Value of [18F]FDG PET radiomic features and VEGF expression in predicting pelvic lymphatic metastasis and their potential relationship in early-stage cervical squamous cell carcinoma

医学 标准摄取值 阶段(地层学) 转移 正电子发射断层摄影术 放射科 接收机工作特性 病理 癌症 内科学 生物 古生物学
作者
Kexin Li,Hongzan Sun,Zaiming Lu,Jun Xin,Le Zhang,Yan Guo,Qiyong Guo
出处
期刊:European Journal of Radiology [Elsevier BV]
卷期号:106: 160-166 被引量:41
标识
DOI:10.1016/j.ejrad.2018.07.024
摘要

Purpose The purpose of this study was to explore the value of 2-deoxy-2-[18F]fluoro-d-glucose positron emission tomography/computed tomography ([18F]FDG PET/CT) radiomic features combined with vascular endothelial growth factor (VEGF) expression in predicting pelvic lymphatic metastasis in patients with early-stage cervical squamous cell carcinoma and the added value of radiomic features in predicting VEGF expression. Materials and methods Ninety-four newly diagnosed cervical squamous cell carcinoma patients (training dataset: n = 64, validation cohort: n = 30) in stage Ia to IIa, according to the International Federation of Gynecology and Obstetrics (FIGO) staging system, who underwent [18F]FDG PET/CT were retrospectively analyzed. Radiomic features of the [18F]FDG PET scans were extracted, and the value of the lymph node sizes, metabolic parameters (both tumor and lymph nodes), radiomic features and VEGF expression level in predicting lymphatic metastasis were evaluated by receiver operating characteristics curves (ROC) and were compared using DeLong test. Moreover, we studied the associations between the [18F]FDG PET radiomic features and VEGF expression. Results Total lesion glycolysis (TLG) and the expression of VEGF were significantly higher in subjects with lymphatic metastasis than in those without. The homogeneity feature derived from the histogram, the skewness, had a certain value in predicting lymphatic metastasis (AUC = 0.803 in training dataset, P < 0.05, 95% CI 0.684, 0.892; AUC = 0.757 in validation dataset, P < 0.05, 95% CI 0.545, 0.904). Additionally, the combination of this radiomic feature and VEGF expression had a significantly superior predictive value (AUC = 0.878, P < 0.05, 95% CI 0.772– 0.947), compared to that of the conventional parameters. Moreover, 26 radiomic features derived from the histogram and GLCM features correlated with VEGF expression. Conclusions In patients with early-stage cervical squamous cell carcinoma, PLN metastasis can be predicted by TLG and the textural feature of homogeneity. Radiomic features in combination with the VEGF expression level improved the prediction accuracy. In addition, some features derived from the histogram and gray-level co-occurrence matrices (GLCM) may have a certain value in predicting the VEGF expression level.

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
落无痕发布了新的文献求助10
刚刚
刚刚
刚刚
1秒前
领导范儿应助玻璃杯采纳,获得10
1秒前
冷酷非笑发布了新的文献求助10
2秒前
功夫熊猫发布了新的文献求助10
2秒前
独特妙芙发布了新的文献求助10
2秒前
2秒前
2秒前
21完成签到,获得积分10
2秒前
2秒前
朱伟完成签到,获得积分10
3秒前
传奇3应助maxiaole采纳,获得10
3秒前
曾经的帅哥完成签到,获得积分10
4秒前
cmwcmw发布了新的文献求助10
4秒前
大米完成签到,获得积分10
4秒前
bamboo发布了新的文献求助10
4秒前
帅气南琴发布了新的文献求助50
5秒前
5秒前
猫咪完成签到,获得积分10
5秒前
祁煜骑鱼吃小鱼完成签到,获得积分10
5秒前
qise发布了新的文献求助10
6秒前
我是老大应助芝士小熊采纳,获得10
6秒前
糊涂的雅琴应助科研废物采纳,获得10
6秒前
7秒前
heihei完成签到,获得积分10
7秒前
8秒前
小二郎应助小王同志采纳,获得10
8秒前
8秒前
8秒前
9秒前
顾矜应助任性翩跹采纳,获得10
9秒前
钮之桃完成签到,获得积分10
10秒前
10秒前
wy.he应助祁煜骑鱼吃小鱼采纳,获得50
10秒前
11秒前
Sweet发布了新的文献求助10
11秒前
臻酒发布了新的文献求助10
11秒前
Windln发布了新的文献求助10
12秒前
高分求助中
(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
Earth System Geophysics 1000
Bioseparations Science and Engineering Third Edition 1000
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 1000
BRITTLE FRACTURE IN WELDED SHIPS 1000
Entre Praga y Madrid: los contactos checoslovaco-españoles (1948-1977) 1000
Encyclopedia of Materials: Plastics and Polymers 800
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6114249
求助须知:如何正确求助?哪些是违规求助? 7942675
关于积分的说明 16467890
捐赠科研通 5238726
什么是DOI,文献DOI怎么找? 2799065
邀请新用户注册赠送积分活动 1780712
关于科研通互助平台的介绍 1652931