Evaluation of breast cancer malignancy, prognostic factors and molecular subtypes using a continuous-time random-walk MR diffusion model

医学 乳腺癌 恶性肿瘤 接收机工作特性 有效扩散系数 曼惠特尼U检验 雌激素受体 斯皮尔曼秩相关系数 内科学 癌症 肿瘤科 病理 核医学 放射科 磁共振成像 统计 数学
作者
Huan J. Chang,Dawei Wang,Yuting Li,Shaoxin Xiang,Yu Xin Yang,Peng Kong,Caiyun Fang,Ming Lei,Xiangqing Wang,Chuanyi Zhang,Wenjing Jia,Qingqing Yan,Xinhui Liu,Qingshi Zeng
出处
期刊:European Journal of Radiology [Elsevier BV]
卷期号:166: 111003-111003 被引量:8
标识
DOI:10.1016/j.ejrad.2023.111003
摘要

To assess the continuous-time random-walk (CTRW) model's diagnostic value in breast lesions and to explore the associations between the CTRW parameters and breast cancer pathologic factors.This retrospective study included 85 patients (70 malignant and 18 benign lesions) who underwent 3.0T MRI examinations. Diffusion-weighted images (DWI) were acquired with 16b-values to fit the CTRW model. Three parameters (Dm, α, and β) derived from CTRW and apparent diffusion coefficient (ADC) from DWI were compared among the benign/malignant lesions, molecular prognostic factors, and molecular subtypes by Mann-Whitney U test. Spearman correlation was used to evaluate the associations between the parameters and prognostic factors. The diagnostic performance was assessed by the area under the receiver operating characteristic curve (AUC) based on the diffusion parameters.All parameters, ADC, Dm, α, and β were significantly lower in the malignant than benign lesions (P < 0.05). The combination of all the CTRW parameters (Dm, α, and β) provided the highest AUC (0.833) and the best sensitivity (94.3%) in differentiating malignant status. And the positive status of estrogen receptor (ER) and progesterone receptor (PR) showed significantly lower β compared with the negative counterparts (P < 0.05). The high Ki-67 expression produced significantly lower Dm and ADC values (P < 0.05). Additionally, combining multiple CTRW parameters improved the performance of diagnosing molecular subtypes of breast cancer. Moreover, Spearman correlations analysis showed that β produced significant correlations with ER, PR and Ki-67 expression (P < 0.05).The CTRW parameters could be used as non-invasive quantitative imaging markers to evaluate breast lesions.
最长约 10秒,即可获得该文献文件

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
1秒前
1秒前
英姑应助科研通管家采纳,获得10
1秒前
好好学习完成签到 ,获得积分10
1秒前
2秒前
丘比特应助科研通管家采纳,获得10
2秒前
2秒前
852应助科研通管家采纳,获得10
2秒前
2秒前
2秒前
Copyright应助科研通管家采纳,获得10
2秒前
科研通AI2S应助科研通管家采纳,获得10
2秒前
dsslc应助科研通管家采纳,获得100
2秒前
always应助科研通管家采纳,获得10
2秒前
Akim应助科研通管家采纳,获得10
2秒前
SciGPT应助科研通管家采纳,获得10
3秒前
天天快乐应助科研通管家采纳,获得10
3秒前
cdercder应助科研通管家采纳,获得10
3秒前
科研通AI2S应助KobeLaoda采纳,获得30
3秒前
蓝斯登发布了新的文献求助10
4秒前
forgood8187发布了新的文献求助10
4秒前
在水一方应助听话的梦岚采纳,获得10
4秒前
兴奋代芙发布了新的文献求助30
5秒前
淡然的易真完成签到,获得积分20
6秒前
7秒前
lsh完成签到,获得积分10
8秒前
8秒前
8秒前
万能图书馆应助lj采纳,获得10
9秒前
11秒前
11秒前
Steve完成签到,获得积分10
11秒前
爆米花应助猫姐采纳,获得10
12秒前
12秒前
keyantong完成签到,获得积分10
13秒前
smr发布了新的文献求助10
13秒前
KobeLaoda发布了新的文献求助30
15秒前
18秒前
思源应助1fser1采纳,获得10
18秒前
小夏发布了新的文献求助10
19秒前
高分求助中
Principles of Economics, 11th Edition 10000
Prescott's Microbiology: 2026 Release ISE 10000
University Physics with Modern Physics, 16th edition 10000
Cronologia da história de Macau 5000
Environmental Leverage in Times of Climate Crisis: Product Standards, Carbon Border Measures and Preferential Trade Agreements 1000
Interactions of Vowel Quality and Prosody in East Slavic 1000
Matrix Methods in Data Mining and Pattern Recognition 510
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 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7155877
求助须知:如何正确求助?哪些是违规求助? 8800630
关于积分的说明 18598640
捐赠科研通 6756597
什么是DOI,文献DOI怎么找? 3161349
关于科研通互助平台的介绍 2295880
邀请新用户注册赠送积分活动 2136042