Evaluating microvascular invasion in hepatitis B virus-related hepatocellular carcinoma based on contrast-enhanced computed tomography radiomics and clinicoradiological factors

医学 肝细胞癌 单变量分析 放射科 肝切除术 单变量 无线电技术 乙型肝炎病毒 多元分析 内科学 多元统计 切除术 外科 机器学习 病毒 病毒学 计算机科学
作者
Zi-Ling Xu,Guixiang Qian,Yonghai Li,Jianlin Lu,Ming-Tong Wei,Xiang-Yi Bu,Yongsheng Ge,Yuan Cheng,Weidong Jia
出处
期刊:World Journal of Gastroenterology [Baishideng Publishing Group Co]
卷期号:30 (45): 4801-4816
标识
DOI:10.3748/wjg.v30.i45.4801
摘要

BACKGROUND Microvascular invasion (MVI) is a significant indicator of the aggressive behavior of hepatocellular carcinoma (HCC). Expanding the surgical resection margin and performing anatomical liver resection may improve outcomes in patients with MVI. However, no reliable preoperative method currently exists to predict MVI status or to identify patients at high-risk group (M2). AIM To develop and validate models based on contrast-enhanced computed tomography (CECT) radiomics and clinicoradiological factors to predict MVI and identify M2 among patients with hepatitis B virus-related HCC (HBV-HCC). The ultimate goal of the study was to guide surgical decision-making. METHODS A total of 270 patients who underwent surgical resection were retrospectively analyzed. The cohort was divided into a training dataset (189 patients) and a validation dataset (81) with a 7:3 ratio. Radiomics features were selected using intra-class correlation coefficient analysis, Pearson or Spearman’s correlation analysis, and the least absolute shrinkage and selection operator algorithm, leading to the construction of radscores from CECT images. Univariate and multivariate analyses identified significant clinicoradiological factors and radscores associated with MVI and M2, which were subsequently incorporated into predictive models. The models’ performance was evaluated using calibration, discrimination, and clinical utility analysis. RESULTS Independent risk factors for MVI included non-smooth tumor margins, absence of a peritumoral hypointensity ring, and a high radscore based on delayed-phase CECT images. The MVI prediction model incorporating these factors achieved an area under the curve (AUC) of 0.841 in the training dataset and 0.768 in the validation dataset. The M2 prediction model, which integrated the radscore from the 5 mm peritumoral area in the CECT arterial phase, α-fetoprotein level, enhancing capsule, and aspartate aminotransferase level achieved an AUC of 0.865 in the training dataset and 0.798 in the validation dataset. Calibration and decision curve analyses confirmed the models’ good fit and clinical utility. CONCLUSION Multivariable models were constructed by combining clinicoradiological risk factors and radscores to preoperatively predict MVI and identify M2 among patients with HBV-HCC. Further studies are needed to evaluate the practical application of these models in clinical settings.

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
1秒前
万万完成签到,获得积分10
1秒前
Owen应助阮阮采纳,获得10
1秒前
Yvette2024完成签到,获得积分10
3秒前
Lynn发布了新的文献求助10
3秒前
激情的含巧完成签到,获得积分10
3秒前
3秒前
干净的白曼完成签到 ,获得积分10
3秒前
王治豪完成签到,获得积分10
3秒前
zxcharm完成签到,获得积分10
4秒前
李大椰完成签到,获得积分10
4秒前
等风来发布了新的文献求助10
5秒前
zxt完成签到,获得积分10
5秒前
咿呀完成签到,获得积分10
6秒前
ld2024完成签到,获得积分10
6秒前
李大椰发布了新的文献求助10
7秒前
可以的完成签到,获得积分10
7秒前
7秒前
8秒前
9秒前
路弥完成签到,获得积分10
10秒前
Neonoes完成签到,获得积分10
11秒前
锅锅完成签到,获得积分10
11秒前
owl发布了新的文献求助10
12秒前
铝合金男孩完成签到,获得积分10
15秒前
阮阮发布了新的文献求助10
15秒前
尚星星完成签到,获得积分10
15秒前
记号完成签到,获得积分10
16秒前
kean1943完成签到,获得积分10
18秒前
hujialiang完成签到,获得积分10
18秒前
和谐的映梦完成签到,获得积分10
19秒前
哈罗完成签到,获得积分10
20秒前
ITF完成签到 ,获得积分10
21秒前
从容的灵凡完成签到,获得积分10
22秒前
afrex完成签到,获得积分10
22秒前
tetrakis完成签到,获得积分10
23秒前
ycc完成签到,获得积分10
23秒前
zbx完成签到,获得积分20
23秒前
左丘冥完成签到,获得积分10
23秒前
1112233完成签到,获得积分10
24秒前
高分求助中
进口的时尚——14世纪东方丝绸与意大利艺术 Imported Fashion:Oriental Silks and Italian Arts in the 14th Century 800
Zeitschrift für Orient-Archäologie 500
The Collected Works of Jeremy Bentham: Rights, Representation, and Reform: Nonsense upon Stilts and Other Writings on the French Revolution 320
Equality: What It Means and Why It Matters 300
A new Species and a key to Indian species of Heirodula Burmeister (Mantodea: Mantidae) 300
Apply error vector measurements in communications design 300
Synchrotron X-Ray Methods in Clay Science 300
热门求助领域 (近24小时)
化学 医学 生物 材料科学 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 基因 遗传学 物理化学 催化作用 细胞生物学 免疫学 冶金
热门帖子
关注 科研通微信公众号,转发送积分 3347137
求助须知:如何正确求助?哪些是违规求助? 2973555
关于积分的说明 8659945
捐赠科研通 2654156
什么是DOI,文献DOI怎么找? 1453482
科研通“疑难数据库(出版商)”最低求助积分说明 672930
邀请新用户注册赠送积分活动 662998