Skip to main content

Advertisement

Log in

Tumor mutation burden-assisted risk stratification for papillary thyroid cancer

  • Original Article
  • Published:
Endocrine Aims and scope Submit manuscript

Abstract

Purpose

Although papillary thyroid cancer (PTC) has a low mortality rate, the rate of recurrence remains relatively high. This study aims to develop a molecular signature to predict the recurrence of PTC.

Methods

A total of 333 PTC patients’ data from The Cancer Genome Atlas (TCGA) were included. We calculated tumor mutation burden (TMB) and analyzed the mutation status of BRAF and TERT promoter.

Results

Tumor recurrence occurred in 17 of 263 cases in TMB-L patients versus 14 of 70 cases in TMB-H patients (hazard ratio [HR], 3.55; 95% confidence interval [CI], 1.75–7.21; P < 0.001). The HR for recurrence in TMB-H patients remained significant after adjustment for classical clinicopathologic factors (patient age, gender, extrathyroidal extension and lymph node metastasis). These clinical factors had no effect on recurrence rate in TMB-L patients, but had a strong adverse effect on the prognosis of TMB-H patients. Compared with TMB-L patients lacking mutation, the HR (95% CI) of recurrence for TMB-H patients with coexisting BRAF V600E and/or TERT C228/250 T mutations was 6.68 (2.41–18.57), which remained significant after adjustment for clinicopathological factors. The mutation status of BRAF V600E and TERT C228/250 T had little effect on PTC recurrence in TMB-L patients. Either of the mutation was associated with high recurrence rate in TMB-H patients.

Conclusions

The presence of BRAF V600E and/or TERT promoter mutations denotes a high risk of recurrence in TMB-H patients. This represents a powerful molecular prognostic genotype that can help predict patients with the highest risk of recurrence.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1: The effects of TMB on PTC recurrence.
Fig. 2: Kaplan-Meier survival curves of interaction of TMB-H with clinicopathologic risk factors in affecting recurrence-free probability.
Fig. 3: Kaplan-Meier analyses of impacts of TMB-H or BRAF/TERT mutations or their coexistence on recurrence-free survival.

Similar content being viewed by others

Data availability

The datasets analyzed during the current study are available in the TCGA Data Portal, [https://tcga-data.nci.nih.gov/tcga/].

References

  1. A. Jemal, F. Bray, M.M. Center, J. Ferlay, E. Ward, D. Forman, Global cancer statistics. CA Cancer J. Clin. 61, 69–90 (2011)

    Article  PubMed  Google Scholar 

  2. T. Gansler, P.A. Ganz, M. Grant, F.L. Greene, P. Johnstone, M. Mahoney, L.A. Newman, W.K. Oh, C.R. Thomas Jr., M.J. Thun, A.J. Vickers, R.C. Wender, O.W. Brawley, Sixty years of CA: a cancer journal for clinicians. CA Cancer J. Clin. 60, 345–50. (2010)

    Article  PubMed  Google Scholar 

  3. F. Pacini, M. Schlumberger, H. Dralle, R. Elisei, J.W. Smit, W. Wiersinga, T. European, Thyroid Cancer, European consensus for the management of patients with differentiated thyroid carcinoma of the follicular epithelium. Eur. J. Endocrinol. 154, 787–803 (2006)

    Article  CAS  PubMed  Google Scholar 

  4. E.L. Mazzaferri, S.M. Jhiang, Long-term impact of initial surgical and medical therapy on papillary and follicular thyroid cancer. Am. J. Med. 97, 418–428 (1994)

    Article  CAS  PubMed  Google Scholar 

  5. R.L. Brown, J.A. de Souza, E.E. Cohen, Thyroid cancer: Burden of illness and management of disease. J. Cancer 2, 193–199 (2011)

    Article  PubMed  PubMed Central  Google Scholar 

  6. R.M. Tuttle, D.W. Ball, D. Byrd, R.A. Dilawari, G.M. Doherty, Q.Y. Duh, H. Ehya, W.B. Farrar, R.I. Haddad, F. Kandeel, R.T. Kloos, P. Kopp, D.M. Lamonica, T.R. Loree, W.M. Lydiatt, J.C. McCaffrey, J.A. Olson Jr., L. Parks, J.A. Ridge, J.P. Shah, S.I. Sherman, C. Sturgeon, S.G. Waguespack, T.N. Wang, L.J. Wirth; N. National Comprehensive Cancer, Thyroid carcinoma. J. Natl. Compr. Cancer Netw. 8, 1228–1274 (2010)

    Article  Google Scholar 

  7. W.B. Carter, J.B. Tourtelot, J.G. Savell, H. Lilienfeld, New treatments and shifting paradigms in differentiated thyroid cancer management. Cancer Control 18, 96–103 (2011)

    Article  PubMed  Google Scholar 

  8. M. Xing, B.R. Haugen, M. Schlumberger, Progress in molecular-based management of differentiated thyroid cancer. Lancet 381, 1058–1069 (2013)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. M. Xing, BRAF mutation in thyroid cancer. Endocr. Relat. Cancer 12, 245–262 (2005)

    Article  CAS  PubMed  Google Scholar 

  10. A. Tanaka, M. Matsuse, V. Saenko, T. Nakao, K. Yamanouchi, C. Sakimura, H. Yano, E. Nishihara, M. Hirokawa, K. Suzuki, A. Miyauchi, S. Eguchi, K.I. Yoshiura, S. Yamashita, T. Nagayasu, N. Mitsutake, TERT mRNA Expression as a Novel Prognostic Marker in Papillary Thyroid Carcinomas. Thyroid 29, 1105–1114 (2019)

    Article  CAS  PubMed  Google Scholar 

  11. J. Sun, J. Zhang, J. Lu, J. Gao, X. Ren, L. Teng, H. Duan, Y. Lin, X. Li, B. Zhang, Z. Liang, BRAF V600E and TERT Promoter Mutations in Papillary Thyroid Carcinoma in Chinese Patients. PLoS One 11, e0153319 (2016)

    Article  PubMed  PubMed Central  Google Scholar 

  12. M. Xing, A.S. Alzahrani, K.A. Carson, Y.K. Shong, T.Y. Kim, D. Viola, R. Elisei, B. Bendlova, L. Yip, C. Mian, F. Vianello, R.M. Tuttle, E. Robenshtok, J.A. Fagin, E. Puxeddu, L. Fugazzola, A. Czarniecka, B. Jarzab, C.J. O’Neill, M.S. Sywak, A.K. Lam, G. Riesco-Eizaguirre, P. Santisteban, H. Nakayama, R. Clifton-Bligh, G. Tallini, E.H. Holt, V. Sykorova, Association between BRAF V600E mutation and recurrence of papillary thyroid cancer. J. Clin. Oncol. 33, 42–50 (2015)

    Article  PubMed  Google Scholar 

  13. M. Xing, W.H. Westra, R.P. Tufano, Y. Cohen, E. Rosenbaum, K.J. Rhoden, K.A. Carson, V. Vasko, A. Larin, G. Tallini, S. Tolaney, E.H. Holt, P. Hui, C.B. Umbricht, S. Basaria, M. Ewertz, A.P. Tufaro, J.A. Califano, M.D. Ringel, M.A. Zeiger, D. Sidransky, P.W. Ladenson, BRAF mutation predicts a poorer clinical prognosis for papillary thyroid cancer. J. Clin. Endocrinol. Metab. 90, 6373–6379 (2005)

    Article  CAS  PubMed  Google Scholar 

  14. M. Xing, BRAF V600E mutation and papillary thyroid cancer. JAMA 310, 535 (2013)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. M. Xing, A.S. Alzahrani, K.A. Carson, D. Viola, R. Elisei, B. Bendlova, L. Yip, C. Mian, F. Vianello, R.M. Tuttle, E. Robenshtok, J.A. Fagin, E. Puxeddu, L. Fugazzola, A. Czarniecka, B. Jarzab, C.J. O’Neill, M.S. Sywak, A.K. Lam, G. Riesco-Eizaguirre, P. Santisteban, H. Nakayama, R.P. Tufano, S.I. Pai, M.A. Zeiger, W.H. Westra, D.P. Clark, R. Clifton-Bligh, D. Sidransky, P.W. Ladenson, V. Sykorova, Association between BRAF V600E mutation and mortality in patients with papillary thyroid cancer. JAMA 309, 1493–1501 (2013)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. M. Xing, BRAF mutation in papillary thyroid cancer: Pathogenic role, molecular bases, and clinical implications. Endocr. Rev. 28, 742–762 (2007)

    Article  CAS  PubMed  Google Scholar 

  17. X. Liu, J. Bishop, Y. Shan, S. Pai, D. Liu, A.K. Murugan, H. Sun, A.K. El-Naggar, M. Xing, Highly prevalent TERT promoter mutations in aggressive thyroid cancers. Endocr. Relat. Cancer 20, 603–610 (2013)

    Article  PubMed  PubMed Central  Google Scholar 

  18. A.S. Alzahrani, R. Alsaadi, A.K. Murugan, B.B. Sadiq, TERT Promoter Mutations in Thyroid Cancer. Horm. Cancer 7, 165–77. (2016)

    Article  CAS  PubMed  Google Scholar 

  19. R. Liu, M. Xing, TERT promoter mutations in thyroid cancer. Endocr. Relat. Cancer 23, R143–R155 (2016)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. L. Jin, E. Chen, S. Dong, Y. Cai, X. Zhang, Y. Zhou, R. Zeng, F. Yang, C. Pan, Y. Liu, W. Wu, M. Xing, X. Zhang, O. Wang, BRAF and TERT promoter mutations in the aggressiveness of papillary thyroid carcinoma: a study of 653 patients. Oncotarget 7, 18346–18355 (2016)

    Article  PubMed  PubMed Central  Google Scholar 

  21. X. Liu, S. Qu, R. Liu, C. Sheng, X. Shi, G. Zhu, A.K. Murugan, H. Guan, H. Yu, Y. Wang, H. Sun, Z. Shan, W. Teng, M. Xing, TERT promoter mutations and their association with BRAF V600E mutation and aggressive clinicopathological characteristics of thyroid cancer. J. Clin. Endocrinol. Metab. 99, E1130–E1136 (2014)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. X. Shi, R. Liu, S. Qu, G. Zhu, J. Bishop, X. Liu, H. Sun, Z. Shan, E. Wang, Y. Luo, X. Yang, J. Zhao, J. Du, A.K. El-Naggar, W. Teng, M. Xing, Association of TERT promoter mutation 1,295,228 C>T with BRAF V600E mutation, older patient age, and distant metastasis in anaplastic thyroid cancer. J. Clin. Endocrinol. Metab. 100, E632–E637 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. A.S. Alzahrani, E. Qasem, A.K. Murugan, H.N. Al-Hindi, D. AlKhafaji, M. Almohanna, M. Xing, D. Alhomaidah, M. AlSwailem, Uncommon TERT Promoter Mutations in Pediatric Thyroid Cancer. Thyroid 26, 235–241 (2016)

    Article  CAS  PubMed  Google Scholar 

  24. S.E. Lee, T.S. Hwang, Y.L. Choi, H.S. Han, W.S. Kim, M.H. Jang, S.K. Kim, J.H. Yang, Prognostic Significance of TERT Promoter Mutations in Papillary Thyroid Carcinomas in a BRAF(V600E) Mutation-Prevalent Population. Thyroid 26, 901–910 (2016)

    Article  CAS  PubMed  Google Scholar 

  25. J.S. Bae, Y. Kim, S. Jeon, S.H. Kim, T.J. Kim, S. Lee, M.H. Kim, D.J. Lim, Y.S. Lee, C.K. Jung, Clinical utility of TERT promoter mutations and ALK rearrangement in thyroid cancer patients with a high prevalence of the BRAF V600E mutation. Diagn. Pathol. 11, 21 (2016)

    Article  PubMed  PubMed Central  Google Scholar 

  26. A.C. Insilla, A. Proietti, N. Borrelli, E. Macerola, C. Niccoli, P. Vitti, P. Miccoli, F. Basolo, TERT promoter mutations and their correlation with BRAF and RAS mutations in a consecutive cohort of 145 thyroid cancer cases. Oncol. Lett. 15, 2763–2770 (2018)

    PubMed  Google Scholar 

  27. R. Liu, J. Bishop, G. Zhu, T. Zhang, P.W. Ladenson, M. Xing, Mortality Risk Stratification by Combining BRAF V600E and TERT Promoter Mutations in Papillary Thyroid Cancer: Genetic Duet of BRAF and TERT Promoter Mutations in Thyroid Cancer Mortality. JAMA Oncol. 3, 202–208 (2017)

    Article  PubMed  Google Scholar 

  28. Y.S. Song, J.A. Lim, H. Choi, J.K. Won, J.H. Moon, S.W. Cho, K.E. Lee, Y.J. Park, K.H. Yi, D.J. Park, J.S. Seo, Prognostic effects of TERT promoter mutations are enhanced by coexistence with BRAF or RAS mutations and strengthen the risk prediction by the ATA or TNM staging system in differentiated thyroid cancer patients. Cancer 122, 1370–1379 (2016)

    Article  CAS  PubMed  Google Scholar 

  29. M. Xing, R. Liu, X. Liu, A.K. Murugan, G. Zhu, M.A. Zeiger, S. Pai, J. Bishop, BRAF V600E and TERT promoter mutations cooperatively identify the most aggressive papillary thyroid cancer with highest recurrence. J. Clin. Oncol. 32, 2718–2726 (2014)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  30. M. Matsuse, T. Yabuta, V. Saenko, M. Hirokawa, E. Nishihara, K. Suzuki, S. Yamashita, A. Miyauchi, N. Mitsutake, TERT promoter mutations and Ki-67 labeling index as a prognostic marker of papillary thyroid carcinomas: combination of two independent factors. Sci. Rep. 7, 41752 (2017)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  31. N. Cancer Genome Atlas Research, Integrated genomic characterization of papillary thyroid carcinoma. Cell 159, 676–90. (2014)

    Article  Google Scholar 

  32. N.A. Rizvi, M.D. Hellmann, A. Snyder, P. Kvistborg, V. Makarov, J.J. Havel, W. Lee, J. Yuan, P. Wong, T.S. Ho, M.L. Miller, N. Rekhtman, A.L. Moreira, F. Ibrahim, C. Bruggeman, B. Gasmi, R. Zappasodi, Y. Maeda, C. Sander, E.B. Garon, T. Merghoub, J.D. Wolchok, T.N. Schumacher, T.A. Chan, Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Science 348, 124–128 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. M.D. Hellmann, T. Nathanson, H. Rizvi, B.C. Creelan, F. Sanchez-Vega, A. Ahuja, A. Ni, J.B. Novik, L.M.B. Mangarin, M. Abu-Akeel, C. Liu, J.L. Sauter, N. Rekhtman, E. Chang, M.K. Callahan, J.E. Chaft, M.H. Voss, M. Tenet, X.M. Li, K. Covello, A. Renninger, P. Vitazka, W.J. Geese, H. Borghaei, C.M. Rudin, S.J. Antonia, C. Swanton, J. Hammerbacher, T. Merghoub, N. McGranahan, A. Snyder, J.D. Wolchok, Genomic features of response to combination immunotherapy in patients with advanced non-small-cell lung cancer. Cancer Cell 33, 843–852 e4 (2018)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  34. D.P. Carbone, M. Reck, L. Paz-Ares, B. Creelan, L. Horn, M. Steins, E. Felip, M.M. van den Heuvel, T.E. Ciuleanu, F. Badin, N. Ready, T.J.N. Hiltermann, S. Nair, R. Juergens, S. Peters, E. Minenza, J.M. Wrangle, D. Rodriguez-Abreu, H. Borghaei, G.R. Blumenschein Jr., L.C. Villaruz, L. Havel, J. Krejci, J. Corral Jaime, H. Chang, W.J. Geese, P. Bhagavatheeswaran, A.C. Chen, M.A. Socinski, I. CheckMate, First-Line Nivolumab in Stage IV or Recurrent Non-Small-Cell Lung Cancer. N. Engl. J. Med. 376, 2415–2426 (2017)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. M.D. Hellmann, T.E. Ciuleanu, A. Pluzanski, J.S. Lee, G.A. Otterson, C. Audigier-Valette, E. Minenza, H. Linardou, S. Burgers, P. Salman, H. Borghaei, S.S. Ramalingam, J. Brahmer, M. Reck, K.J. O’Byrne, W.J. Geese, G. Green, H. Chang, J. Szustakowski, P. Bhagavatheeswaran, D. Healey, Y. Fu, F. Nathan, L. Paz-Ares, Nivolumab plus Ipilimumab in Lung Cancer with a High Tumor Mutational Burden. N. Engl. J. Med. 378, 2093–2104 (2018)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. M.D. Hellmann, M.K. Callahan, M.M. Awad, E. Calvo, P.A. Ascierto, A. Atmaca, N.A. Rizvi, F.R. Hirsch, G. Selvaggi, J.D. Szustakowski, A. Sasson, R. Golhar, P. Vitazka, H. Chang, W.J. Geese, S.J. Antonia, Tumor Mutational Burden and Efficacy of Nivolumab Monotherapy and in Combination with Ipilimumab in Small-Cell Lung Cancer. Cancer Cell 35, 329 (2019)

    Article  CAS  PubMed  Google Scholar 

  37. T. Powles, I. Duran, M.S. van der Heijden, Y. Loriot, N.J. Vogelzang, U. De Giorgi, S. Oudard, M.M. Retz, D. Castellano, A. Bamias, A. Flechon, G. Gravis, S. Hussain, T. Takano, N. Leng, E.E. Kadel 3rd, R. Banchereau, P.S. Hegde, S. Mariathasan, N. Cui, X. Shen, C.L. Derleth, M.C. Green, A. Ravaud, Atezolizumab versus chemotherapy in patients with platinum-treated locally advanced or metastatic urothelial carcinoma (IMvigor211): a multicentre, open-label, phase 3 randomised controlled trial. Lancet 391, 748–757 (2018)

    Article  CAS  PubMed  Google Scholar 

  38. A. Snyder, V. Makarov, T. Merghoub, J. Yuan, J.M. Zaretsky, A. Desrichard, L.A. Walsh, M.A. Postow, P. Wong, T.S. Ho, T.J. Hollmann, C. Bruggeman, K. Kannan, Y. Li, C. Elipenahli, C. Liu, C.T. Harbison, L. Wang, A. Ribas, J.D. Wolchok, T.A. Chan, Genetic basis for clinical response to CTLA-4 blockade in melanoma. N. Engl. J. Med. 371, 2189–2199 (2014)

    Article  PubMed  PubMed Central  Google Scholar 

  39. B.B. Campbell, N. Light, D. Fabrizio, M. Zatzman, F. Fuligni, R. de Borja, S. Davidson, M. Edwards, J.A. Elvin, K.P. Hodel, W.J. Zahurancik, Z. Suo, T. Lipman, K. Wimmer, C.P. Kratz, D.C. Bowers, T.W. Laetsch, G.P. Dunn, T.M. Johanns, M.R. Grimmer, I.V. Smirnov, V. Larouche, D. Samuel, A. Bronsema, M. Osborn, D. Stearns, P. Raman, K.A. Cole, P.B. Storm, M. Yalon, E. Opocher, G. Mason, G.A. Thomas, M. Sabel, B. George, D.S. Ziegler, S. Lindhorst, V.M. Issai, S. Constantini, H. Toledano, R. Elhasid, R. Farah, R. Dvir, P. Dirks, A. Huang, M.A. Galati, J. Chung, V. Ramaswamy, M.S. Irwin, M. Aronson, C. Durno, M.D. Taylor, G. Rechavi, J.M. Maris, E. Bouffet, C. Hawkins, J.F. Costello, M.S. Meyn, Z.F. Pursell, D. Malkin, U. Tabori, A. Shlien, Comprehensive Analysis of Hypermutation in Human Cancer. Cell 171, 1042–1056 e10 (2017)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  40. M. Yarchoan, A. Hopkins, E.M. Jaffee, Tumor Mutational Burden and Response Rate to PD-1 Inhibition. N. Engl. J. Med. 377, 2500–2501 (2017)

    Article  PubMed  PubMed Central  Google Scholar 

  41. A.M. Goodman, S. Kato, L. Bazhenova, S.P. Patel, G.M. Frampton, V. Miller, P.J. Stephens, G.A. Daniels, R. Kurzrock, Tumor Mutational Burden as an Independent Predictor of Response to Immunotherapy in Diverse Cancers. Mol. Cancer Ther. 16, 2598–2608 (2017)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  42. K. Shien, V.A. Papadimitrakopoulou, I.I. Wistuba, Predictive biomarkers of response to PD-1/PD-L1 immune checkpoint inhibitors in non-small cell lung cancer. Lung Cancer 99, 79–87 (2016)

    Article  PubMed  Google Scholar 

  43. Y.S. Song, B.H. Kang, S. Lee, S.K. Yoo, Y.S. Choi, J. Park, D.Y. Park, K.E. Lee, J.S. Seo, Y.J. Park, Genomic and Transcriptomic Characteristics According to Size of Papillary Thyroid Microcarcinoma. Cancers (Basel) 12, 1345 (2020)

    Article  CAS  Google Scholar 

  44. M.N. Nikiforova, E.T. Kimura, M. Gandhi, P.W. Biddinger, J.A. Knauf, F. Basolo, Z. Zhu, R. Giannini, G. Salvatore, A. Fusco, M. Santoro, J.A. Fagin, Y.E. Nikiforov, BRAF mutations in thyroid tumors are restricted to papillary carcinomas and anaplastic or poorly differentiated carcinomas arising from papillary carcinomas. J. Clin. Endocrinol. Metab. 88, 5399–5404 (2003)

    Article  CAS  PubMed  Google Scholar 

  45. Y.E. Nikiforov, Genetic alterations involved in the transition from well-differentiated to po.orly differentiated and anaplastic thyroid carcinomas. Endocr. Pathol. 15, 319–327 (2004)

    Article  CAS  PubMed  Google Scholar 

  46. I. Landa, I. Ganly, T.A. Chan, N. Mitsutake, M. Matsuse, T. Ibrahimpasic, R.A. Ghossein, J.A. Fagin, Frequent somatic TERT promoter mutations in thyroid cancer: higher prevalence in advanced forms of the disease. J. Clin. Endocrinol. Metab. 98, E1562–E1566 (2013)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  47. T. Liu, N. Wang, J. Cao, A. Sofiadis, A. Dinets, J. Zedenius, C. Larsson, D. Xu, The age- and shorter telomere-dependent TERT promoter mutation in follicular thyroid cell-derived carcinomas. Oncogene 33, 4978–4984 (2014)

    Article  CAS  PubMed  Google Scholar 

  48. M. Melo, A.G. da Rocha, J. Vinagre, R. Batista, J. Peixoto, C. Tavares, R. Celestino, A. Almeida, C. Salgado, C. Eloy, P. Castro, H. Prazeres, J. Lima, T. Amaro, C. Lobo, M.J. Martins, M. Moura, B. Cavaco, V. Leite, J.M. Cameselle-Teijeiro, F. Carrilho, M. Carvalheiro, V. Maximo, M. Sobrinho-Simoes, P. Soares, TERT promoter mutations are a major indicator of poor outcome in differentiated thyroid carcinomas. J. Clin. Endocrinol. Metab. 99, E754–E765 (2014)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  49. I. Landa, T. Ibrahimpasic, L. Boucai, R. Sinha, J.A. Knauf, R.H. Shah, S. Dogan, J.C. Ricarte-Filho, G.P. Krishnamoorthy, B. Xu, N. Schultz, M.F. Berger, C. Sander, B.S. Taylor, R. Ghossein, I. Ganly, J.A. Fagin, Genomic and transcriptomic hallmarks of poorly differentiated and anaplastic thyroid cancers. J. Clin. Invest. 126, 1052–1066 (2016)

    Article  PubMed  PubMed Central  Google Scholar 

  50. J.C. Ricarte-Filho, M. Ryder, D.A. Chitale, M. Rivera, A. Heguy, M. Ladanyi, M. Janakiraman, D. Solit, J.A. Knauf, R.M. Tuttle, R.A. Ghossein, J.A. Fagin, Mutational profile of advanced primary and metastatic radioactive iodine-refractory thyroid cancers reveals distinct pathogenetic roles for BRAF, PIK3CA, and AKT1. Cancer Res. 69, 4885–4893 (2009)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

The results published here are based upon data generated by the TCGA Research Network: http://cancergenome.nih.gov/.

Author contributions

Conceived idea: H.L.Z. and T.H.M.; Acquisition and analysis of data: Z.J.C. and W.R.W.; Data verification: J.J.X. and Y.T.S.; Interpretation of data: Z.J.C., W.R.W., J.J.X,. and Y.T.S. Investigation: Z.J.C., W.R.W., J.J.X., Y.T.S., H.L.Z., T.H.M., M.H.G., and H.X.G.; Writing-Review and Editing: Z.J.C., W.R.W., J.J.X., Y.T.S., T.H.M., M.H.G., and H.X.G.; Supervision: T.H.M., M.H.G., H.X.G.; All authors approved the final version of the manuscript.

Funding

This research did not receive any specific grant from any funding agency in the public, commercial or not-for-profit sector.

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Tonghui Ma, Minghua Ge or Haixia Guan.

Ethics declarations

Conflict of interest

The authors declare no competing interests.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Rights and permissions

Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Chen, Z., Wang, W., Xu, J. et al. Tumor mutation burden-assisted risk stratification for papillary thyroid cancer. Endocrine 78, 296–305 (2022). https://doi.org/10.1007/s12020-022-03154-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12020-022-03154-0

Keywords

Navigation