Predictive value of pretreatment MRI texture analysis in patients with primary nasopharyngeal carcinoma

被引:50
作者
Mao, Jiaji [1 ,2 ]
Fang, Jin [3 ]
Duan, Xiaohui [1 ,2 ]
Yang, Zehong [1 ,2 ]
Cao, Minghui [1 ,2 ]
Zhang, Fang [1 ,2 ]
Lu, Liejing [1 ,2 ]
Zhang, Xiang [1 ,2 ]
Wu, Xiaoyan [1 ]
Ding, Yue [2 ]
Shen, Jun [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Dept Radiol, Sun Yat Sen Mem Hosp, 107 Yanjiang Rd West, Guangzhou 510120, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangdong Prov Key Lab Malignant Tumor Epigenet &, Med Res Ctr, 107 Yanjiang Rd West, Guangzhou 510120, Guangdong, Peoples R China
[3] Jinan Univ, Med Imaging Ctr, Affiliated Hosp 1, 613 Huangpu Rd West, Guangzhou 510632, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Magnetic resonance imaging; Nasopharyngeal neoplasms; Prognosis; Risk factors; Radiomics; CONTRAST-ENHANCED-CT; CANCER HETEROGENEITY; RADIATION-THERAPY; CELL CARCINOMA; PROGNOSIS; SURVIVAL; FEATURES; HEAD; CHEMOTHERAPY; BIOMARKER;
D O I
10.1007/s00330-018-5961-6
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
ObjectivesTo determine the predictive value of pretreatment MRI texture analysis for progression-free survival (PFS) in patients with primary nasopharyngeal carcinoma (NPC).MethodsEthical approval by the institutional review board was obtained for this retrospective analysis. In 79 patients with primary NPC, texture analysis of the primary tumour was performed on pretreatment T2 and contrast-enhanced T1-weighted images (T2WIs and CE-T1WIs). The Cox proportional hazards model was used to determine the association of texture features, tumour volume and the tumour-node-metastasis (TNM) stage with PFS. Survival curves were plotted using the Kaplan-Meier method. The prognostic performance was evaluated with the receiver operating characteristic (ROC) analyses and C-index.ResultsTumour volume (hazard ratio, 1.054; 95% confidence interval [CI], 1.016-1.093) and CE-T1WI-based uniformity (hazard ratio, 0; 95% CI, 0-0.001) were identified as independent predictors for PFS (p<0.05). Kaplan-Meier analysis showed that smaller tumour volume (less than the cut-off value, 11.699cm(3)) and higher CE-T1WI-based uniformity (greater than the cut-off value, 0.856) were associated with improved PFS (p<0.05). The combination of CE-T1WI-based uniformity with tumour volume and the overall stage predicted PFS better (area under the curve [AUC], 0.825; Cindex, 0.794) than the tumour volume (AUC, 0.659; C-index, 0.616) or the overall stage (AUC, 0.636; C-index, 0.627) did (p<0.05).ConclusionsA texture parameter of pretreatment CE-T1WI-based uniformity improves the prediction of PFS in NPC patients.Key Points center dot Higher CE-T1WI-based uniformity and smaller tumour volume are predictive of improved PFS in NPC patients.center dot The combination of CE-T1WI-based uniformity with tumour volume and the overall stage has a better predictive ability for PFS than the tumour volume or the overall stage alone.center dot Pretreatment MRI texture analysis has a prognostic value for NPC patients.
引用
收藏
页码:4105 / 4113
页数:9
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