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CT纹理模式反映口咽鳞状细胞癌中的HPV状态,但不反映组织学分化。

CT Texture Patterns Reflect HPV Status but Not Histological Differentiation in Oropharyngeal Squamous Cell Carcinoma.

作者信息

de Oliveira Lays Assolini Pinheiro, Peresi Caio Elias Irajaya Lobo, Nozaki Daniel Vitor Aguiar, Costa Ericka Francislaine Dias, Santos Lana Ferreira, Lima Carmen Silvia Passos, Lopes Sérgio Lúcio Pereira de Castro, Costa Andre Luiz Ferreira

机构信息

Department of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, University of Campinas (UNICAMP), Campinas 13083-887, SP, Brazil.

Postgraduate Program in Dentistry, Dentomaxillofacial Radiology and Imaging Laboratory, Department of Dentistry, Cruzeiro do Sul University (UNICSUL), São Paulo 01506-000, SP, Brazil.

出版信息

Cancers (Basel). 2025 Jul 11;17(14):2317. doi: 10.3390/cancers17142317.

DOI:10.3390/cancers17142317
PMID:40723201
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12293550/
Abstract

BACKGROUND

Texture analysis (TA) has shown promise in characterizing intratumoral heterogeneity from imaging data. We add to the literature that shows its capability to differentiate oropharyngeal cancers based on HPV status.

METHODS

Multislice CT analysis was done in 120 patients with confirmed OP SCC: a single 5 mm region of interest was placed on three consecutive homogeneous CT slices per patient. Texture features were extracted by using gray-level co-occurrence matrices averaged per patient. HPV status (via p16 IHC and molecular confirmation) and differentiation grade (i.e., good, moderate, and poor) were recorded. Non-parametric statistical tests assessed differences between subgroups.

RESULTS

Seven texture parameters (i.e., angular second moment, contrast, sum of squares, sum entropy, entropy, inverse difference moment, and difference variance) differed significantly between HPV+ and HPV- tumors (all < 0.05). HPV+ tumors exhibited increased heterogeneity and complexity on CT imaging. No texture feature correlated with histological grade.

CONCLUSIONS

This study adds to the growing evidence that CT-based TA can assess HPV status in OP SCC. TA may be promising, though it requires further validation as an adjunctive method integrating into radiomics workflows to develop predictive models for diagnosis, prognosis, and treatment planning.

摘要

背景

纹理分析(TA)已显示出从成像数据中表征肿瘤内异质性的潜力。我们补充了相关文献,这些文献表明其有能力根据人乳头瘤病毒(HPV)状态区分口咽癌。

方法

对120例确诊为口咽鳞状细胞癌(OP SCC)的患者进行多层CT分析:每位患者在连续三个均匀的CT切片上放置一个5毫米的感兴趣区域。使用每位患者平均的灰度共生矩阵提取纹理特征。记录HPV状态(通过p16免疫组化和分子确认)和分化程度(即高分化、中分化和低分化)。非参数统计检验评估亚组之间的差异。

结果

七个纹理参数(即角二阶矩、对比度、平方和、和熵、熵、逆差矩和差方差)在HPV阳性和HPV阴性肿瘤之间存在显著差异(均P<0.05)。HPV阳性肿瘤在CT成像上表现出更高的异质性和复杂性。没有纹理特征与组织学分级相关。

结论

本研究进一步证明基于CT的TA可以评估OP SCC中的HPV状态。TA可能具有前景,尽管它需要作为一种辅助方法进一步验证,以纳入放射组学工作流程,从而开发用于诊断、预后和治疗规划的预测模型。

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本文引用的文献

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Enhanced Diagnostic Precision: Assessing Tumor Differentiation in Head and Neck Squamous Cell Carcinoma Using Multi-Slice Spiral CT Texture Analysis.提高诊断精度:使用多层螺旋CT纹理分析评估头颈部鳞状细胞癌的肿瘤分化程度
J Clin Med. 2024 Jul 10;13(14):4038. doi: 10.3390/jcm13144038.
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Genetic variability in cisplatin metabolic pathways and outcome of locally advanced head and neck squamous cell carcinoma patients.顺铂代谢途径中的遗传变异与局部晚期头颈部鳞状细胞癌患者的结局。
Sci Rep. 2023 Oct 5;13(1):16762. doi: 10.1038/s41598-023-44040-7.
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Texture analysis in cone-beam computed tomographic images of medication-related osteonecrosis of the jaw.
锥形束计算机断层扫描图像中颌骨药物相关性骨坏死的纹理分析
Imaging Sci Dent. 2023 Jun;53(2):109-115. doi: 10.5624/isd.20220202. Epub 2023 Feb 11.
4
Cone-beam computed tomography texture analysis can help differentiate odontogenic and non-odontogenic maxillary sinusitis.锥形束计算机断层扫描纹理分析有助于鉴别牙源性和非牙源性上颌窦炎。
Imaging Sci Dent. 2023 Mar;53(1):43-51. doi: 10.5624/isd.20220166. Epub 2023 Jan 11.
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Role of Texture Analysis in Oropharyngeal Carcinoma: A Systematic Review of the Literature.纹理分析在口咽癌中的作用:文献系统评价
Cancers (Basel). 2022 May 16;14(10):2445. doi: 10.3390/cancers14102445.
6
In vivo study of cone beam computed tomography texture analysis of mandibular condyle and its correlation with gender and age.下颌髁突锥形束计算机断层扫描纹理分析的体内研究及其与性别和年龄的相关性。
Oral Radiol. 2023 Jan;39(1):191-197. doi: 10.1007/s11282-022-00620-3. Epub 2022 May 18.
7
Radiomics outperforms clinical factors in characterizing human papilloma virus (HPV) for patients with oropharyngeal squamous cell carcinomas.放射组学在鉴别口咽鳞状细胞癌患者的人类乳头瘤病毒(HPV)方面优于临床因素。
Biomed Phys Eng Express. 2022 Jun 7;8(4). doi: 10.1088/2057-1976/ac39ab.
8
CT texture analysis of tonsil cancer: Discrimination from normal palatine tonsils.扁桃体癌的 CT 纹理分析:与正常腭扁桃体的鉴别。
PLoS One. 2021 Aug 11;16(8):e0255835. doi: 10.1371/journal.pone.0255835. eCollection 2021.
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Characterization of the tumor immune microenvironment in human papillomavirus-positive and -negative head and neck squamous cell carcinomas.人乳头瘤病毒阳性和阴性头颈部鳞状细胞癌的肿瘤免疫微环境特征。
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