Intravoxel Incoherent Motion and Quantitative Non-Gaussian Diffusion MR Imaging: Evaluation of the Diagnostic and Prognostic Value of Several Markers of Malignant and Benign Breast Lesions

被引:106
|
作者
Lima, Mami [1 ,2 ]
Kataoka, Masako [1 ]
Kanao, Shotaro [1 ]
Onishi, Natsuko [1 ]
Kawai, Makiko [1 ]
Ohashi, Akane [1 ]
Sakaguchi, Rena [1 ]
Toi, Masakazu [3 ]
Togashi, Kaori [1 ]
机构
[1] Kyoto Univ, Grad Sch Med, Dept Diagnost Imaging & Nucl Med, Sakyo Ku, 54 Shogoin Kawaharacho, Kyoto 6068507, Japan
[2] Kyoto Univ, Hakubi Ctr Adv Res, Kyoto, Japan
[3] Kyoto Univ, Grad Sch Med, Dept Breast Surg, Kyoto, Japan
基金
日本学术振兴会;
关键词
INVASIVE DUCTAL CARCINOMA; COEFFICIENT VALUES; WEIGHTED MRI; CANCER; SUBTYPES; PERFUSION; ACCURACY; FEATURES; BRAIN; DWI;
D O I
10.1148/radiol.2017162853
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: To investigate the performance of integrated approaches that combined intravoxel incoherent motion (IVIM) and non-Gaussian diffusion parameters compared with the Breast Imaging and Reporting Data System (BI-RADS) to establish multiparameter thresholds scores or probabilities by using Bayesian analysis to distinguish malignant from benign breast lesions and their correlation with molecular prognostic factors. Materials and Methods: Between May 2013 and March 2015, 411 patients were prospectively enrolled and 199 patients (allocated to training [n = 99] and validation [n = 100] sets) were included in this study. IVIM parameters (flowing blood volume fraction [fIVIM] and pseudodiffusion coefficient [D*]) and non-Gaussian diffusion parameters (theoretical apparent diffusion coefficient [ADC] at b value of 0 sec/mm(2) [ADC 0] and kurtosis [K]) by using IVIM and kurtosis models were estimated from diffusion-weighted image series (16 b values up to 2500 sec/mm2), as well as a synthetic ADC (sADC) calculated by using b values of 200 and 1500 (sADC 200-1500) and a standard ADC calculated by using b values of 0 and 800 sec/mm2 (ADC 0-800). The performance of two diagnostic approaches (combined parameter thresholds and Bayesian analysis) combining IVIM and diffusion parameters was evaluated and compared with BI-RADS performance. The Mann-Whitney U test and a nonparametric multiple comparison test were used to compare their performance to determine benignity or malignancy and as molecular prognostic biomarkers and subtypes of breast cancer. Results: Significant differences were found between malignant and benign breast lesions for IVIM and non-Gaussian diffusion parameters (ADC 0, K, fIVIM, fIVIM, D*, sADC 200-1500, and ADC 0-800; P<.05). Sensitivity and specificity for the validation set by radiologists A and B were as follows: sensitivity, 94.7% and 89.5%, and specificity, 75.0% and 79.2% for sADC 200-1500-, respectively; sensitivity, 94.7% and 96.1%, and specificity, 75.0% and 66.7%, for the combined thresholds approach, respectively; sensitivity, 92.1% and 92.1%, and specificity, 83.3% and 66.7%, for Bayesian analysis, respectively; and sensitivity and specificity, 100% and 79.2%, for BI-RADS, respectively. The significant difference in values of sADC 200-1500 in progesterone receptor status (P=.002) was noted. sADC 200-1500 was significantly different between histologic subtypes (P=.006). Conclusion: Approaches that combined various IVIM and non-Gaussian diffusion MR imaging parameters may provide BI-RADS-equivalent scores almost comparable to BI-RADS categories without the use of contrast agents. Non-Gaussian diffusion parameters also differed by biologic prognostic factors. (C) RSNA, 2017
引用
收藏
页码:432 / 441
页数:10
相关论文
共 28 条
  • [1] Quantitative Non-Gaussian Diffusion and Intravoxel Incoherent Motion Magnetic Resonance Imaging Differentiation of Malignant and Benign Breast Lesions
    Iima, Mami
    Yano, Kojiro
    Kataoka, Masako
    Umehana, Masaki
    Murata, Katsutoshi
    Kanao, Shotaro
    Togashi, Kaori
    Le Bihan, Denis
    INVESTIGATIVE RADIOLOGY, 2015, 50 (04) : 205 - 211
  • [2] Quantitative evaluation of intravoxel incoherent motion diffusion-weighted imaging (IVIM) for differential diagnosis and grading prediction of benign and malignant breast lesions
    Mao, Xijin
    Zou, Xuexue
    Yu, Ning
    Jiang, Xingyu
    Du, Jing
    MEDICINE, 2018, 97 (26)
  • [3] Variability of non-Gaussian diffusion MRI and intravoxel incoherent motion (IVIM) measurements in the breast
    Iima, Mami
    Kataoka, Masako
    Kanao, Shotaro
    Kawai, Makiko
    Onishi, Natsuko
    Koyasu, Sho
    Murata, Katsutoshi
    Ohashi, Akane
    Sakaguchi, Rena
    Togashi, Kaori
    PLOS ONE, 2018, 13 (03):
  • [4] Intravoxel incoherent motion MR imaging in breast cancer: quantitative analysis for characterizing lesions
    Lin, Naier
    Chen, Junyan
    Hua, Jia
    Zhao, Jinhua
    Zhao, Jun
    Lu, Jinsong
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL MEDICINE, 2017, 10 (01): : 1705 - 1714
  • [5] Differential value of diffusion kurtosis imaging and intravoxel incoherent motion in benign and malignant solitary pulmonary lesions
    Xiang, Lu
    Yang, Hong
    Qin, Yu
    Wen, Yun
    Liu, Xue
    Zeng, Wen-Bing
    FRONTIERS IN ONCOLOGY, 2023, 12
  • [6] Intravoxel Incoherent Motion MR Imaging in the Differentiation of Benign and Malignant Sinonasal Lesions: Comparison with Conventional Diffusion-Weighted MR Imaging
    Xiao, Z.
    Tang, Z.
    Qiang, J.
    Wang, S.
    Qian, W.
    Zhong, Y.
    Wang, R.
    Wang, J.
    Wu, L.
    Tang, W.
    Zhang, Z.
    AMERICAN JOURNAL OF NEURORADIOLOGY, 2018, 39 (03) : 538 - 546
  • [7] Distinguishing between benign and malignant breast lesions using diffusion weighted imaging and intravoxel incoherent motion: A systematic review and meta-analysis
    Ma, Weili
    Mao, Jiwei
    Wang, Ting
    Huang, Yanan
    Zhao, Zhen Hua
    EUROPEAN JOURNAL OF RADIOLOGY, 2021, 141
  • [8] Intravoxel Incoherent Motion Diffusion-Weighted MRI at 3.0 T Differentiates Malignant Breast Lesions From Benign Lesions and Breast Parenchyma
    Bokacheva, Louisa
    Kaplan, Jennifer B.
    Giri, Dilip D.
    Patil, Sujata
    Gnanasigamani, Merlin
    Nyman, C. Gregory
    Deasy, Joseph O.
    Morris, Elizabeth A.
    Thakur, Sunitha B.
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2014, 40 (04) : 813 - 823
  • [9] The diagnostic accuracy of intravoxel incoherent motion and diffusion kurtosis imaging in the differentiation of malignant and benign soft-tissue masses: which is better?
    Liu, Yajie
    Yin, Zhenzhen
    Li, Xiangwen
    Zhang, Yu
    Yuan, Yuan
    Wei, Lai
    Wang, Shaowu
    ACTA RADIOLOGICA, 2022, 63 (06) : 785 - 793
  • [10] Intravoxel incoherent motion magnetic resonance imaging for breast cancer: A comparison with benign lesions and evaluation of heterogeneity in different tumor regions with prognostic factors and molecular classification
    Zhao, Ming
    Fu, Kuang
    Zhang, Lei
    Guo, Wenhui
    Wu, Qiong
    Bai, Xue
    Li, Ziyao
    Guo, Qiang
    Tian, Jiawei
    ONCOLOGY LETTERS, 2018, 16 (04) : 5100 - 5112