Texture analysis using short-tau inversion recovery magnetic resonance images to differentiate squamous cell carcinoma of the gingiva from medication-related osteonecrosis of the jaw.

IF 1.6 3区 医学 Q3 DENTISTRY, ORAL SURGERY & MEDICINE
Oral Radiology Pub Date : 2024-04-01 Epub Date: 2023-12-07 DOI:10.1007/s11282-023-00725-3
Kotaro Ito, Naohisa Hirahara, Hirotaka Muraoka, Eri Sawada, Satoshi Tokunaga, Takashi Kaneda
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引用次数: 0

Abstract

Objectives: Despite the difficulty in distinguishing between squamous cell carcinoma (SCC) and medication-related osteonecrosis of the jaw (MRONJ) on the basis of medical imaging examinations, the two conditions have completely different treatment methods and prognoses. Therefore, differentiation of SCC from MRONJ on imaging examinations is very important. This study aimed to distinguish SCC from MRONJ by performing texture analysis using magnetic resonance imaging (MRI) short-tau inversion recovery images.

Methods: This retrospective case-control study included 14 patients with SCC of the lower gingiva and 35 with MRONJ of the mandible who underwent MRI and computed tomography (CT) for suspected SCC or MRONJ. SCC was identified by histopathological examination of tissues excised during surgery. The radiomics features of SCC and MRONJ were analyzed using the open-access software MaZda version 3.3 (Technical University of Lodz, Institute of Electronics, Poland). CT was used to evaluate the presence or absence of qualitative findings (sclerosis, sequestrum, osteolysis, periosteal reaction, and cellulitis) of SCC and MRONJ.

Results: Among the 19 texture features selected using MaZda feature-reduction methods, SCC of the gingiva and MRONJ of the mandible revealed differences in two histogram features, one absolute gradient feature, and 16 Gy level co-occurrence matrix features. In particular, the percentile, angular second moment, entropy, and difference entropy exhibited excellent diagnostic performance.

Conclusion: Non-contrast-enhanced MRI texture analysis revealed differences in texture parameters between mandibular SCC and mandibular MRONJ. MRI texture analysis can be a new noninvasive quantitative method for distinguishing between SCC and MRONJ.

Abstract Image

利用短tau反转恢复磁共振图像的纹理分析来区分牙龈鳞状细胞癌和颌骨药物相关性骨坏死。
目的:尽管医学影像学检查难以区分鳞状细胞癌(SCC)和药物相关性颌骨坏死(MRONJ),但这两种疾病的治疗方法和预后完全不同。因此,在影像学检查中鉴别SCC与MRONJ非常重要。本研究旨在通过使用磁共振成像(MRI)短tau反转恢复图像进行纹理分析来区分SCC和MRONJ。方法:本回顾性病例对照研究包括14例下龈鳞状细胞癌和35例下颌骨MRONJ患者,他们对疑似SCC或MRONJ进行了MRI和CT检查。SCC是通过手术切除组织的组织病理学检查确定的。SCC和MRONJ的放射组学特征使用开放获取软件MaZda 3.3版(波兰罗兹技术大学电子研究所)进行分析。CT用于评估SCC和MRONJ的定性表现(硬化、固骨、骨溶解、骨膜反应和蜂窝织炎)的存在与否。结果:在采用MaZda特征约简方法选取的19个纹理特征中,牙龈SCC和下颌骨MRONJ在2个直方图特征、1个绝对梯度特征和16个Gy级共现矩阵特征上存在差异。特别是,百分位、角秒矩、熵和差熵表现出优异的诊断性能。结论:非增强MRI纹理分析显示下颌骨SCC与下颌MRONJ在纹理参数上存在差异。MRI织构分析可作为一种新的无创定量鉴别SCC与MRONJ的方法。
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来源期刊
Oral Radiology
Oral Radiology DENTISTRY, ORAL SURGERY & MEDICINE-
CiteScore
4.20
自引率
13.60%
发文量
87
审稿时长
>12 weeks
期刊介绍: As the official English-language journal of the Japanese Society for Oral and Maxillofacial Radiology and the Asian Academy of Oral and Maxillofacial Radiology, Oral Radiology is intended to be a forum for international collaboration in head and neck diagnostic imaging and all related fields. Oral Radiology features cutting-edge research papers, review articles, case reports, and technical notes from both the clinical and experimental fields. As membership in the Society is not a prerequisite, contributions are welcome from researchers and clinicians worldwide.
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