Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC, USA.
Department of Medical Surgical Sciences and Translational Medicine, Sapienza University of Rome, Rome, Italy.
Eur Radiol Exp. 2024 Aug 28;8(1):101. doi: 10.1186/s41747-024-00493-7.
Radiomics is not yet used in clinical practice due to concerns regarding its susceptibility to technical factors. We aimed to assess the stability and interscan and interreader reproducibility of myocardial radiomic features between energy-integrating detector computed tomography (EID-CT) and photon-counting detector CT (PCD-CT) in patients undergoing coronary CT angiography (CCTA) on both systems.
Consecutive patients undergoing clinically indicated CCTA on an EID-CT were prospectively enrolled for a PCD-CT CCTA within 30 days. Virtual monoenergetic images (VMI) at various keV levels and polychromatic images (T3D) were generated for PCD-CT, with image reconstruction parameters standardized between scans. Two readers performed myocardial segmentation and 110 radiomic features were compared intraindividually between EID-CT and PDC-CT series. The agreement of parameters was assessed using the intraclass correlation coefficient and paired t-test for the stability of the parameters.
Eighteen patients (15 males) aged 67.6 ± 9.7 years (mean ± standard deviation) were included. Besides polychromatic PCD-CT reconstructions, 60- and 70-keV VMIs showed the highest feature stability compared to EID-CT (96%, 90%, and 92%, respectively). The interscan reproducibility of features was moderate even in the most favorable comparisons (median ICC 0.50 [interquartile range 0.20-0.60] for T3D; 0.56 [0.33-0.74] for 60 keV; 0.50 [0.36-0.62] for 70 keV). Interreader reproducibility was excellent for the PCD-CT series and good for EID-CT segmentations.
Most myocardial radiomic features remain stable between EID-CT and PCD-CT. While features demonstrated moderate reproducibility between scanners, technological advances associated with PCD-CT may lead to greater reproducibility, potentially expediting future standardization efforts.
While the use of PCD-CT may facilitate reduced interreader variability in radiomics analysis, the observed interscanner variations in comparison to EID-CT should be taken into account in future research, with efforts being made to minimize their impact in future radiomics studies.
Most myocardial radiomic features resulted in being stable between EID-CT and PCD-CT on certain VMIs. The reproducibility of parameters between detector technologies was limited. PCD-CT improved interreader reproducibility of myocardial radiomic features.
由于对技术因素的敏感性,放射组学尚未在临床实践中使用。我们旨在评估在接受冠状动脉 CT 血管造影(CCTA)的患者中,能量积分探测器 CT(EID-CT)和光子计数探测器 CT(PCD-CT)之间的心肌放射组学特征在扫描之间和扫描内的稳定性和可重复性。
前瞻性地招募连续接受 EID-CT 临床指征 CCTA 的患者,在 30 天内进行 PCD-CT CCTA。为 PCD-CT 生成各种 keV 水平的虚拟单能量图像(VMI)和多光谱图像(T3D),两次扫描的图像重建参数标准化。两位读者进行心肌分段,比较 EID-CT 和 PCD-CT 系列的 110 个放射组学特征。使用组内相关系数和配对 t 检验评估参数的一致性,以评估参数的稳定性。
纳入 18 名(15 名男性)年龄 67.6±9.7 岁(平均值±标准差)的患者。除多光谱 PCD-CT 重建外,60keV 和 70keV VMI 与 EID-CT 相比显示出最高的特征稳定性(分别为 96%、90%和 92%)。即使在最有利的比较中,特征的扫描内可重复性也适中(多光谱 T3D 的中位数 ICC 为 0.50[四分位距 0.20-0.60];60keV 的 0.56[0.33-0.74];70keV 的 0.50[0.36-0.62])。PCD-CT 系列的扫描仪间可重复性为极好,EID-CT 分段的可重复性为良好。
EID-CT 和 PCD-CT 之间大多数心肌放射组学特征仍然稳定。虽然在扫描仪之间的特征表现出中等的可重复性,但与 PCD-CT 相关的技术进步可能会导致更高的可重复性,从而可能加速未来的标准化工作。
虽然 PCD-CT 的使用可能会降低放射组学分析中的读者间变异性,但与 EID-CT 相比,在比较中观察到的扫描仪间变化应在未来的研究中加以考虑,并努力在未来的放射组学研究中减少其影响。
在某些 VMI 上,EID-CT 和 PCD-CT 之间的大多数心肌放射组学特征结果稳定。探测器技术之间的参数可重复性有限。PCD-CT 提高了心肌放射组学特征的读者间可重复性。