MRI-based radiomics and ADC values are related to recurrence of endometrial carcinoma: a preliminary analysis

被引:26
作者
Zhang, Kaiyue [1 ]
Zhang, Yu [1 ]
Fang, Xin [2 ]
Dong, Jiangning [1 ,2 ]
Qian, Liting [1 ,3 ]
机构
[1] Anhui Med Univ, Anhui Prov Hosp, Dept Radiat Oncol, Hefei 230001, Peoples R China
[2] Univ Sci & Technol China, Anhui Prov Canc Hosp, Affiliated Hosp 1, Dept Radiol, Hefei 230031, Peoples R China
[3] Univ Sci & Technol China, Affiliated Hosp 1, Dept Radiat Oncol, Hefei 230001, Peoples R China
关键词
Endometrial neoplasms; Recurrence; Risk factors; Apparent diffusion coefficient; Radiomics; CANCER; RADIOGENOMICS; PRECISION; SURVIVAL;
D O I
10.1186/s12885-021-08988-x
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background To identify predictive value of apparent diffusion coefficient (ADC) values and magnetic resonance imaging (MRI)-based radiomics for all recurrences in patients with endometrial carcinoma (EC). Methods One hundred and seventy-four EC patients who were treated with operation and followed up in our institution were retrospectively reviewed, and the patients were divided into training and test group. Baseline clinicopathological features and mean ADC (ADC(mean)), minimum ADC (ADC(min)), and maximum ADC (ADC(max)) were analyzed. Radiomic parameters were extracted on T2 weighted images and screened by logistic regression, and then a radiomics signature was developed to calculate the radiomic score (radscore). In training group, Kaplan-Meier analysis was performed and a Cox regression model was used to evaluate the correlation between clinicopathological features, ADC values and radscore with recurrence, and verified in the test group. Results ADC(mean) showed inverse correlation with recurrence, while radscore was positively associated with recurrence. In univariate analyses, FIGO stage, pathological types, myometrial invasion, ADC(mean), ADC(min) and radscore were associated with recurrence. In the training group, multivariate Cox analysis showed that pathological types, ADC(mean) and radscore were independent risk factors for recurrence, which were verified in the test group. Conclusions ADC(mean) value and radscore were independent predictors of recurrence of EC, which can supplement prognostic information in addition to clinicopathological information and provide basis for individualized treatment and follow-up plan.
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页数:12
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