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Yildiz BO, Boguszewski CL, da Silva Boguszewski MC, Busetto L, Celik O, Fuleihan GEH, Goulis DG, Hammer GD, Haymart MR, Kaltsas G, Law JR, Lim AYL, Luger A, Macut D, McGowan B, McClung M, Miras AD, Patti ME, Peeters RP, Pignatelli D, Saeed H, Sipos J, Stratakis CA, Tsoli M, van der Lely AJ, Witchel SF, Yazici D. EndoBridge 2023: highlights and pearls. Hormones (Athens) 2024; 23:183-204. [PMID: 38619812 DOI: 10.1007/s42000-024-00549-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Accepted: 03/06/2024] [Indexed: 04/16/2024]
Abstract
EndoBridge 2023 took place on October 20-22, 2023, in Antalya, Turkey. Accredited by the European Council, the 3-day scientific program of the 11th Annual Meeting of EndoBridge included state-of-the-art lectures and interactive small group discussion sessions incorporating interesting and challenging clinical cases led by globally recognized leaders in the field and was well attended by a highly diverse audience. Following its established format over the years, the program provided a comprehensive update across all aspects of endocrinology and metabolism, including topics in pituitary, thyroid, bone, and adrenal disorders, neuroendocrine tumors, diabetes mellitus, obesity, nutrition, and lipid disorders. As usual, the meeting was held in English with simultaneous translation into Russian, Arabic, and Turkish. The abstracts of clinical cases presented by the delegates during oral and poster sessions have been published in JCEM Case Reports. Herein, we provide a paper on highlights and pearls of the meeting sessions covering a wide range of subjects, from thyroid nodule stratification to secondary osteoporosis and from glycemic challenges in post-bariatric surgery to male hypogonadism. This report emphasizes the latest developments in the field, along with clinical approaches to common endocrine issues. The 12th annual meeting of EndoBridge will be held on October 17-20, 2024 in Antalya, Turkey.
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Affiliation(s)
- Bulent Okan Yildiz
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Hacettepe University School of Medicine, 06100, Hacettepe, Ankara, Turkey.
| | - Cesar Luiz Boguszewski
- Department of Internal Medicine, Endocrine Division (SEMPR), University Hospital, Federal University of Parana, Curitiba, Brazil
| | | | - Luca Busetto
- Department of Medicine, University of Padova, Padova, Italy
| | - Ozlem Celik
- Department of Endocrinology and Metabolism, School of Medicine, Acibadem University, Istanbul, Turkey
| | - Ghada El-Hajj Fuleihan
- Division of Endocrinology, Deparment of Medicine at the American University of Beirut, Beirut, Lebanon
| | - Dimitrios G Goulis
- Unit of Reproductive Endocrinology, 1st Department of Obstetrics and Gynecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Gary D Hammer
- Department of Internal Medicine, Division of Metabolism, Endocrinology and Diabetes, University of Michigan, Ann Arbor, MI, USA
| | - Megan R Haymart
- Department of Internal Medicine, Division of Metabolism, Endocrinology and Diabetes, University of Michigan, Ann Arbor, MI, USA
| | - Gregory Kaltsas
- First Department of Propaedeutic and Internal Medicine, National and Kapodistrian University of Athens, Athens, Greece
| | - Jennifer R Law
- Division of Pediatric Endocrinology, Department of Pediatrics, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Amanda Yuan Ling Lim
- Imperial College Healthcare NHS Trust, London, UK
- Division of Endocrinology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Anton Luger
- Department of Medicine III, Medical University of Vienna, Vienna, Austria
| | - Djuro Macut
- Institute of Endocrinology, University of Belgrade, Belgrade, Serbia
| | - Barbara McGowan
- Guy's and St Thomas Hospital and King's College London, London, UK
| | | | | | | | - Robin P Peeters
- Department of Internal Medicine, Academic Center for Thyroid Disease, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Duarte Pignatelli
- Department of Endocrinology, Centro Hospitalar e Universitário de S. João, Porto, Portugal
| | | | - Jennifer Sipos
- Division Endocrinology, Diabetes and Metabolism, Ohio State University, Columbus, OH, USA
| | | | - Marina Tsoli
- Academic Scholar Fellow at 1st Department of Propaedeutic and Internal Medicine, Laiko Hospital, Athens, Greece
| | - A J van der Lely
- Pituitary Center Rotterdam and Division of Endocrinology, Department of Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Selma F Witchel
- Division of Pediatric Endocrinology, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Dilek Yazici
- Division of Endocrinology, Department of Internal Medicine, School of Medicine, Koç University, Istanbul, Turkey
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Paschke R. Why Did the Rapid Increase of Reflex Molecular Testing of Indeterminate Fine Needle Aspiration Cytologies in the USA Not Impact Thyroidectomy Rates? What Is the Lesson to Be Learned? Thyroid 2024; 34:290-291. [PMID: 38343362 DOI: 10.1089/thy.2024.0042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Affiliation(s)
- Ralf Paschke
- Department of Medicine, Oncology, Pathology and Laboratory Medicine, Biochemistry and Molecular Biology, Arnie Charbonneau Cancer Institute, Calgary, Canada
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Azaryan I, Endo M, Sipos JA, Ma J, Peng J, Nabhan F. Ultrasound Features and Performance of Afirma Gene Sequencing Classifier in Cytologically Indeterminate Thyroid Nodules. J Endocr Soc 2024; 8:bvae010. [PMID: 38348302 PMCID: PMC10859306 DOI: 10.1210/jendso/bvae010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Indexed: 02/15/2024] Open
Abstract
Background Cytologically indeterminate thyroid nodules (ITN) pose a management challenge. Here we analyze if adding ultrasound characteristics to Afirma Genome Sequence Classifier (GSC) results increases GSC diagnostic performance. Methods We retrospectively analyzed 237 GSC-tested Bethesda III/IV ITNs between July 2017 and December 2019 and classified them by American Thyroid Association (ATA) and the Thyroid Imaging Reporting and Data System (TIRADS) of the American College of Radiology. Results The benign call rate was higher in Bethesda III ITNs with TIRADS <5 vs TIRADS 5 (89% vs 68%. P = .015). The sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of GSC in ATA high-risk Bethesda III ITNs vs lower were 100% vs 80% (P = 1), 89.5% vs 91.5% (P = .67), 66.7% vs 25% (P = .13), and 100% vs 99.2% (P = 1), respectively, and for TIRADS 5 vs <5 were 100% vs 80% (P = 1), 88.2% vs 91.4% (P = .65), 71.4% vs 23.5% (P = .06), and 100% vs 99.3% (P = 1). The sensitivity, specificity, PPV, and NPV of GSC in high-risk ATA Bethesda IV ITNs vs lower were 66.7% vs 100% (P = .42), 83.3% vs 85.7% (P = 1), 66.7% vs 64.3% (P = 1), and 83.3% vs 100% (P = .3), respectively, and for TIRADS 5 vs <5 were 66.7% vs 90% (P = .42), 88.9% vs 83.8% (P = 1), 66.7% vs 60% (P = 1), and 88.9% vs 96.9% (P = .39). Conclusion Sensitivity, specificity, NPV, and PPV of GSC were not significantly different in ATA high-risk and TIRADS 5 ITNs compared to ATA < high-risk and TIRADS 1-4 ITNs.
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Affiliation(s)
- Irina Azaryan
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, OH 43210, USA
| | - Mayumi Endo
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, OH 43210, USA
- Division of Metabolism, Endocrinology, and Nutrition, University of Washington, Seattle, WA 98105, USA
| | - Jennifer A Sipos
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, OH 43210, USA
| | - Jianing Ma
- Center of Biostatistics and Bioinformatics, The Ohio State University, Columbus, OH 43210, USA
| | - Jing Peng
- Center of Biostatistics and Bioinformatics, The Ohio State University, Columbus, OH 43210, USA
| | - Fadi Nabhan
- Division of Endocrinology, Diabetes and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, OH 43210, USA
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Stewardson P, Eszlinger M, Wu J, Khalil M, Box A, Perizzolo M, Punjwani Z, Ziehr B, Sanyal R, Demetrick DJ, Paschke R. Prospective Validation of ThyroSPEC Molecular Testing of Indeterminate Thyroid Nodule Cytology Following Diagnostic Pathway Optimization. Thyroid 2023; 33:1423-1433. [PMID: 37742115 DOI: 10.1089/thy.2023.0255] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/25/2023]
Abstract
Background: Molecular testing for cytologically indeterminate thyroid nodules (ITNs) is often reported with incomplete data on clinical assessment and ultrasound malignancy risk (USMR) stratification. This study aimed to clinically validate the diagnostic accuracy of a novel molecular test, assess the incremental preoperative malignancy risk of other clinical factors, and measure the impacts of introducing molecular testing at the population level. Methods: Comprehensive clinical data were collected prospectively for the first 615 consecutive patients with ITNs in a centralized health care system following implementation of a reflexive molecular test. Clinical data include patient history, method of nodule discovery, clinical assessment, USMR, cytology, molecular testing, and surgery or follow-up along with surgeon notes on surgical decision-making. Accuracy of molecular testing and the impact of the introduction of molecular testing were calculated. A multivariable regression model was developed to identify which clinical factors have the most diagnostic significance for ITNs. Results: A locally developed, low-cost molecular test achieved a negative predictive value (NPV) of 76-91% [confidence interval, CI 66-95%] and a positive predictive value (PPV) of 46-65% [CI 37-75%] in ITNs using only residual material from standard liquid cytology fine-needle aspiration (FNA). Sensitivity was highest (80%; [CI 63-92%]) in the American Thyroid Association (ATA) intermediate-suspicion ultrasound category, and lowest (46%; [CI 19-75%]) in the ATA high-suspicion ultrasound category. Following implementation of molecular testing, diagnostic yield increased by 14% (p = 0.2442) and repeat FNAs decreased by 24% (p = 0.05). Mutation was the primary reason for surgery in 76% of resected, mutation-positive patients. High-risk mutations were associated with a 58% (p = 0.0001) shorter wait for surgery. Twenty-six percent of patients with a negative molecular test result underwent surgery. Multivariable regression highlighted molecular testing and USMR as significantly associated with malignancy. Conclusions: Molecular testing improves preoperative risk stratification but requires further stratification for intermediate-risk mutations. Incorporation of clinical factors (especially USMR) with molecular testing may increase the sensitivity for detection of malignancy. Introduction of molecular testing offers some clinical benefits even in a low resection rate setting, and directly influences surgical decision-making. This study illustrates the importance of the local diagnostic pathway in ensuring appropriate integrated use of molecular testing for best outcomes.
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Affiliation(s)
- Paul Stewardson
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Markus Eszlinger
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Jiahui Wu
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Moosa Khalil
- Alberta Precision Laboratories, Department of Pathology and Laboratory Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Adrian Box
- Alberta Precision Laboratories, Department of Pathology and Laboratory Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Marco Perizzolo
- Alberta Precision Laboratories, Department of Pathology and Laboratory Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Zoya Punjwani
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Bjoern Ziehr
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Ratna Sanyal
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Douglas J Demetrick
- Alberta Precision Laboratories, Department of Pathology and Laboratory Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
| | - Ralf Paschke
- Arnie Charbonneau Cancer Institute, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Canada
- Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, Canada
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Raghunathan R, Praw SS, Livhits M. Molecular testing for indeterminate thyroid nodules: past, present, and future. Curr Opin Endocrinol Diabetes Obes 2023; 30:231-237. [PMID: 37530703 DOI: 10.1097/med.0000000000000829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/03/2023]
Abstract
PURPOSE OF REVIEW To examine the origin, current progress, and future directions of molecular testing in indeterminate Bethesda III and Bethesda IV thyroid nodules. RECENT FINDINGS The diagnostic performance of current genomic tests shows improved benign call rates, specificity and positive-predictive values over prior test versions. The choice of test platform for clinical use should consider test performance, institutional rate of malignancy, nodule cytology and the potential for prognostication to help guide decision-making. Current challenges include test reliability, defining the optimal duration of surveillance, and improving test performance in challenging cytology, such as oncocytic nodules and NIFTP. Opportunities also remain to optimize cost-effectiveness across multiple clinical and practice settings and to refine the use of molecular testing for dynamic risk stratification, such as with BRAF V600E mutation testing. SUMMARY Molecular testing of indeterminate thyroid nodules has helped to reduce the burden of diagnostic surgery, associated healthcare costs, and potential complications. Current-generation tests have demonstrated improvement in diagnostic performance, but challenges remain in improving test performance and refining the scope of testing in care. Decision-making for the management of indeterminate thyroid nodules should consider cytology, clinical and sonographic features, patient values and preferences and molecular testing results, whenever available.
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Affiliation(s)
| | - Stephanie Smooke Praw
- Division of Endocrinology, Diabetes & Metabolism, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
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Liu JB, Baugh KA, Ramonell K, McCoy KL, Karslioglu-French E, Morariu EM, Ohori NP, Nikiforova MN, Nikiforov YE, Carty SE, Yip L. Molecular Testing Predicts Incomplete Response to Initial Therapy in Differentiated Thyroid Carcinoma without Lateral Neck or Distant Metastasis at Presentation: Retrospective Cohort Study. Thyroid 2023. [PMID: 36974361 DOI: 10.1089/thy.2023.0060] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
Abstract
BACKGROUND Molecular testing (MT) is emerging as a potential prognostic factor that can be available before treatment of differentiated thyroid carcinoma begins. Among patients eligible for either lobectomy or total thyroidectomy as their initial therapy, our study aim was to assess (1) if conventionally available preoperative factors are associated with incomplete response to initial therapy, and (2) if molecular testing (MT) results can be a surrogate for the ATA Risk Stratification System (RSS) to estimate risk of recurrence. METHODS The data of consecutive thyroid cancer patients without preoperative lateral neck disease or distant metastasis who underwent index thyroidectomy between November 1, 2017 and October 31, 2021 were reviewed. Logistic regression models including preoperative variables such as MT and/or the postoperatively available RSS were constructed to predict disease recurrence, either structural or biochemical. Model discrimination using the c-statistic and goodness-of-fit were compared. RESULTS Among 945 patients studied, 50 (5.2%) recurred with 18-month median follow up. Recurrences were detected in 17 (2.9%), 20 (6.7%), and 13 (22.8%) patients with RSS-Low, -Intermediate, and -High cancers, respectively (p<0.001). In multivariable analysis, only tumor size was associated with recurrence (OR 1.3, 95% CI 1.1-1.5). In a different model analyzing 440 (46.6%) patients with available MT results, recurrence was associated with both larger tumor size (OR 1.4, 95% CI 1.1-1.8) and MT results (p<0.001). Including MT improved the c-statistic by 27%, which was statistically no different than the model incorporating only the RSS (p=0.15). CONCLUSIONS Disease recurrence was observed across all ATA RSS categories in short-term follow-up, and tumor size was the only conventional preoperative factor associated with recurrence. When MT results were incorporated, they not only improved predictive ability beyond tumor size alone, but also yielded similar ability as the gold standard ATA RSS. Thus, MT results might aid the development of novel preoperative risk stratification algorithms.
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Affiliation(s)
- Jason B Liu
- Brigham and Women's Hospital, 1861, Surgery , 75 Francis St. CA-3, Boston, Massachusetts, United States, 02115-6195;
| | - Katherine A Baugh
- University of Pittsburgh, 6614, Surgery, Pittsburgh, Pennsylvania, United States;
| | - Kimberly Ramonell
- University of Pittsburgh, 6614, Pittsburgh, Pennsylvania, United States;
| | - Kelly L McCoy
- University of Pittsburgh, 6614, Surgery, Pittsburgh, Pennsylvania, United States;
| | - Esra Karslioglu-French
- University of Pittsburgh School of Medicine, 12317, Medicine, Falk Medical Building, 3601 5th Ave, Pittsburgh, Pennsylvania, United States, 15213;
| | - Elena Madalina Morariu
- University of Pittsburgh Medical Center, 6595, Endocrinology, 3601 Fifth Ave, Ste 300, Pittsburgh, Pittsburgh, Pennsylvania, United States, 15213;
| | - N Paul Ohori
- University of Pittsburgh, 6614, Pathology, Pittsburgh, Pennsylvania, United States;
| | - Marina N Nikiforova
- University of Pittsburg Medical Center, Pathology, 200 Lothrop Street, Pittsburgh, United States, 15213;
| | - Yuri E Nikiforov
- University of Pittsburgh School of Medicine, 12317, Department of Pathology, 3477 Euler Way, CLB Room 8031, Pittsburgh, Pennsylvania, United States, 15261;
| | - Sally E Carty
- University of Pittsburgh, Surgery, Division of Endocrine Surgery, 101 Kaufmann, 3471 Fifth Avenue, Pittsburgh, United States, 15213
- United States;
| | - Linwah Yip
- University of Pittsburgh, Surgery, 3471 Fifth Ave, Kaufmann Building, Suite 101, Pittsburgh, Pennsylvania, United States, 15213;
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Singh Ospina N, Brito JP. Novel assessment of epigenetic imprinting biomarkers for the diagnosis of thyroid nodules. Nat Rev Clin Oncol 2023; 20:139-140. [PMID: 36646815 PMCID: PMC10102957 DOI: 10.1038/s41571-022-00720-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Caring for individuals with thyroid nodules requires accurate estimation of their risk of thyroid cancer; however, available diagnostic tools offer only imprecise estimates. Novel biomarkers might help to clarify thyroid cancer risk and facilitate more-accurate diagnostic decision-making, although limitations in this area continue to exist.
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Affiliation(s)
- Naykky Singh Ospina
- Division of Endocrinology, Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Juan P Brito
- Division of Endocrinology, Department of Medicine, Mayo Clinic, Rochester, MN, USA.
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Valderrabano P, Eszlinger M, Stewardson P, Paschke R. Clinical value of molecular markers as diagnostic and prognostic tools to guide treatment of thyroid cancer. Clin Endocrinol (Oxf) 2023; 98:753-762. [PMID: 36715016 DOI: 10.1111/cen.14882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Revised: 11/21/2022] [Accepted: 01/27/2023] [Indexed: 01/31/2023]
Abstract
OBJECTIVE Advances in our understanding of the molecular biology of thyroid tumours is being rapidly translated into their clinical management. This review summarizes the current use of molecular testing in thyroid tumours, focusing on their usefulness as diagnostic and prognostic tools to guide treatment with consideration of present limitations. DESIGN Considerations about molecular testing applications for the diagnosis and treatment of thyroid tumours are divided into four sections/roles: (1) evaluating cytologically indeterminate thyroid nodules; (2) guiding extent of surgery in indeterminate thyroid nodules; (3) completing histological characterization of thyroid tumours and (4) identifying actionable mutations in advanced progressive thyroid cancers. RESULTS Genomic testing can improve the presurgical malignancy risk assessment in indeterminate thyroid nodules. However, a prior in-depth analysis of institutional quality and outcomes of sonographical, cytological and histological characterization of thyroid tumours is necessary. Presently, it remains uncertain whether knowing the molecular profile of a cytologically indeterminate thyroid nodule might be advantageous to modify the extent of initial surgery. Molecular characterization of thyroid tumours can be a valuable adjunct to morphological diagnosis in some challenging cases, such as in low-risk follicular cell-derived neoplasms, or rare tumours. Finally, as selective kinase inhibitors are available, molecular testing in locally advanced/metastatic progressive thyroid cancers should also be integrated into the institutional clinical management pathway to improve outcomes and limit toxicity. CONCLUSIONS Molecular testing needs to be implemented into the local evidence-based clinical management thyroid nodule/cancer pathways to improve its diagnostic and prognostic value and to optimize cost-effectiveness.
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Affiliation(s)
- Pablo Valderrabano
- Department of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, IRYCIS, Madrid, Spain
| | - Markus Eszlinger
- Department of Oncology and Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Institute of Pathology, University Hospital Halle (Saale), Halle (Saale), Germany
| | - Paul Stewardson
- Department of Medical Science and Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Ralf Paschke
- Departments of Medicine, Oncology, Pathology and Laboratory Medicine, Biochemistry and Molecular Biology, and Arnie Charbonneau Cancer Institute, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
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