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Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier
BACKGROUND: Cytopathological evaluation of thyroid fine-needle aspiration biopsy (FNAB) specimens can fail to raise preoperative suspicion of medullary thyroid carcinoma (MTC). The Afirma RNA-sequencing MTC classifier identifies MTC among FNA samples that are cytologically indeterminate, suspicious,...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Mary Ann Liebert, Inc., publishers
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9526471/ https://www.ncbi.nlm.nih.gov/pubmed/35793115 http://dx.doi.org/10.1089/thy.2022.0189 |
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author | Randolph, Gregory W. Sosa, Julie Ann Hao, Yangyang Angell, Trevor E. Shonka, David C. LiVolsi, Virginia A. Ladenson, Paul W. Blevins, Thomas C. Duh, Quan-Yang Ghossein, Ronald Harrell, Mack Patel, Kepal Narendra Shanik, Michael H. Traweek, S. Thomas Walsh, P. Sean Yeh, Michael W. Abdelhamid Ahmed, Amr H. Ho, Allen S. Wong, Richard J. Klopper, Joshua P. Huang, Jing Kennedy, Giulia C. Kloos, Richard T. Sadow, Peter M. |
author_facet | Randolph, Gregory W. Sosa, Julie Ann Hao, Yangyang Angell, Trevor E. Shonka, David C. LiVolsi, Virginia A. Ladenson, Paul W. Blevins, Thomas C. Duh, Quan-Yang Ghossein, Ronald Harrell, Mack Patel, Kepal Narendra Shanik, Michael H. Traweek, S. Thomas Walsh, P. Sean Yeh, Michael W. Abdelhamid Ahmed, Amr H. Ho, Allen S. Wong, Richard J. Klopper, Joshua P. Huang, Jing Kennedy, Giulia C. Kloos, Richard T. Sadow, Peter M. |
author_sort | Randolph, Gregory W. |
collection | PubMed |
description | BACKGROUND: Cytopathological evaluation of thyroid fine-needle aspiration biopsy (FNAB) specimens can fail to raise preoperative suspicion of medullary thyroid carcinoma (MTC). The Afirma RNA-sequencing MTC classifier identifies MTC among FNA samples that are cytologically indeterminate, suspicious, or malignant (Bethesda categories III–VI). In this study we report the development and clinical performance of this MTC classifier. METHODS: Algorithm training was performed with a set of 483 FNAB specimens (21 MTC and 462 non-MTC). A support vector machine classifier was developed using 108 differentially expressed genes, which includes the 5 genes in the prior Afirma microarray-based MTC cassette. RESULTS: The final MTC classifier was blindly tested on 211 preoperative FNAB specimens with subsequent surgical pathology, including 21 MTC and 190 non-MTC specimens from benign and malignant thyroid nodules independent from those used in training. The classifier had 100% sensitivity (21/21 MTC FNAB specimens correctly called positive; 95% confidence interval [CI] = 83.9–100%) and 100% specificity (190/190 non-MTC FNAs correctly called negative; CI = 98.1–100%). All positive samples had pathological confirmation of MTC, while all negative samples were negative for MTC on surgical pathology. CONCLUSIONS: The RNA-sequencing MTC classifier accurately identified MTC from preoperative thyroid nodule FNAB specimens in an independent validation cohort. This identification may facilitate an MTC-specific preoperative evaluation and resulting treatment. |
format | Online Article Text |
id | pubmed-9526471 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Mary Ann Liebert, Inc., publishers |
record_format | MEDLINE/PubMed |
spelling | pubmed-95264712022-10-03 Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier Randolph, Gregory W. Sosa, Julie Ann Hao, Yangyang Angell, Trevor E. Shonka, David C. LiVolsi, Virginia A. Ladenson, Paul W. Blevins, Thomas C. Duh, Quan-Yang Ghossein, Ronald Harrell, Mack Patel, Kepal Narendra Shanik, Michael H. Traweek, S. Thomas Walsh, P. Sean Yeh, Michael W. Abdelhamid Ahmed, Amr H. Ho, Allen S. Wong, Richard J. Klopper, Joshua P. Huang, Jing Kennedy, Giulia C. Kloos, Richard T. Sadow, Peter M. Thyroid Thyroid Cancer and Nodules BACKGROUND: Cytopathological evaluation of thyroid fine-needle aspiration biopsy (FNAB) specimens can fail to raise preoperative suspicion of medullary thyroid carcinoma (MTC). The Afirma RNA-sequencing MTC classifier identifies MTC among FNA samples that are cytologically indeterminate, suspicious, or malignant (Bethesda categories III–VI). In this study we report the development and clinical performance of this MTC classifier. METHODS: Algorithm training was performed with a set of 483 FNAB specimens (21 MTC and 462 non-MTC). A support vector machine classifier was developed using 108 differentially expressed genes, which includes the 5 genes in the prior Afirma microarray-based MTC cassette. RESULTS: The final MTC classifier was blindly tested on 211 preoperative FNAB specimens with subsequent surgical pathology, including 21 MTC and 190 non-MTC specimens from benign and malignant thyroid nodules independent from those used in training. The classifier had 100% sensitivity (21/21 MTC FNAB specimens correctly called positive; 95% confidence interval [CI] = 83.9–100%) and 100% specificity (190/190 non-MTC FNAs correctly called negative; CI = 98.1–100%). All positive samples had pathological confirmation of MTC, while all negative samples were negative for MTC on surgical pathology. CONCLUSIONS: The RNA-sequencing MTC classifier accurately identified MTC from preoperative thyroid nodule FNAB specimens in an independent validation cohort. This identification may facilitate an MTC-specific preoperative evaluation and resulting treatment. Mary Ann Liebert, Inc., publishers 2022-09-01 2022-09-14 /pmc/articles/PMC9526471/ /pubmed/35793115 http://dx.doi.org/10.1089/thy.2022.0189 Text en © Gregory W. Randolph et al., 2022; Published by Mary Ann Liebert, Inc. https://creativecommons.org/licenses/by/4.0/This Open Access article is distributed under the terms of the Creative Commons License [CC-BY] (http://creativecommons.org/licenses/by/4.0 (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Thyroid Cancer and Nodules Randolph, Gregory W. Sosa, Julie Ann Hao, Yangyang Angell, Trevor E. Shonka, David C. LiVolsi, Virginia A. Ladenson, Paul W. Blevins, Thomas C. Duh, Quan-Yang Ghossein, Ronald Harrell, Mack Patel, Kepal Narendra Shanik, Michael H. Traweek, S. Thomas Walsh, P. Sean Yeh, Michael W. Abdelhamid Ahmed, Amr H. Ho, Allen S. Wong, Richard J. Klopper, Joshua P. Huang, Jing Kennedy, Giulia C. Kloos, Richard T. Sadow, Peter M. Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier |
title | Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier |
title_full | Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier |
title_fullStr | Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier |
title_full_unstemmed | Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier |
title_short | Preoperative Identification of Medullary Thyroid Carcinoma (MTC): Clinical Validation of the Afirma MTC RNA-Sequencing Classifier |
title_sort | preoperative identification of medullary thyroid carcinoma (mtc): clinical validation of the afirma mtc rna-sequencing classifier |
topic | Thyroid Cancer and Nodules |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9526471/ https://www.ncbi.nlm.nih.gov/pubmed/35793115 http://dx.doi.org/10.1089/thy.2022.0189 |
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