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Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours
Distinguishing between follicular thyroid cancer (FTC) and follicular thyroid adenoma (FTA) constitutes a long-standing diagnostic problem resulting in equivocal histopathological diagnoses. There is therefore a need for additional molecular markers. To identify molecular differences between FTC and...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5486007/ https://www.ncbi.nlm.nih.gov/pubmed/28574441 http://dx.doi.org/10.3390/ijms18061184 |
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author | Wojtas, Bartosz Pfeifer, Aleksandra Oczko-Wojciechowska, Malgorzata Krajewska, Jolanta Czarniecka, Agnieszka Kukulska, Aleksandra Eszlinger, Markus Musholt, Thomas Stokowy, Tomasz Swierniak, Michal Stobiecka, Ewa Chmielik, Ewa Rusinek, Dagmara Tyszkiewicz, Tomasz Halczok, Monika Hauptmann, Steffen Lange, Dariusz Jarzab, Michal Paschke, Ralf Jarzab, Barbara |
author_facet | Wojtas, Bartosz Pfeifer, Aleksandra Oczko-Wojciechowska, Malgorzata Krajewska, Jolanta Czarniecka, Agnieszka Kukulska, Aleksandra Eszlinger, Markus Musholt, Thomas Stokowy, Tomasz Swierniak, Michal Stobiecka, Ewa Chmielik, Ewa Rusinek, Dagmara Tyszkiewicz, Tomasz Halczok, Monika Hauptmann, Steffen Lange, Dariusz Jarzab, Michal Paschke, Ralf Jarzab, Barbara |
author_sort | Wojtas, Bartosz |
collection | PubMed |
description | Distinguishing between follicular thyroid cancer (FTC) and follicular thyroid adenoma (FTA) constitutes a long-standing diagnostic problem resulting in equivocal histopathological diagnoses. There is therefore a need for additional molecular markers. To identify molecular differences between FTC and FTA, we analyzed the gene expression microarray data of 52 follicular neoplasms. We also performed a meta-analysis involving 14 studies employing high throughput methods (365 follicular neoplasms analyzed). Based on these two analyses, we selected 18 genes differentially expressed between FTA and FTC. We validated them by quantitative real-time polymerase chain reaction (qRT-PCR) in an independent set of 71 follicular neoplasms from formaldehyde-fixed paraffin embedded (FFPE) tissue material. We confirmed differential expression for 7 genes (CPQ, PLVAP, TFF3, ACVRL1, ZFYVE21, FAM189A2, and CLEC3B). Finally, we created a classifier that distinguished between FTC and FTA with an accuracy of 78%, sensitivity of 76%, and specificity of 80%, based on the expression of 4 genes (CPQ, PLVAP, TFF3, ACVRL1). In our study, we have demonstrated that meta-analysis is a valuable method for selecting possible molecular markers. Based on our results, we conclude that there might exist a plausible limit of gene classifier accuracy of approximately 80%, when follicular tumors are discriminated based on formalin-fixed postoperative material. |
format | Online Article Text |
id | pubmed-5486007 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-54860072017-06-29 Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours Wojtas, Bartosz Pfeifer, Aleksandra Oczko-Wojciechowska, Malgorzata Krajewska, Jolanta Czarniecka, Agnieszka Kukulska, Aleksandra Eszlinger, Markus Musholt, Thomas Stokowy, Tomasz Swierniak, Michal Stobiecka, Ewa Chmielik, Ewa Rusinek, Dagmara Tyszkiewicz, Tomasz Halczok, Monika Hauptmann, Steffen Lange, Dariusz Jarzab, Michal Paschke, Ralf Jarzab, Barbara Int J Mol Sci Article Distinguishing between follicular thyroid cancer (FTC) and follicular thyroid adenoma (FTA) constitutes a long-standing diagnostic problem resulting in equivocal histopathological diagnoses. There is therefore a need for additional molecular markers. To identify molecular differences between FTC and FTA, we analyzed the gene expression microarray data of 52 follicular neoplasms. We also performed a meta-analysis involving 14 studies employing high throughput methods (365 follicular neoplasms analyzed). Based on these two analyses, we selected 18 genes differentially expressed between FTA and FTC. We validated them by quantitative real-time polymerase chain reaction (qRT-PCR) in an independent set of 71 follicular neoplasms from formaldehyde-fixed paraffin embedded (FFPE) tissue material. We confirmed differential expression for 7 genes (CPQ, PLVAP, TFF3, ACVRL1, ZFYVE21, FAM189A2, and CLEC3B). Finally, we created a classifier that distinguished between FTC and FTA with an accuracy of 78%, sensitivity of 76%, and specificity of 80%, based on the expression of 4 genes (CPQ, PLVAP, TFF3, ACVRL1). In our study, we have demonstrated that meta-analysis is a valuable method for selecting possible molecular markers. Based on our results, we conclude that there might exist a plausible limit of gene classifier accuracy of approximately 80%, when follicular tumors are discriminated based on formalin-fixed postoperative material. MDPI 2017-06-02 /pmc/articles/PMC5486007/ /pubmed/28574441 http://dx.doi.org/10.3390/ijms18061184 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wojtas, Bartosz Pfeifer, Aleksandra Oczko-Wojciechowska, Malgorzata Krajewska, Jolanta Czarniecka, Agnieszka Kukulska, Aleksandra Eszlinger, Markus Musholt, Thomas Stokowy, Tomasz Swierniak, Michal Stobiecka, Ewa Chmielik, Ewa Rusinek, Dagmara Tyszkiewicz, Tomasz Halczok, Monika Hauptmann, Steffen Lange, Dariusz Jarzab, Michal Paschke, Ralf Jarzab, Barbara Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours |
title | Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours |
title_full | Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours |
title_fullStr | Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours |
title_full_unstemmed | Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours |
title_short | Gene Expression (mRNA) Markers for Differentiating between Malignant and Benign Follicular Thyroid Tumours |
title_sort | gene expression (mrna) markers for differentiating between malignant and benign follicular thyroid tumours |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5486007/ https://www.ncbi.nlm.nih.gov/pubmed/28574441 http://dx.doi.org/10.3390/ijms18061184 |
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