|Table of Contents|

Application of radiomics in the differential diagnosis of parotid pleomorphic adenoma and adenolymphoma of the parotid gland

Journal Of Modern Oncology[ISSN:1672-4992/CN:61-1415/R]

Issue:
2021 05
Page:
837-840
Research Field:
Publishing date:

Info

Title:
Application of radiomics in the differential diagnosis of parotid pleomorphic adenoma and adenolymphoma of the parotid gland
Author(s):
YU Xianchao1; SUN Yufeng2; LI Peng1; LI Ye1; SHAO Meiying1; SHEN Jiang1
1.West China School of Public Health/West China Fourth Hospital,Sichuan University,Sichuan Chengdu 610041,China;2.The Seventh People's Hospital of Chengdu,Sichuan Chengdu 610021,China.
Keywords:
parotid; pleomorphic adenoma; adenolymphoma; radiomics
PACS:
R733.4
DOI:
DOI:10.3969/j.issn.1672-4992.2021.05.025
Abstract:
Objective:To evaluate the diagnostic value of radiomics in patient with parotid pleomorphic adenoma and adenolymphoma of parotid gland.Methods:CT scanning of 52 patients with parotid pleomorphic pdenoma and 46 patients with adenolymphoma were analysed retrospectively.The maximum area of interest (ROI) of the tumor was analyzed by using the texture analysis software MaZda.Then the RDA,PCA,LDA and NDA in the B11 module were used to judge the dimensionality reduction method of Fisher Coefficient,POE+ACC,MI.The sensitivity,specificity,accuracy and the error rate was calculated by using the minimum error discrimination method.Results:In texture discriminant analysis,MI/RDA and MI/PCA had the lowest error rate (2.04%).The highest sensitivity and accuracy were MI/RDA and MI/PCA.The sensitivity was 98.08%.The accuracy was 97.96%,and the specificity was 100% in MI/NDA.Conclusion:Radiomics can be used to distinguish pleomorphic adenoma of the parotid gland from adenolymphoma.

References:

［1］帕力丹木·吾买尔,阿里木江·阿卜杜凯尤木,沈君,等.腮腺常见良性肿瘤 CT 特征分析［J］.CT 理论与应用研究,2019,28(6):739-745. WUMAIER P,ABUDUKAIYOUMU A,SHEN J,et al.CT feature analysis of common benign tumors of parotid gland［J］.CT Theory and Applications,2019,28(6):739-745.
[2]肖允艳,刘敏,邹航宇,等.腮腺多形性腺瘤与腺淋巴瘤的CT鉴别诊断［J］.中国医学物理学杂志,2019,36(003):301-306. XIAO YY,LIU M,ZOU HY,et al.CT features and differential diagnosis of pleomorphic adenoma and adenolymphoma of the parotid gland［J］.Chinese Journal of Medical Physics,2019,36(003):301-306.
[3]郭作梁,陈晓华,马兴灿,等.腮腺多形性腺瘤与腺淋巴瘤的CT影像特征及对比分析［J］.心电图杂志(电子版),2019,8(01):28-29. GUO ZL,CHEN XH,MA XC,et al.CT Features and contrastive analysis of pleomorphic adenoma and adenolymphoma of the parotid gland［J］.Journal of Electrocardiogram(Electronic Edition),2019,8(01):28-29.
[4]LAMBIN P,RIOS-VELAZQUEZ E,LEIJENAAR R,et al.Radiomics:Extracting more information from medical images using advanced feature analysis［J］.European Journal of Cancer (Oxford,England:1990),2012,48(4):441-446.
[5]吴珊珊,沈桂权,高波.肺癌影像组学研究进展［J］.中华放射学杂志,2017,51(12):986-989. WU SS,SHEN GQ,GAO B.Advances in imaging study of lung cancer［J］.Chinese Journal of Radiology,2017,51(12):986-989.
[6]梅东东,罗燕,龚静山,等.基于全肿瘤ADC图纹理特征诊断脑胶质瘤分级［J］.中国医学影像技术,2019,35(7):976-980. MEI DD,LUO Y,GONG JS,et al.Whole tumor ADC-derived texture features in grading of brain glioma ［J］.Chinese Journal of Medical Imaging Technology,2019,35(7):976-980.
[7]NG F,GANESHAN B,KOZARSKI R,et al.Assessment of primary colorectal cancer heterogeneity by using whole-tumor texture analysis:Contrast-enhanced CT texture as a biomarker of 5-year survival［J］.Radiology,2013,266(1):177-184.
[8]RONG Y,SHI SY, CHEN JH,et al.Radiomics in ray plus:A web-based tool for texture analysis in medical images［J］.Journal of Digital Imaging,2019,32:269-275.
[9]李双双,侯震,刘娟,等.影像组学分析与建模工具综述［J］.中国医学物理学杂志,2018,35(9):1043-1049. LI SS,HOU Z,LIU J,et al.Review of radiomic analysis and modeling tools［J］.Chinese Journal of Medical Physics,2018,35(9):1043-1049.
[10]高鑫,程敬亮,文宝红,等.T2WI全域直方图分析鉴别诊断腮腺多形性腺瘤与腺淋巴瘤［J］.中国医学影像技术,2018,34(12):41-45. GAO X,CHENG JL,WEN BH,et al.Whole-lesion histogram analysis of T2WI in identification of parotid gland pleomorphic adenoma from adenolymphoma［J］.Chinese Journal of Medical Imaging Technology,2018,34(12):41-45.
[11]杨亮,蒋涛.CT纹理分析鉴别腮腺良、恶性肿瘤的价值［J］.实用放射学杂志,2019,35(5):713-716. YANG L,JIANG T.The value of CT image texture analysis in the differential diagnosis of benign and malignant parotid tumor［J］.Journal of Practical Radiology,2019,35(5):713-716.
[12]BUCK K,FUJITA A,LI B,et al.Using texture analysis to determine human papillomavirus status of oropharyngeal squamous cell carcinomas on CT［J］.American Journal of Neuroradiology,2015,36(7):1343-1348.
[13]盛茂,王嗣伟,晋丹丹,等.腮腺多形性腺瘤与腺淋巴瘤的CT影像特征及对比分析［J］.实用放射学杂志,2017,33(1):28-46. SHENG M,WANG SW,JIN DD,et al.CT imaging characteristics and comparative analysis of parotid pleomorphic adeonoma and adenolymphoma［J］.Journal of Practical Radiology,2017,33(1):28-46.
[14]OEPPEN RS,GIBSON D,BRENNAN PA.An update on the use of ultrasound imaging in oral and maxillofacial surgery［J］.British Journal of Oral and Maxillofacial Surgery,2010,48(6):412-418.
[15]SRISTI SINGH,刘珍银.腮腺良、恶性肿瘤的CT与MRI诊断［J］.临床医学工程,2014,21(8):960-961. SRISTI S,LIU ZY.CT and MRI in the diagnosis of benign and malignant parotid tumors ［J］.Clinical Medicine & Engineering,2014,21(8):960-961.
[16]苏会芳,周国锋,谢传淼,等.放射组学的兴起和研究进展［J］.中华医学杂志,2015,95(7):553-556. SU HF,ZHOU GF,XIE CM,et al.The rise and progress of radiomics ［J］.National Medical Journal of China,2015,95(7):553-556.
[17]赵厚亮,王文涛,王伟,等.CT纹理分析在腮腺多形性腺瘤与腺淋巴瘤鉴别诊断中的价值［J］.口腔医学研究,2018,34(10):1127-1131. ZHAO HL,WANG WT,WANG W,et al.The value of CT texture analysis in differentiating parotid pleomorphic adenoma from adenolymphoma［J］.Journal of Oral Science Research,2018,34(10):1127-1131.
[18]朱旭娜,苏丹柯,刘丽东,等.MSCT双期增强扫描对腮腺常见上皮性良性肿瘤的诊断及鉴别诊断价值［J］.实用放射学杂志,2015,31(12):2082-2085. ZHU XN,SU DK,LIU LD,et al.Study on dual-phase enhanced multi-slice spiral CT diagnostic and differential diagnostic value in the parotid gland common benign tumors of epithelial origin［J］.Journal of Practical Radiology,2015,31(12):2082-2085.

Memo

Memo:
四川省科技重点研发项目计划（编号：2018SZ0139）;四川大学专职博后研发项目（编号：2018SCU12013）
Last Update: 2021-01-29