Reproducibility of radiomics features derived from intravoxel incoherent motion diffusion-weighted MRI of cervical cancer

盒内非相干运动 再现性 医学 组内相关 有效扩散系数 核医学 磁共振弥散成像 无线电技术 可靠性(半导体) 磁共振成像 放射科 数学 统计 功率(物理) 物理 量子力学
作者
Hao Chen,Yaoyao He,Cecheng Zhao,Lili Zheng,Ning Pan,Jianfeng Qiu,Zhaoxi Zhang,Xiaohui Niu,Zilong Yuan
出处
期刊:Acta Radiologica [SAGE Publishing]
卷期号:62 (5): 679-686 被引量:9
标识
DOI:10.1177/0284185120934471
摘要

Background The reproducibility of intravoxel incoherent motion (IVIM)-based radiomics studies in humans has not been reported. Purpose To determine the inter- and intra-observer variability on the reproducibility of IVIM-based radiomics features in cervical cancer (CC). Material and Methods The IVIM images of 25 patients with CC were retrospectively collected. Based on the high-resolution T2-weighted images, the regions of interest (ROIs) were independently delineated twice in diffusion-weighted images at a b value of 1000 s/mm 2 (interval time was one month) by two radiologists. This was done at the largest transversal cross-sections of the tumors. The ROI was subsequently used in apparent diffusion coefficient (ADC), true diffusion coefficient (D), pseudo-diffusion coefficient (D*), and perfusion fraction (f) maps derived from IVIM images. In total, 105 radiomics features were then finally extracted from the IVIM-derived maps. The inter- and intra-observer reproducibility of IVIM-derived features was then evaluated using the intraclass correlation coefficient. Results Inter- and intra-observer variability affected the reproducibility of radiomics features. D* map had 100% and 95% reproducible features, ADC map had 89% and 93%, D map had 97% and 86%, while f map had 54% and 62% reproducible features with good to excellent reliability in the intra-observer analysis. Similarly, D* map had 90% and 94%, ADC map had 85% and 70%, D map had 81% and 78%, while f map had 41% and 93% reproducible features with good to excellent reliability in the inter-observer analysis. Conclusion Inter- and intra-observer variability can affect radiomics analysis. Cognizant to this, multicenter studies should pay more attention to intra- and inter-observer variability.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
科目三应助Afffrain采纳,获得10
3秒前
4秒前
Jin完成签到,获得积分10
4秒前
123关闭了123文献求助
5秒前
赘婿应助A辉采纳,获得10
5秒前
Akim应助别梦寒采纳,获得10
6秒前
田様应助武雨寒采纳,获得10
6秒前
回星予你发布了新的文献求助30
7秒前
橙子伴猪崽完成签到,获得积分10
7秒前
冷酷问柳完成签到,获得积分10
8秒前
CCY发布了新的文献求助20
8秒前
万能图书馆应助Maria采纳,获得10
8秒前
8秒前
禾沐发布了新的文献求助10
8秒前
9秒前
wxjsj完成签到,获得积分10
10秒前
10秒前
Maestro_S应助科研通管家采纳,获得10
10秒前
mingjie发布了新的文献求助10
10秒前
爆米花应助科研通管家采纳,获得10
11秒前
科研通AI6应助科研通管家采纳,获得10
11秒前
张佳麟应助科研通管家采纳,获得20
11秒前
fan应助科研通管家采纳,获得30
11秒前
科研通AI6应助科研通管家采纳,获得10
11秒前
11秒前
Maestro_S应助科研通管家采纳,获得10
11秒前
张佳麟应助科研通管家采纳,获得10
11秒前
科研通AI6应助科研通管家采纳,获得10
11秒前
11秒前
11秒前
11秒前
11秒前
xiaorang完成签到,获得积分10
12秒前
木雅阁兮发布了新的文献求助10
13秒前
熊莉发布了新的文献求助10
13秒前
14秒前
Afffrain发布了新的文献求助10
15秒前
Orange应助幻柏采纳,获得10
15秒前
高分求助中
(应助此贴封号)【重要!!请各位详细阅读】【科研通的精品贴汇总】 10000
F-35B V2.0 How to build Kitty Hawk's F-35B Version 2.0 Model 2000
줄기세포 생물학 1000
Biodegradable Embolic Microspheres Market Insights 888
Quantum reference frames : from quantum information to spacetime 888
McCance and Widdowson's Composition of Foods, 7th edition 500
INQUIRY-BASED PEDAGOGY TO SUPPORT STEM LEARNING AND 21ST CENTURY SKILLS: PREPARING NEW TEACHERS TO IMPLEMENT PROJECT AND PROBLEM-BASED LEARNING 500
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 生物化学 物理 内科学 纳米技术 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 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 4468392
求助须知:如何正确求助?哪些是违规求助? 3929390
关于积分的说明 12192842
捐赠科研通 3582921
什么是DOI,文献DOI怎么找? 1969104
邀请新用户注册赠送积分活动 1007381
科研通“疑难数据库(出版商)”最低求助积分说明 901385