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Published in: Endocrine Pathology 3/2023

12-08-2023 | Aspiration | Research

A Combination of BRAF and EZH1/SPOP/ZNF148 Three-Gene Mutational Classifier Improves Benign Call Rate in Indeterminate Thyroid Nodules

Authors: Shichen Xu, Gangming Cai, Yun Zhu, Xiaobo Gu, Jing Wu, Xian Cheng, Jiandong Bao, Huixin Yu, Li Zhang

Published in: Endocrine Pathology | Issue 3/2023

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Abstract

Reliable preoperative diagnosis of thyroid nodules remained challenging because of the inconclusiveness of fine-needle aspiration (FNA) cytology. In the present study, 583 formalin-fixed paraffin embedded (FFPE) thyroid nodule tissues and 161 FNA specimens were enrolled retrospectively. Then BRAF V600E, EZH1 Q571R, SPOP P94R, and ZNF148 mutations among these samples were identified using Sanger sequencing. Based on this four-gene genomic classifier, we proposed a two-step modality to diagnose thyroid nodules to differentiate benign and malignant thyroid nodules. In the FFPE group, thyroid cancers were effectively diagnosed in 37.7% (220/583) of neoplasms by the primary BRAF V600E testing, and 15.7% (57/363) of thyroid nodules could be further determined as benign by subsequent EZH1 Q571R, SPOP P94R, and ZNF148 (we called them “ESZ”) mutation testing. In the FNA group, 161 BRAF wild-type specimens were classified according to The Bethesda System for Reporting Thyroid Cytopathology (TBSRTC). A total of 7 mutated samples fell within Bethesda categories III–IV, and the mutation rate of “ESZ” in Bethesda III–IV categories was 8.4%. The two-step genomic classifier could further improve thyroid nodule diagnosis, which may inform more optimal patient management.
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Literature
1.
go back to reference Bernet V. J., Chindris A. M. Update on the Evaluation of Thyroid Nodules. J Nucl Med. 2021;62(Suppl 2):13S-9S.CrossRefPubMed Bernet V. J., Chindris A. M. Update on the Evaluation of Thyroid Nodules. J Nucl Med. 2021;62(Suppl 2):13S-9S.CrossRefPubMed
2.
3.
go back to reference Haugen B. R., Alexander E. K., Bible K. C., Doherty G. M., Mandel S. J., Nikiforov Y. E., Pacini F., Randolph G. W., Sawka A. M., Schlumberger M., Schuff K. G., Sherman S. I., Sosa J. A., Steward D. L., Tuttle R. M., Wartofsky L. 2015 American thyroid association management guidelines for adult patients with thyroid nodules and differentiated thyroid cancer: the american thyroid association guidelines task force on thyroid nodules and differentiated thyroid cancer. Thyroid. 2016;26(1):1-133.CrossRefPubMedPubMedCentral Haugen B. R., Alexander E. K., Bible K. C., Doherty G. M., Mandel S. J., Nikiforov Y. E., Pacini F., Randolph G. W., Sawka A. M., Schlumberger M., Schuff K. G., Sherman S. I., Sosa J. A., Steward D. L., Tuttle R. M., Wartofsky L. 2015 American thyroid association management guidelines for adult patients with thyroid nodules and differentiated thyroid cancer: the american thyroid association guidelines task force on thyroid nodules and differentiated thyroid cancer. Thyroid. 2016;26(1):1-133.CrossRefPubMedPubMedCentral
4.
go back to reference Cibas E. S., Ali S. Z. The Bethesda System for Reporting Thyroid Cytopathology. Thyroid. 2009;19(11):1159-65.CrossRefPubMed Cibas E. S., Ali S. Z. The Bethesda System for Reporting Thyroid Cytopathology. Thyroid. 2009;19(11):1159-65.CrossRefPubMed
5.
go back to reference Cibas E. S., Ali S. Z. The 2017 Bethesda System for Reporting Thyroid Cytopathology. Thyroid. 2017;27(11):1341-6.CrossRefPubMed Cibas E. S., Ali S. Z. The 2017 Bethesda System for Reporting Thyroid Cytopathology. Thyroid. 2017;27(11):1341-6.CrossRefPubMed
6.
go back to reference Muzza M., Colombo C., Pogliaghi G., Karapanou O., Fugazzola L. Molecular markers for the classification of cytologically indeterminate thyroid nodules. J Endocrinol Invest. 2020;43(6):703-16.CrossRefPubMed Muzza M., Colombo C., Pogliaghi G., Karapanou O., Fugazzola L. Molecular markers for the classification of cytologically indeterminate thyroid nodules. J Endocrinol Invest. 2020;43(6):703-16.CrossRefPubMed
7.
go back to reference Bose S., Sacks W., Walts A. E. Update on Molecular Testing for Cytologically Indeterminate Thyroid Nodules. Adv Anat Pathol. 2019;26(2):114-23.CrossRefPubMed Bose S., Sacks W., Walts A. E. Update on Molecular Testing for Cytologically Indeterminate Thyroid Nodules. Adv Anat Pathol. 2019;26(2):114-23.CrossRefPubMed
8.
go back to reference Nikiforov Y. E., Nikiforova M. N. Molecular genetics and diagnosis of thyroid cancer. Nat Rev Endocrinol. 2011;7(10):569-80.CrossRefPubMed Nikiforov Y. E., Nikiforova M. N. Molecular genetics and diagnosis of thyroid cancer. Nat Rev Endocrinol. 2011;7(10):569-80.CrossRefPubMed
9.
go back to reference Ye L., Zhou X., Huang F., Wang W., Qi Y., Xu H., Yang S., Shen L., Fei X., Xie J., Cao M., Zhou Y., Zhu W., Wang S., Ning G., Wang W. The genetic landscape of benign thyroid nodules revealed by whole exome and transcriptome sequencing. Nat Commun. 2017;8:15533.CrossRefPubMedPubMedCentral Ye L., Zhou X., Huang F., Wang W., Qi Y., Xu H., Yang S., Shen L., Fei X., Xie J., Cao M., Zhou Y., Zhu W., Wang S., Ning G., Wang W. The genetic landscape of benign thyroid nodules revealed by whole exome and transcriptome sequencing. Nat Commun. 2017;8:15533.CrossRefPubMedPubMedCentral
10.
go back to reference Baloch Z. W., Asa S. L., Barletta J. A., Ghossein R. A., Juhlin C. C., Jung C. K., LiVolsi V. A., Papotti M. G., Sobrinho-Simoes M., Tallini G., Mete O. Overview of the 2022 WHO Classification of Thyroid Neoplasms. Endocr Pathol. 2022;33(1):27-63.CrossRefPubMed Baloch Z. W., Asa S. L., Barletta J. A., Ghossein R. A., Juhlin C. C., Jung C. K., LiVolsi V. A., Papotti M. G., Sobrinho-Simoes M., Tallini G., Mete O. Overview of the 2022 WHO Classification of Thyroid Neoplasms. Endocr Pathol. 2022;33(1):27-63.CrossRefPubMed
11.
go back to reference Trevethan R. Sensitivity, Specificity, and Predictive Values: Foundations, Pliabilities, and Pitfalls in Research and Practice. Front Public Health. 2017;5:307.CrossRefPubMedPubMedCentral Trevethan R. Sensitivity, Specificity, and Predictive Values: Foundations, Pliabilities, and Pitfalls in Research and Practice. Front Public Health. 2017;5:307.CrossRefPubMedPubMedCentral
12.
go back to reference Cancer Genome Atlas Research Network. Integrated genomic characterization of papillary thyroid carcinoma. Cell. 2014;159(3):676-90.CrossRef Cancer Genome Atlas Research Network. Integrated genomic characterization of papillary thyroid carcinoma. Cell. 2014;159(3):676-90.CrossRef
13.
go back to reference Karczewski K. J., Francioli L. C., Tiao G., Cummings B. B., Alfoldi J., Wang Q., Collins R. L., Laricchia K. M., Ganna A., Birnbaum D. P., Gauthier L. D., Brand H., Solomonson M., Watts N. A., Rhodes D., Singer-Berk M., England E. M., Seaby E. G., Kosmicki J. A., Walters R. K., Tashman K., Farjoun Y., Banks E., Poterba T., Wang A., Seed C., Whiffin N., Chong J. X., Samocha K. E., Pierce-Hoffman E., Zappala Z., O’Donnell-Luria A. H., Minikel E. V., Weisburd B., Lek M., Ware J. S., Vittal C., Armean I. M., Bergelson L., Cibulskis K., Connolly K. M., Covarrubias M., Donnelly S., Ferriera S., Gabriel S., Gentry J., Gupta N., Jeandet T., Kaplan D., Llanwarne C., Munshi R., Novod S., Petrillo N., Roazen D., Ruano-Rubio V., Saltzman A., Schleicher M., Soto J., Tibbetts K., Tolonen C., Wade G., Talkowski M. E., Genome Aggregation Database Consortium, Neale B. M., Daly M. J., MacArthur D. G. The mutational constraint spectrum quantified from variation in 141,456 humans. Nature. 2020;581(7809):434–43. Karczewski K. J., Francioli L. C., Tiao G., Cummings B. B., Alfoldi J., Wang Q., Collins R. L., Laricchia K. M., Ganna A., Birnbaum D. P., Gauthier L. D., Brand H., Solomonson M., Watts N. A., Rhodes D., Singer-Berk M., England E. M., Seaby E. G., Kosmicki J. A., Walters R. K., Tashman K., Farjoun Y., Banks E., Poterba T., Wang A., Seed C., Whiffin N., Chong J. X., Samocha K. E., Pierce-Hoffman E., Zappala Z., O’Donnell-Luria A. H., Minikel E. V., Weisburd B., Lek M., Ware J. S., Vittal C., Armean I. M., Bergelson L., Cibulskis K., Connolly K. M., Covarrubias M., Donnelly S., Ferriera S., Gabriel S., Gentry J., Gupta N., Jeandet T., Kaplan D., Llanwarne C., Munshi R., Novod S., Petrillo N., Roazen D., Ruano-Rubio V., Saltzman A., Schleicher M., Soto J., Tibbetts K., Tolonen C., Wade G., Talkowski M. E., Genome Aggregation Database Consortium, Neale B. M., Daly M. J., MacArthur D. G. The mutational constraint spectrum quantified from variation in 141,456 humans. Nature. 2020;581(7809):434–43.
14.
go back to reference Gelfman S., Wang Q., McSweeney K. M., Ren Z., La Carpia F., Halvorsen M., Schoch K., Ratzon F., Heinzen E. L., Boland M. J., Petrovski S., Goldstein D. B. Annotating pathogenic non-coding variants in genic regions. Nat Commun. 2017;8(1):236.CrossRefPubMedPubMedCentral Gelfman S., Wang Q., McSweeney K. M., Ren Z., La Carpia F., Halvorsen M., Schoch K., Ratzon F., Heinzen E. L., Boland M. J., Petrovski S., Goldstein D. B. Annotating pathogenic non-coding variants in genic regions. Nat Commun. 2017;8(1):236.CrossRefPubMedPubMedCentral
15.
go back to reference Bendl J., Musil M., Stourac J., Zendulka J., Damborsky J., Brezovsky J. PredictSNP2: A Unified Platform for Accurately Evaluating SNP Effects by Exploiting the Different Characteristics of Variants in Distinct Genomic Regions. PLoS Comput Biol. 2016;12(5):e1004962.CrossRefPubMedPubMedCentral Bendl J., Musil M., Stourac J., Zendulka J., Damborsky J., Brezovsky J. PredictSNP2: A Unified Platform for Accurately Evaluating SNP Effects by Exploiting the Different Characteristics of Variants in Distinct Genomic Regions. PLoS Comput Biol. 2016;12(5):e1004962.CrossRefPubMedPubMedCentral
16.
go back to reference Kircher M., Witten D. M., Jain P., O’Roak B. J., Cooper G. M., Shendure J. A general framework for estimating the relative pathogenicity of human genetic variants. Nat Genet. 2014;46(3):310-5.CrossRefPubMedPubMedCentral Kircher M., Witten D. M., Jain P., O’Roak B. J., Cooper G. M., Shendure J. A general framework for estimating the relative pathogenicity of human genetic variants. Nat Genet. 2014;46(3):310-5.CrossRefPubMedPubMedCentral
17.
go back to reference Shihab H. A., Rogers M. F., Gough J., Mort M., Cooper D. N., Day I. N., Gaunt T. R., Campbell C. An integrative approach to predicting the functional effects of non-coding and coding sequence variation. Bioinformatics. 2015;31(10):1536-43.CrossRefPubMedPubMedCentral Shihab H. A., Rogers M. F., Gough J., Mort M., Cooper D. N., Day I. N., Gaunt T. R., Campbell C. An integrative approach to predicting the functional effects of non-coding and coding sequence variation. Bioinformatics. 2015;31(10):1536-43.CrossRefPubMedPubMedCentral
18.
go back to reference Fu Y., Liu Z., Lou S., Bedford J., Mu X. J., Yip K. Y., Khurana E., Gerstein M. FunSeq2: a framework for prioritizing noncoding regulatory variants in cancer. Genome Biol. 2014;15(10):480.CrossRefPubMedPubMedCentral Fu Y., Liu Z., Lou S., Bedford J., Mu X. J., Yip K. Y., Khurana E., Gerstein M. FunSeq2: a framework for prioritizing noncoding regulatory variants in cancer. Genome Biol. 2014;15(10):480.CrossRefPubMedPubMedCentral
20.
go back to reference Song Y., Xu G., Ma T., Zhu Y., Yu H., Yu W., Wei W., Wang T., Zhang B. Utility of a multigene testing for preoperative evaluation of indeterminate thyroid nodules: A prospective blinded single center study in China. Cancer Med. 2020;9(22):8397-405.CrossRefPubMedPubMedCentral Song Y., Xu G., Ma T., Zhu Y., Yu H., Yu W., Wei W., Wang T., Zhang B. Utility of a multigene testing for preoperative evaluation of indeterminate thyroid nodules: A prospective blinded single center study in China. Cancer Med. 2020;9(22):8397-405.CrossRefPubMedPubMedCentral
21.
go back to reference Vuong H. G., Ngo H. T. T., Bychkov A., Jung C. K., Vu T. H., Lu K. B., Kakudo K., Kondo T. Differences in surgical resection rate and risk of malignancy in thyroid cytopathology practice between Western and Asian countries: A systematic review and meta-analysis. Cancer Cytopathol. 2020;128(4):238-49.CrossRefPubMed Vuong H. G., Ngo H. T. T., Bychkov A., Jung C. K., Vu T. H., Lu K. B., Kakudo K., Kondo T. Differences in surgical resection rate and risk of malignancy in thyroid cytopathology practice between Western and Asian countries: A systematic review and meta-analysis. Cancer Cytopathol. 2020;128(4):238-49.CrossRefPubMed
22.
go back to reference Zhu Y., Wu H., Huang B., Shen X., Cai G., Gu X. BRAF(V600E) mutation combined with American College of Radiology thyroid imaging report and data system significantly changes surgical resection rate and risk of malignancy in thyroid cytopathology practice. Gland Surg. 2020;9(5):1674-84.CrossRefPubMedPubMedCentral Zhu Y., Wu H., Huang B., Shen X., Cai G., Gu X. BRAF(V600E) mutation combined with American College of Radiology thyroid imaging report and data system significantly changes surgical resection rate and risk of malignancy in thyroid cytopathology practice. Gland Surg. 2020;9(5):1674-84.CrossRefPubMedPubMedCentral
23.
go back to reference Kaya C., Dorsaint P., Mercurio S., Campbell A. M., Eng K. W., Nikiforova M. N., Elemento O., Nikiforov Y. E., Sboner A. Limitations of Detecting Genetic Variants from the RNA Sequencing Data in Tissue and Fine-Needle Aspiration Samples. Thyroid. 2021;31(4):589-95.CrossRefPubMedPubMedCentral Kaya C., Dorsaint P., Mercurio S., Campbell A. M., Eng K. W., Nikiforova M. N., Elemento O., Nikiforov Y. E., Sboner A. Limitations of Detecting Genetic Variants from the RNA Sequencing Data in Tissue and Fine-Needle Aspiration Samples. Thyroid. 2021;31(4):589-95.CrossRefPubMedPubMedCentral
24.
go back to reference Sipos J. A., Ringel M. D. Molecular testing in thyroid cancer diagnosis and management. Best Pract Res Clin Endocrinol Metab. 2023;37(1):101680.CrossRefPubMed Sipos J. A., Ringel M. D. Molecular testing in thyroid cancer diagnosis and management. Best Pract Res Clin Endocrinol Metab. 2023;37(1):101680.CrossRefPubMed
25.
go back to reference Jung C. K., Kim Y., Jeon S., Jo K., Lee S., Bae J. S. Clinical utility of EZH1 mutations in the diagnosis of follicular-patterned thyroid tumors. Hum Pathol. 2018;81:9-17.CrossRefPubMed Jung C. K., Kim Y., Jeon S., Jo K., Lee S., Bae J. S. Clinical utility of EZH1 mutations in the diagnosis of follicular-patterned thyroid tumors. Hum Pathol. 2018;81:9-17.CrossRefPubMed
Metadata
Title
A Combination of BRAF and EZH1/SPOP/ZNF148 Three-Gene Mutational Classifier Improves Benign Call Rate in Indeterminate Thyroid Nodules
Authors
Shichen Xu
Gangming Cai
Yun Zhu
Xiaobo Gu
Jing Wu
Xian Cheng
Jiandong Bao
Huixin Yu
Li Zhang
Publication date
12-08-2023
Publisher
Springer US
Published in
Endocrine Pathology / Issue 3/2023
Print ISSN: 1046-3976
Electronic ISSN: 1559-0097
DOI
https://doi.org/10.1007/s12022-023-09782-0

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