Acknowledgement
This work was supported by the Korean Thyroid Association Clinical Research Award 2019.
References
- Ha EJ, Chung SR, Na DG, Ahn HS, Chung J, Lee JY, et al. 2021 Korean thyroid imaging reporting and data system and imaging-based management of thyroid nodules: Korean Society of Thyroid Radiology consensus statement and recommendations. Korean J Radiol 2021;22:2094-2123 https://doi.org/10.3348/kjr.2021.0713
- Haugen BR, Alexander EK, Bible KC, Doherty GM, Mandel SJ, Nikiforov YE, et al. 2015 American Thyroid Association management guidelines for adult patients with thyroid nodules and differentiated thyroid cancer: the American Thyroid Association guidelines task force on thyroid nodules and differentiated thyroid cancer. Thyroid 2016;26:1-133 https://doi.org/10.1089/thy.2015.0020
- Tessler FN, Middleton WD, Grant EG, Hoang JK, Berland LL, Teefey SA, et al. ACR thyroid imaging, reporting and data system (TI-RADS): white paper of the ACR TI-RADS Committee. J Am Coll Radiol 2017;14:587-595 https://doi.org/10.1016/j.jacr.2017.01.046
- Cibas ES, Ali SZ. The 2017 Bethesda system for reporting thyroid cytopathology. Thyroid 2017;27:1341-1346 https://doi.org/10.1089/thy.2017.0500
- Baloch ZW, LiVolsi VA. Our approach to follicular-patterned lesions of the thyroid. J Clin Pathol 2007;60:244-250 https://doi.org/10.1136/jcp.2006.038604
- Jeong SH, Hong HS, Lee EH. Can nodular hyperplasia of the thyroid gland be differentiated from follicular adenoma and follicular carcinoma by ultrasonography? Ultrasound Q 2016;32:349-355 https://doi.org/10.1097/RUQ.0000000000000246
- Sillery JC, Reading CC, Charboneau JW, Henrichsen TL, Hay ID, Mandrekar JN. Thyroid follicular carcinoma: sonographic features of 50 cases. AJR Am J Roentgenol 2010;194:44-54 https://doi.org/10.2214/AJR.09.3195
- Li W, Song Q, Lan Y, Li J, Zhang Y, Yan L, et al. The value of sonography in distinguishing follicular thyroid carcinoma from adenoma. Cancer Manag Res 2021;13:3991-4002 https://doi.org/10.2147/CMAR.S307166
- Kuo TC, Wu MH, Chen KY, Hsieh MS, Chen A, Chen CN. Ultrasonographic features for differentiating follicular thyroid carcinoma and follicular adenoma. Asian J Surg 2020;43:339-346 https://doi.org/10.1016/j.asjsur.2019.04.016
- Park JW, Kim DW, Kim D, Baek JW, Lee YJ, Baek HJ. Korean thyroid imaging reporting and data system features of follicular thyroid adenoma and carcinoma: a single-center study. Ultrasonography 2017;36:349-354 https://doi.org/10.14366/usg.17020
- Yoon RG, Baek JH, Lee JH, Choi YJ, Hong MJ, Song DE, et al. Diagnosis of thyroid follicular neoplasm: fine-needle aspiration versus core-needle biopsy. Thyroid 2014;24:1612-1617 https://doi.org/10.1089/thy.2014.0140
- Glass RE, Marotti JD, Kerr DA, Levy JJ, Vaickus LJ, Gutmann EJ, et al. Using molecular testing to improve the management of thyroid nodules with indeterminate cytology: an institutional experience with review of molecular alterations. J Am Soc Cytopathol 2022;11:79-86 https://doi.org/10.1016/j.jasc.2021.08.004
- Ha EJ, Shin JH, Na DG, Jung SL, Lee YH, Paik W, et al. Comparison of the diagnostic performance of the modified Korean thyroid imaging reporting and data system for thyroid malignancy with three international guidelines. Ultrasonography 2021;40:594-601 https://doi.org/10.14366/usg.21056
- Chung SR, Ahn HS, Choi YJ, Lee JY, Yoo RE, Lee YJ, et al. Diagnostic performance of the modified Korean thyroid imaging reporting and data system for thyroid malignancy: a multicenter validation study. Korean J Radiol 2021;22:1579-1586 https://doi.org/10.3348/kjr.2021.0230
- Tibshirani R. Regression shrinkage and selection via the lasso. J R Stat Soc 1996;58:267-288 https://doi.org/10.1111/j.2517-6161.1996.tb02080.x
- Heinze G, Schemper M. A solution to the problem of separation in logistic regression. Stat Med 2002;21:2409-2419 https://doi.org/10.1002/sim.1047
- Ishwaran H, Kogalur UB. Fast unified random forests for survival, regression, and classification (RF-SRC). R package version 2.12.1. cran.r-project.org Web site. https://cran.r-project.org/web/packages/randomForestSRC/index.html. Published 2019. Accessed January 3, 2022
- Ishwaran H, O'Brien R. Commentary: the problem of class imbalance in biomedical data. J Thorac Cardiovasc Surg 2021;161:1940-1941 https://doi.org/10.1016/j.jtcvs.2020.06.052
- O'Brien R, Ishwaran H. A random forests quantile classifier for class imbalanced data. Pattern Recognit 2019;90:232-249 https://doi.org/10.1016/j.patcog.2019.01.036
- Kubat M, Holte R, Matwin S. Learning when negative examples abound. European Conference on Machine Learning. Berlin: Springer 1997
- Shin I, Kim YJ, Han K, Lee E, Kim HJ, Shin JH, et al. Application of machine learning to ultrasound images to differentiate follicular neoplasms of the thyroid gland. Ultrasonography 2020;39:257-265 https://doi.org/10.14366/usg.19069
- Hahn SY, Shin JH, Oh YL, Kim TH, Lim Y, Choi JS. Role of ultrasound in predicting tumor invasiveness in follicular variant of papillary thyroid carcinoma. Thyroid 2017;27:1177-1184 https://doi.org/10.1089/thy.2016.0677
- Jang EK, Kim WG, Choi YM, Jeon MJ, Kwon H, Baek JH, et al. Association between neck ultrasonographic findings and clinico-pathological features in the follicular variant of papillary thyroid carcinoma. Clin Endocrinol (Oxf) 2015;83:968-976 https://doi.org/10.1111/cen.12674
- Rhee SJ, Hahn SY, Ko ES, Ryu JW, Ko EY, Shin JH. Follicular variant of papillary thyroid carcinoma: distinct biologic behavior based on ultrasonographic features. Thyroid 2014;24:683-688 https://doi.org/10.1089/thy.2013.0351
- Scheible W, Leopold GR, Woo VL, Gosink BB. High-resolution real-time ultrasonography of thyroid nodules. Radiology 1979;133:413-417 https://doi.org/10.1148/133.2.413
- Propper RA, Skolnick ML, Weinstein BJ, Dekker A. The nonspecificity of the thyroid halo sign. J Clin Ultrasound 1980;8:129-132 https://doi.org/10.1002/jcu.1870080206
- Lu C, Chang TC, Hsiao YL, Kuo MS. Ultrasonographic findings of papillary thyroid carcinoma and their relation to pathologic changes. J Formos Med Assoc 1994;93:933-938
- Na DG, Baek JH, Jung SL, Kim JH, Sung JY, Kim KS, et al. Core needle biopsy of the thyroid: 2016 consensus statement and recommendations from Korean Society of Thyroid Radiology. Korean J Radiol 2017;18:217-237 https://doi.org/10.3348/kjr.2017.18.1.217
- Shin HS, Na DG, Paik W, Yoon SJ, Gwon HY, Noh BJ, et al. Malignancy risk stratification of thyroid nodules with macrocalcification and rim calcification based on ultrasound patterns. Korean J Radiol 2021;22:663-671 https://doi.org/10.3348/kjr.2020.0381
- Lin Y, Lai S, Wang P, Li J, Chen Z, Wang L, et al. Performance of current ultrasound-based malignancy risk stratification systems for thyroid nodules in patients with follicular neoplasms. Eur Radiol 2022;32:3617-3630 https://doi.org/10.1007/s00330-021-08450-3