Development and external validation of a non-invasive imaging biomarker to estimate the microsatellite instability status of gastric cancer and its prognostic value: The combination of clinical and quantitative CT-imaging features

医学 微卫星不稳定性 队列 成像生物标志物 生物标志物 癌症 肿瘤科 放射科 临床试验 队列研究 磁共振成像 微卫星 内科学 生物化学 等位基因 化学 基因
作者
Huiping Zhao,Jianbo Gao,Biaosheng Bai,Rui Wang,Juan Yu,Hao Lü,Ming Cheng,Pan Liang
出处
期刊:European Journal of Radiology [Elsevier]
卷期号:162: 110719-110719 被引量:8
标识
DOI:10.1016/j.ejrad.2023.110719
摘要

Purpose Molecular testing for microsatellite instability (MSI) status plays a vital role in the clinical management of gastric cancer (GC). Nevertheless, challenges of routinely applied technology for MSI determination exist. This study aimed to develop and validate a non-invasive imaging biomarker for MSI assessment in GC and explore its prognostic value. Methods We retrospectively recruited 396 GC patients with pretreatment CT images from a single center and a public database and divided them into an original cohort (n = 356) and an external validation cohort (n = 40). The SMOTE algorithm was used to generate a balanced training cohort (n = 192) and the independent radiomics model, clinical model, and radiomics-clinic combined model were constructed for determining MSI status. The models’ discrimination, calibration, clinical usefulness, and prognosis significance were evaluated by AUC, calibration, decision curve analyses, and Kaplan-Meier curve analysis, respectively. Results The radiomics-clinic combined model derived from clinical and quantitative CT-based “Radscore” exhibited the best discriminatory abilities of MSI status in all cohorts, with AUCs of 0.836 (95% CI, 0.780–0.893) in the training cohort, 0.834 (95% CI, 0.688–0.981) in the external validation cohort, and 0.750 (95% CI, 0.682–0.819) in the original cohort, respectively. Meanwhile, the combined model demonstrated goodness of fitness, higher clinical net benefits, and significant positive integrated discrimination improvement compared with any independent model. While it showed no significant overall survival- or progression-free survival-based risk stratification ability (p > 0.05). Conclusions The radiomics-clinic combined model could be a potential non-invasive biomarker for MSI status in GC, which help clinical decision-making, nevertheless, provided limited prognostic ability.
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
1秒前
丢丢银发布了新的文献求助10
3秒前
陳.完成签到 ,获得积分20
7秒前
传奇3应助包容的映天采纳,获得10
9秒前
搜集达人应助KYT采纳,获得10
10秒前
ie驳回了Hello应助
11秒前
小蘑菇应助柳絮采纳,获得10
11秒前
英俊的铭应助善良诗珊采纳,获得10
11秒前
12秒前
Docgyj完成签到 ,获得积分10
13秒前
嗨Honey完成签到 ,获得积分10
13秒前
13秒前
上官若男应助谢佳冀采纳,获得10
15秒前
15秒前
烂漫幼枫发布了新的文献求助10
18秒前
19秒前
高高秋完成签到,获得积分10
20秒前
xiaolong发布了新的文献求助10
20秒前
cocolu应助123采纳,获得10
21秒前
lf-leo完成签到,获得积分10
21秒前
21秒前
23秒前
冯冯完成签到,获得积分10
23秒前
wuyilin发布了新的文献求助10
24秒前
25秒前
25秒前
25秒前
27秒前
zjsu_zpz发布了新的文献求助30
27秒前
开朗的思雁完成签到,获得积分10
28秒前
谢佳冀发布了新的文献求助10
28秒前
zhx发布了新的文献求助10
29秒前
xuxieyu完成签到,获得积分10
30秒前
123发布了新的文献求助10
31秒前
31秒前
ruiruiwang发布了新的文献求助10
31秒前
32秒前
orixero应助xiaolong采纳,获得10
33秒前
33秒前
hxd发布了新的文献求助10
34秒前
高分求助中
Production Logging: Theoretical and Interpretive Elements 2500
Востребованный временем 2500
Agaricales of New Zealand 1: Pluteaceae - Entolomataceae 1040
지식생태학: 생태학, 죽은 지식을 깨우다 600
海南省蛇咬伤流行病学特征与预后影响因素分析 500
Neuromuscular and Electrodiagnostic Medicine Board Review 500
ランス多機能化技術による溶鋼脱ガス処理の高効率化の研究 500
热门求助领域 (近24小时)
化学 医学 材料科学 生物 工程类 有机化学 生物化学 纳米技术 内科学 物理 化学工程 计算机科学 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 电极
热门帖子
关注 科研通微信公众号,转发送积分 3461043
求助须知:如何正确求助?哪些是违规求助? 3054837
关于积分的说明 9045084
捐赠科研通 2744737
什么是DOI,文献DOI怎么找? 1505651
科研通“疑难数据库(出版商)”最低求助积分说明 695763
邀请新用户注册赠送积分活动 695173