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

盒内非相干运动 医学 仁慈 峰度 有效扩散系数 核医学 乳腺癌 乳房成像 放射科 磁共振弥散成像 曼惠特尼U检验 恶性肿瘤 病理 统计 癌症 磁共振成像 乳腺摄影术 内科学 数学
作者
Mami Iima,Masako Kataoka,Shotaro Kanao,Natsuko Onishi,Makiko Kawai,Akane Ohashi,Rena Sakaguchi,Masakazu Toi,Kaori Togashi
出处
期刊:Radiology [Radiological Society of North America]
卷期号:287 (2): 432-441 被引量:106
标识
DOI:10.1148/radiol.2017162853
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/mm2 [ADC0] 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 (sADC200-1500) and a standard ADC calculated by using b values of 0 and 800 sec/mm2 (ADC0-800). 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 (ADC0, K, fIVIM, fIVIM · D*, sADC200-1500, and ADC0-800; 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 sADC200-1500, 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 sADC200-1500 in progesterone receptor status (P = .002) was noted. sADC200-1500 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. © RSNA, 2017 Online supplemental material is available for this article.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
朱春阳发布了新的文献求助10
1秒前
2234完成签到,获得积分20
1秒前
魔幻醉蝶发布了新的文献求助10
1秒前
往舫发布了新的文献求助10
1秒前
科目三应助yyer采纳,获得10
1秒前
含糊的从云应助王肖宁采纳,获得10
2秒前
ding应助婧婧采纳,获得10
2秒前
科研通AI2S应助zhanghao采纳,获得30
2秒前
orixero应助没有你沉采纳,获得20
2秒前
情怀应助light采纳,获得10
3秒前
直率的百川完成签到,获得积分10
4秒前
英姑应助武丝丝采纳,获得10
4秒前
情怀应助温柔悲采纳,获得10
4秒前
5秒前
5秒前
6秒前
在水一方应助阳光马里奥采纳,获得10
8秒前
wu发布了新的文献求助10
8秒前
复成完成签到 ,获得积分10
9秒前
忧郁雅寒完成签到,获得积分10
9秒前
乐乐应助小林采纳,获得10
11秒前
11秒前
Yh发布了新的文献求助30
12秒前
13秒前
yyy发布了新的文献求助10
13秒前
所所应助hj采纳,获得10
13秒前
顺利厉完成签到 ,获得积分10
15秒前
15秒前
15秒前
ccdog128完成签到,获得积分10
16秒前
17秒前
17秒前
17秒前
17秒前
热切菩萨应助六月雪采纳,获得10
18秒前
大个应助LLP采纳,获得10
18秒前
bai发布了新的文献求助10
18秒前
18秒前
琅琊为刃完成签到,获得积分10
18秒前
精明的问芙完成签到,获得积分10
18秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
PowerCascade: A Synthetic Dataset for Cascading Failure Analysis in Power Systems 2000
The Composition and Relative Chronology of Dynasties 16 and 17 in Egypt 1500
Picture this! Including first nations fiction picture books in school library collections 1500
Signals, Systems, and Signal Processing 610
Unlocking Chemical Thinking: Reimagining Chemistry Teaching and Learning 555
Scientific Writing and Communication: Papers, Proposals, and Presentations 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6370318
求助须知:如何正确求助?哪些是违规求助? 8184259
关于积分的说明 17266518
捐赠科研通 5424904
什么是DOI,文献DOI怎么找? 2870073
邀请新用户注册赠送积分活动 1847081
关于科研通互助平台的介绍 1693826