Vesical Imaging-Reporting and Data System (VI-RADS) as a grouping imaging biomarker combined with a decision-tree mode to preoperatively predict the pathological grade of bladder cancer

医学 接收机工作特性 曲线下面积 膀胱癌 生物标志物 病态的 决策树 放射科 癌症 核医学 泌尿科 内科学 人工智能 生物化学 化学 计算机科学
作者
B. Cao,Qing Li,Peng Xu,Kun Zhang,Shangli Cai,Shengxiang Rao,Ming Zhang,Yongming Dai,Shuai Jiang,Jianjun Zhou
出处
期刊:Clinical Radiology [Elsevier]
卷期号:79 (5): e725-e735 被引量:1
标识
DOI:10.1016/j.crad.2024.01.031
摘要

To investigate whether the Vesical Imaging-Reporting and Data System (VI-RADS) could be used to develop a new non-invasive preoperative grade-prediction system to partially predict high-grade bladder cancer (HG-BC).The present study enrolled 89 primary BC patients prospectively from March 2022 to June 2023. Receiver operating characteristic (ROC) curve analysis was performed to evaluate the diagnostic performance of VI-RADS for predicting HG-BC and muscle-invasive bladder cancer (MIBC) in the entire group. In the low VI-RADS (≤2) group, the decision tree-based method was used to obtain significant predictors and construct the decision-tree model (DT model). The performance of the DT model and low VI-RADS scores for predicting HG-BC was determined using ROC, calibration, and decision curve analyses.At a cut-off of ≥3, the specificity and positive predictive value of VI-RADS for predicting HG-BC in the entire group was 100%, and the area under the ROC curve (AUC) was 0.697. Among 65 patients with low VI-RADS scores, the DT model showed an AUC of 0.884 in predicting HG-BC compared to 0.506 for low VI-RADS scores. Calibration and decision curve analyses showed that the DT model performed better than the low VI-RADS scores.Most VI-RADS scores ≥3 correspond to HG-BCs. VI-RADS could be used as a grouping imaging biomarker for a pathological grade-prediction procedure, which in combination with the DT model for low VI-RADS (≤2) populations, would provide a potential preoperative non-invasive method of predicting HG-BC.
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
更新
大幅提高文件上传限制,最高150M (2024-4-1)

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
maomao完成签到,获得积分10
1秒前
1秒前
2秒前
桐桐应助黄超明采纳,获得10
2秒前
月亮研究员完成签到,获得积分10
4秒前
evefei发布了新的文献求助10
6秒前
6秒前
7秒前
刘颖玉发布了新的文献求助10
7秒前
yyfdqms发布了新的文献求助30
10秒前
一一一完成签到,获得积分10
13秒前
雨er完成签到 ,获得积分10
14秒前
吃饭了吗123完成签到,获得积分20
15秒前
宁羽完成签到,获得积分10
15秒前
wanci应助evefei采纳,获得10
16秒前
Jasper应助流香采纳,获得10
17秒前
19秒前
颜子完成签到 ,获得积分10
22秒前
小二郎应助Tianxiaohua采纳,获得10
23秒前
激动的砖家完成签到,获得积分20
26秒前
26秒前
科研人发布了新的文献求助10
26秒前
26秒前
Aaron完成签到,获得积分10
26秒前
代小葵完成签到,获得积分10
31秒前
汉堡包应助ZJ采纳,获得10
33秒前
小二郎应助大力的天与采纳,获得10
36秒前
40秒前
44秒前
46秒前
47秒前
Lyapunov发布了新的文献求助10
47秒前
影子完成签到,获得积分10
48秒前
ge完成签到,获得积分10
50秒前
科研通AI2S应助dududu采纳,获得10
51秒前
51秒前
悠悠发布了新的文献求助10
52秒前
53秒前
ge发布了新的文献求助10
55秒前
晴天完成签到,获得积分10
57秒前
高分求助中
Sustainable Land Management: Strategies to Cope with the Marginalisation of Agriculture 1000
Corrosion and Oxygen Control 600
Python Programming for Linguistics and Digital Humanities: Applications for Text-Focused Fields 500
Love and Friendship in the Western Tradition: From Plato to Postmodernity 500
Heterocyclic Stilbene and Bibenzyl Derivatives in Liverworts: Distribution, Structures, Total Synthesis and Biological Activity 500
重庆市新能源汽车产业大数据招商指南(两链两图两池两库两平台两清单两报告) 400
Division and square root. Digit-recurrence algorithms and implementations 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 有机化学 工程类 生物化学 纳米技术 物理 内科学 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 电极 光电子学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 2549338
求助须知:如何正确求助?哪些是违规求助? 2176850
关于积分的说明 5606684
捐赠科研通 1897721
什么是DOI,文献DOI怎么找? 947187
版权声明 565447
科研通“疑难数据库(出版商)”最低求助积分说明 504036