亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整的填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Multiparametric MRI‐Based Radiomics Nomogram for Predicting Lymph Node Metastasis in Early‐Stage Cervical Cancer

列线图 医学 接收机工作特性 无线电技术 置信区间 放射科 有效扩散系数 阶段(地层学) 逻辑回归 回顾性队列研究 核医学 磁共振成像 肿瘤科 内科学 生物 古生物学
作者
Meiling Xiao,Fenghua Ma,Ying Li,Yongai Li,Mengdie Li,Guofu Zhang,Jinwei Qiang
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:52 (3): 885-896 被引量:72
标识
DOI:10.1002/jmri.27101
摘要

Lymph node metastasis (LNM) is a critical risk factor affecting treatment strategy and prognosis in patients with early-stage cervical cancer.To establish a multiparametric MRI (mpMRI)-based radiomics nomogram for preoperatively predicting LNM status.Retrospective.Among 233 consecutive patients, 155 patients were randomly allocated to the primary cohort and 78 patients to the validation cohort.Radiomic features were extracted from a 1.5T mpMRI scan (T1 -weighted imaging [T1 WI], fat-saturated T2 -weighted imaging [FS-T2 WI], contrast-enhanced [CE], diffusion-weighted imaging [DWI], and apparent diffusion coefficient [ADC] maps).The performance of the nomogram was assessed with respect to its calibration, discrimination, and clinical usefulness. The area under the receiver operating characteristics curve (ROC AUC), accuracy, sensitivity, and specificity were also calculated.The least absolute shrinkage and selection operator (LASSO) method was used for dimension reduction, feature selection, and radiomics signature building. Multivariable logistic regression analysis was used to develop the radiomics nomogram. An independent sample t-test and chi-squared test were used to compare the differences in continuous and categorical variables, respectively.The radiomic signature allowed a good discrimination between the LNM and non-LNM groups, with a C-index of 0.856 (95% confidence interval [CI], 0.794-0.918) in the primary cohort and 0.883 (95% CI, 0.809-0.957) in the validation cohort. Additionally, the radiomics nomogram also had a good discriminating performance and yielded good calibration both in the primary and validation cohorts (C-index, 0.882 [95% CI, 0.827-0.937], C-index, 0.893 [95% CI, 0.822-0.964], respectively). Decision curve analysis demonstrated that the radiomics nomogram was clinically useful.A radiomics nomogram was developed by incorporating the radiomics signature with the MRI-reported LN status and FIGO stage. This nomogram might be used to facilitate the individualized prediction of LNM in patients with early-stage cervical cancer.3 TECHNICAL EFFICACY STAGE: 2 J. Magn. Reson. Imaging 2020;52:885-896.
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
无花果应助科研通管家采纳,获得10
5秒前
日出完成签到 ,获得积分10
21秒前
liudy完成签到,获得积分10
53秒前
科研通AI2S应助liudy采纳,获得10
56秒前
1分钟前
1分钟前
lulululululu发布了新的文献求助10
2分钟前
情怀应助科研通管家采纳,获得10
2分钟前
lulululululu完成签到,获得积分10
2分钟前
Heidi完成签到 ,获得积分10
2分钟前
慕玖淇完成签到 ,获得积分10
3分钟前
3分钟前
3分钟前
成就的孤晴完成签到 ,获得积分10
4分钟前
4分钟前
6分钟前
gszy1975完成签到,获得积分10
6分钟前
留着待会儿完成签到,获得积分10
6分钟前
小王发布了新的文献求助10
7分钟前
科研通AI2S应助科研通管家采纳,获得10
8分钟前
铜锣湾新之助完成签到 ,获得积分10
8分钟前
真真完成签到 ,获得积分10
8分钟前
深情安青应助愉快的Jerry采纳,获得10
10分钟前
Li关闭了Li文献求助
10分钟前
光合作用完成签到,获得积分10
10分钟前
充电宝应助专注的月亮采纳,获得10
10分钟前
草木完成签到 ,获得积分20
10分钟前
CipherSage应助miooo采纳,获得20
11分钟前
wackykao完成签到,获得积分10
11分钟前
11分钟前
11分钟前
11分钟前
miooo发布了新的文献求助20
11分钟前
天才玩家完成签到,获得积分10
11分钟前
11分钟前
12分钟前
完美世界应助专注的月亮采纳,获得10
12分钟前
小王发布了新的文献求助10
12分钟前
vitamin完成签到 ,获得积分10
12分钟前
牧紊完成签到 ,获得积分10
13分钟前
高分求助中
Applied Survey Data Analysis (第三版, 2025) 800
Narcissistic Personality Disorder 700
Assessing and Diagnosing Young Children with Neurodevelopmental Disorders (2nd Edition) 700
The Elgar Companion to Consumer Behaviour and the Sustainable Development Goals 540
Images that translate 500
Handbook of Innovations in Political Psychology 400
Mapping the Stars: Celebrity, Metonymy, and the Networked Politics of Identity 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3843231
求助须知:如何正确求助?哪些是违规求助? 3385459
关于积分的说明 10540628
捐赠科研通 3106102
什么是DOI,文献DOI怎么找? 1710866
邀请新用户注册赠送积分活动 823818
科研通“疑难数据库(出版商)”最低求助积分说明 774300