基于放射组学的喉鳞癌术前增强CT直方图分析和形状特征提取:与组织病理参数的相关性。

IF 1.3 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Ece Ates Kus, Abdullah Soydan Mahmutoglu, Emine Meltem, Ipek Sel, Yesim Karagoz
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引用次数: 0

摘要

目的:本研究旨在探讨术前增强喉部ct直方图参数和形状特征是否与喉部鳞状细胞癌(LSCC)的颈部淋巴结转移、肿瘤分化(分级)、淋巴血管浸润和神经周围浸润相关。材料与方法:选取2015 - 2021年在我院行喉切除术并同时行颈部淋巴结清扫术,最终病理结局为LSCC的患者91例。两名放射科医生使用3D切片器软件独立进行分割,从每个肿瘤最宽的轴向切片和兴趣体积(voi)中绘制感兴趣区域(roi),以覆盖整个可见的肿瘤。每次分割提取直方图参数和形状特征。计算截断值,并使用类内相关性来衡量观察者之间的一致性。结果:ROI测量仅在淋巴血管侵犯时显示显著差异。VOI测量显示淋巴血管和神经周围浸润和颈部淋巴结转移有显著差异。关键参数包括熵、平均绝对偏差和均匀性。肿瘤分级差异无统计学意义。基于voi的测量在可重复性和诊断广度方面优于基于roi的测量,显示出更高的类内相关值和更显著的病理特征关联。结论:术前增强CT直方图参数及形态特征可用于评价LSCC的肿瘤特征。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Radiomics-Based Preoperative Contrast Enhanced CT Histogram Analysis and Shape Feature Extraction in Laryngeal Squamous Cell Carcinoma: Correlation with Histopathological Parameters.

Aim: This study aims to investigate whether preoperative contrast-enhanced laryngeal CT-derived histogram parameters and shape features can correlate with cervical lymph node metastasis, tumor differentiation (grade), lymphovascular invasion, and perineural invasion in laryngeal squamous cell carcinoma (LSCC).

Materials and methods: Ninety-one patients who underwent laryngectomy and simultaneous cervical lymph node dissection at our hospital between 2015 and 2021, with LSCC as the final pathological outcome, were included. Two radiologists independently performed segmentation using 3D Slicer Software, drawing regions of interest (ROIs) from the widest axial section of each tumor and volumes of interest (VOIs) to cover the entire visualizable tumor. Histogram parameters and shape features were extracted for each segmentation. Cut-off values were calculated, and intraclass correlation was used to measure interobserver agreement.

Results: ROI measurements showed significant differences only for lymphovascular invasion. VOI measurements revealed significant differences between lymphovascular and perineural invasion and cervical lymph node metastasis. Key parameters included entropy, mean absolute deviation, and uniformity. No significant differences were found for tumor grade. VOI-based measurements outperformed ROI-based measurements in terms of reproducibility and diagnostic breadth, showing higher intraclass correlation values and more significant associations with pathological features.

Conclusion: Preoperative contrast-enhanced CT histogram parameters and shape features may be useful in evaluating tumor characteristics in LSCC.

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来源期刊
CiteScore
2.50
自引率
0.00%
发文量
230
审稿时长
4-8 weeks
期刊介绍: The mission of Journal of Computer Assisted Tomography is to showcase the latest clinical and research developments in CT, MR, and closely related diagnostic techniques. We encourage submission of both original research and review articles that have immediate or promissory clinical applications. Topics of special interest include: 1) functional MR and CT of the brain and body; 2) advanced/innovative MRI techniques (diffusion, perfusion, rapid scanning); and 3) advanced/innovative CT techniques (perfusion, multi-energy, dose-reduction, and processing).
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