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Wang Q, Dai L, Lin S, Zhang S, Wen J, Chen E, Li Q, You J, Qu J, Ni C, Cai Y. Combining radiomics and molecular biomarkers: a novel economic tool to improve diagnostic ability in papillary thyroid cancer. Front Endocrinol (Lausanne) 2024; 15:1378360. [PMID: 39205691 PMCID: PMC11349561 DOI: 10.3389/fendo.2024.1378360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 06/10/2024] [Indexed: 09/04/2024] Open
Abstract
Background A preoperative diagnosis to distinguish malignant from benign thyroid nodules accurately and sensitively is urgently important. However, existing clinical methods cannot solve this problem satisfactorily. The aim of this study is to establish a simple, economic approach for preoperative diagnosis in eastern population. Methods Our retrospective study included 86 patients with papillary thyroid cancer and 29 benign cases. The ITK-SNAP software was used to draw the outline of the area of interest (ROI), and Ultrosomics was used to extract radiomic features. Whole-transcriptome sequencing and bioinformatic analysis were used to identify candidate genes for thyroid nodule diagnosis. RT-qPCR was used to evaluate the expression levels of candidate genes. SVM diagnostic model was established based on the METLAB 2022 platform and LibSVM 3.2 language package. Results The radiomic model was first established. The accuracy is 73.0%, the sensitivity is 86.1%, the specificity is 17.6%, the PPV is 81.6%, and the NPV is 23.1%. Then, CLDN10, HMGA2, and LAMB3 were finally screened for model building. All three genes showed significant differential expressions between papillary thyroid cancer and normal tissue both in our cohort and TCGA cohort. The molecular model was established based on these genetic data and partial clinical information. The accuracy is 85.9%, the sensitivity is 86.1%, the specificity is 84.6%, the PPV is 96.9%, and the NPV is 52.4%. Considering that the above two models are not very effective, We integrated and optimized the two models to construct the final diagnostic model (C-thyroid model). In the training set, the accuracy is 96.7%, the sensitivity is 100%, the specificity is 93.8%, the PPV is 93.3%, and the NPV is 100%. In the validation set, the accuracy is 97.6%, the sensitivity remains 100%, the specificity is 84.6%, the PPV is 97.3%, and the NPV is 100%. Discussion A diagnostic panel is successfully established for eastern population through a simple, economic approach using only four genes and clinical data.
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Affiliation(s)
- Qingxuan Wang
- Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
- Zhejiang Key Laboratory of Intelligent Cancer Biomarker Discovery and Translation, First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Linghui Dai
- Division of thyroid Surgery, Department of General Surgery, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, China
| | - Sisi Lin
- Department of Operating Room, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Shuwei Zhang
- Department of Breast Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jing Wen
- Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Endong Chen
- Department of Breast Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Quan Li
- Department of Breast Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jie You
- Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jinmiao Qu
- Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Chunjue Ni
- Department of Anesthesiology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yefeng Cai
- Department of Thyroid Surgery, National Key Clinical Specialty (General Surgery), The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
- Zhejiang Provincial Clinical Research Center for Malignant Tumor, Hangzhou, Zhejiang, China
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Putilov AA, Budkevich EV, Budkevich RO. A Review of Evidence for the Involvement of the Circadian Clock Genes into Malignant Transformation of Thyroid Tissue. Clocks Sleep 2023; 5:384-398. [PMID: 37489438 PMCID: PMC10366820 DOI: 10.3390/clockssleep5030029] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 07/10/2023] [Accepted: 07/11/2023] [Indexed: 07/26/2023] Open
Abstract
(1) Background: In 2013, the results of a pioneer study on abnormalities in the levels and circadian rhythmicity of expression of circadian clock genes in cancerous thyroid nodules was published. In the following years, new findings suggesting the involvement of circadian clockwork dysfunction into malignant transformation of thyroid tissue were gradually accumulating. This systematic review provides an update on existing evidence regarding the association of these genes with thyroid tumorigenesis. (2) Methods: Two bibliographic databases (Scopus and PubMed) were searched for articles from inception to 20 March 2023. The reference lists of previously published (nonsystematic) reviews were also hand-searched for additional relevant studies. (3) Results: Nine studies published between 2013 and 2022 were selected. In total, 9 of 12 tested genes were found to be either up- or downregulated. The list of such genes includes all families of core circadian clock genes that are the key components of three transcriptional-translational feedback loops of the circadian clock mechanism (BMAL1, CLOCK, NPAS2, RORα, REV-ERBα, PERs, CRYs, and DECs). (4) Conclusions: Examination of abnormalities in the levels and circadian rhythmicity of expression of circadian clock genes in thyroid tissue can help to reduce the rate of inadequate differential preoperative diagnosis for thyroid carcinoma.
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Affiliation(s)
- Arcady A Putilov
- Laboratory of Nanobiotechnology and Biophysics, North-Caucasus Federal University, 355029 Stavropol, Russia
- Laboratory of Sleep/Wake Neurobiology, Institute of Higher Nervous Activity and Neurophysiology of the Russian Academy of Sciences, 117865 Moscow, Russia
| | - Elena V Budkevich
- Laboratory of Nanobiotechnology and Biophysics, North-Caucasus Federal University, 355029 Stavropol, Russia
| | - Roman O Budkevich
- Laboratory of Nanobiotechnology and Biophysics, North-Caucasus Federal University, 355029 Stavropol, Russia
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Guan X, Yu T, Zhang Z, Chen L, Yan A, Li Y, Li J, Wang D, Sun J, Wang F, Miao G. Risk assessment of cytologically indeterminate thyroid nodules with integrated molecular testing and repeat biopsy: a surgical decision-oriented tool. World J Surg Oncol 2023; 21:34. [PMID: 36737779 PMCID: PMC9896714 DOI: 10.1186/s12957-023-02917-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 01/30/2023] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND The preoperative diagnosis of cytologically indeterminate thyroid nodules (ITNs) is very challenging. In this study, we aim to provide an integrated risk assessment for thyroid nodules with indeterminate cytology to guide surgical decision-making, which includes results of blood tests, molecular tests, and repeat fine-needle aspiration biopsy (FNAB). METHODS The study retrospectively included 265 ITNs between June 2019 and April 2022. According to our integrated risk assessment process that starts with blood testing, followed by supplementary DNA mutation detection on the first FNAB, and finally repeat FNAB, we divided the ITNs into high-risk and low-risk groups. Performance was evaluated with sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), area under the receiver operating characteristic curve (AUC), and the consistency between the risk evaluation and histological results. RESULTS Of the 265 ITNs, 87 were included in the risk assessment process. The risk assessment had a sensitivity of 84.1%, specificity of 83.3%, PPV of 95.1%, NPV of 57.7%, and AUC of 0.837. The nodules with consistent results between the risk groups and histological outcomes, which included malignant cases in the high-risk group and benign cases in the low-risk group, accounted for 83.9% of all risk-assessed nodules. CONCLUSIONS These data suggest that the integrated risk assessment might provide proper information for surgical decision-making in patients with ITNs.
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Affiliation(s)
- Xuhuizi Guan
- grid.506261.60000 0001 0706 7839The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing Hospital/National Center of Gerontology of National Health Commission, Beijing, People’s Republic of China ,grid.506261.60000 0001 0706 7839Department of General Surgery, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, NO.1 Da Hua Road, Dong Dan, Beijing, 100730 People’s Republic of China
| | - Tian Yu
- grid.413106.10000 0000 9889 6335Department of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, People’s Republic of China
| | - Zheng Zhang
- grid.506261.60000 0001 0706 7839Department of Ultrasonography, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, People’s Republic of China
| | - Lan Chen
- grid.506261.60000 0001 0706 7839Department of Pathology, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, People’s Republic of China
| | - An Yan
- grid.506261.60000 0001 0706 7839The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing Hospital/National Center of Gerontology of National Health Commission, Beijing, People’s Republic of China
| | - Yao Li
- grid.506261.60000 0001 0706 7839Department of General Surgery, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, NO.1 Da Hua Road, Dong Dan, Beijing, 100730 People’s Republic of China
| | - Jiankun Li
- grid.506261.60000 0001 0706 7839Department of General Surgery, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, NO.1 Da Hua Road, Dong Dan, Beijing, 100730 People’s Republic of China
| | - Dongdong Wang
- grid.506261.60000 0001 0706 7839Department of General Surgery, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, NO.1 Da Hua Road, Dong Dan, Beijing, 100730 People’s Republic of China
| | - Jie Sun
- grid.411634.50000 0004 0632 4559Department of Hematology, Peking University People’s Hospital, Peking University Institute of Hematology, National Clinical Research Center for Hematologic Disease, Beijing, People’s Republic of China
| | - Feiliang Wang
- grid.506261.60000 0001 0706 7839Department of Ultrasonography, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, People’s Republic of China
| | - Gang Miao
- grid.506261.60000 0001 0706 7839Department of General Surgery, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, NO.1 Da Hua Road, Dong Dan, Beijing, 100730 People’s Republic of China
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Putilov A. Prospects of Testing Diurnal Profiles of Expressions of TSH-R and Circadian Clock Genes in Thyrocytes for Identification of Preoperative Biomarkers for Thyroid Carcinoma. Int J Mol Sci 2022; 23:12208. [PMID: 36293065 PMCID: PMC9603503 DOI: 10.3390/ijms232012208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 10/04/2022] [Accepted: 10/11/2022] [Indexed: 11/17/2022] Open
Abstract
Thyroid Nodules (TN) are frequent but mostly benign, and postoperative rate of benign TN attains the values from 70% to 90%. Therefore, there is an urgent need for identification of reliable preoperative diagnosis markers for patients with indeterminate thyroid cytology. In this study, an earlier unexplored design of research on preoperative biomarkers for thyroid malignancies was proposed. Evaluation of reported results of studies addressing the links of thyroid cancer to the circadian clockwork dysfunctions and abnormal activities of Thyroid-Stimulating Hormone (TSH) and its receptor (TSH-R) suggested diagnostic significance of such links. However, there is still a gap in studies of interrelationships between diurnal profiles of expression of circadian clock genes and TSH-R in indeterminate thyroid tissue exposed to different concentrations of TSH. These interrelationships might be investigated in future in vitro experiments on benign and malignant thyrocytes cultivated under normal and challenged TSH levels. Their design requires simultaneous measurement of diurnal profiles of expression of both circadian clock genes and TSH-R. Experimental results might help to bridge previous studies of preoperative biomarkers for thyroid carcinoma exploring diagnostic value of diurnal profiles of serum TSH levels, expression of TSH-R, and expression of circadian clock genes.
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Affiliation(s)
- Arcady Putilov
- Research Group for Math-Modeling of Biomedical Systems, Research Institute for Molecular Biology and Biophysics of the Federal Research Centre for Fundamental and Translational Medicine, 630117 Novosibirsk, Russia; ; Tel.: +49-30-53674643 or +49-30-61290031
- Laboratory of Sleep/Wake Neurobiology, Institute of Higher Nervous Activity and Neurophysiology of the Russian Academy of Sciences, 117865 Moscow, Russia
- Laboratory of Nanobiotechnology and Biophysics, North-Caucasus Federal University, 355029 Stavropol, Russia
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Marshall R, Alexander D, Fleming J, Grayson J, Peters G, Buczek E. Utility of intraoperative frozen sections of thyroid tissue in the age of molecular testing. Clin Otolaryngol 2021; 46:991-997. [PMID: 33811452 DOI: 10.1111/coa.13766] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Revised: 12/17/2020] [Accepted: 03/14/2021] [Indexed: 01/29/2023]
Abstract
OBJECTIVES Our study aims to examine the correlation between preoperative ultrasound-guided fine-needle aspiration and intraoperative frozen section and examine the clinical benefit of frozen section in the context of the latest national guidelines on the management of differentiated thyroid cancer. STUDY DESIGN A retrospective review of thyroid frozen section from 2012 to2017 at one institution. SETTING Tertiary care centre. PARTICIPANTS/MAIN OUTCOME Patient demographics, fine-needle aspiration results, molecular testing results, frozen section diagnosis (classified as benign, indeterminate, or malignant), final pathologic diagnosis, initial planned surgery, actual surgery performed, need for additional surgery and complications were recorded. Complications included hematoma formation, hypocalcaemia (requiring readmission, symptomatic, or >24-hour stay post op) and recurrent or superior laryngeal nerve damage. RESULTS 728 total patients had an intraoperative frozen section performed. A Thy 4/Bethesda V USGFNA diagnosis (n = 55) significantly correlated with a clinically important intraoperative frozen section (n = 17, P < .01). Intraoperative management was changed by the frozen section 53 times (7.2%). Molecular testing was sent on 92 USGFNA specimens, 80 of which were deemed "suspicious." Of the 49 patients whose management was upstaged intraoperatively, 29 (59%) would not necessitate a completion thyroidectomy under the latest UK and ATA guidelines based on final pathology. CONCLUSION Intraoperative frozen sections rarely alter the pre-surgical plan and indeed may result in expanded surgery that could have been avoided based on latest UK and US guidelines. Molecular testing of indeterminate fine-needle aspiration results does not appear to predict meaningful intraoperative frozen section results.
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Affiliation(s)
- Ryan Marshall
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - David Alexander
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Jason Fleming
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Jessica Grayson
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Glenn Peters
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Erin Buczek
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
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Endo M, Porter K, Long C, Azaryan I, Phay JE, Ringel MD, Sipos JA, Nabhan F. Features of Cytologically Indeterminate Molecularly Benign Nodules Treated With Surgery. J Clin Endocrinol Metab 2020; 105:5890166. [PMID: 32772084 PMCID: PMC7497819 DOI: 10.1210/clinem/dgaa506] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 08/03/2020] [Indexed: 12/23/2022]
Abstract
BACKGROUND Most cytologically indeterminate thyroid nodules (ITNs) with benign molecular testing are not surgically removed. The data on clinical outcomes of these nodules are limited. METHODS We retrospectively analyzed all ITNs where molecular testing was performed either with the Afirma gene expression classifier or Afirma gene sequencing classifier between 2011 and 2018 at a single institution. RESULTS Thirty-eight out of 289 molecularly benign ITNs were ultimately resected. The most common reason for surgery was compressive symptoms (39%). In multivariable modeling, patients aged <40 years, nodules ≥3 cm, presence of an Afirma suspicious nodule other than the index nodule, and compressive symptoms were associated with higher surgery rates with hazard ratios for surgery of 3.5 (P < 0.001), 3.2 (P < 0.001), 16.8 (P < 0.001), and 7.31 (P < 0.001), respectively. Of resected nodules, 5 were malignant. False-negative rate (FNR) was 1.7%, presuming all unresected nodules were truly benign and 13.2% restricting analysis to resected cases. The FNR was significantly higher in nodules with a high-risk sonographic appearance for cancer (American Thyroid Association high-risk classification and American College of Radiology Thyroid Imaging Reporting and Data Systems score of 5) compared with nodules with all other sonographic categories (11.8% vs 1.1%; P = 0.03 and 11.1% vs 1.1%; P = 0.02, respectively). CONCLUSIONS Younger age, larger nodule size, presence of an Afirma suspicious nodule other than the index nodule, and compressive symptoms were associated with a higher rate of surgery. The FNR of benign Afirma was significantly higher in nodules with high-risk sonographic features.
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Affiliation(s)
- Mayumi Endo
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
- Division of Metabolism, Endocrinology, and Nutrition, University of Washington, Seattle, Washington
| | - Kyle Porter
- Center for Biostatistics, Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio
| | - Clarine Long
- The Ohio State University, College of Medicine, Columbus, Ohio
| | - Irina Azaryan
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - John E Phay
- Department of Surgery, The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Matthew D Ringel
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Jennifer A Sipos
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Fadi Nabhan
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
- Correspondence and Reprint Requests: Fadi Nabhan, MD, Division of Endocrinology, Diabetes and Metabolism, The Ohio State University, 1581 Dodd Drive, Columbus, OH 43210, USA. E-mail:
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Malaguarnera R, Ledda C, Filippello A, Frasca F, Francavilla VC, Ramaci T, Parisi MC, Rapisarda V, Piro S. Thyroid Cancer and Circadian Clock Disruption. Cancers (Basel) 2020; 12:E3109. [PMID: 33114365 PMCID: PMC7690860 DOI: 10.3390/cancers12113109] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/18/2020] [Accepted: 10/23/2020] [Indexed: 12/12/2022] Open
Abstract
Thyroid cancer (TC) represents the most common malignancy of the endocrine system, with an increased incidence across continents attributable to both improvement of diagnostic procedures and environmental factors. Among the modifiable risk factors, insulin resistance might influence the development of TC. A relationship between circadian clock machinery disfunction and TC has recently been proposed. The circadian clock machinery comprises a set of rhythmically expressed genes responsible for circadian rhythms. Perturbation of this system contributes to the development of pathological states such as cancer. Several clock genes have been found deregulated upon thyroid nodule malignant transformation. The molecular mechanisms linking circadian clock disruption and TC are still unknown but could include insulin resistance. Circadian misalignment occurring during shift work, jet lag, high fat food intake, is associated with increased insulin resistance. This metabolic alteration, in turn, is associated with a well-known risk factor for TC i.e., hyperthyrotropinemia, which could also be induced by sleep disturbances. In this review, we describe the mechanisms controlling the circadian clock function and its involvement in the cell cycle, stemness and cancer. Moreover, we discuss the evidence supporting the link between circadian clockwork disruption and TC development/progression, highlighting its potential implications for TC prevention, diagnosis and therapy.
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Affiliation(s)
- Roberta Malaguarnera
- School of Human and Social Sciences, “Kore” University of Enna, 94100 Enna, Italy; (R.M.); (V.C.F.); (T.R.); (M.C.P.)
| | - Caterina Ledda
- Department of Clinical and Experimental Medicine, Occupational Medicine, University of Catania, 95100 Catania, Italy;
| | - Agnese Filippello
- Department of Clinical and Experimental Medicine, Internal Medicine, Garibaldi-Nesima Hospital, University of Catania, 95122 Catania, Italy; (A.F.); (S.P.)
| | - Francesco Frasca
- Endocrinology Unit, Department of Clinical and Experimental Medicine, Garibaldi-Nesima Hospital, University of Catania, 95122 Catania, Italy;
| | - Vincenzo Cristian Francavilla
- School of Human and Social Sciences, “Kore” University of Enna, 94100 Enna, Italy; (R.M.); (V.C.F.); (T.R.); (M.C.P.)
| | - Tiziana Ramaci
- School of Human and Social Sciences, “Kore” University of Enna, 94100 Enna, Italy; (R.M.); (V.C.F.); (T.R.); (M.C.P.)
| | - Maria Chiara Parisi
- School of Human and Social Sciences, “Kore” University of Enna, 94100 Enna, Italy; (R.M.); (V.C.F.); (T.R.); (M.C.P.)
| | - Venerando Rapisarda
- Department of Clinical and Experimental Medicine, Occupational Medicine, University of Catania, 95100 Catania, Italy;
| | - Salvatore Piro
- Department of Clinical and Experimental Medicine, Internal Medicine, Garibaldi-Nesima Hospital, University of Catania, 95122 Catania, Italy; (A.F.); (S.P.)
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Papoian V, Rosen JE, Lee W, Wartofsky L, Felger EA. Differentiated thyroid cancer and Hashimoto thyroiditis: Utility of the Afirma gene expression classifier. J Surg Oncol 2020; 121:1053-1057. [PMID: 32115718 DOI: 10.1002/jso.25875] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Accepted: 02/08/2020] [Indexed: 11/08/2022]
Abstract
BACKGROUND AND OBJECTIVES The Afirma gene expression classifier (AGEC) has not been tested or validated in a high-risk group, such as patients with Hashimoto's thyroiditis (HT). We hypothesized that AGEC would perform worse in patients with HT. METHODS A retrospective review of patient charts in a single academic institution who underwent thyroidectomy between 2012 and 2017 was conducted. Patients with HT who underwent AGEC were identified to calculate sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV). RESULTS We identified 69 patients with HT and atypia of undetermined significance/follicular lesion of undetermined significance (AUS/FLUS) on cytology who underwent AGEC analysis. The mean age of AGEC cohort was 50 years (range, 26-77 years) with 90% female. The median nodule size was 1.9 cm (interquartile range [IQR], 1.2-2.7 cm). Of the 69 patients, 62 showed suspicious AGEC of which 26 showed TC on surgical pathology. Of the seven benign AGEC, two showed TC on surgical pathology. The sensitivity, specificity, PPV, and NPV were 93%, 12%, 42%, and 71%, respectively. Of the entire AGEC cohort, 17 (43%) showed multicentric disease. CONCLUSIONS We observed a lower NPV for AGEC to rule out thyroid cancer in patients with HT, which reduces the utility of the test for this population.
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Affiliation(s)
- Vardan Papoian
- Department of Surgery, Washington Hospital Center, MedStar Georgetown University, Washington, District of Columbia
| | - Jennifer E Rosen
- Department of Surgery, Washington Hospital Center, MedStar Georgetown University, Washington, District of Columbia
| | - Wen Lee
- Department of Pathology, MedStar Washington Hospital Center, Washington, District of Columbia
| | - Leonard Wartofsky
- Department of Endocrinology, MedStar Washington Hospital Center, Washington, District of Columbia
| | - Erin A Felger
- Department of Surgery, Washington Hospital Center, MedStar Georgetown University, Washington, District of Columbia
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Andrioli M, Carocci S, Alessandrini S, Amini M, Van Doorne D, Pace D, Lauria A, Raffaelli M, Trimboli P. Testing for Afirma in Thyroid Nodules with High-Risk Indeterminate Cytology (TIR3B): First Italian Experience. Endocr Pathol 2020; 31:46-51. [PMID: 31960284 DOI: 10.1007/s12022-020-09604-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
A percentage of 15 to 30% of thyroid fine-needle aspiration (FNA) is indeterminate, i.e., TIR3A and TIR3B according to the Italian consensus for thyroid cytology. Afirma, a molecular analysis of thyroid FNA specimens, has recently gained popularity as an adjunct to microscopic cytological evaluation, in order to avoid diagnostic surgery in patients with indeterminate thyroid cytology. We described the first Italian experience with Afirma tests in a single Italian institution and assessed the performance of the Afirma test in TIR3B. Moreover, this is a preliminary study to assess the patient response to the offer of Afirma testing. The Afirma test was proposed to 67 patients with thyroid nodules that had yielded TIR3B cytology. Fifty-one patients (76.1%) chose the Afirma test, 25/51 underwent the test but the remaining 26 did not because of cost. A total of 41/67 (61.2%) patients underwent surgery, and 22/41 (53.7%) nodules were carcinomas. Of the 25 tested by Afirma, 9 (36%) were classified as Afirma-suspicious (Afirma-S); seven of them underwent surgery, and in 6/7 (85.7%), a cancer was proven at histology. Afirma is the procedure that many Italian patients with TIR3B lesions would choose. However, its routine clinical application in Italy is currently limited by high costs for the patient. When Afirma is performed in this setting of patients, the cancer risk of suspicious result is higher than that expected in all the series of TIR3B. Therefore, testing for Afirma in these nodules may be useful for managing patients and tailoring their surgical approach.
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Affiliation(s)
| | | | | | | | | | - Daniela Pace
- Endocrinology, Valmontone Hospital, Valmontone (RM), Roma, Italy
| | - Angelo Lauria
- Area di Medicina Interna, Policlinico Universitario Campus Bio-medico, Rome, Italy
| | - Marco Raffaelli
- U.O.C. Chirurgia Endocrina e Metabolica, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Pierpaolo Trimboli
- Clinic for Nuclear Medicine and Competence Center for Thyroid Diseases, Imaging Institute of Southern Switzerland, Ente Ospedaliero Cantonale, Bellinzona, Switzerland
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10
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Barros-Filho MC, Dos Reis MB, Beltrami CM, de Mello JBH, Marchi FA, Kuasne H, Drigo SA, de Andrade VP, Saieg MA, Pinto CAL, Kowalski LP, Rogatto SR. DNA Methylation-Based Method to Differentiate Malignant from Benign Thyroid Lesions. Thyroid 2019; 29:1244-1254. [PMID: 31328658 DOI: 10.1089/thy.2018.0458] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Background: The differential diagnosis of thyroid nodules using fine-needle aspiration biopsy (FNAB) is challenging due to the inherent limitation of the cytology tests. The use of molecular markers has potential to complement the FNAB-based diagnosis and avoid unnecessary surgeries. In this study, we aimed to identify DNA methylation biomarkers and to develop a diagnostic tool useful for thyroid lesions. Methods: Genome-wide DNA methylation profiles (Illumina 450K) of papillary thyroid carcinoma (PTC = 60) and follicular thyroid carcinoma (FTC = 10) were compared with non-neoplastic thyroid tissue samples (NT = 50) and benign thyroid lesions (BTL = 17). The results were confirmed in publicly available databases from the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) using the same DNA methylation platform. Two classifiers were trained to discriminate FTC and PTC from BTL. To increase the applicability of the method, six differentially methylated CpGs were selected and evaluated in 161 thyroid tumors and 69 BTL postsurgical specimens and 55 prospectively collected FNAB using bisulfite-pyrosequencing. Results: DNA methylation analysis revealed 2130 and 19 differentially methylated CpGs in PTC and FTC, respectively. The CpGs confirmed by GEO and TCGA databases showing high areas under the receiver operating characteristic curve in all sample sets were used to train our diagnostic classifier. The model based on six CpGs was able to differentiate benign from malignant thyroid lesions with 94.3% sensitivity and 82.4% specificity. A similar performance was found applying the algorithm to TCGA and GEO external data sets (91.3-97.4% sensitivity and 87.5% specificity). We successfully evaluated the classifiers using a bisulfite-pyrosequencing technique, achieving 90.7% sensitivity and 75.4% specificity in surgical specimens (five of six CpGs). The study comprising FNAB cytology materials corroborated the applicability and performance of the methodology, demonstrating 86.7% sensitivity and 89.5% specificity in confirmed malignant tumors, and 100% sensitivity and 89% specificity in cases with indeterminate cytology. Conclusions: A novel diagnostic tool with potential application in preoperative screening of thyroid nodules is reported here. The proposed protocol has the potential to avoid unnecessary thyroidectomies.
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Affiliation(s)
| | - Mariana Bisarro Dos Reis
- International Research Center - CIPE-A.C.Camargo Cancer Center, São Paulo, Brazil
- Faculty of Medicine, University of Sao Paulo State-UNESP, Botucatu, Brazil
| | | | | | | | - Hellen Kuasne
- International Research Center - CIPE-A.C.Camargo Cancer Center, São Paulo, Brazil
| | | | | | - Mauro Ajaj Saieg
- Department of Pathology, A.C.Camargo Cancer Center, São Paulo, Brazil
| | | | - Luiz Paulo Kowalski
- Department of Head and Neck Surgery and Otorhinolaryngology, A.C.Camargo Cancer Center, São Paulo, Brazil
| | - Silvia Regina Rogatto
- Department of Clinical Genetics, Vejle Hospital, Institute of Regional Health Research, University of Southern Denmark, Vejle, Denmark
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11
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Mitchell J, Yip L. Decision Making in Indeterminate Thyroid Nodules and the Role of Molecular Testing. Surg Clin North Am 2019; 99:587-598. [PMID: 31255193 DOI: 10.1016/j.suc.2019.04.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Cytologically indeterminate thyroid nodules are associated with a broad range (5%-75%) of malignant risk and accurately informing definitive management poses a challenge. Advancements in molecular testing of fine-needle aspiration biopsies have improved preoperative diagnostic accuracy and prognostication. For indeterminate nodules, such testing ideally will reduce the need for surgery for benign nodules and potentially guide appropriate extent of initial surgery for malignancy.
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Affiliation(s)
- Janeil Mitchell
- Fox Valley Surgical Associates, Endocrine Surgery, 1818 North Meade Street, Appleton, WI 54911, USA
| | - Linwah Yip
- Department of Surgery, Division of Endocrine Surgery, University of Pittsburgh School of Medicine, Kaufman Medical Building, 3471 Fifth Avenue, Suite 101, Pittsburgh, PA 15213, USA.
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12
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Hao Y, Duh QY, Kloos RT, Babiarz J, Harrell RM, Traweek ST, Kim SY, Fedorowicz G, Walsh PS, Sadow PM, Huang J, Kennedy GC. Identification of Hürthle cell cancers: solving a clinical challenge with genomic sequencing and a trio of machine learning algorithms. BMC SYSTEMS BIOLOGY 2019; 13:27. [PMID: 30952205 PMCID: PMC6450053 DOI: 10.1186/s12918-019-0693-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
BACKGROUND Identification of Hürthle cell cancers by non-operative fine-needle aspiration biopsy (FNAB) of thyroid nodules is challenging. Resultingly, non-cancerous Hürthle lesions were conventionally distinguished from Hürthle cell cancers by histopathological examination of tissue following surgical resection. Reliance on histopathological evaluation requires patients to undergo surgery to obtain a diagnosis despite most being non-cancerous. It is highly desirable to avoid surgery and to provide accurate classification of benignity versus malignancy from FNAB preoperatively. In our first-generation algorithm, Gene Expression Classifier (GEC), we achieved this goal by using machine learning (ML) on gene expression features. The classifier is sensitive, but not specific due in part to the presence of non-neoplastic benign Hürthle cells in many FNAB. RESULTS We sought to overcome this low-specificity limitation by expanding the feature set for ML using next-generation whole transcriptome RNA sequencing and called the improved algorithm the Genomic Sequencing Classifier (GSC). The Hürthle identification leverages mitochondrial expression and we developed novel feature extraction mechanisms to measure chromosomal and genomic level loss-of-heterozygosity (LOH) for the algorithm. Additionally, we developed a multi-layered system of cascading classifiers to sequentially triage Hürthle cell-containing FNAB, including: 1. presence of Hürthle cells, 2. presence of neoplastic Hürthle cells, and 3. presence of benign Hürthle cells. The final Hürthle cell Index utilizes 1048 nuclear and mitochondrial genes; and Hürthle cell Neoplasm Index leverages LOH features as well as 2041 genes. Both indices are Support Vector Machine (SVM) based. The third classifier, the GSC Benign/Suspicious classifier, utilizes 1115 core genes and is an ensemble classifier incorporating 12 individual models. CONCLUSIONS The accurate algorithmic depiction of this complex biological system among Hürthle subtypes results in a dramatic improvement of classification performance; specificity among Hürthle cell neoplasms increases from 11.8% with the GEC to 58.8% with the GSC, while maintaining the same sensitivity of 89%.
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Affiliation(s)
- Yangyang Hao
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Quan-Yang Duh
- Department of Surgery, Section of Endocrine Surgery, University of California San Francisco, San Francisco, CA USA
| | - Richard T. Kloos
- Department of Medical Affairs, Veracyte, Inc, South San Francisco, USA
| | - Joshua Babiarz
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - R. Mack Harrell
- The Memorial Center for Integrative Endocrine Surgery, Hollywood, FL USA
- The Memorial Center for Integrative Endocrine Surgery, Weston, FL USA
- The Memorial Center for Integrative Endocrine Surgery, Boca Raton, FL USA
| | | | - Su Yeon Kim
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Grazyna Fedorowicz
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - P. Sean Walsh
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Peter M. Sadow
- Department of Pathology, Head and Neck Pathology Division, Massachusetts General Hospital and Harvard Medical School, Boston, MA USA
| | - Jing Huang
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Giulia C. Kennedy
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
- Department of Medical Affairs, Veracyte, Inc, South San Francisco, USA
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13
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Abstract
The historical management approach for many patients with indeterminate thyroid nodule fine needle aspiration cytology is a diagnostic lobectomy or thyroidectomy. However, the majority of patients undergo surgery unnecessarily, because most are proven to have benign disease on histology. Molecular testing is a diagnostic tool that can be used to help guide the clinical management of thyroid nodules with indeterminate cytology results. Testing has evolved substantially over the last decade with significant advances in testing methodology and improvements in our understanding of the genetic basis of thyroid cancer.
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Affiliation(s)
- Sarah E Mayson
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado School of Medicine, MS 8106, 12801 East 17th Avenue, Aurora, CO 80045, USA.
| | - Bryan R Haugen
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado School of Medicine, MS 8106, 12801 East 17th Avenue, Aurora, CO 80045, USA
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14
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Conroy JM, Pabla S, Nesline MK, Glenn ST, Papanicolau-Sengos A, Burgher B, Andreas J, Giamo V, Wang Y, Lenzo FL, Bshara W, Khalil M, Dy GK, Madden KG, Shirai K, Dragnev K, Tafe LJ, Zhu J, Labriola M, Marin D, McCall SJ, Clarke J, George DJ, Zhang T, Zibelman M, Ghatalia P, Araujo-Fernandez I, de la Cruz-Merino L, Singavi A, George B, MacKinnon AC, Thompson J, Singh R, Jacob R, Kasuganti D, Shah N, Day R, Galluzzi L, Gardner M, Morrison C. Next generation sequencing of PD-L1 for predicting response to immune checkpoint inhibitors. J Immunother Cancer 2019; 7:18. [PMID: 30678715 PMCID: PMC6346512 DOI: 10.1186/s40425-018-0489-5] [Citation(s) in RCA: 66] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Accepted: 12/19/2018] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND PD-L1 immunohistochemistry (IHC) has been traditionally used for predicting clinical responses to immune checkpoint inhibitors (ICIs). However, there are at least 4 different assays and antibodies used for PD-L1 IHC, each developed with a different ICI. We set to test if next generation RNA sequencing (RNA-seq) is a robust method to determine PD-L1 mRNA expression levels and furthermore, efficacy of predicting response to ICIs as compared to routinely used, standardized IHC procedures. METHODS A total of 209 cancer patients treated on-label by FDA-approved ICIs, with evaluable responses were assessed for PD-L1 expression by RNA-seq and IHC, based on tumor proportion score (TPS) and immune cell staining (ICS). A subset of serially diluted cases was evaluated for RNA-seq assay performance across a broad range of PD-L1 expression levels. RESULTS Assessment of PD-L1 mRNA levels by RNA-seq demonstrated robust linearity across high and low expression ranges. PD-L1 mRNA levels assessed by RNA-seq and IHC (TPS and ICS) were highly correlated (p < 2e-16). Sub-analyses showed sustained correlation when IHC results were classified as high or low by clinically accepted cut-offs (p < 0.01), and results did not differ by tumor type or anti-PD-L1 antibody used. Overall, a combined positive PD-L1 result (≥1% IHC TPS and high PD-L1 expression by RNA-Seq) was associated with a 2-to-5-fold higher overall response rate (ORR) compared to a double negative result. Standard assessments of sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) showed that a PD-L1 positive assessment for melanoma samples by RNA-seq had the lowest sensitivity (25%) but the highest PPV (72.7%). Among the three tumor types analyzed in this study, the only non-overlapping confidence interval for predicting response was for "RNA-seq low vs high" in melanoma. CONCLUSIONS Measurement of PD-L1 mRNA expression by RNA-seq is comparable to PD-L1 expression by IHC both analytically and clinically in predicting ICI response. RNA-seq has the added advantages of being amenable to standardization and avoidance of interpretation bias. PD-L1 by RNA-seq needs to be validated in future prospective ICI clinical studies across multiple histologies.
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Affiliation(s)
- Jeffrey M Conroy
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA
| | - Sarabjot Pabla
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
| | - Mary K Nesline
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
| | - Sean T Glenn
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA
| | | | - Blake Burgher
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
| | | | - Vincent Giamo
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
| | - Yirong Wang
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
| | | | - Wiam Bshara
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA
| | - Maya Khalil
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA
| | - Grace K Dy
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA
| | | | - Keisuke Shirai
- Dartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA
| | | | - Laura J Tafe
- Dartmouth-Hitchcock Medical Center, Lebanon, NH, 03756, USA
| | - Jason Zhu
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Matthew Labriola
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Daniele Marin
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Shannon J McCall
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Jeffrey Clarke
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Daniel J George
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Tian Zhang
- Duke University Medical Center, 905 S. Lasalle Street, Durham, NC, 27710, USA
| | - Matthew Zibelman
- Fox Chase Cancer Center, 333 Cottman Ave, Philadelphia, PA, 19111, USA
| | - Pooja Ghatalia
- Fox Chase Cancer Center, 333 Cottman Ave, Philadelphia, PA, 19111, USA
| | | | | | - Arun Singavi
- Medical College of Wisconsin, 8701 W Watertown Plank Rd, Milwaukee, WI, 53226, USA
| | - Ben George
- Medical College of Wisconsin, 8701 W Watertown Plank Rd, Milwaukee, WI, 53226, USA
| | | | - Jonathan Thompson
- Medical College of Wisconsin, 8701 W Watertown Plank Rd, Milwaukee, WI, 53226, USA
| | - Rajbir Singh
- Meharry Medical College, 1005 Dr DB Todd Jr Blvd, Nashville, TN, 37208, USA
| | - Robin Jacob
- Meharry Medical College, 1005 Dr DB Todd Jr Blvd, Nashville, TN, 37208, USA
| | | | - Neel Shah
- Community Hospital, Munster, IN, 46321, USA
| | - Roger Day
- University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Lorenzo Galluzzi
- Department of Radiation Oncology, Weill Cornell Medical College, New York, NY, 10065, USA
- Sandra and Edward Meyer Cancer Center, New York, NY, 10065, USA
- Université Paris Descartes/Paris V, 75006, Paris, France
| | - Mark Gardner
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA
| | - Carl Morrison
- OmniSeq, Inc., 700 Ellicott Street, Buffalo, NY, 14203, USA.
- Roswell Park Comprehensive Cancer Center, Elm and Carlton Streets, Buffalo, NY, 14263, USA.
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15
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Angell TE, Wirth LJ, Cabanillas ME, Shindo ML, Cibas ES, Babiarz JE, Hao Y, Kim SY, Walsh PS, Huang J, Kloos RT, Kennedy GC, Waguespack SG. Analytical and Clinical Validation of Expressed Variants and Fusions From the Whole Transcriptome of Thyroid FNA Samples. Front Endocrinol (Lausanne) 2019; 10:612. [PMID: 31572297 PMCID: PMC6749016 DOI: 10.3389/fendo.2019.00612] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Accepted: 08/22/2019] [Indexed: 12/25/2022] Open
Abstract
Introduction: The Afirma® Xpression Atlas (XA) detects gene variants and fusions in thyroid nodule FNA samples from a curated panel of 511 genes using whole-transcriptome RNA-sequencing. Its intended use is among cytologically indeterminate nodules that are Afirma GSC suspicious, Bethesda V/VI nodules, or known thyroid metastases. Here we report its analytical and clinical validation. Methods: DNA and RNA were purified from the same sample across 943 blinded FNAs and compared by multiple methodologies, including whole-transcriptome RNA-seq, targeted RNA-seq, and targeted DNA-seq. An additional 695 blinded FNAs were used to define performance for fusions between whole-transcriptome RNA-seq and targeted RNA-seq. We quantified the reproducibility of the whole-transcriptome RNA-seq assay across laboratories and reagent lots. Finally, variants and fusions were compared to histopathology results. Results: Of variants detected in DNA at 5 or 20% variant allele frequency, 74 and 88% were also detected by XA, respectively. XA variant detection was 89% when compared to an alternative RNA-based detection method. Low levels of expression of the DNA allele carrying the variant, compared with the wild-type allele, was found in some variants not detected by XA. 82% of gene fusions detected in a targeted RNA fusion assay were detected by XA. Conversely, nearly all variants or fusions detected by XA were confirmed by an alternative method. Analytical validation studies demonstrated high intra-plate reproducibility (89%-94%), inter-plate reproducibility (86-91%), and inter-lab accuracy (90%). Multiple variants and fusions previously described across the spectrum of thyroid cancers were identified by XA, including some with approved or investigational targeted therapies. Among 190 Bethesda III/IV nodules, the sensitivity of XA as a standalone test was 49%. Conclusion: When the Afirma Genomic Sequencing Classifier (GSC) is used first among Bethesda III/IV nodules as a rule-out test, XA supplements genomic insight among those that are GSC suspicious. Our data clinically and analytically validate XA for use among GSC suspicious, or Bethesda V/VI nodules. Genomic information provided by XA may inform clinical decision-making with precision medicine insights across a broad range of FNA sample types encountered in the care of patients with thyroid nodules and thyroid cancer.
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Affiliation(s)
- Trevor E. Angell
- Division of Endocrinology, Diabetes and Metabolism, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- *Correspondence: Trevor E. Angell
| | - Lori J. Wirth
- Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Maria E. Cabanillas
- Department of Endocrine Neoplasia and Hormonal Disorders, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Maisie L. Shindo
- Otolaryngology–Head & Neck Surgery, Oregon Health & Science University, Portland, OR, United States
| | - Edmund S. Cibas
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, United States
| | - Joshua E. Babiarz
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Yangyang Hao
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Su Yeon Kim
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - P. Sean Walsh
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Jing Huang
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Richard T. Kloos
- Medical Affairs, Veracyte, South San Francisco, CA, United States
| | - Giulia C. Kennedy
- Research and Development, Medical Affairs, and Clinical Affairs, Veracyte, South San Francisco, CA, United States
| | - Steven G. Waguespack
- Department of Endocrine Neoplasia and Hormonal Disorders, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
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16
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Hao Y, Choi Y, Babiarz JE, Kloos RT, Kennedy GC, Huang J, Walsh PS. Analytical Verification Performance of Afirma Genomic Sequencing Classifier in the Diagnosis of Cytologically Indeterminate Thyroid Nodules. Front Endocrinol (Lausanne) 2019; 10:438. [PMID: 31333584 PMCID: PMC6620518 DOI: 10.3389/fendo.2019.00438] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 06/18/2019] [Indexed: 01/21/2023] Open
Abstract
Background: Fine needle aspiration (FNA) cytology, a diagnostic test central to thyroid nodule management, may yield indeterminate results in up to 30% of cases. The Afirma® Genomic Sequencing Classifier (GSC) was developed and clinically validated to utilize genomic material obtained during the FNA to accurately identify benign nodules among those deemed cytologically indeterminate so that diagnostic surgery can be avoided. A key question for diagnostic tests is their robustness under different perturbations that may occur in the lab. Herein, we describe the analytical performance of the Afirma GSC. Results: We examined the analytical sensitivity of the Afirma GSC to varied input RNA amounts and the limit of detection of malignant signals with heterogenous samples mixed with adjacent normal or benign tissues. We also evaluated the analytical specificity from potential interfering substances such as blood and genomic DNA. Further, the inter-laboratory, intra-run, and inter-run reproducibility of the assay were examined. Analytical sensitivity analysis showed that Afirma GSC calls are tolerant to variation in RNA input amount (5-30 ng), and up to 75% dilution of malignant FNA material. Analytical specificity studies demonstrated Afirma GSC remains accurate in presence of up to 75% blood or 30% genomic DNA. The Afirma GSC results are highly reproducible across different operators, runs, reagent lots, and laboratories. Conclusion: The analytical robustness and reproducibility of the Afirma GSC test support its routine clinical use among thyroid nodules with indeterminant FNA cytology.
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Affiliation(s)
- Yangyang Hao
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Yoonha Choi
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Joshua E. Babiarz
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Richard T. Kloos
- Medical Affairs, Veracyte, South San Francisco, CA, United States
| | - Giulia C. Kennedy
- Research and Development, Veracyte, South San Francisco, CA, United States
- Medical Affairs, Veracyte, South San Francisco, CA, United States
- Department of Clinical Affairs, Veracyte, South San Francisco, CA, United States
| | - Jing Huang
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - P. Sean Walsh
- Research and Development, Veracyte, South San Francisco, CA, United States
- *Correspondence: P. Sean Walsh
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17
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Cook RW, Middlebrook B, Wilkinson J, Covington KR, Oelschlager K, Monzon FA, Stone JF. Analytic validity of DecisionDx-Melanoma, a gene expression profile test for determining metastatic risk in melanoma patients. Diagn Pathol 2018; 13:13. [PMID: 29433548 PMCID: PMC5809902 DOI: 10.1186/s13000-018-0690-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2017] [Accepted: 02/02/2018] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND The DecisionDx-Melanoma test provides prognostic information for patients with cutaneous melanoma (CM). Using formalin-fixed paraffin-embedded primary tumor tissue, the RT-PCR-based test classifies patients into a low- (Class 1) or high-risk (Class 2) category for recurrence based on expression of 31 genes. The current study was designed to assess the analytical validity of this test. METHODS Inter-assay, inter-instrument, and inter-operator studies were performed to evaluate reliability of the 31-gene expression test results, sample stability and reagent stability. From March 2013 through June 2016, the gene expression test was performed on 8244 CM tumors. De-identified data from Pathology Reports were used to assess technical success. RESULTS Robust sample and reagent stability was observed. Inter-assay concordance on 168 specimens run on 2 consecutive days was 99% and matched probability scores were significantly correlated (R2 = 0.96). Inter-instrument concordance was 95%, and probability scores had a correlation R2 of 0.99 (p < 0.001). From 8244 CM specimens submitted since 2013, 85% (7023) fulfilled pre-specified tumor content parameters. In these samples with sufficient tumor requirements, the technical success of the test was 98%. CONCLUSION DecisionDx-Melanoma is a robust gene expression profile test that demonstrates strong reproducibility between experiments and has high technical reliability on clinical samples.
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Affiliation(s)
- Robert W Cook
- Castle Biosciences, Inc., 820 S. Friendswood Dr., Suite 201, Friendswood, TX, 77546, USA.
| | - Brooke Middlebrook
- Castle Biosciences, Inc., 820 S. Friendswood Dr., Suite 201, Friendswood, TX, 77546, USA
| | | | - Kyle R Covington
- Castle Biosciences, Inc., 820 S. Friendswood Dr., Suite 201, Friendswood, TX, 77546, USA
| | | | - Federico A Monzon
- Castle Biosciences, Inc., 820 S. Friendswood Dr., Suite 201, Friendswood, TX, 77546, USA
| | - John F Stone
- , 3737 N. 7th St. #160, Phoenix, 85014, Phoenix, USA
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18
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Roth MY, Witt RL, Steward DL. Molecular testing for thyroid nodules: Review and current state. Cancer 2017; 124:888-898. [DOI: 10.1002/cncr.30708] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Revised: 03/02/2017] [Accepted: 03/06/2017] [Indexed: 12/12/2022]
Affiliation(s)
- Mara Y. Roth
- Division of Metabolism, Endocrinology, and Nutrition, Department of Medicine; University of Washington; Seattle Washington
| | - Robert L. Witt
- Department of Otolaryngology; Thomas Jefferson University; Philadelphia Pennsylvania
- Multidisciplinary Head and Neck Clinic, Helen F. Graham Cancer Center; Newark Delaware
| | - David L. Steward
- Department of Otolaryngology; University of Cincinnati; Cincinnati Ohio
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19
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Plasseraud KM, Wilkinson JK, Oelschlager KM, Poteet TM, Cook RW, Stone JF, Monzon FA. Gene expression profiling in uveal melanoma: technical reliability and correlation of molecular class with pathologic characteristics. Diagn Pathol 2017; 12:59. [PMID: 28778171 PMCID: PMC5545042 DOI: 10.1186/s13000-017-0650-3] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2017] [Accepted: 07/24/2017] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND A 15-gene expression profile test has been clinically validated and is widely utilized in newly diagnosed uveal melanoma (UM) patients to assess metastatic potential of the tumor. As most patients are treated with eye-sparing radiotherapy, there is limited tumor tissue available for testing, and technical reliability and success of prognostic testing are critical. This study assessed the analytical performance of the 15-gene expression test for UM and the correlation of molecular class with pathologic characteristics. METHODS Inter-assay, intra-assay, inter-instrument/operator, and inter-site experiments were conducted, and concordance of the 15-gene expression profile test results and associated discriminant scores for matched tumor samples were evaluated. Technical success was determined from de-identified clinical reports from January 2010 - May 2016. Pathologic characteristics of enucleated tumors were correlated with molecular class results. RESULTS Inter-assay concordance on 16 samples run on 3 consecutive days was 100%, and matched discriminant scores were strongly correlated (R2 = 0.9944). Inter-assay concordance of 46 samples assayed within a one year period was 100%, with an R2 value of 0.9747 for the discriminant scores. Intra-assay concordance of 12 samples run concurrently in duplicates was 100%; discriminant score correlation yielded an R2 of 0.9934. Concordance between two sites assessing the same tumors was 100% with an R2 of 0.9818 between discriminant scores. Inter-operator/instrument concordance was 96% for Class 1/2 calls and 90% for Class 1A/1B calls, and the discriminant scores had a correlation R2 of 0.9636. Technical success was 96.3% on 5516 samples tested since 2010. Increased largest basal diameter and thickness were significantly associated with Class 1B and Class 2 vs. Class 1A signatures. CONCLUSIONS These results show that the 15-gene expression profile test for UM has robust, reproducible performance characteristics. The technical success rate during clinical testing remains as high as first reported during validation. As molecular testing becomes more prevalent for supporting precision medicine efforts, high technical success and reliability are key characteristics when testing such limited and precious samples. The performance of the 15-gene expression profile test in this study should provide confidence to physicians who use the test's molecular classification to inform patient management decisions.
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Affiliation(s)
- Kristen M Plasseraud
- Castle Biosciences, Inc., 820 S. Friendswood Drive, Suite 201, Friendswood, TX, 77546, USA
| | - Jeff K Wilkinson
- Castle Biosciences Laboratory, 3737 N. 7th St, Suite 160, Phoenix, AZ, 85014, USA
| | | | - Trisha M Poteet
- Castle Biosciences Laboratory, 3737 N. 7th St, Suite 160, Phoenix, AZ, 85014, USA
| | - Robert W Cook
- Castle Biosciences, Inc., 820 S. Friendswood Drive, Suite 201, Friendswood, TX, 77546, USA
| | - John F Stone
- Castle Biosciences Laboratory, 3737 N. 7th St, Suite 160, Phoenix, AZ, 85014, USA
| | - Federico A Monzon
- Castle Biosciences, Inc., 820 S. Friendswood Drive, Suite 201, Friendswood, TX, 77546, USA.
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20
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Eszlinger M, Lau L, Ghaznavi S, Symonds C, Chandarana SP, Khalil M, Paschke R. Molecular profiling of thyroid nodule fine-needle aspiration cytology. Nat Rev Endocrinol 2017; 13:415-424. [PMID: 28361927 DOI: 10.1038/nrendo.2017.24] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
The differential diagnosis and malignancy risk stratification of thyroid nodules requires multidisciplinary expertise and knowledge of both local ultrasonography practices and the local malignancy rates for a given fine-needle aspiration (FNA) result. Even in such a multidisciplinary setting, FNA cytology has the inherent limitation that indeterminate cytology results cannot distinguish between follicular adenomas, follicular thyroid carcinomas or follicular variant papillary thyroid carcinomas. Accumulating evidence suggests that this limitation can be overcome by using molecular diagnostic approaches. In this Review, we present the advantages and disadvantages of the different molecular diagnostic methodologies, which can be divided into two approaches: those that 'rule out' malignancy (to reduce the overtreatment of benign nodules) and those that 'rule in' malignancy (to optimize surgical planning). We identify microRNA classifiers as potential additional markers for use in a two-step diagnostic approach, consider the potential implications of the reclassification of noninvasive encapsulated follicular variant papillary thyroid carcinomas to noninvasive follicular thyroid neoplasms with papillary-like nuclear features and discuss the cost-effectiveness of molecular testing. Molecular FNA diagnostics is an important complementary addition to FNA cytology that could substantially reduce unnecessary surgery and better define the need for appropriate surgery in patients who have thyroid nodules with indeterminate FNA cytology.
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Affiliation(s)
- Markus Eszlinger
- Department of Oncology, Cumming School of Medicine, University of Calgary, Tom Baker Cancer Centre, 1331 - 29th Street NW, Calgary, Alberta T2N 4N2, Canada
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Health Research Innovation Centre, 3280 Hospital Drive, Calgary, Alberta T2T 4Z6, Canada
| | - Lorraine Lau
- Division of Endocrinology, Department of Medicine, Cumming School of Medicine, University of Calgary, Richmond Road Diagnostic and Treatment Centre, 1820 Richmond Road SW, Calgary, Alberta T2T 5C7, Canada
| | - Sana Ghaznavi
- Division of Endocrinology, Department of Medicine, Cumming School of Medicine, University of Calgary, Richmond Road Diagnostic and Treatment Centre, 1820 Richmond Road SW, Calgary, Alberta T2T 5C7, Canada
| | - Christopher Symonds
- Division of Endocrinology, Department of Medicine, Cumming School of Medicine, University of Calgary, Richmond Road Diagnostic and Treatment Centre, 1820 Richmond Road SW, Calgary, Alberta T2T 5C7, Canada
| | - Shamir P Chandarana
- Department of Oncology, Cumming School of Medicine, University of Calgary, Tom Baker Cancer Centre, 1331 - 29th Street NW, Calgary, Alberta T2N 4N2, Canada
- Department of Surgery, Cumming School of Medicine, University of Calgary, Foothills Medical Centre, North Tower 1012, 1403 - 29th Street NW, Calgary, Alberta T2N 2T9, Canada
| | - Moosa Khalil
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Centre, McCaig Tower, 1403 - 29th Street NW, Calgary, Alberta T2N 2T9, Canada
| | - Ralf Paschke
- Department of Oncology, Cumming School of Medicine, University of Calgary, Tom Baker Cancer Centre, 1331 - 29th Street NW, Calgary, Alberta T2N 4N2, Canada
- Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Health Research Innovation Centre, 3280 Hospital Drive, Calgary, Alberta T2T 4Z6, Canada
- Division of Endocrinology, Department of Medicine, Cumming School of Medicine, University of Calgary, Richmond Road Diagnostic and Treatment Centre, 1820 Richmond Road SW, Calgary, Alberta T2T 5C7, Canada
- Department of Medicine, Cumming School of Medicine, University of Calgary, North Tower 9th floor, 1403 - 29th Street NW, Calgary, Alberta T2N 2T9, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Health Research Innovation Centre, 3280 Hospital Drive, Calgary, Alberta T2N 4Z6, Canada
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21
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Kay-Rivest E, Tibbo J, Bouhabel S, Tamilia M, Leboeuf R, Forest VI, Hier MP, Savoury L, Payne RJ. The first Canadian experience with the Afirma® gene expression classifier test. J Otolaryngol Head Neck Surg 2017; 46:25. [PMID: 28372589 PMCID: PMC5379689 DOI: 10.1186/s40463-017-0201-7] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2016] [Accepted: 03/13/2017] [Indexed: 01/21/2023] Open
Abstract
Background Thyroid nodules are common and often benign, although prove to be malignant upon surgical pathology in 5–15% of cases. When assessed with ultrasound-guided fine-needle aspiration (USFNA), 15–30% of the nodules yield an indeterminate result. The Afirma® gene expression classifier (AGEC) was developed to improve management of indeterminate thyroid nodules (ITNs) by classifying them as “benign” or “suspicious.” Objectives were (1) to assess the performance of the AGEC in two Canadian academic medical centres (2), to search for inter-institutional variation and (3) to compare AGEC performance in Canadian versus American institutions. Methods We undertook a retrospective cohort study of patients with indeterminate cytopathology (Bethesda Class III or IV) as per USFNA who underwent AGEC testing. We reviewed patient demographics, cytopathological results, AGEC data and, if the patient underwent surgery, results from their final pathology. Results In total, we included 172 patients with Bethesda Class III or IV thyroid nodules underwent AGEC testing, 109 in Montreal, Quebec and 63 in St. John’s, Newfoundland, in this study. Among the nodules sent for testing, 55% (60/109) in Montreal and 46% (29/63) in St. John’s returned as “benign.” None of these patients underwent surgery. On the other hand, 45% (49/109) nodules in Montreal and 54% (34/63) in St. John’s were found to be “suspicious,” for a total of 83 specimens. Seventy seven of these patients underwent surgery. Both in Montreal and St. John’s, the final pathology yielded malignant thyroid disease in approximately 50% of the specimens categorized as “suspicious.” Since 2013, no patient diagnosed with a benign nodule as per AGEC testing was found to harbor a malignant thyroid nodule on follow-up. Conclusions Molecular analysis is increasingly used in the management of indeterminate thyroid nodules. This study highlights the experience of two Canadian centres with AGEC testing. We found inter-institutional variability in the rate of nodules returning as “benign,” however we found similar rates of confirmed malignancy in nodules returning as “suspicious.” According the literature, results for AGEC testing in two Canadian institutions align with results reported in American centres.
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Affiliation(s)
- Emily Kay-Rivest
- Department of Otolaryngology - Head and Neck Surgery, McGill University, Jewish General Hospital, 3755 Côte-Sainte-Catherine Road, Montréal, QC, H3T 1E2, Canada
| | - Jamie Tibbo
- Department of Otolaryngology - Head and Neck Surgery, Memorial University, St. Clare's Mercy Hospital, St. John's, NF, Canada
| | - Sarah Bouhabel
- Department of Otolaryngology - Head and Neck Surgery, McGill University, Jewish General Hospital, 3755 Côte-Sainte-Catherine Road, Montréal, QC, H3T 1E2, Canada
| | - Michael Tamilia
- Department of Internal Medicine, Division of Endocrinology, McGill University, Jewish General Hospital, Montreal, QC, Canada
| | - Rebecca Leboeuf
- Department of Internal Medicine, Division of Endocrinology, University of Montreal, Montreal, QC, Canada
| | - Veronique-Isabelle Forest
- Department of Otolaryngology - Head and Neck Surgery, McGill University, Jewish General Hospital, 3755 Côte-Sainte-Catherine Road, Montréal, QC, H3T 1E2, Canada
| | - Michael P Hier
- Department of Otolaryngology - Head and Neck Surgery, McGill University, Jewish General Hospital, 3755 Côte-Sainte-Catherine Road, Montréal, QC, H3T 1E2, Canada
| | - Loren Savoury
- Department of Otolaryngology - Head and Neck Surgery, Memorial University, St. Clare's Mercy Hospital, St. John's, NF, Canada
| | - Richard J Payne
- Department of Otolaryngology - Head and Neck Surgery, McGill University, Jewish General Hospital, 3755 Côte-Sainte-Catherine Road, Montréal, QC, H3T 1E2, Canada.
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22
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Ulisse S, Bosco D, Nardi F, Nesca A, D'Armiento E, Guglielmino V, De Vito C, Sorrenti S, Pironi D, Tartaglia F, Arcieri S, Catania A, Monti M, Filippini A, Ascoli V. Thyroid Imaging Reporting and Data System Score Combined with the New Italian Classification for Thyroid Cytology Improves the Clinical Management of Indeterminate Nodules. Int J Endocrinol 2017; 2017:9692304. [PMID: 28348589 PMCID: PMC5350532 DOI: 10.1155/2017/9692304] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Revised: 11/07/2016] [Accepted: 12/26/2016] [Indexed: 02/06/2023] Open
Abstract
The new Italian cytological classification (2014) of thyroid nodules replaced the TIR3 category of the old classification (2007) with two subclasses, TIR3A and TIR3B, with the aim of reducing the rate of surgery for benign diseases. Moreover, thyroid imaging reporting and data system (TI-RADS) score appears to ameliorate the stratification of the malignancy risk. We evaluated whether the new Italian classification has improved diagnostic accuracy and whether its association with TI-RADS score could improve malignancy prediction. We retrospectively analyzed 70 nodules from 70 patients classified as TIR3 according to the old Italian classification who underwent surgery for histological diagnosis. Of these, 51 were available for cytological revision according to the new Italian cytological classification. Risk of malignancy was determined for TIR3A and TIR3B, TI-RADS score, and their combination. A different rate of malignancy (p = 0.0286) between TIR3A (13.04%) and TIR3B (44.44%) was observed. Also TI-RADS score is significantly (p = 0.003) associated with malignancy. By combining cytology and TI-RADS score, patients could be divided into three groups with low (8.3%), intermediate (21.4%), and high (80%) risk of malignancy. In conclusion, the new Italian cytological classification has an improved diagnostic accuracy. Interestingly, the combination of cytology and TI-RADS score offers a better stratification of the malignancy risk.
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Affiliation(s)
- Salvatore Ulisse
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Daniela Bosco
- Department of Radiological, Oncological and Anatomo-Pathological Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Francesco Nardi
- Department of Radiological, Oncological and Anatomo-Pathological Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Angela Nesca
- Department of Experimental Medicine, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Eleonora D'Armiento
- Department of Experimental Medicine, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Valeria Guglielmino
- Department of Experimental Medicine, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Corrado De Vito
- Department of Public Health and Infectious Disease, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Salvatore Sorrenti
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Daniele Pironi
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Francesco Tartaglia
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Stefano Arcieri
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Antonio Catania
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Massimo Monti
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Angelo Filippini
- Department of Surgical Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
| | - Valeria Ascoli
- Department of Radiological, Oncological and Anatomo-Pathological Sciences, “Sapienza” University of Rome, 00161 Rome, Italy
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Sorrenti S, Baldini E, Tartaglia F, Catania A, Arcieri S, Pironi D, Calò PG, Filippini A, Ulisse S. Nodular thyroid disease in the elderly: novel molecular approaches for the diagnosis of malignancy. Aging Clin Exp Res 2017; 29:7-13. [PMID: 27832468 DOI: 10.1007/s40520-016-0654-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Accepted: 10/12/2016] [Indexed: 12/14/2022]
Abstract
Epithelial thyroid cancers (TC) comprise two differentiated histotypes (DTC), the papillary (PTC) and the follicular (FTC) thyroid carcinomas which, following dedifferentiation, are assumed to give rise to the poorly differentiated thyroid carcinomas and the rare, but highly aggressive and invariably fatal, anaplastic thyroid carcinomas. Although thyroid cancer mortality has not been changed, its annual incidence has increased over the last two decades, mainly because of the improved ability to diagnose malignant transformation in small non-palpable thyroid nodules. Despite DTC patients have a favorable prognosis, aggressive disease is more frequently observed in the elderly showing a higher disease-specific mortality. Of relevance is the high prevalence of nodular thyroid disease in aged patients being higher than 90%, in women older than 60 year, and 60% in men older than 80 year. This implies a careful evaluation of thyroid nodules in this group of patients in order to exclude malignancy. In fact, despite the tremendous progress in the comprehension of the underlying molecular mechanisms deregulated in DTC progression, several aspects of their clinical management remain to be solved and novel diagnostic strategies are sorely needed. Here, we will attempt to review new molecular approaches, which are currently being exploited in order to ameliorate the diagnosis of thyroid nodules.
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24
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Pankratz DG, Hu Z, Kim SY, Monroe RJ, Wong MG, Traweek ST, Kloos RT, Walsh PS, Kennedy GC. Analytical Performance of a Gene Expression Classifier for Medullary Thyroid Carcinoma. Thyroid 2016; 26:1573-1580. [PMID: 27605259 DOI: 10.1089/thy.2016.0262] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND The aim of this study was to demonstrate the analytical validity of an RNA classifier for medullary thyroid carcinoma (MTC). METHODS Fresh-frozen tissue specimens were obtained from commercial sources, and MTC diagnoses were confirmed by histopathology review. De-identified patient fine-needle aspiration biopsies (FNABs) and whole blood from normal donors were obtained. Total RNA was extracted, amplified, and hybridized to custom microarrays for gene expression analysis. Gene expression data were normalized and classified via a machine learning algorithm. Positive control materials were produced from MTC tissues and tested across multiple experiments and laboratories. Twenty-seven MTC tissue specimens were used to evaluate the sensitivity of the MTC classifier. Gene expression data from tissues and FNABs were used to model classifier response to mixtures of MTC samples with normal thyroid tissue, a benign thyroid nodule, a Hürthle cell adenoma, and whole blood. Select mixture conditions were confirmed in vitro. Assay tolerance to RNA input variation (5-25 ng) and genomic DNA contamination (30% by mass) was evaluated. The intra- and inter-run reproducibility and inter-laboratory accuracy of MTC classifier results were characterized. RESULTS The MTC classifier sensitivity of 96.3% [confidence interval 81.0-99.9%] was determined retrospectively using 27 MTC confirmed tissue specimens. One false-negative result in a necrotic tissue implicated sample necrosis in reduced classifier sensitivity. Dilution modeling of MTC samples with normal or benign tissues showed consistent detection of MTC down to 20% sample proportions, with in vitro confirmation of 20% analytical sensitivity. Classifier tolerance to RNA input variation (5-25 ng), genomic DNA contamination (30% by mass), and an interfering substance (blood) was demonstrated with 100% accurate classifier results under all tested conditions. The maximum observed run-to-run score difference for a single FNAB sample was ∼1 unit compared with the average score difference between 38 MTC and non-MTC FNABs of ∼32 units. MTC classifier results for 20 tissues processed from total RNA in two different laboratories showed 100% concordance. CONCLUSIONS The MTC classifier, offered as part of the routine molecular testing of cytology-indeterminate thyroid nodules, demonstrates robust analytical sensitivity, specificity, accuracy, and reproducibility.
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MESH Headings
- Adult
- Aged
- Biopsy, Fine-Needle
- Carcinoma, Medullary/blood
- Carcinoma, Medullary/diagnosis
- Carcinoma, Medullary/metabolism
- Carcinoma, Medullary/pathology
- Carcinoma, Neuroendocrine/blood
- Carcinoma, Neuroendocrine/diagnosis
- Carcinoma, Neuroendocrine/metabolism
- Carcinoma, Neuroendocrine/pathology
- Computational Biology
- Expert Systems
- Female
- Gene Expression Profiling
- Gene Expression Regulation, Neoplastic
- Humans
- Limit of Detection
- Machine Learning
- Male
- Middle Aged
- Molecular Diagnostic Techniques
- Neoplasm Proteins/genetics
- Neoplasm Proteins/metabolism
- RNA, Neoplasm/metabolism
- Reproducibility of Results
- Sensitivity and Specificity
- Thyroid Gland/metabolism
- Thyroid Gland/pathology
- Thyroid Neoplasms/blood
- Thyroid Neoplasms/diagnosis
- Thyroid Neoplasms/metabolism
- Thyroid Neoplasms/pathology
- Tissue Banks
- Young Adult
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Affiliation(s)
| | - Zhanzhi Hu
- 1 Veracyte, Inc. , South San Francisco, California
| | - Su Yeon Kim
- 1 Veracyte, Inc. , South San Francisco, California
| | | | - Mei G Wong
- 1 Veracyte, Inc. , South San Francisco, California
| | | | | | - P Sean Walsh
- 1 Veracyte, Inc. , South San Francisco, California
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25
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Bernet V, Hupart KH, Parangi S, Woeber KA. AACE/ACE disease state commentary: molecular diagnostic testing of thyroid nodules with indeterminate cytopathology. Endocr Pract 2016; 20:360-3. [PMID: 24727662 DOI: 10.4158/ep14066.ps] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
• Approximately 10 to 25% of fine-needle aspiration (FNA) biopsies yield an indeterminate result often labeled as atypia of undetermined significance or follicular lesion of undetermined significance (AUS/FLUS) or follicular neoplasm/suspicious for follicular neoplasm (FN/SFN). The risk of malignancy typically varies between 15 and 30% for these categories. • Although many markers are in development and have been studied in a research setting, 2 principal tests are currently marketed for use to improve the malignancy risk assessment of "indeterminate" thyroid nodules. "Rule In" and "Rule Out" tests attempt to confirm or exclude the presence of cancer within a thyroid nodule by means of robust positive (PPV) or negative predictive values (NPV), respectively. • The Rule In tests determine the presence of single gene point mutations (BRAFV600E or RAS) or gene rearrangements (RET/PTC, PAX8/PPARγ) that have been shown to increase the ability to predict cancer, while the Rule Out test (Afirma® gene expression classifier, GEC) utilizes a proprietary gene expression classifier (RNA expression) specifically designed to maximize the ability to define a process as benign. • Among the presently available tests, only the BRAFV600E and RET/PTC rearrangement are associated with a PPV that approaches 100%. • The category of cytologically "indeterminate" nodule (AUS/FLUS, FN/SFN), cytopathology practice patterns, and the prevalence of malignancy within the population being tested all impact the NPVs and PPVs for the tests in question. • At present, molecular testing is meant to complement and not replace clinical judgment, sonographic assessment, and visual cytopathology interpretation. • As molecular testing is new and advances in the field are regularly occurring, clinicians need to stay informed, as recommendations for use within practice are expected to evolve.
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26
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Singer J, Hanna JW, Visaria J, Gu T, McCoy M, Kloos RT. Impact of a gene expression classifier on the long-term management of patients with cytologically indeterminate thyroid nodules. Curr Med Res Opin 2016; 32:1225-32. [PMID: 26973059 DOI: 10.1185/03007995.2016.1166103] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
OBJECTIVES The gene expression classifier (GEC, Afirma ) reclassifies as molecularly benign approximately one half of thyroid nodule fine-needle aspiration (FNA) biopsies with an initial indeterminate cytopathology diagnosis, facilitating clinical monitoring in lieu of diagnostic thyroid surgery. This study evaluated the long-term management patterns and thyroid surgery rates of GEC benign patients compared to a control group of cytopathology benign patients and also described the costs of thyroid surgery. METHODS This retrospective cohort study used laboratory test results linked to payer medical claims data. Patients who underwent FNA biopsy between 1 January 2011 and 31 July 2013 were selected. GEC benign patients were matched 1:3 to cytopathology benign patients on biopsy year, gender, nodule size and age. Outcomes measured included thyroid-related follow-up clinic visits, ultrasound examinations and surgeries. RESULTS Out of 2059 patients, matched groups consisting of 201 GEC benign patients and 603 cytopathology benign patients were evaluated over an average follow-up of 20 months. The proportions of GEC benign and cytopathology benign patients that underwent thyroid surgery (11.4% versus 10.1%, p = 0.594), and received a follow-up ultrasound exam (60.2% versus 61.7%, p = 0.706), respectively, were not significantly different. Average thyroid-related medical cost for the surgical episode and during 6 months following surgery were $10,432.00 (SD $8301) and $10,939.00 (SD $9656) respectively. LIMITATIONS The study cohort included only patients whose diagnostic laboratory test results and administrative claims data were uniquely identifiable and could be linked on multiple identifiers; the rigorous matching and patient selection algorithms utilized improved the robustness and internal validity of the study. Claims were used as a proxy for clinical utilization without chart review confirmation. CONCLUSION Patients with GEC and cytopathology benign diagnoses were managed similarly. The majority of patients in both groups did not undergo surgery and were managed with usual care, consisting of clinical follow-up and ultrasound exams.
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Affiliation(s)
| | - John W Hanna
- b Veracyte Inc. , South San Francisco , CA , USA
| | | | - Tao Gu
- a HealthCore Inc. , Wilmington , DE , USA
| | - Mark McCoy
- b Veracyte Inc. , South San Francisco , CA , USA
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27
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Wu JX, Young S, Hung ML, Li N, Yang SE, Cheung DS, Yeh MW, Livhits MJ. Clinical Factors Influencing the Performance of Gene Expression Classifier Testing in Indeterminate Thyroid Nodules. Thyroid 2016; 26:916-22. [PMID: 27161519 DOI: 10.1089/thy.2015.0505] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND Molecular diagnostic testing is increasingly used in the management of indeterminate thyroid nodules. Limited data exist regarding the influence of clinical factors on gene expression classifier (GEC) test performance. This study examined the positive and negative predictive value of GEC as stratified by nodule size. METHODS A prospectively maintained pathology database from a single tertiary referral center was queried from 2012 to 2015 for indeterminate thyroid nodules that underwent GEC testing. Nodule size, patient demographics, Bethesda classification, and Hürthle cell-predominant nodules (HCNs) were evaluated as predictors of GEC performance. RESULTS Two hundred and thirty-one patients with 245 indeterminate nodules were examined. Assuming all nodules to be benign unless proven malignant on histopathology, the sensitivity and specificity of GEC testing were 95.2% and 60.1%, respectively. The malignancy rate among resected nodules was 25.3%. The positive predictive value was consistent across nodule sizes: 45.5% for nodules <1 cm, 42.9% for nodules 1-1.9 cm, 36.0% for nodules 2-2.9 cm, 54.2% for nodules 3-3.9 cm, and 50.0% for nodules ≥4 cm. The negative predictive value ranged from 93.3% to 100% and was not affected by nodule size. HCNs had a high rate of GEC suspicious results (77.4% vs. 50.5% for nodules without Hürthle cell predominance, p < 0.01), though this did not correspond to a difference in the rate of malignancy (25.8% vs. 25.3%). CONCLUSIONS Nodule size did not affect GEC test performance in the present cohort. GEC benign results remain reliable in large nodules. GEC suspicious nodules >3 cm carry a similar risk of malignancy compared to smaller nodules, and do not warrant more aggressive treatment. GEC testing has limited clinical utility for HCNs due to the high rate of false-positive results.
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Affiliation(s)
- James X Wu
- 1 Section of Endocrine Surgery; UCLA David Geffen School of Medicine , Los Angeles, California
| | - Stephanie Young
- 1 Section of Endocrine Surgery; UCLA David Geffen School of Medicine , Los Angeles, California
| | - Matthew L Hung
- 1 Section of Endocrine Surgery; UCLA David Geffen School of Medicine , Los Angeles, California
| | - Ning Li
- 2 Department of Biomathematics; UCLA David Geffen School of Medicine , Los Angeles, California
| | - Sung Eun Yang
- 3 Department of Pathology and Laboratory Medicine; UCLA David Geffen School of Medicine , Los Angeles, California
| | - Dianne S Cheung
- 4 Division of Endocrinology, Metabolism, and Hypertension, UCLA David Geffen School of Medicine , Torrance, California
| | - Michael W Yeh
- 1 Section of Endocrine Surgery; UCLA David Geffen School of Medicine , Los Angeles, California
| | - Masha J Livhits
- 1 Section of Endocrine Surgery; UCLA David Geffen School of Medicine , Los Angeles, California
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Benjamin H, Schnitzer-Perlman T, Shtabsky A, VandenBussche CJ, Ali SZ, Kolar Z, Pagni F, Bar D, Meiri E. Analytical validity of a microRNA-based assay for diagnosing indeterminate thyroid FNA smears from routinely prepared cytology slides. Cancer Cytopathol 2016; 124:711-721. [PMID: 27223344 PMCID: PMC5096036 DOI: 10.1002/cncy.21731] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Revised: 03/17/2016] [Accepted: 04/05/2016] [Indexed: 01/21/2023]
Abstract
BACKGROUND The majority of thyroid nodules are diagnosed using fine‐needle aspiration (FNA) biopsies. The authors recently described the clinical validation of a molecular microRNA‐based assay, RosettaGX Reveal, which can diagnose thyroid nodules as benign or suspicious using a single stained FNA smear. This paper describes the analytical validation of the assay. METHODS More than 800 FNA slides were tested, including slides stained with Romanowsky‐type and Papanicolaou stains. The assay was examined for the following features: intranodule concordance, effect of stain type, minimal acceptable RNA amounts, performance on low numbers of thyroid cells, effect of time since sampling, and analytical sensitivity, specificity, and reproducibility. RESULTS The assay can be run on FNA slides for which as little as 1% of the cells are thyroid epithelial cells or from which only 5 ng of RNA have been extracted. Samples composed entirely of blood failed quality control and were not classified. Stain type did not affect performance. All slides were stored at room temperature. However, the length of time between FNA sampling and processing did not affect assay performance. There was a high level of concordance between laboratories (96%), and the concordance for slides created from the same FNA pass was 93%. CONCLUSIONS The microRNA‐based assay was robust to various physical processing conditions and to differing sample characteristics. Given the assay's performance, robustness, and use of routinely prepared FNA slides, it has the potential to provide valuable aid for physicians in the diagnosis of thyroid nodules. Cancer Cytopathol 2016;124:711–21. © 2016 Rosetta Genomics. Cancer Cytopathology published by Wiley Periodicals, Inc. on behalf of American Cancer Society. Analytical validation of a novel molecular assay for the diagnosis of thyroid nodules with indeterminate cytology using stained fine‐needle aspiration smears is described. The results demonstrate the assay's robustness to various physical processing conditions.
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Affiliation(s)
| | | | - Alexander Shtabsky
- Pathology Institute, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel.,The Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | | | - Syed Z Ali
- The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Zdenek Kolar
- Institute of Clinical and Molecular Pathology and Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacky University and University Hospital of Olomouc, Olomouc, Czech Republic
| | - Fabio Pagni
- Department of Surgery and Translational Medicine, Pathology, University of Milano-Bicocca, Monza, Italy
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- Rosetta Genomics, Inc, Philadelphia, Pennsylvania.,Rosetta Genomics Ltd, Rehovot, Israel
| | | | - Eti Meiri
- Rosetta Genomics Ltd, Rehovot, Israel.
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Gomez-Rueda H, Palacios-Corona R, Gutiérrez-Hermosillo H, Trevino V. A robust biomarker of differential correlations improves the diagnosis of cytologically indeterminate thyroid cancers. Int J Mol Med 2016; 37:1355-62. [PMID: 27035928 DOI: 10.3892/ijmm.2016.2534] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2015] [Accepted: 02/23/2016] [Indexed: 11/05/2022] Open
Abstract
The fine-needle aspiration of thyroid nodules and subsequent cytological analysis is unable to determine the diagnosis in 15 to 30% of thyroid cancer cases; patients with indeterminate cytological results undergo diagnostic surgery which is potentially unnecessary. Current gene expression biomarkers based on well-determined cytology are complex and their accuracy is inconsistent across public datasets. In the present study, we identified a robust biomarker using the differences in gene expression values specifically from cytologically indeterminate thyroid tumors and a powerful multivariate search tool coupled with a nearest centroid classifier. The biomarker is based on differences in the expression of the following genes: CCND1, CLDN16, CPE, LRP1B, MAGI3, MAPK6, MATN2, MPPED2, PFKFB2, PTPRE, PYGL, SEMA3D, SERGEF, SLC4A4 and TIMP1. This 15-gene biomarker exhibited superior accuracy independently of the cytology in six datasets, including The Cancer Genome Atlas (TCGA) thyroid dataset. In addition, this biomarker exhibited differences in the correlation coefficients between benign and malignant samples that indicate its discriminatory power, and these 15 genes have been previously related to cancer in the literature. Thus, this 15-gene biomarker provides advantages in clinical practice for the effective diagnosis of thyroid cancer.
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Affiliation(s)
- Hugo Gomez-Rueda
- Bioinformatics Research Group, Department of Research and Innovation, Medical School, Tecnológico de Monterrey, Colonia Los Doctores, 64710 Monterrey, Nuevo León, Mexico
| | - Rebeca Palacios-Corona
- Northeastern Biomedical Research Center, Instituto Mexicano del Seguro Social, Colonia Independencia, 64720 Monterrey, Nuevo León, Mexico
| | - Hugo Gutiérrez-Hermosillo
- Department of Geriatrics, UMAE 1 CMN del Bajío, Instituto Mexicano del Seguro Social, Hospital Aranda de la Parra, Colonia Centro, 37000 León, Guanajuato, Mexico
| | - Victor Trevino
- Bioinformatics Research Group, Department of Research and Innovation, Medical School, Tecnológico de Monterrey, Colonia Los Doctores, 64710 Monterrey, Nuevo León, Mexico
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Bhatia P, Abd Elmageed ZY, Friedlander P, Aslam R, Kandil E. The utility of molecular markers in pre-operative assessment of thyroid nodules. Future Oncol 2015; 11:2343-50. [PMID: 26260812 DOI: 10.2217/fon.15.135] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
The pre-operative diagnosis of thyroid tumors is determined by gold standard fine needle aspiration (FNA) biopsy. This has been widely accepted and offers the most cost-effective approach for evaluation of thyroid nodules. However, its diagnostic accuracy can pose a challenging scenario to surgeons. These diagnostic difficulties may subject patients to unnecessary thyroidectomies for benign thyroid nodules. Thus, additional molecular tests are needed to improve the sensitivity and specificity of FNA. The role of molecular markers is being proposed to predict the type and risk of malignancy to abate the need for diagnostic thyroidectomies. This review discusses their utility and validity in pre-operative diagnosis of thyroid nodules and how these markers can enhance the accuracy of FNA cytology.
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Affiliation(s)
- Parisha Bhatia
- Department of Surgery, Tulane University School of Medicine, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Zakaria Y Abd Elmageed
- Department of Surgery, Tulane University School of Medicine, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Paul Friedlander
- Department of Otolaryngology, Tulane University School of Medicine, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Rizwan Aslam
- Department of Otolaryngology, Tulane University School of Medicine, Tulane University School of Medicine, New Orleans, LA 70112, USA
| | - Emad Kandil
- Department of Surgery, Tulane University School of Medicine, Tulane University School of Medicine, New Orleans, LA 70112, USA.,Department of Otolaryngology, Tulane University School of Medicine, Tulane University School of Medicine, New Orleans, LA 70112, USA
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Ferris RL, Baloch Z, Bernet V, Chen A, Fahey TJ, Ganly I, Hodak SP, Kebebew E, Patel KN, Shaha A, Steward DL, Tufano RP, Wiseman SM, Carty SE. American Thyroid Association Statement on Surgical Application of Molecular Profiling for Thyroid Nodules: Current Impact on Perioperative Decision Making. Thyroid 2015; 25:760-8. [PMID: 26058403 PMCID: PMC4519104 DOI: 10.1089/thy.2014.0502] [Citation(s) in RCA: 157] [Impact Index Per Article: 17.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Recent advances in research on thyroid carcinogenesis have yielded applications of diagnostic molecular biomarkers and profiling panels in the management of thyroid nodules. The specific utility of these novel, clinically available molecular tests is becoming widely appreciated, especially in perioperative decision making by the surgeon regarding the need for surgery and the extent of initial resection. METHODS A task force was convened by the Surgical Affairs Committee of the American Thyroid Association and was charged with writing this article. RESULTS/CONCLUSIONS This review covers the clinical scenarios by cytologic category for which the thyroid surgeon may find molecular profiling results useful, particularly for cases with indeterminate fine-needle aspiration cytology. Distinct strengths of each ancillary test are highlighted to convey the current status of this evolving field, which has already demonstrated the potential to streamline decision making and reduce unnecessary surgery, with the accompanying benefits. However, the performance of any diagnostic test, that is, its positive predictive value and negative predictive value, are exquisitely influenced by the prevalence of cancer in that cytologic category, which is known to vary widely at different medical centers. Thus, it is crucial for the clinician to know the prevalence of malignancy within each indeterminate cytologic category, at one's own institution. Without this information, the performance of the diagnostic tests discussed below may vary substantially.
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Affiliation(s)
- Robert L. Ferris
- Division of Head and Neck Surgery, Department of Otolaryngology, University of Pittsburgh Cancer Institute, Pittsburgh, Pennsylvania
| | - Zubair Baloch
- Department of Pathology, University of Pennsylvania Medical Center, Philadelphia, Pennsylvania
| | - Victor Bernet
- Department of Endocrinology, Mayo Clinic, Jacksonville, Florida
| | - Amy Chen
- Department of Otolaryngology/Head and Neck Surgery, Emory University, Atlanta, Georgia
| | - Thomas J. Fahey
- Department of Surgery, New York Presbyterian Hospital, New York, New York
| | - Ian Ganly
- Head and Neck Service, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Steven P. Hodak
- Division of Endocrinology, New York University Medical Center, New York, New York
| | - Electron Kebebew
- Endocrine Oncology Branch, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland
| | - Kepal N. Patel
- Division of Endocrine Surgery, New York University Medical Center, New York, New York
| | - Ashok Shaha
- Head and Neck Service, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - David L. Steward
- Department of Otolaryngology/Head and Neck Surgery, University of Cincinnati Medical Center, Cincinnati, Ohio
| | - Ralph P. Tufano
- Department of Otolaryngology/Head and Neck Surgery, Johns Hopkins University, Baltimore, Maryland
| | - Sam M. Wiseman
- Department of Surgery, Division of General Surgery, St. Paul's Hospital and University of British Columbia, Vancouver, Canada
| | - Sally E. Carty
- Division of Endocrine Surgery, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
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Brauner E, Holmes BJ, Krane JF, Nishino M, Zurakowski D, Hennessey JV, Faquin WC, Parangi S. Performance of the Afirma Gene Expression Classifier in Hürthle Cell Thyroid Nodules Differs from Other Indeterminate Thyroid Nodules. Thyroid 2015; 25:789-96. [PMID: 25962906 DOI: 10.1089/thy.2015.0049] [Citation(s) in RCA: 89] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND The recently introduced Afirma gene expression classifier (AGEC) provides binary results (benign or suspicious) to guide management of cytologically indeterminate thyroid nodules. The AGEC is intended to reduce unnecessary surgeries for benign nodules, and management algorithms favor surgery for suspicious results. Limited data are available on the performance of this test for Hürthle cell nodules (HCNs). This study hypothesized that a predominance of Hürthle cells leads to an increased rate of suspicious AGEC results with a potential for overtreatment, despite a relatively low risk of malignancy. METHODS The pathology databases from three tertiary care facilities were queried from 2010 to 2014 for fine-needle aspirates (FNAs) diagnosed as suspicious for Hürthle cell neoplasm (SHCN) or atypia of undetermined significance/follicular lesion of undetermined significance concerning for Hürthle cell neoplasm (AFHCN). Cytology diagnoses were rendered internally prior to AGEC testing. The patient demographics, FNA diagnosis, AGEC result, surgical procedure, and pathologic outcomes were recorded. RESULTS The cohort consisted of 134 patients with HCNs. Prior to AGEC availability, 62 patients underwent surgery: 81% (50/62) of patients had surgery, and 34% (17/50) of the resected index nodules were malignant. After introduction of the AGEC, 72 patients underwent AGEC testing: 65% (47/72) of patients had surgery, and 13% (6/46) of the resected nodules were malignant. Thirty-two percent (23/72) of patients had a benign AGEC result and did not undergo surgery, and 4% (3/72) had surgery despite a benign AGEC result with benign final pathology, whereas 63% (45/72) of patients had suspicious AGEC results, with 96% of these patients (43/45) undergoing surgery, and 14% (6/43) of these index nodules were malignant. CONCLUSIONS While 32% of tested patients declined surgery based on a benign AGEC, 86% of patients with suspicious AGEC findings had unnecessary surgery, reflecting a substantially lower rate of malignancy from what was previously reported for all indeterminate nodules. Given the approximate pretest malignancy risk of 25-35% for an FNA diagnosis of SHCN or AFHCN, a suspicious AGEC diagnosis does not increase the probability of malignancy in an HCN, and patients should be counseled accordingly.
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MESH Headings
- Adenocarcinoma, Follicular/diagnosis
- Adenocarcinoma, Follicular/genetics
- Adenoma, Oxyphilic
- Adult
- Aged
- Biopsy, Fine-Needle
- Carcinoma/diagnosis
- Carcinoma/genetics
- Carcinoma, Neuroendocrine/diagnosis
- Carcinoma, Neuroendocrine/genetics
- Carcinoma, Papillary
- Cohort Studies
- Diagnosis, Differential
- Female
- Gene Expression Profiling
- Gene Expression Regulation, Neoplastic
- Humans
- Male
- Middle Aged
- Oxyphil Cells/metabolism
- Oxyphil Cells/pathology
- Retrospective Studies
- Thyroid Cancer, Papillary
- Thyroid Neoplasms/diagnosis
- Thyroid Neoplasms/genetics
- Thyroid Nodule/diagnosis
- Thyroid Nodule/genetics
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Affiliation(s)
- Eran Brauner
- 1 Department of Surgery, Massachusetts General Hospital , Boston, Massachusetts
| | - Brittany J Holmes
- 2 Department of Pathology, Massachusetts General Hospital , Boston, Massachusetts
| | - Jeffrey F Krane
- 3 Department of Pathology, Brigham and Women's Hospital , Boston, Massachusetts
| | - Michiya Nishino
- 4 Department of Pathology, Beth Israel Deaconess Medical Center , Boston, Massachusetts
| | - David Zurakowski
- 5 Departments of Surgery and Anesthesia, Boston Children's Hospital , Boston, Massachusetts
| | - James V Hennessey
- 6 Department of Medicine, Beth Israel Deaconess Medical Center , Boston, Massachusetts
| | - William C Faquin
- 2 Department of Pathology, Massachusetts General Hospital , Boston, Massachusetts
| | - Sareh Parangi
- 1 Department of Surgery, Massachusetts General Hospital , Boston, Massachusetts
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Samir AE, Dhyani M, Anvari A, Prescott J, Halpern EF, Faquin WC, Stephen A. Shear-Wave Elastography for the Preoperative Risk Stratification of Follicular-patterned Lesions of the Thyroid: Diagnostic Accuracy and Optimal Measurement Plane. Radiology 2015; 277:565-73. [PMID: 25955578 DOI: 10.1148/radiol.2015141627] [Citation(s) in RCA: 86] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
PURPOSE To evaluate the diagnostic accuracy of shear-wave elastography (SWE) for the diagnosis of malignancy in follicular lesions and to identify the optimal SWE measurement plane. MATERIALS AND METHODS The institutional review board approved this HIPAA-compliant, single-institution, prospective pilot study. Subjects scheduled for surgery after a previous fine-needle aspiration report of "atypia of undetermined significance" or "follicular lesion of undetermined significance," "suspicion for follicular neoplasm," or "suspicion for Hurthle cell neoplasm," were enrolled after obtaining informed consent. Subjects underwent conventional ultrasonography (US), Doppler evaluation, and SWE preoperatively, and their predictive value for thyroid malignancy was evaluated relative to the reference standard of surgical pathologic findings. RESULTS Thirty-five patients (12 men, 23 women) with a mean age of 55 years (range, 23-85 years) and a fine-needle aspiration diagnosis of atypia of undetermined significance or follicular lesion of undetermined significance (n = 16), suspicion for follicular neoplasm (n = 14), and suspicion for Hurthle cell neoplasm (n = 5) were enrolled in the study. Male sex was a statistically significant (P = .02) predictor of malignancy, but age was not. No sonographic morphologic parameter, including nodule size, microcalcification, macrocalcification, halo sign, taller than wide dimension, or hypoechogenicity, was associated with malignancy. Similarly, no Doppler feature, including intranodular vascularity, pulsatility index, resistive index, or peak-systolic velocity, was associated with malignancy. Higher median SWE tissue Young modulus estimates from the transverse insonation plane were associated with malignancy, yielding an area under the receiver operating characteristic curve of 0.81 (95% confidence interval: 0.62, 1.00) for differentiation of malignant from benign nodules. At a cutoff value of 22.3 kPa, sensitivity, specificity, positive predictive value, and negative predictive value of 82%, 88%, 75%, and 91%, respectively, were observed. CONCLUSION This prospective pilot study indicates that SWE may be a valuable tool in preoperative malignancy risk assessment of follicular-patterned thyroid nodules.
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Affiliation(s)
- Anthony E Samir
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
| | - Manish Dhyani
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
| | - Arash Anvari
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
| | - Jason Prescott
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
| | - Elkan F Halpern
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
| | - William C Faquin
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
| | - Antonia Stephen
- From the Department of Radiology (A.E.S., M.D., A.A.), Institute for Technology Assessment (E.F.H.), Department of Pathology (W.C.F.), and Department of Surgery (A.S.), Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, Boston, MA 02114; and Department of Surgery, Johns Hopkins School of Medicine, Baltimore, Md (J.P.)
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Bongiovanni M, Molinari F, Eszlinger M, Paschke R, Barizzi J, Merlo E, Giovanella L, Fasolini F, Cattaneo F, Ramelli F, Mazzucchelli L, Frattini M. Laser capture microdissection is a valuable tool in the preoperative molecular screening of follicular lesions of the thyroid: an institutional experience. Cytopathology 2014; 26:288-96. [PMID: 25487739 DOI: 10.1111/cyt.12226] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/12/2014] [Indexed: 12/13/2022]
Abstract
OBJECTIVES The application of molecular tests to thyroid fine needle aspiration (FNA) has been shown to be a valuable tool to better refine the pre-operative malignant risk of patients with indeterminate cytology results. In this study, we investigated the feasibility of using the laser capture microdissection (LCM) technique to obtain DNA and RNA for molecular tests in routine thyroid FNA smears. METHODS Nine coupled FNA and histological retrospective cases and 31 prospective FNA cases with a follicular neoplasm/suspicious for a follicular neoplasm (FN/SFN) diagnosis were included in this study. Both cytological and histological specimens were investigated by direct sequencing and reverse transcription-polymerase chain reaction (RT-PCR) for BRAF and RAS mutations and for PAX8/PPARG and RET/PTC rearrangements, respectively. RESULTS LCM yielded good DNA and RNA quality in all cases (100%) in both series, irrespective of the staining used (Giemsa, Papanicolaou, immunostain for thyroglobulin) and the cytology technique (conventional or liquid-based preparations). Total mutations found in the FNA and in the corresponding histological specimen in both series were: one PAX8/PPARG rearrangement in a follicular carcinoma (FC), four NRAS mutations [in two FCs, one papillary carcinoma and one follicular adenoma (FA)] and one HRAS mutation in one FA. The sensitivity was 67% and the specificity was 91%. CONCLUSIONS LCM is a valuable tool to obtain good quality DNA and RNA for molecular tests in cytological material from thyroid FNA, and can be a useful option in the management of patients with an FN/SFN FNA diagnosis.
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Affiliation(s)
| | - F Molinari
- Institute of Pathology, Locarno, Switzerland
| | - M Eszlinger
- Division of Endocrinology and Nephrology, University of Leipzig, Leipzig, Germany
| | - R Paschke
- Division of Endocrinology and Nephrology, University of Leipzig, Leipzig, Germany
| | - J Barizzi
- Institute of Pathology, Locarno, Switzerland
| | - E Merlo
- Institute of Pathology, Locarno, Switzerland
| | - L Giovanella
- Department of Nuclear Medicine and Thyroid Centre, Oncology Institute of Southern Switzerland, Bellinzona, Switzerland
| | - F Fasolini
- Department of Surgery, Ente Ospedaliero Cantonale, Mendrisio, Switzerland
| | - F Cattaneo
- Private Practice Endocrinologist, Lugano, Switzerland
| | - F Ramelli
- Private Practice Endocrinologist, Locarno, Switzerland
| | | | - M Frattini
- Institute of Pathology, Locarno, Switzerland
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Vriens D, Adang EMM, Netea-Maier RT, Smit JWA, de Wilt JHW, Oyen WJG, de Geus-Oei LF. Cost-effectiveness of FDG-PET/CT for cytologically indeterminate thyroid nodules: a decision analytic approach. J Clin Endocrinol Metab 2014; 99:3263-74. [PMID: 24873995 DOI: 10.1210/jc.2013-3483] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/13/2023]
Abstract
CONTEXT Patients with thyroid nodules of indeterminate cytology undergo diagnostic surgery according to current guidelines. In 75% of patients, the nodule is benign. In these patients, surgery was unnecessary and unbeneficial because complications may occur. Preoperative fluorodeoxyglucose-positron emission tomography/computed tomography (FDG-PET/CT) was found to have a very high negative predictive value (96%) and might therefore avoid futile surgery, complications, and costs. In the United States, two molecular tests of cytology material are routinely used for this purpose. OBJECTIVE Five-year cost-effectiveness for routine implementation of FDG-PET/CT was evaluated in adult patients with indeterminate fine-needle aspiration cytology and compared with surgery in all patients and both molecular tests. DESIGN A Markov decision model was developed to synthesize the evidence on cost-effectiveness about the four alternative strategies. The model was probabilistically analyzed. One-way sensitivity analyses of deterministic input variables likely to influence outcome were performed. SETTING AND SUBJECTS The model was representative for adult patients with cytologically indeterminate thyroid nodules. MAIN OUTCOME MEASURES The discounted incremental net monetary benefit (iNMB), the efficiency decision rule containing outcomes as quality-adjusted life-years and (direct) medical cost, of implementation of FDG-PET/CT is displayed. RESULTS Full implementation of FDG-PET/CT resulted in 40% surgery for benign nodules, compared with 75% in the conventional approach, without a difference in recurrence free and overall survival. The FDG-PET/CT modality is the more efficient technology, with a mean iNMB of €3684 compared with surgery in all. Also, compared with a gene expression classifier test and a molecular marker panel, the mean iNMB of FDG-PET/CT was €1030 and €3851, respectively, and consequently the more efficient alternative. CONCLUSION Full implementation of preoperative FDG-PET/CT in patients with indeterminate thyroid nodules could prevent up to 47% of current unnecessary surgery leading to lower costs and a modest increase of health-related quality of life. Compared with an approach with diagnostic surgery in all patients and both molecular tests, it is the least expensive alternative with similar effectiveness as the gene-expression classifier.
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Affiliation(s)
- D Vriens
- Departments of Radiology and Nuclear Medicine (D.V., W.J.G.O., L.F.d.G.-O.), Health Evidence (E.M.M.A.), Internal Medicine Section of Endocrinology (R.T.N.-M.), Internal Medicine (J.W.A.S.), and Surgery (J.H.W.d.W.), Radboudumc, 6500 HB Nijmegen, The Netherlands
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Mon SY, Hodak SP. Molecular diagnostics for thyroid nodules: the current state of affairs. Endocrinol Metab Clin North Am 2014; 43:345-65. [PMID: 24891166 DOI: 10.1016/j.ecl.2014.02.015] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Molecular diagnostics offers great promise for the evaluation of cytologically indeterminate thyroid nodules. Numerous molecular genetic and immunohistochemical tests have been developed that may be performed on thyroid specimens obtained during standard fine-needle aspiration, some of which may greatly improve diagnostic yield. A sound understanding of the diagnostic performance of these tests, and how they can enhance clinical practice, is important. This article reviews the diagnostic utility of immunohistochemical and molecular testing for the clinical assessment of thyroid nodules, and makes recommendations about how these tests can be integrated into clinical practice for patients with cytologically indeterminate thyroid nodules.
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Affiliation(s)
- Sann Yu Mon
- Division of Endocrinology, University of Pittsburgh School of Medicine, 200 Lothrop Street, BST 1140, Pittsburgh, PA 15213, USA
| | - Steven P Hodak
- Division of Endocrinology, Center for Diabetes and Endocrinology, University of Pittsburgh School of Medicine, 3601 Fifth Avenue, Suite 587, Pittsburgh, PA 15213, USA.
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Ohori NP, Schoedel KE. Ancillary Studies in Thyroid Cytopathology. Surg Pathol Clin 2014; 7:47-60. [PMID: 26839268 DOI: 10.1016/j.path.2013.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Recent advances in thyroid imaging, clinical evaluation, cytopathology, surgical pathology, and molecular diagnostics have contributed toward greater understanding of thyroid nodules. In particular, the development of the Bethesda System for Reporting Thyroid Cytopathology (BSRTC) has brought standardization to the field and the system dovetails well with the implementation of immunohistochemistry and molecular testing to diagnostic practice. Among the molecular strategies available, the application of the molecular panel of common genetic alterations can stratify indeterminate BSRTC diagnoses into low-risk and high-risk groups. The molecular panel markers have a high positive predictive value and therefore, the panel is considered to be a "rule-in" test. In contrast, the Afirma gene expression classifier by Veracyte Corporation is a test that has been reported to have a high negative predictive value, and therefore, considered to be a "rule-out" test. With further advances, refinements are expected to be made. In particular, the application of next-generation sequencing technology holds promise in bringing thyroid cytopathology to the next level.
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Affiliation(s)
- N Paul Ohori
- Department of Pathology, University of Pittsburgh Medical Center-Presbyterian, A610, 200 Lothrop Street, Pittsburgh, PA 15213, USA.
| | - Karen E Schoedel
- Department of Pathology, University of Pittsburgh Medical Center-Presbyterian, A610, 200 Lothrop Street, Pittsburgh, PA 15213, USA
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Ward LS, Kloos RT. Molecular markers in the diagnosis of thyroid nodules. ACTA ACUST UNITED AC 2014; 57:89-97. [PMID: 23525286 DOI: 10.1590/s0004-27302013000200001] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2013] [Accepted: 02/03/2013] [Indexed: 01/21/2023]
Abstract
An indeterminate thyroid nodule cytology result occurs about every sixth fine-needle aspiration. These indeterminate nodules harbor a 24% risk of malignancy (ROM); too high to ignore, but driving surgery where most nodules are benign. Molecular diagnostics have emerged to ideally avoid surgery when appropriate, and to trigger the correct therapeutic surgery when indicated, as opposed to an incomplete diagnostic surgery. No current molecular test offers both high sensitivity and high specificity. A molecular diagnostic test with high sensitivity (e.g. Afirma Gene Expression Classifier sensitivity 90%) offers a high Negative Predictive Value when the ROM is relatively low, such as < 30%. Only such tests can "rule-out" cancer. In this setting, a molecularly benign result suggests the same ROM as that of operated cytologically benign nodules (~6%). Thus, clinical observation can replace diagnostic surgery; increasing quality of life and decreasing medical costs. However, its low specificity cannot "rule-in" cancer as a suspicious result has a Positive Predictive Value (PPV) of ~40%, perhaps too low to routinely reflex to definitive cancer surgery. Conversely, high specificity tests (BRAF, RAS, PPAR/PAX-8, RET/PTC, PTEN) offer high PPV results, and only these tests can "rule-in" cancer. Here a positive molecular result warrants definitive therapeutic surgery. However, their low sensitivity cannot "rule-out" cancer and a negative molecular result cannot dissuade diagnostic surgery; limiting their cost-effectiveness. Whether or not there is a useful and cost-effective role to sequentially combine these approaches, or to modify existing approaches, is under investigation.
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Affiliation(s)
- Laura S Ward
- Laboratory of Cancer Molecular Genetics, Faculty of Medical Sciences, University of Campinas, Campinas, SP, Brazil.
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Abstract
The incidence of thyroid cancer is increasing worldwide and thyroid nodules are a frequent clinical finding. Diagnosing follicular cell-derived cancers is, however, challenging both histopathologically and especially cytopathologically. The advent of high-throughput molecular technologies has prompted many researchers to explore the transcriptome and, in recent years, also the miRNome in order to generate new molecular classifiers capable of classifying thyroid tumours more accurately than by conventional cytopathological and histopathological methods. This has led to a number of molecular classifiers that may differentiate malignant from benign thyroid nodules. Molecular classification models based on global RNA profiles from fine-needle aspirations are currently being evaluated; results are preliminary and lack validation in prospective clinical trials. There is no doubt that molecular classification will not only contribute to our biological insight but also improve clinical and pathological examinations, thus advancing thyroid tumour diagnosis and ultimately preventing superfluous surgery. This review evaluates the status of classification and biological insights gained from molecular profiling of follicular cell-derived thyroid cancers.
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Affiliation(s)
- Maria Rossing
- Centre for Genomic Medicine, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark.
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Kloos RT, Reynolds JD, Walsh PS, Wilde JI, Tom EY, Pagan M, Barbacioru C, Chudova DI, Wong M, Friedman L, LiVolsi VA, Rosai J, Lanman RB, Kennedy GC. Does addition of BRAF V600E mutation testing modify sensitivity or specificity of the Afirma Gene Expression Classifier in cytologically indeterminate thyroid nodules? J Clin Endocrinol Metab 2013; 98:E761-8. [PMID: 23476074 DOI: 10.1210/jc.2012-3762] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
OBJECTIVE The purpose of this study was to determine the frequency of BRAF mutation in cytologically indeterminate thyroid nodules and to investigate whether adding the BRAF test improves diagnostic accuracy of the Afirma Gene Expression Classifier (GEC). DESIGN BRAF V600E mutational status was determined for DNA extracted from cytologically benign (n = 40), indeterminate (n = 208), and malignant (n = 48) fine-needle aspiration specimens previously categorized by GEC as molecularly Benign or Suspicious. Analytical performance of the BRAF assay was assessed to establish reproducibility and limits of detection. Molecular testing results were correlated with blinded expert histopathological diagnoses. RESULTS The BRAF assay detected mutations reproducibly to 2.5% mutant allele frequency. The prevalence of BRAF mutations in cytologically benign specimens was 2 of 40 (5.0%, 95% confidence interval [CI], 0-16) and in cytologically malignant specimens was 36 of 48 (75.0%, 95% CI, 60-86). In the cytologically indeterminate category, 10.1% of specimens were BRAF+: 2 of 95 were subcategorized as atypia of undetermined significance or follicular lesion of undetermined significance (2.1%, 95% CI, 0-7); 1 of 70 as follicular neoplasm or suspicious for follicular neoplasm (1.4%, 95% CI, 0-9); and 18 of 43 as suspicious for malignancy (41.9%, 95% CI, 27-58). All BRAF+ specimens were classified as Suspicious by the GEC. CONCLUSIONS BRAF mutations are uncommon in nodules with atypia of undetermined significance or follicular lesion of undetermined significance or follicular neoplasm or suspicious for follicular neoplasm cytology. Most cytologically indeterminate nodules that proved to be malignant were also BRAF-, and all nodules that were false-negative by GEC were also BRAF-. Similarly, all BRAF+ specimens were also GEC Suspicious. Neither GEC test sensitivity nor specificity was improved by addition of BRAF mutation testing.
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Ali SZ, Fish SA, Lanman R, Randolph GW, Sosa JA. Use of the afirma® gene expression classifier for preoperative identification of benign thyroid nodules with indeterminate fine needle aspiration cytopathology. PLOS CURRENTS 2013; 5. [PMID: 23437421 PMCID: PMC3574863 DOI: 10.1371/currents.eogt.e557cbb5c7e4f66568ce582a373057e7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Ruling out malignancy in thyroid nodules historically depended on thyroid resection and histopathological evaluation until fine needle aspiration (FNA) biopsy was introduced into the United States in the 1970's. Thyroid FNA biopsy identified a majority of thyroid nodules as benign, obviating the need for surgery in over half of the patients. However, 15%-30% of thyroid FNAs have indeterminate cytology that still requires operation, even though most of these operated nodules prove to be benign post-operatively. In order to predict which cytologically indeterminate thyroid nodules are benign and to potentially avoid surgery on these nodules, a recently described commercially available Gene Expression Classifier (GEC) test (Afirma®, Veracyte, Inc., South San Francisco, CA) has been developed that can be run on the FNA sample. This paper reviews the published literature and technology assessments/guidelines by independent parties and professional groups regarding the clinical utility as well as the analytic and clinical validity of the Afirma GEC.
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Affiliation(s)
- Syed Z Ali
- Professor of Pathology, Johns Hopkins University School of Medicine
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