HNPGLs).

Methods: Forty-seven patients (20 SDH pathogenic 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: 18F-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). SDHx HNPGLs exhibited higher activity scores and more homogeneous texture. At patient level, SDHx cases 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 18F-DOPA PET radiomics for HNPGLs, suggesting the influence of germline SDH pathogenic variants on 18F-FDOPA uptake intensity and textural heterogeneity. Integrating radiomics with genetic data provides new insights into the correlation between PET features and underlying molecular dysregulation.

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解析sdh相关头颈部副神经节瘤的18F-DOPA摄取:放射组学方法。
目的:探讨种系琥珀酸脱氢酶(SDHx)致病变异对头颈部副神经节瘤(HNPGLs) 6-[18F]-氟-3,4-二羟基苯丙氨酸(18F- dopa)正电子发射断层扫描(PET)放射学特征的影响。方法:回顾性分析55例HNPGLs患者47例(SDH致病变异携带者20例)。采用雀巢自适应阈值描述HNPGLs。128个放射性特征被提取并协调以纠正批处理效果。主成分分析(PCA)进行去除冗余和避免共线性。采用多元逐步logistic二元回归分析(LBRA)对各成分最具代表性的特征进行检验,以确定预测遗传状态的变量。结果:18F-DOPA正电子发射断层扫描/计算机断层扫描(PET/CT)检测到颈动脉体HNPGLs 28/29,颈鼓膜HNPGLs 23/23,迷走神经HNPGLs 4/4。sdh相关hnpgl患者的SUVmax显著增高(p = 0.003)。PCA允许识别4个成分。分量1和分量2中最具代表性的变量(分别包括强度和强度相关的纹理特征,以及非强度相关的纹理特征)是基于强度的(IB)-SUVmedian和灰度运行长度矩阵-长运行低灰度强调(GLRLM-LRLGLE)。SDHx hnpgl表现出更高的活性得分和更均匀的结构。在患者水平上,sdx病例的ib - suv中值明显更高(p)。结论:本研究开创了18F-DOPA PET放射组学在HNPGLs中的应用,提示种系SDH致病变异对18F-FDOPA摄取强度和结构异质性的影响。放射组学与遗传数据的整合为PET特征与潜在分子失调之间的相关性提供了新的见解。
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来源期刊
Journal of Endocrinological Investigation
Journal of Endocrinological Investigation ENDOCRINOLOGY & METABOLISM-
CiteScore
8.10
自引率
7.40%
发文量
242
期刊介绍: The Journal of Endocrinological Investigation is a well-established, e-only endocrine journal founded 36 years ago in 1978. It is the official journal of the Italian Society of Endocrinology (SIE), established in 1964. Other Italian societies in the endocrinology and metabolism field are affiliated to the journal: Italian Society of Andrology and Sexual Medicine, Italian Society of Obesity, Italian Society of Pediatric Endocrinology and Diabetology, Clinical Endocrinologists’ Association, Thyroid Association, Endocrine Surgical Units Association, Italian Society of Pharmacology.
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