Magnetic Resonance Imaging Radiomics‐Based Nomogram From Primary Tumor for Pretreatment Prediction of Peripancreatic Lymph Node Metastasis in Pancreatic Ductal Adenocarcinoma: A Multicenter Study

医学 列线图 接收机工作特性 磁共振成像 放射科 胰腺导管腺癌 置信区间 转移 回顾性队列研究 曲线下面积 核医学 肿瘤科 内科学 胰腺癌 癌症
作者
Zhang Shi,Cheng-Le Ma,Xin Huang,Dairong Cao
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:55 (3): 823-839 被引量:8
标识
DOI:10.1002/jmri.28048
摘要

Background Determining the absence or presence of peripancreatic lymph nodal metastasis (PLNM) is important to the pathologic staging, prognostication, and guidance of treatment in pancreatic ductal adenocarcinoma (PDAC) patients. Computed tomography and MRI had a poor sensitivity and diagnostic accuracy in the assessment of PLNM. Purposes To develop and validate a 3 T MRI primary tumor radiomics‐based nomogram from multicenter datasets for pretreatment prediction of the PLNM in PDAC patients. Study Type Retrospective. Subjects A total of 251 patients (156 men and 95 women; mean age, 60.85 ± 8.23 years) with histologically confirmed pancreatic ductal adenocarcinoma from three hospitals. Field Strength and Sequences A 3.0 T and fat‐suppressed T1‐weighted imaging. Assessment Quantitative imaging features were extracted from fat‐suppressed T1‐weighted (FS T1WI) images at the arterial phase. Statistical Tests Normally distributed data were compared by using t ‐tests, while the Mann–Whitney U test was used to evaluate non‐normally distributed data. The diagnostic performances of the preoperative and postoperative nomograms were assessed in the external validation cohort with the area under receiver operating characteristics curve (AUC), calibration curve, and decision curve analysis (DCA). AUCs were compared with the De Long test. A p value below 0.05 was considered to be statistically significant. Results The AUCs of magnetic resonance imaging (MRI) Rad‐score were 0.868 (95% confidence level [CI]: 0.613–0.852) and 0.772 (95% CI: 0.659–0.879) in the training and internal validation cohort, respectively. The preoperative and postoperative nomograms could accurately predict PLNM in the training cohort (AUC = 0.909 and 0.851) and were validated in both the internal and external cohorts (AUC = 0.835 and 0.805, 0.808 and 0.733, respectively). DCA indicated that the two novel nomograms are of similar clinical usefulness. Data Conclusion Pre−/postoperative nomograms and the constructed radiomics signature from primary tumor based on FS T1WI of arterial phase could serve as a potential tool to predict PLNM in patients with PDAC. Evidence Level 3 Technical Efficacy Stage 2

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
NEUROVASCULAR发布了新的文献求助10
刚刚
Copyright应助windfly采纳,获得10
刚刚
乐乐应助XPDHW采纳,获得10
1秒前
大模型应助研友_Lmbz1n采纳,获得10
2秒前
2秒前
5秒前
慕青应助tzh采纳,获得10
6秒前
大个应助zzzzz采纳,获得10
6秒前
6秒前
7秒前
孤独乐瑶发布了新的文献求助10
7秒前
六次列车完成签到,获得积分10
7秒前
宝z完成签到,获得积分10
7秒前
吴晓曼发布了新的文献求助10
8秒前
8秒前
幽默囧完成签到,获得积分20
9秒前
饮了风发布了新的文献求助10
9秒前
Wesley完成签到 ,获得积分10
10秒前
Sparking发布了新的文献求助10
11秒前
11秒前
12秒前
FashionBoy应助晨是采纳,获得10
14秒前
Akim应助踏实滑板采纳,获得10
14秒前
科研通AI6.2应助Neun7采纳,获得30
14秒前
Rick发布了新的文献求助10
14秒前
科研通AI6.4应助2018采纳,获得10
15秒前
23完成签到,获得积分10
16秒前
17秒前
17秒前
17秒前
Chris完成签到,获得积分10
17秒前
18秒前
李健的小迷弟应助吴晓曼采纳,获得10
18秒前
李健应助lsn采纳,获得10
18秒前
19秒前
FashionBoy应助1sZyr采纳,获得10
19秒前
liu发布了新的文献求助10
20秒前
arniu2008应助king采纳,获得20
20秒前
明灯三千完成签到,获得积分10
20秒前
科目三应助子星采纳,获得10
21秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(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
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
Molecular Mechanisms of Photosynthesis, 4th Edition 1000
Organic Reactions, Volume 116 1000
Current concepts in cutaneous toxicity : proceedings of the Fourth Conference on Cutaneous Toxicity, Washington, D.C., May 9-11, 1979 1000
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 7266469
求助须知:如何正确求助?哪些是违规求助? 8887485
关于积分的说明 18784709
捐赠科研通 6943701
什么是DOI,文献DOI怎么找? 3203143
关于科研通互助平台的介绍 2376131
邀请新用户注册赠送积分活动 2179039