A Panel of Four miRNAs Accurately Differentiates Malignant from Benign Indeterminate Thyroid Lesions on Fine Needle Aspiration

被引:115
作者
Keutgen, Xavier M. [1 ]
Filicori, Filippo [1 ]
Crowley, Michael J. [1 ]
Wang, Yongchun [4 ]
Scognamiglio, Theresa [2 ]
Hoda, Rana [2 ]
Buitrago, Daniel [1 ]
Cooper, David [5 ]
Zeiger, Martha A. [4 ]
Zarnegar, Rasa [1 ]
Elemento, Olivier [3 ]
Fahey, Thomas J., III [1 ]
机构
[1] New York Presbyterian Hosp, Weill Cornell Med Ctr, Dept Surg, Div Endocrine Surg, New York, NY 10021 USA
[2] New York Presbyterian Hosp, Weill Cornell Med Ctr, Dept Pathol, New York, NY 10021 USA
[3] New York Presbyterian Hosp, Weill Cornell Med Ctr, Inst Computat Biomed, New York, NY 10021 USA
[4] Johns Hopkins Univ, Sch Med, Dept Surg, Sect Endocrine Surg, Baltimore, MD 21205 USA
[5] Johns Hopkins Univ, Sch Med, Dept Med, Div Endocrinol, Baltimore, MD 21205 USA
关键词
EXPRESSION PROFILES; MICRORNA EXPRESSION; CARCINOMA; DIAGNOSIS; NODULES; CANCER; MUTATIONS; DEREGULATION; DISEASE; TUMORS;
D O I
10.1158/1078-0432.CCR-11-2487
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Indeterminate thyroid lesions on fine needle aspiration (FNA) harbor malignancy in about 25% of cases. Hemi- or total thyroidectomy has, therefore, been routinely advocated for definitive diagnosis. In this study, we analyzed miRNA expression in indeterminate FNA samples and determined its prognostic effects on final pathologic diagnosis. Experimental Design: A predictive model was derived using 29 ex vivo indeterminate thyroid lesions on FNA to differentiate malignant from benign tumors at a tertiary referral center and validated on an independent set of 72 prospectively collected in vivo FNA samples. Expression levels of miR-222, miR-328, miR-197, miR-21, miR-181a, and miR-146b were determined using reverse transcriptase PCR. A statistical model was developed using the support vector machine (SVM) approach. Results: A SVM model with four miRNAs (miR-222, miR-328, miR-197, and miR-21) was initially estimated to have 86% predictive accuracy using cross-validation. When applied to the 72 independent in vivo validation samples, performance was actually better than predicted with a sensitivity of 100% and specificity of 86%, for a predictive accuracy of 90% in differentiating malignant from benign indeterminate lesions. When Hurthle cell lesions were excluded, overall accuracy improved to 97% with 100% sensitivity and 95% specificity. Conclusions: This study shows that that the expression of miR-222, miR-328, miR-197, and miR-21 combined in a predictive model is accurate at differentiating malignant from benign indeterminate thyroid lesions on FNA. These findings suggest that FNA miRNA analysis could be a useful adjunct in the management algorithm of patients with thyroid nodules. Clin Cancer Res; 18(7); 2032-8. (C) 2012 AACR.
引用
收藏
页码:2032 / 2038
页数:7
相关论文
共 40 条
[1]  
[Anonymous], 1973, Pattern Classification and Scene Analysis
[2]  
Barden CB, 2003, CLIN CANCER RES, V9, P1792
[3]   MicroRNAs: Target Recognition and Regulatory Functions [J].
Bartel, David P. .
CELL, 2009, 136 (02) :215-233
[4]  
Chen YT, 2008, MODERN PATHOL, V21, P1139, DOI 10.1038/modpathol.2008.105
[5]   Molecular fine-needle aspiration biopsy diagnosis of thyroid nodules by tumor specific mutations and gene expression patterns [J].
Eszlinger, Markus ;
Paschke, Ralf .
MOLECULAR AND CELLULAR ENDOCRINOLOGY, 2010, 322 (1-2) :29-37
[6]   Functional characterization of human thyroid tissue with immunohistochemistry [J].
Faggiano, Antongiulio ;
Caillou, Bernard ;
Lacroix, Ludovic ;
Talbot, Monique ;
Filetti, Sebastiano ;
Bidart, Jean-Michel ;
Schlumberger, Martin .
THYROID, 2007, 17 (03) :203-211
[7]   Advancing the molecular diagnosis of thyroid nodules: Defining benign lesions by molecular profiling [J].
Finley, DJ ;
Lubitz, CC ;
Wei, C ;
Zhu, BX ;
Fahey, TJ .
THYROID, 2005, 15 (06) :562-568
[8]   Upregulation of miR-21 by Ras in vivo and its role in tumor growth [J].
Frezzetti, D. ;
De Menna, M. ;
Zoppoli, P. ;
Guerra, C. ;
Ferraro, A. ;
Bello, A. M. ;
De Luca, P. ;
Calabrese, C. ;
Fusco, A. ;
Ceccarelli, M. ;
Zollo, M. ;
Barbacid, M. ;
Di Lauro, R. ;
De Vita, G. .
ONCOGENE, 2011, 30 (03) :275-286
[9]   miRNA Expression in a Human Papillary Thyroid Carcinoma Cell Line Varies with Invasiveness [J].
Gao, Yun ;
Wang, Cuifang ;
Shan, Zongyan ;
Guan, Haixia ;
Mao, Jinyuan ;
Fan, Chenliang ;
Wang, Hong ;
Zhang, Hongmei ;
Teng, Weiping .
ENDOCRINE JOURNAL, 2010, 57 (01) :81-86
[10]  
Gharib Hossein, 2004, Endocr Pract, V10, P31