Lozano Gonzalez Óscar, Salas Orozco Marco Felipe, Mancera Jaime Trigueros, Martínez Cuellar Noé Gustavo, Patiño Marín Nuria
Department of Clinical Research, Autonomous University of San Luis Potosí, Faculty of Stomatology, San Luis Potosí, México.
Department of Endodontics, Latin University, Guanajuato, Mexico.
Eur Endod J. 2024 Dec;9(4):394-404. doi: 10.14744/eej.2024.45220.
To investigate significant differences in selected radiomic parameters when classifying periapical lesions based on volumetric size, cortical expansion, erosion, and shape using Cone Beam Computed Tomography (CBCT).
A retrospective analytical and comparative study was conducted on 100 small field of view (FOV) 50×50 mm CBCT scans collected between the years 2018 and 2023. The study involved qualitative classification of periapical lesions, followed by segmentation and extraction of radiomic parameters. The extracted parameters included first-order features such as energy, entropy, total energy, and uniformity; texture features like grey-level co-occurrence matrix contrast (GLCMC) and neighbouring grey tone difference matrix contrast (NGTDMC); and shape features including elongation, flatness, sphericity, and mesh volume, utilising 3D Slicer and Pyradiomics. The normal distribution of the variables was determined using the Shapiro-Wilk test. Various tests were used to assess significant differences, including Student's t-test, Mann-Whitney U test, ANOVA, and Tukey's post hoc analysis.
Significant differences were observed in the following parameters among the classification levels when classifying periapical lesions according to their volumetric size. There were significant differences in energy with a p-value of 0.001 and total energy with a p-value of 0.02. NGTDMC also showed a significant difference with a p-value of 0.001. A larger volumetric size is associated with greater energy and lower contrast. Significant differences in periapical lesions with erosion were found in shape sphericity (mean 0.34, SD 0.10, p=0.01), energy (mean 3.73×10¹⁰, SD 4.52×10¹⁰, p=0.002), and NGTDMC (mean 0.05, SD 0.02, p=0.001) compared to lesions without erosion. GLCMC was lower in erosive lesions (mean 18.94, SD 6.81, p=0.03) than in non-erosive ones (mean 22.28, SD 8.48). Regular-shaped periapical lesions demonstrated significantly greater elongation (mean 0.794, SD 0.115, p=0.006) and flatness (mean 0.614, SD 0.107, p=0.005) than irregular-shaped lesions. These findings suggest that regular-shaped periapical lesions are more elongated and flatter than irregular ones. No significant differences were found in radiomic features depending on the presence or absence of expansion in the periapical lesion.
There are significant differences in texture and first-order radiomic features in periapical lesions classified based on size, erosion, and shape. This research's relevance lies in its potential to improve the quantitative characterisation of periapical lesions, leading to an objective interpretation. (EEJ-2023-11-159).
利用锥形束计算机断层扫描(CBCT),根据体积大小、皮质扩张、骨质侵蚀和形状对根尖周病变进行分类时,研究选定的影像组学参数的显著差异。
对2018年至2023年期间收集的100例50×50mm小视野(FOV)CBCT扫描进行回顾性分析和比较研究。该研究包括根尖周病变的定性分类,随后进行影像组学参数的分割和提取。提取的参数包括一阶特征,如能量、熵、总能量和均匀性;纹理特征,如灰度共生矩阵对比度(GLCMC)和邻域灰度色调差异矩阵对比度(NGTDMC);以及形状特征,包括伸长率、扁平率、球形度和网格体积,使用3D Slicer和Pyradiomics软件。使用Shapiro-Wilk检验确定变量的正态分布。采用多种检验评估显著差异,包括学生t检验、曼-惠特尼U检验、方差分析和Tukey事后分析。
根据体积大小对根尖周病变进行分类时,在分类水平之间的以下参数中观察到显著差异。能量的p值为0.001,总能量的p值为0.02,差异均具有统计学意义。NGTDMC的p值为0.001,也显示出显著差异。较大的体积与更高的能量和更低的对比度相关。与无骨质侵蚀的病变相比,有骨质侵蚀的根尖周病变在形状球形度(平均值0.34,标准差0.10,p=0.01)、能量(平均值3.73×10¹⁰,标准差4.52×10¹⁰,p=0.002)和NGTDMC(平均值0.05,标准差0.02,p=0.001)方面存在显著差异。侵蚀性病变的GLCMC(平均值18.94,标准差6.81,p=0.03)低于非侵蚀性病变(平均值22.28,标准差8.48)。规则形状的根尖周病变显示出比不规则形状的病变更大的伸长率(平均值0.794,标准差0.115,p=0.006)和扁平率(平均值0.614,标准差0.107,p=0.005)。这些发现表明,规则形状的根尖周病变比不规则形状的病变更长且更扁平。根据根尖周病变是否存在扩张,在影像组学特征上未发现显著差异。
根据大小、侵蚀和形状分类的根尖周病变在纹理和一阶影像组学特征上存在显著差异。本研究的意义在于其有可能改善根尖周病变的定量特征,从而实现客观解释。(EEJ-2023-11-159)