Deciphering the Prognostic Efficacy of MRI Radiomics in Nasopharyngeal Carcinoma: A Comprehensive Meta-Analysis

被引:0
|
作者
Wang, Chih-Keng [1 ,2 ]
Wang, Ting-Wei [1 ,3 ]
Lu, Chia-Fung [4 ]
Wu, Yu-Te [3 ]
Hua, Man-Wei [2 ]
机构
[1] Natl Yang Ming Chiao Tung Univ, Coll Med, Sch Med, Taipei 112304, Taiwan
[2] Taichung Vet Gen Hosp, Dept Otolaryngol Head & Neck Surg, Taichung 407219, Taiwan
[3] Natl Yang Ming Chiao Tung Univ, Inst Biophoton, 155,Sec 2,Li-Nong St, Taipei 112304, Taiwan
[4] Natl Yang Ming Chiao Tung Univ, Dept Biomed Imaging & Radiol Sci, Taipei 112304, Taiwan
关键词
radiomics; prognostic models; meta-analysis; survival; PLUS CONCURRENT CHEMORADIOTHERAPY; PROGRESSION-FREE SURVIVAL; INDUCTION CHEMOTHERAPY; RESPONSE PREDICTION; NOMOGRAM; INFORMATION; VALIDATION; RECURRENCE; FEATURES; MODELS;
D O I
10.3390/diagnostics14090924
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
This meta-analysis investigates the prognostic value of MRI-based radiomics in nasopharyngeal carcinoma treatment outcomes, specifically focusing on overall survival (OS) variability. The study protocol was registered with INPLASY (INPLASY202420101). Initially, a systematic review identified 15 relevant studies involving 6243 patients through a comprehensive search across PubMed, Embase, and Web of Science, adhering to PRISMA guidelines. The methodological quality was assessed using the Quality in Prognosis Studies (QUIPS) tool and the Radiomics Quality Score (RQS), highlighting a low risk of bias in most domains. Our analysis revealed a significant average concordance index (c-index) of 72% across studies, indicating the potential of radiomics in clinical prognostication. However, moderate heterogeneity was observed, particularly in OS predictions. Subgroup analyses and meta-regression identified validation methods and radiomics software as significant heterogeneity moderators. Notably, the number of features in the prognosis model correlated positively with its performance. These findings suggest radiomics' promising role in enhancing cancer treatment strategies, though the observed heterogeneity and potential biases call for cautious interpretation and standardization in future research.
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页数:26
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