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[18F]FDG-PET/CT texture analysis in thyroid incidentalomas: preliminary results

机译:[18F] FDG-PET / CT甲状腺偶发瘤的质地分析:初步结果

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Backgroundsignificance of incidental thyroid 2-deoxy-2-[18F]fluoro-D-glucose ([18F]FDG) uptake on positron emission tomography/computed tomography (PET/CT) scans remains controversial. We aimed to evaluate the ability of [18F]FDG-PET/CT texture analysis to predict final diagnosis in thyroid incidentaloma. MethodsWe retrospectively evaluated medical records of all patients who performed a [18F]FDG-PET/CT from January 2012 to October 2016. Those patients who presented a thyroid incidentaloma described in the medical records and performed a fine needle aspiration in our institution were considered for the analysis. Cytological and/or histological results were used as reference standard to define the final diagnosis. In case of negative cytology, the nodule was considered benign. In case of non-diagnostic or inconclusive results ultrasound, follow-up and further cytology/histology were used as final diagnosis. For suspected or positive cytological result, histology was used as reference standard. PET images were segmented using a General Electric AW workstation running PET VCAR software (GE Healthcare, Waukesha, WI, USA) settled with a threshold of 40% SUVmax. LifeX software ( http://www.lifexsoft.org ) was used to perform texture analysis. Statistical analysis was performed with R package ( https://www.r-project.org ). ResultsWe identified 55 patients with incidental thyroid [18F]FDG uptake. Five patients were excluded from the analysis because a final diagnosis was not available. Thirty-two out of 50 patients had benign nodules while in 18/50 cases a malignancy (primary thyroid cancer?=?15, metastases?=?3) was diagnosed. Conventional PET parameters and histogram-based features were calculated for all 50 patients, while other matrices-based features were available for 28/50 patients. SUVmax and skewness resulted significantly different in benign and malignant nodules ( p =?0.01 and?=?0.02, respectively). Using ROC analysis, seven features were identified as potential predictors. Among all the textural features tested, skewness showed the best area under the curve (=?0.66). SUV-based parameters resulted in the highest specificity while MTV, TLG, skewness and kurtosis, as well as correlationGLCM resulted better in sensitivity. Conclusions[18F]FDG-PET/CT texture analysis seems to be a promising approach to stratify the patients with thyroid incidentaloma identified on PET scans, with respect to the risk of the diagnosis of a malignant thyroid nodule and thus, could refine the selection of the patients to be referred for cytology.
机译:偶发甲状腺2-脱氧-2-[ 18 F]氟-D-葡萄糖([ 18 F] FDG)摄取对正电子发射断层扫描/计算机断层扫描(PET)的背景意义/ CT)扫描仍存在争议。我们旨在评估[ 18 F] FDG-PET / CT纹理分析预测甲状腺偶发瘤最终诊断的能力。方法我们回顾性评估了2012年1月至2016年10月进行[ 18 F] FDG-PET / CT的所有患者的病历。病历中描述为甲状腺偶发瘤并表现良好的患者分析了我们机构中的针头抽吸术。细胞学和/或组织学结果用作参考标准以定义最终诊断。如果细胞学检查阴性,则结节被认为是良性的。如果没有诊断或不确定的超声结果,则采用随访和进一步的细胞学/组织学作为最终诊断。对于可疑或阳性的细胞学结果,将组织学作为参考标准。使用运行PET VCAR软件(GE Healthcare,Waukesha,WI,美国)的General Electric AW工作站对PET图像进行分割,其阈值为SUV max 。 LifeX软件(http://www.lifexsoft.org)用于执行纹理分析。使用R包(https://www.r-project.org)进行统计分析。结果我们确定了55例偶然摄取甲状腺[ 18 F] FDG的患者。由于无法获得最终诊断,因此五名患者被排除在分析之外。 50例患者中有32例为良性结节,而18/50例患者中诊断为恶性(原发性甲状腺癌≥15,转移灶≥3)。计算了全部50例患者的常规PET参数和基于直方图的特征,而其他基于矩阵的特征可用于28/50例患者。 SUV max 和偏斜导致良性和恶性结节明显不同(分别为p =?0.01和?=?0.02)。使用ROC分析,七个特征被确定为潜在的预测因素。在所有测试的纹理特征中,偏斜度显示曲线下的最佳区域(=?0.66)。基于SUV的参数具有最高的特异性,而MTV,TLG,偏度和峰度以及相关性 GLCM 的敏感性更高。结论[ 18 F] FDG-PET / CT质构分析似乎是一种有前途的方法,可将通过PET扫描鉴定出的甲状腺偶合瘤患者的甲状腺恶性结节的风险进行分层因此,可以优化要进行细胞学检查的患者的选择。

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