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Luvhengo TE, Moeng MS, Sishuba NT, Makgoka M, Jonas L, Mamathuntsha TG, Mbambo T, Kagodora SB, Dlamini Z. Holomics and Artificial Intelligence-Driven Precision Oncology for Medullary Thyroid Carcinoma: Addressing Challenges of a Rare and Aggressive Disease. Cancers (Basel) 2024; 16:3469. [PMID: 39456563 PMCID: PMC11505703 DOI: 10.3390/cancers16203469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2024] [Revised: 10/09/2024] [Accepted: 10/10/2024] [Indexed: 10/28/2024] Open
Abstract
Background/Objective: Medullary thyroid carcinoma (MTC) is a rare yet aggressive form of thyroid cancer comprising a disproportionate share of thyroid cancer-related mortalities, despite its low prevalence. MTC differs from other differentiated thyroid malignancies due to its heterogeneous nature, presenting complexities in both hereditary and sporadic cases. Traditional management guidelines, which are designed primarily for papillary thyroid carcinoma (PTC), fall short in providing the individualized care required for patients with MTC. In recent years, the sheer volume of data generated from clinical evaluations, radiological imaging, pathological assessments, genetic mutations, and immunological profiles has made it humanly impossible for clinicians to simultaneously analyze and integrate these diverse data streams effectively. This data deluge necessitates the adoption of advanced technologies to assist in decision-making processes. Holomics, which is an integrated approach that combines various omics technologies, along with artificial intelligence (AI), emerges as a powerful solution to address these challenges. Methods: This article reviews how AI-driven precision oncology can enhance the diagnostic workup, staging, risk stratification, management, and follow-up care of patients with MTC by processing vast amounts of complex data quickly and accurately. Articles published in English language and indexed in Pubmed were searched. Results: AI algorithms can identify patterns and correlations that may not be apparent to human clinicians, thereby improving the precision of personalized treatment plans. Moreover, the implementation of AI in the management of MTC enables the collation and synthesis of clinical experiences from across the globe, facilitating a more comprehensive understanding of the disease and its treatment outcomes. Conclusions: The integration of holomics and AI in the management of patients with MTC represents a significant advancement in precision oncology. This innovative approach not only addresses the complexities of a rare and aggressive disease but also paves the way for global collaboration and equitable healthcare solutions, ultimately transforming the landscape of treatment and care of patients with MTC. By leveraging AI and holomics, we can strive toward making personalized healthcare accessible to every individual, regardless of their economic status, thereby improving overall survival rates and quality of life for MTC patients worldwide. This global approach aligns with the United Nations Sustainable Development Goal 3, which aims to ensure healthy lives and promote well-being at all ages.
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Affiliation(s)
| | - Maeyane Stephens Moeng
- Department of Surgery, University of the Witwatersrand, Johannesburg 2193, South Africa; (M.S.M.); (N.T.S.)
| | - Nosisa Thabile Sishuba
- Department of Surgery, University of the Witwatersrand, Johannesburg 2193, South Africa; (M.S.M.); (N.T.S.)
| | - Malose Makgoka
- Department of Surgery, University of Pretoria, Pretoria 0002, South Africa;
| | - Lusanda Jonas
- Department of Surgery, University of Limpopo, Mankweng 4062, South Africa; (L.J.); (T.G.M.)
| | | | - Thandanani Mbambo
- Department of Surgery, University of KwaZulu-Natal, Durban 2025, South Africa;
| | | | - Zodwa Dlamini
- SAMRC Precision Oncology Research Unit (PORU), DSI/NRF SARChI, Precision Oncology and Cancer Prevention (POCP), University of Pretoria, Pretoria 0028, South Africa;
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Nishino M. Cytologic risk stratification of medullary thyroid carcinoma: Does it make the grade? Cancer Cytopathol 2024; 132:209-211. [PMID: 38306309 DOI: 10.1002/cncy.22799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2024]
Abstract
Recent efforts to develop a histologic grading system for medullary thyroid carcinoma is gaining broad acceptance. How well do these grading parameters translate to cytology specimens?
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Affiliation(s)
- Michiya Nishino
- Department of Pathology, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts, USA
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3
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Macvanin MT, Gluvic ZM, Zaric BL, Essack M, Gao X, Isenovic ER. New biomarkers: prospect for diagnosis and monitoring of thyroid disease. Front Endocrinol (Lausanne) 2023; 14:1218320. [PMID: 37547301 PMCID: PMC10401601 DOI: 10.3389/fendo.2023.1218320] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Accepted: 07/03/2023] [Indexed: 08/08/2023] Open
Abstract
After the metabolic syndrome and its components, thyroid disorders represent the most common endocrine disorders, with increasing prevalence in the last two decades. Thyroid dysfunctions are distinguished by hyperthyroidism, hypothyroidism, or inflammation (thyroiditis) of the thyroid gland, in addition to the presence of thyroid nodules that can be benign or malignant. Thyroid cancer is typically detected via an ultrasound (US)-guided fine-needle aspiration biopsy (FNAB) and cytological examination of the specimen. This approach has significant limitations due to the small sample size and inability to characterize follicular lesions adequately. Due to the rapid advancement of high-throughput molecular biology techniques, it is now possible to identify new biomarkers for thyroid neoplasms that can supplement traditional imaging modalities in postoperative surveillance and aid in the preoperative cytology examination of indeterminate or follicular lesions. Here, we review current knowledge regarding biomarkers that have been reliable in detecting thyroid neoplasms, making them valuable tools for assessing the efficacy of surgical procedures or adjunctive treatment after surgery. We are particularly interested in providing an up-to-date and systematic review of emerging biomarkers, such as mRNA and non-coding RNAs, that can potentially detect thyroid neoplasms in clinical settings. We discuss evidence for miRNA, lncRNA and circRNA dysregulation in several thyroid neoplasms and assess their potential for use as diagnostic and prognostic biomarkers.
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Affiliation(s)
- Mirjana T. Macvanin
- Department of Radiobiology and Molecular Genetics, VINČA Institute of Nuclear Sciences - National Institute of the Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Zoran M. Gluvic
- Clinic for Internal Medicine, Department of Endocrinology and Diabetes, Zemun Clinical Hospital, Faculty of Medicine, University of Belgrade, Belgrade, Serbia
| | - Bozidarka L. Zaric
- Department of Radiobiology and Molecular Genetics, VINČA Institute of Nuclear Sciences - National Institute of the Republic of Serbia, University of Belgrade, Belgrade, Serbia
| | - Magbubah Essack
- Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division (CEMSE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
- Computational Bioscience Research Center (CBRC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Xin Gao
- Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division (CEMSE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
- Computational Bioscience Research Center (CBRC), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Esma R. Isenovic
- Department of Radiobiology and Molecular Genetics, VINČA Institute of Nuclear Sciences - National Institute of the Republic of Serbia, University of Belgrade, Belgrade, Serbia
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Alzumaili B, Sadow PM. Update on Molecular Diagnostics in Thyroid Pathology: A Review. Genes (Basel) 2023; 14:1314. [PMID: 37510219 PMCID: PMC10379610 DOI: 10.3390/genes14071314] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 06/13/2023] [Accepted: 06/19/2023] [Indexed: 07/30/2023] Open
Abstract
Thyroid nodules are quite common, and the determination of a nodule of concern is complex, involving serum testing, radiology and, in some cases, pathological evaluation. For those nodules that raise clinical concern of neoplasia, fine needle aspiration biopsy is the gold standard for evaluation; however, in up to 30% of cases, results are indeterminate for malignancy, and further testing is needed. Advances in molecular testing have shown it to be of benefit for both diagnostic and prognostic purposes, and its use has become an integral part of thyroid cancer management in the United States and in several global nations. After The Cancer Genome Atlas (TCGA) consortium published its molecular landscape of papillary thyroid carcinoma (PTC) and reduced the "black matter" in PTC from 25% to 3.5%, further work ensued to clarify the remaining fraction not neatly attributed to the BRAFV600E-like or RAS-like phenotypes of the TCGA. Over the past decade, commercial molecular platforms have been refined as data accrues, and they increasingly cover most genetic variants of thyroid carcinomas. Molecular reporting focuses on the nodule tested, including related clinical information for that nodule (size of nodule, Bethesda category, etc.). This results in a comprehensive report to physicians that may also include patient-directed, clear language that facilitates conversations about nodule management. In cases of advanced or recurrent disease, molecular testing may become essential for devising an individual therapeutic plan. In this review, we focus on the evolution of integrated molecular testing in thyroid nodules, and how our understanding of tumor genetics, combined with histopathology, is driving the next generation of rational patient management, particularly in the context of emerging small, targetable therapeutics.
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Affiliation(s)
- Bayan Alzumaili
- Departments of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
| | - Peter M Sadow
- Departments of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA
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Lukyanov SA, Sergiyko SV, Titov SE, Beltsevich DG, Veryaskina YA, Vanushko VE, Urusova LS, Mikheenkov AA, Kozorezova ES, Vorobyov SL, Sleptsov IV. New Opportunities for Preoperative Diagnosis of Medullary Thyroid Carcinoma. Biomedicines 2023; 11:biomedicines11051473. [PMID: 37239145 DOI: 10.3390/biomedicines11051473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 05/05/2023] [Accepted: 05/17/2023] [Indexed: 05/28/2023] Open
Abstract
The preoperative diagnostics of medullary thyroid carcinoma (MTC), including the measuring of the blood calcitonin level, has a number of limitations. Particular focus has recently been placed on the role of miRNAs in the development of various malignant tumors; a comparative analysis of accuracy of the existing methods for MTC diagnosis with a novel diagnosis method, evaluation of the miRNA-375 expression level, was performed in this study. The expression level of miRNA-375 in cytology samples from 555 patients with the known histological diagnosis, including 41 patients with confirmed postoperative diagnosis of MTC, was assessed. The diagnostic parameters of the basal calcitonin level, calcitonin in wash-out fluid from the FNAB needle, and miRNA-375 were compared. An assessment of the miRNA-375 expression level made it possible to detect all the MTC samples with a 100% accuracy among all the 555 cytology specimens, as well as in non-informative FNAB specimens, and specimens from the ipsilateral thyroid lobe. Parameters such as sensitivity, specificity, PPV, and NPV were 100%. The miRNA-375 level, unlike calcitonin, does not correlate with tumor volume, so it does not have the so-called "gray zone". An assessment of the miRNA-375 expression allows one to accurately distinguish MTC from other malignant and benign thyroid tumors.
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Affiliation(s)
- Sergei A Lukyanov
- Department of General Surgery, South Ural State Medical University, 454092 Chelyabinsk, Russia
| | - Sergei V Sergiyko
- Department of General Surgery, South Ural State Medical University, 454092 Chelyabinsk, Russia
| | - Sergei E Titov
- Laboratory of Molecular Genetics, Department of the Structure and Function of Chromosomes, Institute of Molecular and Cellular Biology, SB RAS, 630090 Novosibirsk, Russia
- AO Vector-Best, 630117 Novosibirsk, Russia
- Department of Natural Sciences, Novosibirsk State University, 630090 Novosibirsk, Russia
| | - Dmitry G Beltsevich
- Department of Surgery, National Medical Research Center for Endocrinology, 115478 Moscow, Russia
| | - Yulia A Veryaskina
- Laboratory of Gene Engineering, Institute of Cytology and Genetics, SB RAS, 630090 Novosibirsk, Russia
| | - Vladimir E Vanushko
- Department of Surgery, National Medical Research Center for Endocrinology, 115478 Moscow, Russia
| | - Liliya S Urusova
- Department of Surgery, National Medical Research Center for Endocrinology, 115478 Moscow, Russia
| | - Alexander A Mikheenkov
- Department of Surgery, National Medical Research Center for Endocrinology, 115478 Moscow, Russia
| | - Evgeniya S Kozorezova
- Department of Cytopathology, National Center for Clinical Morphological Diagnostics, 192071 Saint Petersburg, Russia
| | - Sergey L Vorobyov
- Department of Cytopathology, National Center for Clinical Morphological Diagnostics, 192071 Saint Petersburg, Russia
| | - Ilya V Sleptsov
- Department of Endocrinology and Endocrine Surgery, Saint Petersburg State University N.I. Pirogov Clinic of High Medical Technologies, 190121 Saint Petersburg, Russia
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Patel J, Klopper J, Cottrill EE. Molecular diagnostics in the evaluation of thyroid nodules: Current use and prospective opportunities. Front Endocrinol (Lausanne) 2023; 14:1101410. [PMID: 36909304 PMCID: PMC9999006 DOI: 10.3389/fendo.2023.1101410] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 02/06/2023] [Indexed: 03/14/2023] Open
Abstract
Thyroid cancer is the most common endocrine malignancy with an estimated 43,800 new cases to be diagnosed in 2022 and representing the 7th most common cancer in women. While thyroid nodules are very common, being identified in over 60% of randomly selected adults, only 5-15% of thyroid nodules harbor thyroid malignancy. Therefore, it is incumbent upon physicians to detect and treat thyroid malignancies as is clinically appropriate and avoid unnecessary invasive procedures in patients with benign asymptomatic lesions. Over the last 15-20 years, rapid advances have been made in cytomolecular testing to aid in thyroid nodule management. Initially, indeterminate thyroid nodules, those with Bethesda III or IV cytology and approximately a 10-40% risk of malignancy, were studied to assess benignity or malignancy. More recently, next generation sequencing and micro-RNA technology platforms have refined the diagnostic capacity of thyroid nodule molecular testing and have introduced opportunities to glean prognostic information from both cytologically indeterminate and malignant thyroid nodules. Therefore, clinicians can move beyond determination of malignancy, and utilize contemporary molecular information to aid in decisions such as extent of surgery and post-therapy monitoring plans. Future opportunities include molecularly derived information about tumor behavior, neo-adjuvant treatment opportunities and response to thyroid cancer therapies.
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Affiliation(s)
- Jena Patel
- Department of Otolaryngology – Head & Neck Surgery, Thomas Jefferson University Hospital, Sidney Kimmel Medical College, Philadelphia, PA, United States
| | - Joshua Klopper
- Department of Medical Affairs, Veracyte, San Francisco, CA, United States
| | - Elizabeth E. Cottrill
- Department of Otolaryngology – Head & Neck Surgery, Thomas Jefferson University Hospital, Sidney Kimmel Medical College, Philadelphia, PA, United States
- *Correspondence: Elizabeth E. Cottrill,
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Follicular Neoplasm of Thyroid Revisited: Current Differential Diagnosis and the Impact of Molecular Testing. Adv Anat Pathol 2023; 30:11-23. [PMID: 36102526 DOI: 10.1097/pap.0000000000000368] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The diagnosis of "follicular neoplasm" (FN) in thyroid cytopathology has a long history that originated not long after the practice of fine-needle aspiration (FNA) of thyroid nodules. From the outset, this interpretive category was intended to convey a set of differential diagnoses rather than a precise diagnosis, as key diagnostic features, such as capsular and vascular invasion, were not detectable on cytology preparations. Cytologic-histologic correlation studies over the past several decades have shown that FN interpretation can be applied to the spectrum of nonneoplastic tumors to carcinomas. Most tumors classified as FN include follicular adenoma, follicular carcinoma, noninvasive follicular thyroid tumor with papillary-like nuclear features, and follicular variant of papillary thyroid carcinoma. Less common entities that may be classified as FN on FNA include hyalinizing trabecular tumor (HTT), poorly differentiated thyroid carcinoma, medullary carcinoma, and nonthyroidal lesions such as parathyroid tissue, paraganglioma, and metastatic tumors. Advances in our ability to detect characteristic molecular alterations (eg, GLIS gene rearrangements for hyalinizing trabecular tumor) in FNA samples may assist in the identification of some of these entities. In this review, we summarize the pathophysiology, history, and evolution of the terminology and the current differential diagnosis according to the recently published 2022 World Health Organization classification, molecular testing, and management of nodules classified as FN.
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Finkelstein SD, Sistrunk JW, Malchoff C, Thompson DV, Kumar G, Timmaraju VA, Repko B, Mireskandari A, Evoy-Goodman LA, Massoll NA, Lupo MA. A Retrospective Evaluation of the Diagnostic Performance of an Interdependent Pairwise MicroRNA Expression Analysis with a Mutation Panel in Indeterminate Thyroid Nodules. Thyroid 2022; 32:1362-1371. [PMID: 35943886 PMCID: PMC9700378 DOI: 10.1089/thy.2022.0124] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Background: The addition of genetic analysis to the evaluation of thyroid nodule fine-needle aspiration biopsy samples improves diagnostic accuracy of cytologically indeterminate thyroid nodules (ITNs) with Bethesda III or IV cytopathology. We previously reported the performance of a multiplatform molecular test, referred to in this study as MPTXv1, that includes a mutation panel (ThyGeNEXT®) plus an algorithmic microRNA (miRNA) risk classifier (ThyraMIR®). Complex interactions of growth-promoting and -suppressing miRNAs affect the phenotype. We previously demonstrated that accounting for these interactions with pairwise miRNA expression analysis improves the diagnosis of medullary thyroid carcinoma. In this study, we assess the impact of pairwise miRNA expression analysis on risk stratification of ITNs. Methods: Pairwise expression analysis of 11 miRNAs was performed on a training cohort of histopathology-proven benign nodules (n = 50) to define the mean and standard deviation of each pairwise analysis and create a Benign/Malignant Profiler (MPTXv2), deviations from which predicted the malignancy risk. Clinical validation of MPTXv2 was assessed using a cohort of 178 ITN (Bethesda III and IV) samples from a multicentered, blinded retrospective study, previously evaluated by MPTXv1. Results: Compared with MPTXv1, MPTXv2 significantly improved the test performance. The receiver operating characteristic (ROC) areas under the curve (AUC) increased from 0.85 to 0.97 (p < 0.001), and the diagnostic accuracy at the positive threshold increased significantly (p < 0.05) from 83% [95% confidence interval (CI) = 76-88] to 93% [CI = 89-96]. The significant improvement in the ROC AUC and the diagnostic accuracy was due to a strong statistical trend for improvement in specificity at the positive threshold. At the positive threshold, the specificity for MPTXv1 was 90% [CI = 84-95] and improved to 98% [CI = 94-99] for MPTXv2. Using the MPTXv2, the Moderate-Risk cohort decreased from 50 samples (28% of the cohort) to 24 samples (13% of the cohort). This 52% decrease is statistically significant (p < 0.001) and clinically meaningful. Conclusion: As compared with MPTXv1, pairwise miRNA expression analysis used in MPTXv2 significantly improved the diagnostic accuracy of ITN risk stratification and reduced the size of the Moderate-Risk group. Prospective trials are indicated to confirm these findings in a clinical practice setting.
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Affiliation(s)
- Sydney D. Finkelstein
- Interpace Diagnostics, Parsippany, New Jersey, USA
- Address correspondence to: Sydney D. Finkelstein, MD, Interpace Diagnostics, 300 Interpace Parkway, Parsippany, NJ 07054, USA
| | | | - Carl Malchoff
- UConn Health, Neag Comprehensive Cancer Center, Farmington, Connecticut, USA
| | | | | | | | | | | | | | - Nicole A. Massoll
- University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Mark A. Lupo
- Thyroid and Endocrine Center of Florida, Sarasota, Florida, USA
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López-Camarillo C, Slaby O, Silva-Cázares MB. Editorial: Strategic molecular biomarkers and microRNAs in cancer. Front Oncol 2022; 12:1031349. [PMID: 36313649 PMCID: PMC9598417 DOI: 10.3389/fonc.2022.1031349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 09/28/2022] [Indexed: 11/20/2022] Open
Affiliation(s)
- César López-Camarillo
- Posgrado en Ciencias Genómicas, Universidad Autónoma de la Ciudad de México, Ciudad de Mexico, Mexico
| | - Ondrej Slaby
- Molecular Oncology II-Solid Cancer Central European Institute of Technology, Brno, Czechia
| | - Macrina Beatriz Silva-Cázares
- Coordinación Académica Región Altiplano, Universidad Autónoma de San Luis Potosí, Matehuala, Mexico
- *Correspondence: Macrina Beatriz Silva-Cázares,
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Update on the Diagnosis and Management of Medullary Thyroid Cancer: What Has Changed in Recent Years? Cancers (Basel) 2022; 14:cancers14153643. [PMID: 35892901 PMCID: PMC9332800 DOI: 10.3390/cancers14153643] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Revised: 07/19/2022] [Accepted: 07/25/2022] [Indexed: 12/10/2022] Open
Abstract
Medullary thyroid carcinoma (MTC) is a neoplasm originating from parafollicular C cells. MTC is a rare disease, but its prognosis is less favorable than that of well-differentiated thyroid cancers. To improve the prognosis of patients with MTC, early diagnosis and prompt therapeutic management are crucial. In the following paper, recent advances in laboratory and imaging diagnostics and also pharmacological and surgical therapies of MTC are discussed. Currently, a thriving direction of development for laboratory diagnostics is immunohistochemistry. The primary imaging modality in the diagnosis of MTC is the ultrasound, but opportunities for development are seen primarily in nuclear medicine techniques. Surgical management is the primary method of treating MTCs. There are numerous publications concerning the stratification of particular lymph node compartments for removal. With the introduction of more effective methods of intraoperative parathyroid identification, the complication rate of surgical treatment may be reduced. The currently used pharmacotherapy is characterized by high toxicity. Moreover, the main limitation of current pharmacotherapy is the development of drug resistance. Currently, there is ongoing research on the use of tyrosine kinase inhibitors (TKIs), highly specific RET inhibitors, radiotherapy and immunotherapy. These new therapies may improve the prognosis of patients with MTCs.
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Lutsenko A, Belaya Z, Nikitin A, Solodovnikov A, Lapshina A, Koshkin P, Vorontsova M, Rozhinskaya L, Melnichenko G, Dedov I. Circulating Plasma MicroRNA in Patients With Active Acromegaly. J Clin Endocrinol Metab 2022; 107:500-511. [PMID: 34550352 DOI: 10.1210/clinem/dgab695] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Indexed: 01/08/2023]
Abstract
CONTEXT Excessive production of growth hormone causes marked multiorgan changes in patients with acromegaly, which may involve epigenetic mechanisms. OBJECTIVE To evaluate differences in circulating microRNAs (miRNAs) associated with chronic growth hormone overproduction in adults. DESIGN AND SETTING A cross-sectional case-control study was conducted at a tertiary medical center. PARTICIPANTS We enrolled 12 consecutive patients with acromegaly along with 12 age- and sex-matched controls in the discovery phase of the study and then extended this cohort to 47 patients with acromegaly and 28 healthy controls for the validation study. MAIN OUTCOME MEASURES Plasma miRNAs were quantified by next-generation sequencing (NGS) in the discovery phase. Levels of selected miRNAs were validated on extended cohorts using reverse transcription quantitative polymerase chain reaction (RT-qPCR), compared between groups, and correlated with clinical parameters. RESULTS Based on NGS data, we selected 3 plasma miRNAs downregulated in patients with acromegaly compared to healthy controls: miR-4446-3p -1.317 (P = 0.001), miR-215-5p -3.040 (P = 0.005), and miR-342-5p -1.875 (P = 0.013) without multiplicity correction for all 3 miRNAs. These results were confirmed by RT-qPCR in the validation phase for 2 miRNAs out of 3: miR-4446-3p (P < 0.001, Padjusted < 0.001), area under the receiver-operator curve (AUC) 0.862 (95% CI 0.723-0.936; P < 0.001) and miR-215-5p (P < 0.001, Padjusted < 0.001), AUC 0.829 (95% CI 0.698-0.907; P < 0.001) to differentiate patients with acromegaly from healthy controls. CONCLUSIONS In a 2-phase experiment using 2 different techniques we found and validated the downregulation of plasma miR-4446-3p and miR-215-5p in patients with acromegaly compared to healthy subjects, which makes them promising biomarkers for further research.
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Affiliation(s)
- Alexander Lutsenko
- Department of Neuroendocrinology and Bone Diseases, Endocrinology Research Centre, Moscow, Russia
| | - Zhanna Belaya
- Department of Neuroendocrinology and Bone Diseases, Endocrinology Research Centre, Moscow, Russia
| | - Alexey Nikitin
- Genetics Laboratory, Federal Research and Clinical Center FMBA of Russia, Moscow, Russia
| | - Alexander Solodovnikov
- Department of Preventive and Family Medicine, Ural State Medical University, Yekaterinburg, Russia
| | - Anastasia Lapshina
- Department of Fundamental Pathomorphology, Endocrinology Research Centre, Moscow, Russia
| | - Philipp Koshkin
- Laboratory of Molecular Pathology, Center of Medical Genetics (Genomed), Moscow, Russia
| | - Maria Vorontsova
- Laboratory of Molecular Endocrinology, Institute for Regenerative medicine, Lomonosov Moscow State University, Moscow, Russia
- Institute of Paediatric Endocrinology, Endocrinology Research Centre, Moscow, Russia
| | - Liudmila Rozhinskaya
- Department of Neuroendocrinology and Bone Diseases, Endocrinology Research Centre, Moscow, Russia
| | - Galina Melnichenko
- Institute of Clinical Endocrinology, Endocrinology Research Centre, Moscow, Russia
| | - Ivan Dedov
- Department of Neuroendocrinology and Bone Diseases, Endocrinology Research Centre, Moscow, Russia
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12
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Gilani SM, Abi-Raad R, Garritano J, Cai G, Prasad ML, Adeniran AJ. RAS mutation and associated risk of malignancy in the thyroid gland: An FNA study with cytology-histology correlation. Cancer Cytopathol 2021; 130:284-293. [PMID: 34847284 DOI: 10.1002/cncy.22537] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 11/08/2021] [Accepted: 11/10/2021] [Indexed: 11/09/2022]
Abstract
BACKGROUND Activating point mutations of the RAS gene (NRAS, HRAS, and KRAS) can be seen in benign and malignant thyroid tumors; among these, NRAS mutations are more commonly seen. This study was conducted to evaluate the thyroid risk of malignancy (ROM) associated with RAS mutations in thyroid fine-needle aspiration (FNA) at the authors' institution. METHODS The authors searched their electronic database system between January 2015 and May 2021 for thyroid FNA cases with any type of RAS mutation. Molecular alterations were identified with the ThyroSeq Genomic Classifier, ThyGeNEXT (thyroid oncogene panel)/ThyraMIR (miRNA classifier), or ThyroSure gene panel. RESULTS A total of 127 cases (age, 51 ± 14 years; 100 females and 27 males) were identified, and 72 had histologic follow-up. The overall ROM associated with RAS mutations (with or without any other molecular alterations) was 29%, whereas the ROM was lower (18%) with RAS mutations only. Isolated NRAS, HRAS, and KRAS mutation-associated ROMs were 15%, 27%, and 14%, respectively. Among these RAS-mutated cases, the cases with a Bethesda category IV cytologic diagnosis had a higher ROM than the cases with a category III diagnosis (38% vs 17%). Twenty-one histologically confirmed malignant cases were mostly classified on cytology as category IV lesions (14 of 34; 41%), and the remainder were either category III (6 of 35; 17%) or V lesions (1 of 1; 100%). CONCLUSIONS This study demonstrated that the overall RAS mutation-associated ROM in thyroid FNA was intermediate (29%), and isolated HRAS mutations appeared to have a higher ROM (27%) than NRAS and KRAS mutations (15% and 14%, respectively).
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Affiliation(s)
- Syed M Gilani
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | - Rita Abi-Raad
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | - James Garritano
- Medical Scientist Training Program, Yale School of Medicine, New Haven, Connecticut.,Applied Mathematics Program, Yale University, New Haven, Connecticut
| | - Guoping Cai
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | - Manju L Prasad
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
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Abstract
PURPOSE OF REVIEW To summarize recent developments in the diagnosis and management of patients with medullary thyroid cancer (MTC), with a focus on pathogenesis, systemic therapy, and future directions. RECENT FINDINGS The addition of mutational analysis to cytological assessment of thyroid nodules has improved the diagnostic accuracy of MTC. The discovery of new genomic alterations and overexpression of certain factors allows for improved prognostication in MTC and provides potentially new therapeutic agents. New data suggest that tumor environment may be more immunogenic than previously thought in a subset of MTCs with identification of a new MTC-specific antigen leading to a revival of investigating immune-based therapy for this disease. The newly approved selective rearranged during transfection (RET0-inhibitors, selpercatinib and pralsetinib, offer promising results, and tolerability for patients with RET-mutated MTC; however, the development of resistance mechanisms may be problematic. SUMMARY MTC has witnessed remarkable advancements in recent years. Our new understanding of some of the driver mutations in MTC allows for therapeutics with more tolerable adverse event profiles. However, there is still a need for more effective treatment strategies for subsets of patients without actionable mutations and for those who develop resistance to currently available therapies.
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Affiliation(s)
- Tania Jaber
- Division of Endocrinology, Hamad Medical Corporation, Doha, Qatar
| | - Ramona Dadu
- Department of Endocrine Neoplasia and Hormonal Disorders, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Mimi I Hu
- Department of Endocrine Neoplasia and Hormonal Disorders, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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14
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Molecular Tests for Risk-Stratifying Cytologically Indeterminate Thyroid Nodules: An Overview of Commercially Available Testing Platforms in the United States. JOURNAL OF MOLECULAR PATHOLOGY 2021. [DOI: 10.3390/jmp2020014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
The past decade has witnessed significant advances in the application of molecular diagnostics for the pre-operative risk-stratification of cytologically indeterminate thyroid nodules. The tests that are currently marketed in the United States for this purpose combine aspects of tumor genotyping with gene and/or microRNA expression profiling. This review compares the general methodology and clinical validation studies for the three tests currently offered in the United States: ThyroSeq v3, Afirma GSC and Xpression Atlas, and ThyGeNEXT/ThyraMIR.
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15
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Lupo MA, Walts AE, Sistrunk JW, Massoll N, Campbell R, Jackson SA, Toney N, Narick CM, Kumar G, Mireskandari A, Finkelstein SD, Bose S. Reply to Letter to the Editor by William Gooding and Simion Chiosea: Alternate diagnostic test interpretation in a retrospective convenience cohort and clinical application of MPTX. Diagn Cytopathol 2020; 49:349-350. [PMID: 33236830 DOI: 10.1002/dc.24673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 11/12/2020] [Indexed: 11/07/2022]
Affiliation(s)
- Mark A Lupo
- Thyroid & Endocrine Center of Florida, Sarasota, FL, USA
| | - Ann E Walts
- Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | | | - Nicole Massoll
- University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Ryan Campbell
- University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | | | | | | | | | | | | | - Shikha Bose
- Cedars-Sinai Medical Center, Los Angeles, CA, USA
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16
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Ciarletto AM, Narick C, Malchoff CD, Massoll NA, Labourier E, Haugh K, Mireskandari A, Finkelstein SD, Kumar G. Analytical and clinical validation of pairwise microRNA expression analysis to identify medullary thyroid cancer in thyroid fine-needle aspiration samples. Cancer Cytopathol 2020; 129:239-249. [PMID: 33017868 PMCID: PMC7984450 DOI: 10.1002/cncy.22365] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 08/28/2020] [Accepted: 09/04/2020] [Indexed: 12/24/2022]
Abstract
Background Medullary thyroid carcinoma (MTC) is an aggressive malignancy originating from the parafollicular C cells. Preoperatively, thyroid nodule fine‐needle aspiration cytology (FNAC) and pathogenic gene mutations are definitive in approximately one‐half of cases. MicroRNAs (miRNAs) are endogenous, noncoding, single‐stranded RNAs that regulate gene expression, a characteristic that confers the potential for identifying malignancy. In the current study, the authors hypothesized that differential pairwise (diff‐pair) analysis of miRNA expression levels would reliably identify MTC in FNA samples. Methods The relative abundance of 10 different miRNAs in total nucleic acids was obtained from ThyraMIR test results. Diff‐pair analysis was performed by subtracting the critical threshold value of one miRNA from the critical threshold values of other miRNAs. Next‐generation sequencing with the ThyGeNEXT panel identified oncogenic gene alterations. The discovery cohort consisted of 30 formalin‐fixed, paraffin‐embedded benign and malignant thyroid neoplasms, including 4 cases of MTC. After analytical validation, clinical validation was performed using 3 distinct cohorts (total of 7557 specimens). Results In the discovery cohort, 9 diff‐pairs were identified as having significant power using the Kruskal‐Wallis test (P < .0001) to distinguish MTC samples from non‐MTC samples. The assay correctly classified all MTC and non‐MTC samples in the analytical validation study and in the 3 clinical validation cohorts. The overall test accuracy was 100% (95% confidence interval, 99%‐100%). In indeterminate FNAC samples, the sensitivity of the diff‐pair analysis was greater than that of the MTC‐specific mutation analysis (100% vs 25%; P = .03). Conclusions Pairwise miRNA expression analysis of ThyraMIR results were found to accurately predict MTC in thyroid FNA samples, including those with indeterminate FNAC findings. The authors have developed and validated a microRNA (miRNA) test for the detection of medullary thyroid cancer (MTC) in preoperative thyroid nodule samples. The method, based on differential pairwise analysis of miRNA expression data generated using the ThyraMIR Thyroid miRNA Classifier, accurately predicts MTC with 100% sensitivity and 100% specificity in thyroid fine‐needle aspiration biopsies.
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Affiliation(s)
- Andrea M Ciarletto
- Interpace Diagnostics Laboratory, Interpace Biosciences Inc, New Haven, Connecticut
| | - Christina Narick
- Interpace Diagnostics, Interpace Biosciences Inc, Pittsburgh, Pennsylvania, United States
| | - Carl D Malchoff
- Carole and Ray Neag Comprehensive Cancer Center, UConn Health, Farmington, Connecticut
| | - Nicole A Massoll
- Department of Pathology, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States
| | | | - Keith Haugh
- Interpace Diagnostics, Interpace Biosciences Inc, Pittsburgh, Pennsylvania, United States
| | - Alidad Mireskandari
- Interpace Diagnostics Laboratory, Interpace Biosciences Inc, New Haven, Connecticut
| | - Sydney D Finkelstein
- Interpace Diagnostics Laboratory, Interpace Biosciences Inc, New Haven, Connecticut.,Interpace Diagnostics, Interpace Biosciences Inc, Pittsburgh, Pennsylvania, United States
| | - Gyanendra Kumar
- Interpace Diagnostics Laboratory, Interpace Biosciences Inc, New Haven, Connecticut
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