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基于Y正电子发射断层扫描(PET)梯度的肿瘤分割对肝脏放射性栓塞中体素级剂量测定的影响

Impact of Y PET gradient-based tumor segmentation on voxel-level dosimetry in liver radioembolization.

作者信息

Mikell Justin K, Kaza Ravi K, Roberson Peter L, Younge Kelly C, Srinivasa Ravi N, Majdalany Bill S, Cuneo Kyle C, Owen Dawn, Devasia Theresa, Schipper Matthew J, Dewaraja Yuni K

机构信息

Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, 48109, USA.

Department of Radiology, University of Michigan Medical School, Ann Arbor, MI, USA.

出版信息

EJNMMI Phys. 2018 Nov 30;5(1):31. doi: 10.1186/s40658-018-0230-y.

DOI:10.1186/s40658-018-0230-y
PMID:30498973
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6265358/
Abstract

BACKGROUND

The purpose was to validate Y PET gradient-based tumor segmentation in phantoms and to evaluate the impact of the segmentation method on reported tumor absorbed dose (AD) and biological effective dose (BED) in Y microsphere radioembolization (RE) patients. A semi-automated gradient-based method was applied to phantoms and patient tumors on the Y PET with the initial bounding volume for gradient detection determined from a registered diagnostic CT or MR; this PET-based segmentation (PS) was compared with radiologist-defined morphologic segmentation (MS) on CT or MRI. AD and BED volume histogram metrics (D90, D70, mean) were calculated using both segmentations and concordance/correlations were investigated. Spatial concordance was assessed using Dice similarity coefficient (DSC) and mean distance to agreement (MDA). PS was repeated to assess intra-observer variability.

RESULTS

In phantoms, PS demonstrated high accuracy in lesion volumes (within 15%), AD metrics (within 11%), high spatial concordance relative to morphologic segmentation (DSC > 0.86 and MDA < 1.5 mm), and low intra-observer variability (DSC > 0.99, MDA < 0.2 mm, AD/BED metrics within 2%). For patients (58 lesions), spatial concordance between PS and MS was degraded compared to in-phantom (average DSC = 0.54, average MDA = 4.8 mm); the average mean tumor AD was 226 ± 153 and 197 ± 138 Gy, respectively for PS and MS. For patient AD metrics, the best Pearson correlation (r) and concordance correlation coefficient (ccc) between segmentation methods was found for mean AD (r = 0.94, ccc = 0.92), but worsened as the metric approached the minimum dose (for D90, r = 0.77, ccc = 0.69); BED metrics exhibited a similar trend. Patient PS showed low intra-observer variability (average DSC = 0.81, average MDA = 2.2 mm, average AD/BED metrics within 3.0%).

CONCLUSIONS

Y PET gradient-based segmentation led to accurate/robust results in phantoms, and showed high concordance with MS for reporting mean tumor AD/BED in patients. However, tumor coverage metrics such as D90 exhibited worse concordance between segmentation methods, highlighting the need to standardize segmentation methods when reporting AD/BED metrics from post-therapy Y PET. Estimated differences in reported AD/BED metrics due to segmentation method will be useful for interpreting RE dosimetry results in the literature including tumor response data.

摘要

背景

目的是在体模中验证基于钇正电子发射断层扫描(Y PET)梯度的肿瘤分割,并评估分割方法对钇微球放射性栓塞(RE)患者报告的肿瘤吸收剂量(AD)和生物有效剂量(BED)的影响。将一种基于梯度的半自动方法应用于Y PET上的体模和患者肿瘤,梯度检测的初始边界体积由配准的诊断性计算机断层扫描(CT)或磁共振成像(MR)确定;将这种基于PET的分割(PS)与CT或MRI上放射科医生定义的形态学分割(MS)进行比较。使用两种分割方法计算AD和BED体积直方图指标(D90、D70、平均值),并研究一致性/相关性。使用骰子相似系数(DSC)和平均一致距离(MDA)评估空间一致性。重复进行PS以评估观察者内变异性。

结果

在体模中,PS在病变体积(误差在15%以内)、AD指标(误差在11%以内)方面显示出高精度,相对于形态学分割具有较高的空间一致性(DSC>0.86且MDA<1.5毫米),并且观察者内变异性较低(DSC>0.99,MDA<0.2毫米,AD/BED指标误差在2%以内)。对于患者(58个病变),与体模相比,PS和MS之间的空间一致性有所下降(平均DSC = 0.54,平均MDA = 4.8毫米);PS和MS的平均肿瘤AD分别为226±153和197±138戈瑞。对于患者AD指标,分割方法之间的最佳皮尔逊相关系数(r)和一致性相关系数(ccc)在平均AD方面被发现(r = 0.94,ccc = 0.92),但随着指标接近最小剂量而变差(对于D90,r = 0.77,ccc = 0.69);BED指标呈现类似趋势。患者PS显示出较低的观察者内变异性(平均DSC = 0.81,平均MDA = 2.2毫米,平均AD/BED指标误差在3.0%以内)。

结论

基于Y PET梯度的分割在体模中产生了准确/稳健的结果,并且在报告患者的平均肿瘤AD/BED方面与MS具有高度一致性。然而,诸如D90等肿瘤覆盖指标在分割方法之间的一致性较差,这突出表明在报告治疗后Y PET的AD/BED指标时需要标准化分割方法。由于分割方法导致的报告AD/BED指标的估计差异将有助于解释文献中的RE剂量学结果,包括肿瘤反应数据。

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