Whole-Transcriptome Profiling of Thyroid Nodules Identifies Expression-Based Signatures for Accurate Thyroid Cancer Diagnosis

被引:15
作者
Wiseman, Sam M. [1 ]
Haddad, Zaid [3 ]
Walker, Blair [2 ]
Vergara, Ismael A. [3 ]
Sierocinski, Thomas [3 ]
Crisan, Anamaria [3 ]
Ghadessi, Mercedeh [3 ]
Phuong Dao [4 ]
Zimmermann, Benedikt [3 ]
Triche, Timothy J. [3 ]
Erho, Nicholas [3 ]
Davicioni, Elai [3 ]
机构
[1] St Pauls Hosp, Dept Surg, Vancouver, BC V6Z 1Y6, Canada
[2] St Pauls Hosp, Dept Pathol & Lab Med, Vancouver, BC V6Z 1Y6, Canada
[3] GenomeDx Biosci Inc, Vancouver, BC V6B 1B8, Canada
[4] Simon Fraser Univ, Dept Comp Sci, Burnaby, BC V5A 1S6, Canada
关键词
NEEDLE-ASPIRATION BIOPSY; INDETERMINATE; CARCINOMA; CYTOLOGY; SAMPLES;
D O I
10.1210/jc.2013-1991
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose: Due to the limitations of fine-needle aspiration biopsy (FNAB) cytopathology, many individuals who present with thyroid nodules eventually undergo thyroid surgery to diagnose thyroid cancer. The objective of this study was to use whole-transcriptome profiling to develop and validate a genomic classifier that significantly improves the accuracy of preoperative thyroid cancer diagnosis. Materials and Methods: Nucleic acids were extracted and amplified for microarray expression analysis on the Affymetrix Human Exon 1.0 ST GeneChips from 1-mm-diameter formalin-fixed and paraffin-embedded thyroid tumor tissue cores. A training group of 60 thyroidectomy specimens (30 cancers and 30 benign lesions) were used to assess differential expression and for subsequent generation of a genomic classifier. The classifier was validated in a blinded fashion on a group of 31 formalin-fixed and paraffin-embedded thyroid FNAB specimens. Results: Expression profiles of the 57 thyroidectomy training and 31 FNAB validation specimens that passed a series of quality control steps were analyzed. A genomic classifier composed of 249 markers that corresponded to 154 genes, had an overall validated accuracy of 90.0% in the 31 patient FNAB specimens and had positive and negative predictive values of 100% and 85.7%, respectively. The majority of the identified markers that made up the classifier represented non-protein-encoding RNAs. Conclusions: Whole-transcriptome profiling of thyroid nodule surgical specimens allowed for the development of a genomic classifier that improved the accuracy of preoperative thyroid cancer FNAB diagnosis.
引用
收藏
页码:4072 / 4079
页数:8
相关论文
共 20 条
[1]   Quantitative Expression Profiling in Formalin-Fixed Paraffin-Embedded Samples by Affymetrix Microarrays [J].
Abdueva, Diana ;
Wing, Michele ;
Schaub, Betty ;
Triche, Timothy ;
Davicioni, Elai .
JOURNAL OF MOLECULAR DIAGNOSTICS, 2010, 12 (04) :409-417
[2]   Preoperative Diagnosis of Benign Thyroid Nodules with Indeterminate Cytology [J].
Alexander, Erik K. ;
Kennedy, Giulia C. ;
Baloch, Zubair W. ;
Cibas, Edmund S. ;
Chudova, Darya ;
Diggans, James ;
Friedman, Lyssa ;
Kloos, Richard T. ;
LiVolsi, Virginia A. ;
Mandel, Susan J. ;
Raab, Stephen S. ;
Rosai, Juan ;
Steward, David L. ;
Walsh, P. Sean ;
Wilde, Jonathan I. ;
Zeiger, Martha A. ;
Lanman, Richard B. ;
Haugen, Bryan R. .
NEW ENGLAND JOURNAL OF MEDICINE, 2012, 367 (08) :705-715
[3]  
[Anonymous], NCCN GUID THYR CARC
[4]  
Caruso, 1998, Oncologist, V3, P45
[5]   Diagnostic Utility of Galectin-3 in Thyroid Cancer [J].
Chiu, Connie G. ;
Strugnell, Scott S. ;
Griffith, Obi L. ;
Jones, Steven J. M. ;
Gown, Allen M. ;
Walker, Blair ;
Nabi, Ivan R. ;
Wiseman, Sam M. .
AMERICAN JOURNAL OF PATHOLOGY, 2010, 176 (05) :2067-2081
[6]   Molecular Classification of Thyroid Nodules Using High-Dimensionality Genomic Data [J].
Chudova, Darya ;
Wilde, Jonathan I. ;
Wang, Eric T. ;
Wang, Hui ;
Rabbee, Nusrat ;
Egidio, Camila M. ;
Reynolds, Jessica ;
Tom, Ed ;
Pagan, Moraima ;
Rigl, C. Ted ;
Friedman, Lyssa ;
Wang, C. Charles ;
Lanman, Richard B. ;
Zeiger, Martha ;
Kebebew, Electron ;
Rosai, Juan ;
Fellegara, Giovanni ;
LiVolsi, Virginia A. ;
Kennedy, Giulia C. .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2010, 95 (12) :5296-5304
[7]   Revised American Thyroid Association Management Guidelines for Patients with Thyroid Nodules and Differentiated Thyroid Cancer [J].
Cooper, David S. ;
Doherty, Gerard M. ;
Haugen, Bryan R. ;
Kloos, Richard T. ;
Lee, Stephanie L. ;
Mandel, Susan J. ;
Mazzaferri, Ernest L. ;
McIver, Bryan ;
Pacini, Furio ;
Schlumberger, Martin ;
Sherman, Steven I. ;
Steward, David L. ;
Tuttle, R. Michael .
THYROID, 2009, 19 (11) :1167-1214
[8]   A multi-gene approach to differentiate papillary thyroid carcinoma from benign lesions: Gene selection using support vector machines with bootstrapping [J].
Fujarewicz, Krzysztof ;
Jarzab, Michal ;
Eszlinger, Markus ;
Krohn, Knut ;
Paschke, Ralf ;
Oczko-Wojciechowska, Malgorzata ;
Wiench, Malgorzata ;
Kukulska, Aleksandra ;
Jarzab, Barbara ;
Swierniak, Andrzej .
ENDOCRINE-RELATED CANCER, 2007, 14 (03) :809-826
[9]  
GeneChip Exon Array Design, GENECHIP EX ARR DES
[10]   FINE-NEEDLE ASPIRATION BIOPSY OF THE THYROID - AN APPRAISAL [J].
GHARIB, H ;
GOELLNER, JR .
ANNALS OF INTERNAL MEDICINE, 1993, 118 (04) :282-289