The Predictive Value of Magnetic Resonance Imaging-based Texture Analysis in Evaluating Histopathological Grades of Breast Phyllodes Tumor.

IF 2.2 4区 医学 Q3 ONCOLOGY Journal of Breast Cancer Pub Date : 2022-04-01 DOI:10.4048/jbc.2022.25.e14
Yifei Mao, Zhongtang Xiong, Songxin Wu, Zhiqing Huang, Ruoxian Zhang, Yuqin He, Yuling Peng, Yang Ye, Tianfa Dong, Hui Mai
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引用次数: 2

Abstract

Purpose: Knowing the distinction between benign and borderline/malignant phyllodes tumors (PTs) can help in the surgical treatment course. Herein, we investigated the value of magnetic resonance imaging-based texture analysis (MRI-TA) in differentiating between benign and borderline/malignant PTs.

Methods: Forty-three women with 44 histologically proven PTs underwent breast MRI before surgery and were classified into benign (n = 26) and borderline/malignant groups (n = 18 [15 borderline, 3 malignant]). Clinical and routine MRI parameters (CRMP) and MRI-TA were used to distinguish benign from borderline/malignant PT. In total, 298 texture parameters were extracted from fat-suppression (FS) T2-weighted, FS unenhanced T1-weighted, and FS first-enhanced T1-weighted sequences. To evaluate the diagnostic performance, receiver operating characteristic curve analysis was performed for the K-nearest neighbor classifier trained with significantly different parameters of CRMP, MRI sequence-based TA, and the combination strategy.

Results: Compared with benign PTs, borderline/malignant ones presented a higher local recurrence (p = 0.045); larger size (p < 0.001); different time-intensity curve pattern (p = 0.010); and higher frequency of strong lobulation (p = 0.024), septation enhancement (p = 0.048), cystic component (p = 0.023), and irregular cystic wall (p = 0.045). TA of FS T2-weighted images (0.86) showed a significantly higher area under the curve (AUC) than that of FS unenhanced T1-weighted (0.65, p = 0.010) or first-enhanced phase (0.72, p = 0.049) images. The texture parameters of FS T2-weighted sequences tended to have a higher AUC than CRMP (0.79, p = 0.404). Additionally, the combination strategy exhibited a similar AUC (0.89, p = 0.622) in comparison with the texture parameters of FS T2-weighted sequences.

Conclusion: MRI-TA demonstrated good predictive performance for breast PT pathological grading and could provide surgical planning guidance. Clinical data and routine MRI features were also valuable for grading PTs.

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基于磁共振成像的织构分析对乳腺叶状瘤组织病理分级的预测价值。
目的:了解良性与交界性/恶性叶状瘤(PTs)的区别,有助于外科治疗。在此,我们研究了基于磁共振成像的纹理分析(MRI-TA)在鉴别良性和交界性/恶性PTs中的价值。方法:43例经组织学证实的44例PTs患者术前行乳腺MRI检查,分为良性组(n = 26)和交界/恶性组(n = 18[交界型15例,恶性3例])。临床和常规MRI参数(CRMP)和MRI- ta用于区分良性和交界性/恶性PT。总共从脂肪抑制(FS) t2加权、FS未增强t1加权和FS首次增强t1加权序列中提取298个纹理参数。为了评估诊断性能,对使用CRMP、基于MRI序列的TA和组合策略的显著不同参数训练的k近邻分类器进行受试者工作特征曲线分析。结果:与良性PTs相比,交界性/恶性PTs的局部复发率较高(p = 0.045);较大的尺寸(p < 0.001);不同时间-强度曲线模式(p = 0.010);分叶性强(p = 0.024)、分隔增强(p = 0.048)、囊性成分(p = 0.023)、囊壁不规则(p = 0.045)的出现频率较高。FS t2加权影像TA值(0.86)显示曲线下面积(AUC)明显高于FS未增强t1加权影像(0.65,p = 0.010)或首增强影像(0.72,p = 0.049)。FS t2加权序列的纹理参数AUC高于CRMP序列(0.79,p = 0.404)。此外,组合策略与FS t2加权序列的纹理参数具有相似的AUC (0.89, p = 0.622)。结论:MRI-TA对乳腺PT病理分级具有较好的预测效果,可为手术规划提供指导。临床资料和常规MRI特征对PTs分级也有价值。
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来源期刊
Journal of Breast Cancer
Journal of Breast Cancer 医学-肿瘤学
CiteScore
3.80
自引率
4.20%
发文量
43
审稿时长
6-12 weeks
期刊介绍: The Journal of Breast Cancer (abbreviated as ''J Breast Cancer'') is the official journal of the Korean Breast Cancer Society, which is issued quarterly in the last day of March, June, September, and December each year since 1998. All the contents of the Journal is available online at the official journal website (http://ejbc.kr) under open access policy. The journal aims to provide a forum for the academic communication between medical doctors, basic science researchers, and health care professionals to be interested in breast cancer. To get this aim, we publish original investigations, review articles, brief communications including case reports, editorial opinions on the topics of importance to breast cancer, and welcome new research findings and epidemiological studies, especially when they contain a regional data to grab the international reader''s interest. Although the journal is mainly dealing with the issues of breast cancer, rare cases among benign breast diseases or evidence-based scientifically written articles providing useful information for clinical practice can be published as well.
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