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Hiromasa T, Wakabayashi H, Watanabe S, Yamase T, Kinuya S. Enhancing radioactive iodine (RAI) incorporation in RAI-refractory differentiated thyroid cancer: current insights. Eur Thyroid J 2025; 14:e240319. [PMID: 40067410 PMCID: PMC11964482 DOI: 10.1530/etj-24-0319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Revised: 02/18/2025] [Accepted: 03/11/2025] [Indexed: 03/14/2025] Open
Abstract
Metastatic differentiated thyroid cancer (DTC) is responsible for most thyroid cancer-related deaths, with an even worse prognosis for patients with radioactive iodine (RAI)-refractory DTC (RAIR-DTC). While multikinase inhibitors (MKIs) and tyrosine kinase inhibitors (TKIs) offer effective treatments for RAIR-DTC, most patients remain noncurative and eventually experience disease progression. In addition, long-term use of these medications is hindered by adverse events, drug resistance and high cost. Recently, the use of MKIs and TKIs has reignited interest in enhancing RAI incorporation. This approach aims to restore the effectiveness of RAI therapy in patients with RAIR-DTC by using agents that increase RAI uptake, potentially overcoming current treatment challenges. This review covers the molecular mechanisms behind RAI resistance, the definition of RAIR-DTC and the efforts to enhance RAI incorporation through various agents, including those currently undergoing clinical trials.
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Affiliation(s)
- Tomo Hiromasa
- Department of Nuclear Medicine, Kanazawa University Hospital, Kanazawa, Ishikawa, Japan
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Dejeu D, Dejeu P, Muresan A, Bradea P, Dejeu V. Investigation into the Use of Surufatinib and Donafenib as Novel Multi-Kinase Inhibitors Therapeutic Agents in Managing Advanced Differentiated Thyroid Cancer: A Systematic Review. Biomedicines 2025; 13:752. [PMID: 40149728 PMCID: PMC11940717 DOI: 10.3390/biomedicines13030752] [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: 01/04/2025] [Revised: 02/07/2025] [Accepted: 02/12/2025] [Indexed: 03/29/2025] Open
Abstract
Background and Objectives: Differentiated thyroid cancer is the predominant form of endocrine cancer, with most cases being treatable. However, some patients develop resistance to traditional treatments. This review examines the use of the new multi-kinase inhibitors surufatinib and sonafenib, which target pathways related to angiogenesis and tumor growth in these patients. Methods: An extensive search of the literature was performed to find research involving these drugs in treating differentiated thyroid cancer. Four relevant studies were found, including two each for surufatinib and donafenib. Information regarding the research design, participant details, treatment methods, results on effectiveness, and side effects was collected and analyzed. Results: Surufatinib showed encouraging results, with response rates between 23.2% and 60% and progression-free survival times as long as 11.1 months. Donafenib also demonstrated improved progression-free survival times (12.9 months) compared to a placebo (6.4 months) and had response rates as high as 23.3%. Both drugs were well tolerated, with the most frequent side effects being hypertension and hand-foot syndrome. Conclusions: Both urufatinib and donafenib offer substantial benefits for patients with advanced differentiated thyroid cancer and have acceptable safety profiles. These results support their potential inclusion in treatment strategies for resistant cases, and further investigation of their clinical application is recommended.
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Affiliation(s)
- Danut Dejeu
- Surgical Oncology Department, Emergency County Hospital Oradea, Strada Gheorghe Doja 65, 410169 Oradea, Romania; (D.D.); (A.M.)
- Surgery Department, Faculty of Medicine and Pharmacy, University of Oradea, Piata 1 Decembrie 10, 410073 Oradea, Romania
- Bariatric Surgery Department, Medlife Humanitas Hospital, Strada Frunzisului 75, 400664 Cluj Napoca, Romania
| | - Paula Dejeu
- Laboratory Medicine Unit, Betania Medical Center, Menumorut 12, 410004 Oradea, Romania
| | - Anita Muresan
- Surgical Oncology Department, Emergency County Hospital Oradea, Strada Gheorghe Doja 65, 410169 Oradea, Romania; (D.D.); (A.M.)
- Surgery Department, Faculty of Medicine and Pharmacy, University of Oradea, Piata 1 Decembrie 10, 410073 Oradea, Romania
| | - Paula Bradea
- Gastroenterology Unit, Betania Medical Center, Menumorut 12, 410004 Oradea, Romania;
| | - Viorel Dejeu
- Bariatric Surgery Department, Life Memorial Hospital, Calea Grivitei 365, 010719 Bucuresti, Romania;
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Zhang Y, Zhang X, Lin L, Xing M. Efficacy and Safety of Targeted Therapy for Radioiodine-Refractory Differentiated Thyroid Cancer. J Clin Endocrinol Metab 2025; 110:873-886. [PMID: 39292866 DOI: 10.1210/clinem/dgae617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 08/11/2024] [Accepted: 09/17/2024] [Indexed: 09/20/2024]
Abstract
CONTEXT There has been considerable success in the development of drugs for targeted therapy of radioiodine-refractory differentiated thyroid cancer (RR-DTC) and to know the safety and efficacy of these drugs will help their appropriate application. OBJECTIVE To evaluate the efficacy and safety of current targeted drug therapies for radioiodine-refractory differentiated thyroid cancer. METHODS This was a meta-analysis of relevant randomized controlled trials (RCTs) and single-arm studies searched across PubMed, Embase, Cochranes, and Web of Sciences up to September 12, 2023. Stata15.0 software was used to assess overall survival (OS), progression-free survival (PFS), disease control rate (DCR), objective response rate (ORR), and adverse events. The Cochrane Bias Risk tool was used to assess literature quality and trial bias and RevMan 5.4 was used to generate a quality assessment map. RESULTS A total of 8 RCTs and 17 single-arm studies with 3270 patients on 7 drugs-vandetanib, sorafenib, lenvatinib, cabozantinib, apatinib, donafenib, and anlotinib-were included. Targeted therapy with these drugs effectively prolonged PFS and OS in patients with RR-DTC with overall hazard ratios of 0.35 (95% CI 0.23-0.53, P < .00001) and 0.53 (95% CI 0.32-0.86, P < .00001), respectively. ORR and DCR were also prolonged, with overall risk ratios of 27.63 (95% CI 12.39-61.61, P < .00001) and 1.66 (95% CI 1.48-1.86, P < .00001), respectively. The subgroup analysis using effect size (ES) showed that apatinib had the best effect on ORR with an ES of 0.66 (95% CI 0.49-0.83, P < .00001) and DCR with a ES of 0.95 (95% CI 0.91-1.00, P < .00001). Common drug adverse events included hypertension, diarrhea, proteinuria, and fatigue. CONCLUSION The currently used targeted drug therapies for RR-DTC can significantly improve clinical outcomes, and the new drug apatinib demonstrates promise for potentially superior performance.
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Affiliation(s)
- Yuqing Zhang
- School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong 518055, China
| | - Xiaoxin Zhang
- Department of Pulmonary and Critical Care Medicine, State Key Laboratory of Complex, Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Lifan Lin
- Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, Guangdong 518055, China
| | - Mingzhao Xing
- School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong 518055, China
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Muntean C, Solomon A, Cipaian RC, Vonica RC, Butuca A, Gaborean V, Faur IF, Feier CVI. The Efficacy and Safety of Anlotinib in the Treatment of Thyroid Cancer: A Systematic Review. J Clin Med 2025; 14:338. [PMID: 39860342 PMCID: PMC11765571 DOI: 10.3390/jcm14020338] [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: 12/08/2024] [Revised: 12/30/2024] [Accepted: 01/06/2025] [Indexed: 01/27/2025] Open
Abstract
Background and Objectives: Anlotinib, a novel multi-kinase inhibitor targeting angiogenesis and tumor proliferation pathways, has shown promising efficacy in various cancers. Its role in treating thyroid cancer, particularly radioactive iodine-refractory differentiated thyroid cancer (RAIR-DTC), medullary thyroid carcinoma (MTC), and anaplastic thyroid carcinoma (ATC), is of significant clinical interest. This systematic review aims to evaluate the efficacy and safety of Anlotinib in patients with thyroid cancer, analyzing outcomes such as progression-free survival (PFS), overall survival (OS), response rates, and adverse events. Methods: A comprehensive literature search was conducted using PubMed, Scopus, and Web of Science databases up to October 2023. The review included randomized controlled trials and prospective studies assessing Anlotinib in thyroid cancer patients. Data extraction and quality assessment were performed independently by two reviewers following PRISMA guidelines. Results: Six studies involving a total of 277 patients were included. In patients with RAIR-DTC, Anlotinib demonstrated significant improvement in median PFS and objective response rates. In advanced or metastatic MTC, Anlotinib significantly prolonged median PFS compared to placebo, with high objective response rates. Subgroup analyses showed that older patients and those with bone metastases benefited significantly from Anlotinib treatment. In patients with ATC, Anlotinib-based chemotherapy yielded a 60% objective response rate. Anlotinib was also effective as neoadjuvant therapy in locally advanced thyroid cancer, achieving an objective response rate of 76.9%. Common adverse events included hypertension, proteinuria, and palmar-plantar erythrodysesthesia syndrome, which were generally manageable. Conclusions: Anlotinib appears to be an effective and well-tolerated treatment option for patients with various types of thyroid cancer, providing significant improvements in PFS and objective response rates. Further large-scale randomized studies are warranted to confirm these findings and to explore long-term outcomes.
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Affiliation(s)
- Calin Muntean
- Medical Informatics and Biostatistics, Department III-Functional Sciences, “Victor Babes” University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania;
| | - Adelaida Solomon
- Clinical Department, Faculty of Medicine, “Lucian Blaga” University of Sibiu, 550169 Sibiu, Romania;
- County Clinical Emergency Hospital of Sibiu, 550245 Sibiu, Romania
| | - Remus Calin Cipaian
- Clinical Department, Faculty of Medicine, “Lucian Blaga” University of Sibiu, 550169 Sibiu, Romania;
- County Clinical Emergency Hospital of Sibiu, 550245 Sibiu, Romania
| | - Razvan Constantin Vonica
- Preclinical Department, Faculty of Medicine, “Lucian Blaga” University of Sibiu, 550169 Sibiu, Romania; (R.C.V.); (A.B.)
- Department of Oncology, Elysee Hospital, 510040 Alba Iulia, Romania
| | - Anca Butuca
- Preclinical Department, Faculty of Medicine, “Lucian Blaga” University of Sibiu, 550169 Sibiu, Romania; (R.C.V.); (A.B.)
| | - Vasile Gaborean
- Department of Surgical Semiology, Faculty of Medicine, “Victor Babes” University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania;
| | - Ionut Flaviu Faur
- IInd Surgery Clinic, Timisoara Emergency County Hospital, 300723 Timisoara, Romania;
- X Department of General Surgery, “Victor Babes” University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania
| | - Catalin Vladut Ionut Feier
- Abdominal Surgery and Phlebology Research Center, “Victor Babes” University of Medicine and Pharmacy Timisoara, 300041 Timisoara, Romania;
- First Surgery Clinic, “Pius Brinzeu” Clinical Emergency Hospital, 300723 Timisoara, Romania
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Xue Y, Zhang Y, Ding X, Wu X, Li B, Zhang Y, Gao Y. Research trends and hotspots of radioiodine-refractory thyroid cancer treatment in the twenty-first century: a bibliometric analysis. Ann Nucl Med 2025; 39:9-20. [PMID: 39499416 PMCID: PMC11706862 DOI: 10.1007/s12149-024-01998-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Accepted: 10/30/2024] [Indexed: 11/07/2024]
Abstract
The treatment of radioiodine-refractory differentiated thyroid cancer (RAIR-DTC) has made significant advancements in the twenty-first century. This study aimed to assess the current state of research and identify potential new directions by conducting a bibliometric analysis of scientific publications on RAIR-DTC treatment. Publications relevant to RAIR-DTC, published from January 1, 2000, to December 31, 2023, were retrieved from the Web of Science Core Collection. Bibliometric analyses of major keywords, authors, countries, institutions, publications, and journals were conducted using CiteSpace and VOSviewer. A total of 859 papers were included in the analysis. The results demonstrated a rising trend in the number of publications over time. The United States was identified as the leading contributor in terms of publication output, citations, and international collaborations. Gustave Roussy emerged as the top organization in publication productivity, while the journal Thyroid had the highest number of related publications. The research on RAIR treatment was categorized into three key hotspots: clinical trials of targeted therapies, novel therapeutic strategies, and debates surrounding the RAIR-DTC management. RAIR-DTC research is expanding from the clinical trial phase of tyrosine kinase inhibitor monotherapy to a more complex combination therapy strategy, in particular, the synergistic effect of immune checkpoint inhibitors and other therapeutic agents, requiring more high-quality prospective studies to validate the clinical benefits. Moreover, the timely identification of RAIR-DTC patients holds the potential to enable early disease intervention, constituting a pivotal novel research direction in the future.
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Affiliation(s)
- Yuhang Xue
- Department of Nuclear Medicine, People's Hospital of Zhengzhou University, Henan Provincial People's Hospital, Zhengzhou, 450003, China
| | - Yuzhe Zhang
- The First Laboratory of Cancer Institute, The First Hospital of China Medical University, Shenyang, 110001, China
| | - Xintao Ding
- Department of Biomedical Informatics, Columbia University Graduate School of Arts and Sciences, New York, NY, USA
- Business and Strategy Analytics, Progyny, Inc., New York, NY, USA
| | - Xinyu Wu
- Department of Nuclear Medicine, People's Hospital of Zhengzhou University, Henan Provincial People's Hospital, Zhengzhou, 450003, China
| | - Bo Li
- Department of Nuclear Medicine, People's Hospital of Zhengzhou University, Henan Provincial People's Hospital, Zhengzhou, 450003, China
| | - Ye Zhang
- The First Laboratory of Cancer Institute, The First Hospital of China Medical University, Shenyang, 110001, China.
| | - Yongju Gao
- Department of Nuclear Medicine, People's Hospital of Zhengzhou University, Henan Provincial People's Hospital, Zhengzhou, 450003, China.
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Yu J, Liu Z, Su Y, Peng X, Xie Y. Tyrosine kinase inhibitors for radioiodine refractory differentiated thyroid cancer: A systematic review and meta-analysis. Clin Endocrinol (Oxf) 2024; 100:379-388. [PMID: 38351437 DOI: 10.1111/cen.15027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 12/08/2023] [Accepted: 01/24/2024] [Indexed: 03/07/2024]
Abstract
BACKGROUND The poor overall prognosis of radioiodine refractory thyroid cancer is an inevitable challenge in managing this disease. A series of trials have demonstrated the antitumor activity of tyrosine kinase inhibitors (TKIs) in radioiodine refractory differentiated thyroid cancer (RAIR-DTC). However, the available evidence cannot determine the optimal choice of TKI in RAIR-DTC. METHODS This study searched PubMed, EMBASE, Cochrane databases, and the ClinicalTrials website. The Cochrane bias risk tool was used to assess the risk of bias, and to evaluate randomized clinical trials (RCT) of RAIR-DTC patients treated with the TKI system. Outcomes, including progression-free survival (PFS), overall survival (OS), and adverse events (AEs) were reported. RESULTS Seven studies involving 1310 patients with RAIR-DTC was conducted to compare the PFS and OS of various TKI monotherapies with placebo. The results showed that all TKI monotherapies had a statistically significant benefit in terms of PFS compared with placebo, with lenvatinib demonstrating the greatest benefit (hazard ratio [HR] 0.19, 95% credible interval [CrI] 0.14-0.25). In terms of OS, only apatinib (HR 0.42, 95% CrI 0.18-0.97) and anlotinib (HR 0.36, 95% CrI 0.18-0.73) showed statistically significant benefits compared with placebo. TKIs also had a higher incidence of AEs of grade 3 or higher compared with placebo. The findings suggest that lenvatinib may be the preferred TKI for the treatment of RAIR-DTC, although its high incidence of AEs should be considered. The results also indicate that TKI treatment may be similarly effective in RAIR-DTC patients with BRAF or RAS mutations and in those with papillary or follicular subtypes of the disease, regardless of prior TKI treatment. CONCLUSIONS The results of this meta-analysis suggest that targeted therapy with TKIs may be beneficial for patients with radioiodine-refractory advanced or metastatic differentiated thyroid cancer. Among the TKIs analyzed, lenvatinib appeared to be the most effective at improving PFS, although it also had the highest incidence of AEs. Further research through direct randomized controlled trials is needed to determine the optimal choice of TKI for treating patients with RAIR-DTC. This study is beneficial for formulating patients' treatment plans and guides clinicians' decision-making.
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Affiliation(s)
- Jiayi Yu
- Department of oncology, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, P. R. China
| | - Zheran Liu
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yonglin Su
- Department of Rehabilitation, West China Hospital, Sichuan University, Chengdu, China
| | - Xingchen Peng
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yuping Xie
- Department of oncology, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, P. R. China
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Hong ZL, Huang HJ, Chen S, Yang JC, Wu SS. Case Report: A tortuous diagnosis and successful multimodal treatment of thyroid follicular carcinoma with pelvic metastasis. Front Oncol 2023; 13:1048485. [PMID: 37274230 PMCID: PMC10235689 DOI: 10.3389/fonc.2023.1048485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 04/21/2023] [Indexed: 06/06/2023] Open
Abstract
Purpose To provide reference method for the treatment of thyroid follicular carcinoma by studing the clinical imaging, pathological features and multimodal treatment of a case of thyroid follicular carcinoma with bone metastasis. Methods By identifying the case's clinical, imaging, pathological features of a case of thyroid follicular carcinoma with bone metastasis, reflecting on the case's diagnosis and treatment process, and referring to literature about the characteristics of thyroid follicular carcinoma, the study aims to provide reference for the treatment of this kind of disease. Result A 67-year-old male patient was admitted to the hospital with clinical symptoms of left pelvic pain. The biopsy pathology showed well-differentiated thyroid tissue. Considering his medical history, conclusion of thyroid follicular carcinoma metastasis could be made.The patient was stable and no tumor progression was observed after a combination of therapies including 131I and topical and targeted agents. Conclusions Thyroid follicular carcinoma are prone to bone metastasis, and bone metastasis is the first symptom in some cases. Clinical imaging and pathology are needed for correct diagnosis, and a successful treatment requires a combination of multiple approaches including 131I, which is a Radioactive Iodine Therapy(RAI), local therapy and targeted drug therapy.
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Affiliation(s)
- Zhi-Liang Hong
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, China
- Department of Ultrasound, Fujian Provincial Hospital, Fuzhou, China
| | - Hai-Jian Huang
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, China
- Department of Pathology, Fujian Provencal Hospital, Fuzhou, China
| | - Sheng Chen
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, China
- Department of Ultrasound, Fujian Provincial Hospital, Fuzhou, China
| | - Jian-Chuan Yang
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, China
- Department of Ultrasound, Fujian Provincial Hospital, Fuzhou, China
| | - Song-Song Wu
- Shengli Clinical Medical College, Fujian Medical University, Fuzhou, China
- Department of Ultrasound, Fujian Provincial Hospital, Fuzhou, China
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Jia W, Liu Z, Zhan L, Zhao Q, Qiu W, Kuang J. Editorial: Apatinib and Anlotinib in the Treatment of Radioactive Iodine Refractory and Highly Invasive Thyroid Carcinoma. J Clin Med 2022; 11:6380. [PMID: 36362609 PMCID: PMC9657471 DOI: 10.3390/jcm11216380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2022] [Accepted: 10/25/2022] [Indexed: 08/30/2023] Open
Abstract
Thyroid cancer (TC) is the most prevalent endocrine malignancy, with a rising incidence in the past decade [...].
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Affiliation(s)
| | | | | | | | - Weihua Qiu
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Jie Kuang
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
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Lai SW, Fan YL, Zhu YH, Zhang F, Guo Z, Wang B, Wan Z, Liu PL, Yu N, Qin HD. Machine learning-based dynamic prediction of lateral lymph node metastasis in patients with papillary thyroid cancer. Front Endocrinol (Lausanne) 2022; 13:1019037. [PMID: 36299455 PMCID: PMC9589512 DOI: 10.3389/fendo.2022.1019037] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Accepted: 09/28/2022] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE To develop a web-based machine learning server to predict lateral lymph node metastasis (LLNM) in papillary thyroid cancer (PTC) patients. METHODS Clinical data for PTC patients who underwent primary thyroidectomy at our hospital between January 2015 and December 2020, with pathologically confirmed presence or absence of any LLNM finding, were retrospectively reviewed. We built all models from a training set (80%) and assessed them in a test set (20%), using algorithms including decision tree, XGBoost, random forest, support vector machine, neural network, and K-nearest neighbor algorithm. Their performance was measured against a previously established nomogram using area under the receiver operating characteristic curve (AUC), decision curve analysis (DCA), precision, recall, accuracy, F1 score, specificity, and sensitivity. Interpretable machine learning was used for identifying potential relationships between variables and LLNM, and a web-based tool was created for use by clinicians. RESULTS A total of 1135 (62.53%) out of 1815 PTC patients enrolled in this study experienced LLNM episodes. In predicting LLNM, the best algorithm was random forest. In determining feature importance, the AUC reached 0.80, with an accuracy of 0.74, sensitivity of 0.89, and F1 score of 0.81. In addition, DCA showed that random forest held a higher clinical net benefit. Random forest identified tumor size, lymph node microcalcification, age, lymph node size, and tumor location as the most influentials in predicting LLNM. And the website tool is freely accessible at http://43.138.62.202/. CONCLUSION The results showed that machine learning can be used to enable accurate prediction for LLNM in PTC patients, and that the web tool allowed for LLNM risk assessment at the individual level.
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Affiliation(s)
| | | | - Yu-hua Zhu
- Department of Otolaryngology Head and Neck Surgery, The First Medical Centre of Chinese PLA General Hospital, Beijing, China
| | - Fei Zhang
- Medical School of Chinese PLA, Beijing, China
| | - Zheng Guo
- Medical School of Chinese PLA, Beijing, China
| | - Bing Wang
- Department of General Surgery, The First Medical Centre of Chinese PLA General Hospital, Beijing, China
| | - Zheng Wan
- Department of General Surgery, The First Medical Centre of Chinese PLA General Hospital, Beijing, China
| | - Pei-lin Liu
- The Third Team, Academy of Basic Medicine, The Fourth Military Medical University, Xi’an, China
- *Correspondence: Pei-lin Liu, ; Ning Yu, ; Han-dai Qin,
| | - Ning Yu
- Department of Otolaryngology Head and Neck Surgery, The First Medical Centre of Chinese PLA General Hospital, Beijing, China
- *Correspondence: Pei-lin Liu, ; Ning Yu, ; Han-dai Qin,
| | - Han-dai Qin
- Medical School of Chinese PLA, Beijing, China
- *Correspondence: Pei-lin Liu, ; Ning Yu, ; Han-dai Qin,
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