Risk stratification and prognostic value of multi-modal MRI-based radiomics for extranodal nasal-type NK/T-cell lymphoma

被引:1
作者
Zhao, Yu-Ting [1 ,2 ,3 ]
Chen, Si-Ye [1 ,2 ]
Liu, Xin [1 ,2 ]
Yang, Yong [1 ,2 ]
Chen, Bo [1 ,2 ]
Song, Yong-Wen [1 ,2 ]
Fang, Hui [1 ,2 ]
Jin, Jing [1 ,2 ]
Liu, Yue-Ping [1 ,2 ]
Jing, Hao [1 ,2 ]
Tang, Yuan [1 ,2 ]
Li, Ning [1 ,2 ]
Lu, Ning-Ning [1 ,2 ]
Wang, Shu-Lian [1 ,2 ]
Ouyang, Han [4 ]
Hu, Chen [5 ]
Liu, Jin [6 ]
Wang, Zhi [6 ]
Chen, Fan [7 ]
Yin, Lin [7 ]
Zhong, Qiu-Zi [8 ]
Men, Kuo [1 ,2 ]
Dai, Jian-Rong [1 ,2 ]
Qi, Shu-Nan [1 ,2 ]
Li, Ye-Xiong [1 ,2 ]
机构
[1] Chinese Acad Med Sci CAMS & Peking Union Med Coll, State Key Lab Mol Oncol, Beijing, Peoples R China
[2] Chinese Acad Med Sci CAMS & Peking Union Med Coll, Dept Radiat Oncol, Natl Canc Ctr, Natl Clin Res Ctr Canc,Canc Hosp, Beijing, Peoples R China
[3] Peking Univ Canc Hosp & Inst, Dept Radiat Oncol, Minist Educ Beijing, Key Lab Carcinogenesis & Translat Res, Beijing, Peoples R China
[4] Chinese Acad Med Sci CAMS & Peking Union Med Coll, Dept Diag Imaging, Natl Canc Ctr, Canc Hosp, Beijing, Peoples R China
[5] Johns Hopkins Univ, Sidney Kimmel Comprehens Canc Ctr, Div Biostat & Bioinformat, Sch Med, Baltimore, MD 21205 USA
[6] Blot Info & Tech Beijing Co Ltd, Beijing, Peoples R China
[7] Qinghai Univ, Dept Radiat Oncol, Affiliated Hosp, Qinghai, Peoples R China
[8] Beijing Hosp, Natl Geriatr Med Ctr, Dept Radiat Oncol, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Extranodal nasal-type NK; T-cell lymphoma; Multi-modal magnetic resonance imaging; Radiomics; Prognosis; BARR-VIRUS DNA; T-CELL; ADAPTED THERAPY; TARGET VOLUME; SURVIVAL; CHEMOTHERAPY; RADIOTHERAPY; MULTICENTER; FEATURES; CT;
D O I
10.1186/s12885-023-10557-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundMagnetic resonance imaging (MRI) performs well in the locoregional assessment of extranodal nasal-type NK/T-cell lymphoma (ENKTCL). It's important to assess the value of multi-modal MRI-based radiomics for estimating overall survival (OS) in patients with ENKTCL.MethodsPatients with ENKTCL in a prospectively cohort were systemically reviewed and all the pretreatment MRI were acquisitioned. An unsupervised spectral clustering method was used to identify risk groups of patients and radiomic features. A nomogram-revised risk index (NRI) plus MRI radiomics signature (NRI-M) was developed, and compared with the NRI.ResultsThe 2 distinct type I and II groups of the MRI radiomics signatures were identified. The 5-year OS rates between the type I and type II groups were 87.2% versus 67.3% (P = 0.002) in all patients, and 88.8% versus 69.2% (P = 0.003) in early-stage patients. The discrimination and calibration of the NRI-M for OS prediction demonstrated a better performance than that of either MRI radiomics or NRI, with a mean area under curve (AUC) of 0.748 and 0.717 for predicting the 5-year OS in all-stages and early-stage patients.ConclusionsThe NRI-M model has good performance for predicting the prognosis of ENKTCL and may help design clinical trials and improve clinical decision making.
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页数:11
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