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Jia JL, Han JH, Pang R, Bi W, Liu B, Yang K. Predictors of poor prognosis in long-term survivors of differentiated thyroid cancer with psychiatric disorders. World J Psychiatry 2025; 15:103628. [DOI: 10.5498/wjp.v15.i5.103628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2025] [Revised: 03/14/2025] [Accepted: 04/08/2025] [Indexed: 04/30/2025] Open
Abstract
BACKGROUND Thyroid malignancies, while accounting for a small proportion of cancer diagnoses globally, have demonstrated a consistent upward trend in occurrence across diverse populations, with gender-specific analyses revealing a disproportionate burden among women. Despite the characteristically indolent nature of most thyroid carcinomas and their associated high survival rates, emerging evidence points to significant unmet needs regarding psychosocial adaptation and neuropsychiatric sequelae in this growing survivor population. The spectrum of mental health conditions, ranging from affective and anxiety disorders to cognitive impairments, presents substantial barriers to functional recovery and may potentially influence disease trajectories through complex psychoneuroimmunological pathways. Clinical observations consistently report elevated rates of mood disturbances and executive function deficits persisting throughout the cancer continuum, from active treatment into extended follow-up periods. These findings highlight a critical knowledge gap in understanding the dynamic interplay between thyroid cancer biology, its therapeutic interventions, and the development of treatment-resistant psychiatric manifestations that complicate long-term patient care.
AIM To analyse the factors influencing the poor prognosis of patients surviving long-term differentiated thyroid cancer with psychiatric disorders and to construct a prediction model.
METHODS Forty-eight patients with mental disorders combined with differentiated thyroid cancer who were treated in our hospital during the period of March 2018 to March 2023 were retrospectively selected as the study subjects (thyroid cancer group), and 30 cases each of patients with mental disorders combined with benign thyroid nodules (benign nodules group) and patients with mental disorders alone (mental disorders group), who were treated during the same time period, were selected as controls. The patients with differentiated thyroid cancer were further divided into a poor prognosis group (10 cases) and a good prognosis group (38 cases). The study outcome was poor prognosis as shown by whole body bone imaging within 2 years after thyroid cancer surgery. Factors influencing poor prognosis in survivors of differentiated thyroid cancer were analyzed by univariate and multivariate logistic regression analyses, receiver operating characteristic (ROC) curve analysis was used to assess the predictive efficacy of these factors for poor prognosis, and the DeLong test was used to determine whether there was a statistically significant difference in the area under the curve (AUC) of the model.
RESULTS One-way logistic regression analysis showed that tumour diameter [odds ratio (OR) = 19.190, P = 0.002], T-stage (OR = 7.692, P = 0.018), extra-glandular infiltration (OR = 37.000, P = 0.003), degree of differentiation (OR = 24.667, P = 0.008), serum free T3 (OR = 22.348, P = 0.025), serum free T4 (FT4) (OR = 1.158, P = 0.002), total bilirubin (TBil) (OR = 1.792, P = 0.004), albumin (OR = 0.675, P = 0.003), cortisol (OR = 1.180, P = 0.003), norepinephrine (OR = 1.047, P = 0.002), angiotensin II (OR = 1.975, P = 0.002), and superoxide dismutase (OR = 0.515, P = 0.005) all increased the risk of poor prognosis in patients with psychiatric disorders and long-term differentiated thyroid cancer. Multifactorial logistic regression analysis showed that tumour diameter (OR = 16.570, P = 0.021), extra-glandular infiltration (OR = 53.145, P = 0.010), FT4 (OR = 1.186, P = 0.007), and TBil (OR = 2.823, P = 0.048) were independent risk factors for poor prognosis of patients with psychiatric disorders with long-term differentiated thyroid cancer, and the regression equation was: Y = 2.808 × tumour diameter + 3.973 × extra-glandular infiltration + 0.171 × FT4 + 1.038 × TBil - 88.138. ROC analysis showed that the predictive power of the overall model (AUC = 0.992, P = 0.000) was significantly higher than that of independent risk factors (DeLong test P < 0.05).
CONCLUSION Tumour diameter, extra-glandular infiltration, FT4, and TBil are independent risk factors for poor prognosis in patients with psychiatric disorders with long-term differentiated thyroid cancer, and the combination of these factors is of higher value in predicting the prognosis of patients. These risk factors can be used as a basis to develop a reasonable prognostic management plan in clinical practice for patients with long-term differentiated thyroid cancer with mental disorders, so as to improve the prognosis and quality of life of patients.
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Affiliation(s)
- Jin-Liang Jia
- Department of Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Ji-Hua Han
- Department of Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Rui Pang
- Department of Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Wen Bi
- Department of Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Bo Liu
- Department of Head and Neck Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Kun Yang
- Department of Anesthesiology, Harbin Medical University Affiliated Cancer Hospital, Harbin 150081, Heilongjiang Province, China
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Yu M, Deng J, Gu Y, Lai Y, Zheng Z. Positive preoperative circulating tumor cells level associated with lymph node metastasis in papillary thyroid carcinoma patients with capsular invasion. World J Surg Oncol 2025; 23:190. [PMID: 40369657 PMCID: PMC12076946 DOI: 10.1186/s12957-025-03842-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Accepted: 05/02/2025] [Indexed: 05/16/2025] Open
Abstract
OBJECTIVE Capsular invasion in papillary thyroid cancer(PTC) refers to thyroid cancer penetrating the capsule without attaching to the surrounding tissue. Patients with and without capsular invasion may differ in the likelihood of lymph node metastasis(LNM). The purpose of this study is to study the relationship between circulating tumor cells(CTCs) and LNM in PTC with or without capsular invasion. METHODS The clinical records of patients (age, gender, CTCs, thyroid function, Hashimoto's thyroiditis, lesions number, lesions diameter, capsular invasion, clinical stage, and LNM) were analyzed retrospectively. The relationship between CTCs level and LNM was analyzed. Logistic regression analyses were used to evaluate the relationship between CTCs and LNM after adjusting for confounding factors. RESULTS A total of 746 PTC patients were included, and 320 patients with capsular invasion and 426 without. The patients with capsular invasion had higher proportions of multifocality, maximum lesion diameter > 1 cm, T3-T4 stage, and LNM than patients without (all p < 0.05). In multivariate logistic regression analyses, maximum lesion diameter > 1 cm (odds ratio(OR): 4.108, 95% confidence interval(CI): 2.459-6.862, p < 0.001) was associated with LNM in patients without capsular invasion; positive preoperative CTCs levels (OR: 1.705, 95% CI: 1.023-2.842, p = 0.041), multifocality (OR: 2.811, 95% CI: 1.669-4.736, p < 0.001), and maximum lesion diameter > 1 cm (OR: 3.233, 95% CI: 1.884-5.546, p < 0.001) were associated with LNM in patients with capsular invasion. CONCLUSIONS Maximum lesion diameter > 1 cm was associated with LNM in PTC patients with and without capsular invasion. Positive preoperative CTCs levels and multifocality were associated with LNM in patients with capsular invasion, but not in patients without capsular invasion.
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Affiliation(s)
- Ming Yu
- Department of Thyroid Surgery, Meizhou People's Hospital, Meizhou Academy of Medical Sciences, Meizhou, China
| | - Jiaqin Deng
- Department of Thyroid Surgery, Meizhou People's Hospital, Meizhou Academy of Medical Sciences, Meizhou, China
| | - Yihua Gu
- Department of Thyroid Surgery, Meizhou People's Hospital, Meizhou Academy of Medical Sciences, Meizhou, China
| | - Yeqian Lai
- Department of Thyroid Surgery, Meizhou People's Hospital, Meizhou Academy of Medical Sciences, Meizhou, China
| | - Zhijuan Zheng
- Department of Thyroid Surgery, Meizhou People's Hospital, Meizhou Academy of Medical Sciences, Meizhou, China.
- Intensive Care Unit, Meizhou People's Hospital, Meizhou Academy of Medical Sciences, Meizhou, China.
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Lederer AK, Musholt TJ. [Update on papillary thyroid cancer-What is relevant for surgeons?]. CHIRURGIE (HEIDELBERG, GERMANY) 2025:10.1007/s00104-025-02275-2. [PMID: 40172645 DOI: 10.1007/s00104-025-02275-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Accepted: 02/28/2025] [Indexed: 04/04/2025]
Abstract
Papillary thyroid cancer (PTC) is the most frequent malignant thyroid tumor in Germany. The diagnosis can only be confirmed by histological examination of the suspicious tissue. The clinical signs, sonographic findings, and the results of fine-needle aspiration, possibly supplemented by subsequent molecular genetic analysis, can confirm the suspected diagnosis before surgery. The prognosis is very good if the diagnosis is made early and, depending on the size of the tumor, complete surgical removal is achieved, with a 10-year survival rate of more than 90%; however, histologically PTC has several variants that are associated with either a high or low risk of metastases and recurrence in patients. Therefore, the extent of necessary treatment, in particular surgical interventions for PTC has been discussed for years. This article provides an overview of the current knowledge on the diagnosis, treatment and prognosis of PTC.
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Affiliation(s)
- Ann-Kathrin Lederer
- Klinik für Allgemein‑, Viszeral- und Transplantationschirurgie, Universitätsmedizin der Johannes Gutenberg-Universität Mainz, Langenbeckstraße 1, 55131, Mainz, Deutschland
| | - Thomas J Musholt
- Klinik für Allgemein‑, Viszeral- und Transplantationschirurgie, Universitätsmedizin der Johannes Gutenberg-Universität Mainz, Langenbeckstraße 1, 55131, Mainz, Deutschland.
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Toraih EA, Jishu JA, Hussein MH, Shaalan AAM, Fawzy MS, Kandil E. Prognostic Indicators and Comparative Treatment Outcomes in High-Risk Thyroid Cancer with Laryngotracheal Invasion. Endocrinol Metab (Seoul) 2025; 40:201-215. [PMID: 39838779 PMCID: PMC12061738 DOI: 10.3803/enm.2024.2033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Revised: 09/26/2024] [Accepted: 10/18/2024] [Indexed: 01/23/2025] Open
Abstract
BACKGRUOUND Laryngotracheal invasion occurs in a subset of patients with well-differentiated thyroid cancer (WDTC) and is associated with a poor prognosis. We aimed to analyze patterns and predictors/outcomes related to this high-risk manifestation. METHODS This population-based analysis utilized the Surveillance, Epidemiology, and End Results (SEER) registry (2000 to 2015) to identify WDTC patients. Temporal trends and geographic variation in invasion rates were assessed. Logistic regression and propensity score matching were employed to identify predictors of secondary malignancy, mortality, and treatment impact on overall and thyroid cancer (TC)-specific survival. RESULTS Of 131,721 WDTC patients, 1,662 (1.3%) had tracheal invasion and 976 (0.7%) had laryngeal invasion at diagnosis. Tracheal and laryngeal invasion rates declined from 3.7%-0.7% and 1.5%-0.6%, respectively, from 2000 to 2015. Compared to 98,835 noninvasive cases, patients with laryngotracheal invasion were older and more often male, Asian, and Hispanic (all P<0.001). This group had larger tumors with higher rates of nodal (N1: 61.8% vs. 15.1%) and distant metastases (M1: 9.3% vs. 0.4%). Age ≥55 years (hazard ratio [HR], 1.19; P=0.004) and metastases (HR, 1.75; P<0.001) increased TC-specific mortality, whereas the converse pattern was found for Asian race (HR, 0.63; P=0.002) and surgery (HR, 0.35; P<0.001). In rigorously matched groups to control confounding, adding radioactive iodine to surgery reduced mortality by 30% (P<0.001). However, external beam radiation and systemic therapy did not improve survival over surgery alone. CONCLUSION Laryngotracheal invasion is present in 0.7% to 1.3% of cases, conferring over double the mortality risk. Radioactive iodine with surgery improves outcomes in this aggressive WDTC subset.
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Affiliation(s)
- Eman A. Toraih
- Department of Surgery, School of Medicine, Tulane University, New Orleans, LA, USA
- Department of Cardiovascular Perfusion, College of Health Professions, Upstate Medical University, New York, NY, USA
- Genetics Unit, Histology and Cell Biology Department, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | | | | | - Aly A. M. Shaalan
- Department of Anatomy, Faculty of Medicine, Jazan University, Jazan, Saudi Arabia
| | - Manal S. Fawzy
- Center for Health Research, Northern Border University, Arar, Saudi Arabia
| | - Emad Kandil
- Department of Surgery, School of Medicine, Tulane University, New Orleans, LA, USA
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Wu Q, Hu C, Feng L, Yang X, Cui Y, Zhao H, Xiao T, Guo H. Comprehensive genomic profiling of infiltrative follicular variant of papillary thyroid carcinoma. Cancer 2024; 130:4241-4256. [PMID: 39141684 DOI: 10.1002/cncr.35517] [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: 03/28/2024] [Revised: 07/11/2024] [Accepted: 07/28/2024] [Indexed: 08/16/2024]
Abstract
BACKGROUND Infiltrative follicular variant of papillary thyroid carcinoma (IFVPTC) exhibits nuclear characteristics typical of papillary thyroid carcinoma (PTC) but demonstrates a follicular growth pattern. The diagnosis of IFVPTC presenting with atypical nuclear features of PTC poses challenges for both preoperative cytopathology and postoperative histopathology. In such cases, molecular markers are needed to serve as diagnostic aids. Given the limited knowledge of IFVPTC's genomic features, this study aimed to characterize its genetic alterations and identify clinically relevant molecular markers. METHODS Whole-exome sequencing of 50 IFVPTC tumor-normal pairs identified single-nucleotide variants, somatic copy number alterations (sCNAs), and subclonal architecture. Key mutations were verified via polymerase chain reaction and Sanger sequencing, whereas valuable biomarkers were validated via immunohistochemistry (IHC). RESULTS This study found that endogenous processes rather than exogenous mutagens dominated the shaping of the genome of IFVPTC during tumorigenesis. BRAF V600E was the only common trunk mutation and significantly mutated gene in IFVPTC. Subcloning analysis found that most IFVPTC samples harbored two or more coexisting clones. sCNA analysis revealed that human leukocyte antigen C (HLA-C) and HLA-A were significantly amplified. Subsequent IHC investigations indicated that HLA-C shows promise in averting the misclassification of challenging-to-interpret IFVPTC and invasive encapsulated follicular variant of PTC (I-EFVPTC) as noninvasive follicular thyroid neoplasm with papillary-like nuclear features (NIFTP). Although there were several similarities between classic PTC and IFVPTC, they differed significantly in their sCNA patterns. CONCLUSIONS This study provides valuable insights into IFVPTC's genetic alterations and highlights the potential of HLA-C IHC to distinguish challenging-to-interpret IFVPTC and I-EFVPTC from NIFTP, which will enhance the understanding of its molecular features for improved diagnosis and management.
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Affiliation(s)
- Quanyou Wu
- Division of Abdominal Cancer, Department of Medical Oncology, Cancer Center and Laboratory of Molecular Targeted Therapy in Oncology, West China Hospital, Sichuan University, Chengdu, China
- State Key Laboratory of Molecular Oncology, Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Chunfang Hu
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lin Feng
- State Key Laboratory of Molecular Oncology, Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xin Yang
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ying Cui
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Huan Zhao
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ting Xiao
- State Key Laboratory of Molecular Oncology, Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Huiqin Guo
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Hebei Cancer Hospital, Chinese Academy of Medical Sciences, Langfang, China
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Zhang S, Yang Y, Wang D, Yang X, Cai Y, Shui C, Yang R, Tian W, Li C. Exploring exosomes: novel diagnostic and therapeutic frontiers in thyroid cancer. Front Pharmacol 2024; 15:1431581. [PMID: 39584141 PMCID: PMC11581896 DOI: 10.3389/fphar.2024.1431581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Accepted: 10/25/2024] [Indexed: 11/26/2024] Open
Abstract
In recent years, the incidence of thyroid cancer has surged globally, posing significant challenges in its diagnosis, treatment, and prognosis. Exosomes, as a class of extracellular vesicles, are secreted by nearly all cell types and encapsulate a variety of nucleic acids and proteins reflective of their cell of origin, thereby facilitating critical intercellular communication. Recent advancements in understanding these exosomes have catalyzed their application in oncology, particularly through uncovering their roles in the pathogenesis, diagnosis, and therapy of cancers. Notably, the latest literature highlights the integral role of exosomes in refining diagnostic techniques, enhancing targeted therapies, optimizing radiotherapy outcomes, and advancing immunotherapeutic approaches in thyroid cancer management. This review provides a current synthesis of the implications of exosomes in thyroid cancer tumorigenesis and progression, as well as their emerging applications in diagnosis and treatment strategies. Furthermore, we discuss the profound clinical potential of exosome-based interventions in managing thyroid cancer, serving as a foundational reference for future therapeutic developments.
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Affiliation(s)
- Sicheng Zhang
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Yan Yang
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Dianri Wang
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Xueting Yang
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Yongcong Cai
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Chunyan Shui
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Ruoyi Yang
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
- Department of Oral and Maxillofacial Surgery, Guizhou Medical University, Guiyang, China
| | - Wen Tian
- Department of General Surgery, Chinese People’s Liberation Army General Hospital, Beijing, China
| | - Chao Li
- Department of Head and Neck Surgery, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital and Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
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Wu S, Liu Y, Ruan X, Zheng X. Predictive factors for lymph node metastasis in papillary thyroid cancer patients undergoing neck dissection: insights from a large cohort study. Front Oncol 2024; 14:1447903. [PMID: 39525620 PMCID: PMC11543528 DOI: 10.3389/fonc.2024.1447903] [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: 06/12/2024] [Accepted: 10/03/2024] [Indexed: 11/16/2024] Open
Abstract
Background This study aimed to investigate the risk factors and metastatic patterns in papillary thyroid cancer (PTC) patients undergoing lymph node dissection, offering guidance for clinical practice. Methods A total of 924 PTC patients who underwent thyroidectomy with central neck dissection (CND) or lateral neck dissection (LND) between January 2021 and November 2022 were included in the analysis. The study investigated the relationships between clinicopathological characteristics, lymph node metastasis, and various risk factor. Results Among the 924 PTC patients, the cervical lymph node metastasis rate was 59.1% (546 patients). Of these patients, 381 had central neck metastasis (CNM, 41.2%), while the remaining 165 patients had lateral neck metastasis (LNM, 17.9%). Factors associated with increased risk of CNM and LNM included larger tumor diameter, presence of multiple tumors, and capsular invasion (p<0.05). Male sex, age <55 years, larger tumor diameter (>0.85 cm), multiple tumors, capsular invasion, and absence of Hashimoto's disease were identified as independent risk factors for CNM (p<0.05), with an AUC value of 0.722. CNM, maximum diameter >1.15 cm, and multiple tumors were independent risk factors for LNM (p<0.05), with an AUC of 0.699. Conclusion These findings suggest that tailored neck dissection based on individual risk factors is crucial, particularly in cases of suspected LNM with larger tumors, CNM, multiple tumors, and capsular invasion.
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Affiliation(s)
- Shuping Wu
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
- Department of Head and Neck Surgery, Clinical Oncology School of Fujian Medical University & Fujian Cancer Hospital, Fuzhou, Fujian, China
| | - Yu Liu
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Xianhui Ruan
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Xiangqian Zheng
- Department of Thyroid and Neck Tumor, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
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Padrez Y, Golubewa L, Timoshchenko I, Enache A, Eftimie LG, Hristu R, Rutkauskas D. Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy. Comput Med Imaging Graph 2024; 117:102440. [PMID: 39383763 DOI: 10.1016/j.compmedimag.2024.102440] [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] [Received: 04/12/2024] [Revised: 09/20/2024] [Accepted: 09/26/2024] [Indexed: 10/11/2024]
Abstract
Papillary thyroid carcinoma (PTC) is one of the most common, well-differentiated carcinomas of the thyroid gland. PTC nodules are often surrounded by a collagen capsule that prevents the spread of cancer cells. However, as the malignant tumor progresses, the integrity of this protective barrier is compromised, and cancer cells invade the surroundings. The detection of capsular invasion is, therefore, crucial for the diagnosis and the choice of treatment and the development of new approaches aimed at the increase of diagnostic performance are of great importance. In the present study, we exploited the wide-field second harmonic generation (SHG) microscopy in combination with texture analysis and unsupervised machine learning (ML) to explore the possibility of quantitative characterization of collagen structure in the capsule and designation of different capsule areas as either intact, disrupted by invasion, or apt to invasion. Two-step k-means clustering showed that the collagen capsules in all analyzed tissue sections were highly heterogeneous and exhibited distinct segments described by characteristic ML parameter sets. The latter allowed a structural interpretation of the collagen fibers at the sites of overt invasion as fragmented and curled fibers with rarely formed distributed networks. Clustering analysis also distinguished areas in the PTC capsule that were not categorized as invasion sites by the initial histopathological analysis but could be recognized as prospective micro-invasions after additional inspection. The characteristic features of suspicious and invasive sites identified by the proposed unsupervised ML approach can become a reliable complement to existing methods for diagnosing encapsulated PTC, increase the reliability of diagnosis, simplify decision making, and prevent human-related diagnostic errors. In addition, the proposed automated ML-based selection of collagen capsule images and exclusion of non-informative regions can greatly accelerate and simplify the development of reliable methods for fully automated ML diagnosis that can be integrated into clinical practice.
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Affiliation(s)
- Yaraslau Padrez
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, Vilnius LT-10257, Lithuania.
| | - Lena Golubewa
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, Vilnius LT-10257, Lithuania
| | - Igor Timoshchenko
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, Vilnius LT-10257, Lithuania
| | - Adrian Enache
- Central University Emergency Military Hospital, Pathology Department, 134 Calea Plevnei, Bucharest 010825, Romania
| | - Lucian G Eftimie
- Central University Emergency Military Hospital, Pathology Department, 134 Calea Plevnei, Bucharest 010825, Romania; Department of Special Motricity and Medical Recovery, The National University of Physical Education and Sports, Bucharest, Romania
| | - Radu Hristu
- Center for Microscopy-Microanalysis and Information Processing, National University of Science and Technology Politehnica Bucharest, 313 Splaiul Independentei, Bucharest 060042, Romania
| | - Danielis Rutkauskas
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, Vilnius LT-10257, Lithuania
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Eftimie LG, Padrez Y, Golubewa L, Rutkauskas D, Hristu R. Widefield polarization-resolved second harmonic generation imaging of entire thyroid nodule sections for the detection of capsular invasion. BIOMEDICAL OPTICS EXPRESS 2024; 15:4705-4718. [PMID: 39346988 PMCID: PMC11427203 DOI: 10.1364/boe.523052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 04/29/2024] [Accepted: 05/07/2024] [Indexed: 10/01/2024]
Abstract
The identification of tumor capsular invasion as a sign of malignancy is currently employed in traditional histopathology routines for thyroid nodules. However, its limitations are associated with the assessment criteria for invasion, which often lead to disagreements among observers. The aim of this paper is to introduce a widefield imaging technique combined with quantitative collagen analysis to identify areas of capsular invasion in thyroid neoplasms. In this study, we introduce the application of widefield polarization-resolved second harmonic generation microscopy for imaging entire thyroid nodule sections on histological slides. We employ a cylindrical collagen model to extract parameters associated with the ultrastructure and orientation of collagen within the entire capsule of the thyroid nodule. We showcase the effectiveness of these parameters in distinguishing between areas of nodule capsule invasion and unaffected regions of the capsule through statistical analysis of individual parameters and employing a machine learning technique that involves generating maps via cluster analysis. Our results suggest that quantitative analysis facilitated by polarization-resolved widefield second harmonic generation microscopy could prove beneficial for the automated evaluation of capsular invasion sites in thyroid pathology.
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Affiliation(s)
- Lucian G Eftimie
- Central University Emergency Military Hospital, Pathology Department, 134 Calea Plevnei, 010825 Bucharest, Romania
- Department of Special Motricity and Medical Recovery, The National University of Physical Education and Sports, Bucharest, Romania
| | - Yaraslau Padrez
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, LT-10257 Vilnius, Lithuania
| | - Lena Golubewa
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, LT-10257 Vilnius, Lithuania
| | - Danielis Rutkauskas
- Center for Physical Sciences and Technology, Sauletekio Ave. 3, LT-10257 Vilnius, Lithuania
| | - Radu Hristu
- Center for Microscopy-Microanalysis and Information Processing, National University of Science and Technology Politehnica Bucharest, 313 Splaiul Independentei, 060042 Bucharest, Romania
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Qiao L, Li H, Wang Z, Sun H, Feng G, Yin D. Machine learning based on SEER database to predict distant metastasis of thyroid cancer. Endocrine 2024; 84:1040-1050. [PMID: 38155324 DOI: 10.1007/s12020-023-03657-4] [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: 07/21/2023] [Accepted: 12/09/2023] [Indexed: 12/30/2023]
Abstract
OBJECTIVE Distant metastasis of thyroid cancer often indicates poor prognosis, and it is important to identify patients who have developed distant metastasis or are at high risk as early as possible. This paper aimed to predict distant metastasis of thyroid cancer through the construction of machine learning models to provide a reference for clinical diagnosis and treatment. MATERIALS & METHODS Data on demographic and clinicopathological characteristics of thyroid cancer patients between 2010 and 2015 were extracted from the National Institutes of Health (NIH) Surveillance, Epidemiology, and End Results (SEER) database. Our research used univariate and multivariate logistic models to screen independent risk factors, respectively. Decision Trees (DT), ElasticNet (ENET), Logistic Regression (LR), Extreme Gradient Boosting (XGBoost), Random Forest (RF), Multilayer Perceptron (MLP), Radial Basis Function Support Vector Machine (RBFSVM) and seven machine learning models were compared and evaluated by the following metrics: the area under receiver operating characteristic curve (AUC), calibration curve, decision curve analysis (DCA), sensitivity(also called recall), specificity, precision, accuracy and F1 score. Interpretable machine learning was used to identify possible correlation between variables and distant metastasis. RESULTS Independent risk factors for distant metastasis, including age, gender, race, marital status, histological type, capsular invasion, and number of lymph nodes metastases were screened by multifactorial regression analysis. Among the seven machine learning algorithms, RF was the best algorithm, with an AUC of 0.948, sensitivity of 0.919, accuracy of 0.845, and F1 score of 0.886 in the training set, and an AUC of 0.960, sensitivity of 0.929, accuracy of 0.906, and F1 score of 0.908 in the test set. CONCLUSIONS The machine learning model constructed in this study helps in the early diagnosis of distant thyroid metastases and helps physicians to make better decisions and medical interventions.
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Affiliation(s)
- Lixue Qiao
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Hao Li
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Ziyang Wang
- Engineering Research Center of Multidisciplinary Diagnosis and Treatment of Thyroid Cancer of Henan Province, Zhengzhou, China
| | - Hanlin Sun
- Key Medicine Laboratory of Thyroid Cancer of Henan Province, Zhengzhou, China
| | - Guicheng Feng
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Detao Yin
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
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11
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Jurkiewicz K, Miciak M, Biernat S, Wojtczak B, Kaliszewski K. Correlation of pN Stage and Hypoechogenicity with Tumour Encapsulation and Vascular Invasion in Thyroid Cancer (TC): A Comprehensive Analysis and Clinical Outcomes. Cancers (Basel) 2024; 16:2019. [PMID: 38893139 PMCID: PMC11171334 DOI: 10.3390/cancers16112019] [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: 04/17/2024] [Revised: 05/21/2024] [Accepted: 05/26/2024] [Indexed: 06/21/2024] Open
Abstract
In this retrospective study, the relationship between the pN stage of TC and the ultrasound hypoechogenicity of tumour encapsulation and vascular invasion was investigated. The data of a total of 678 TC patients were analysed. The goal of this study was to assess the significance of the pTNM score and preoperative ultrasound features in predicting cancer prognosis and guiding therapeutic decisions in patients with TC. The main research methods included a retrospective analysis of patient data, mainly the pTNM score and presence of tumour encapsulation and vascular invasion obtained from histopathological results and preoperative ultrasound imaging. Patients with well-differentiated TCs (papillary and follicular) were extracted from TC patients to better unify the results because of similar clinical strategies for these TCs. Significant associations were observed between advanced pN stage and the presence of encapsulation and vessel invasion. The majority of pN1a patients exhibited encapsulation (77.71%; p < 0.0001) and vascular invasion (75.30%; p < 0.0001), as did the majority of pN1b patients (100%; p < 0.0001 and 100%; p < 0.0001, respectively). Less than half of the patients with hypoeghogenic patterns presented with encapsulation (43.30%; p < 0.0001) and vascular invasion (43.52%; p < 0.0001), while the vast majority of patients without hypoechogenicity did not present with encapsulation (90.97%; p < 0.0001) or vascular invasion (90.97%; p < 0.0001). Hypoechogenicity was found to be indicative of aggressive tumour behaviour. The results of this study underscore the importance of accurate N staging in TC and suggests the potential use of ultrasound features in predicting tumour behaviour. Further research is needed to confirm these findings and explore additional prognostic markers to streamline TC management strategies and improve patient outcomes.
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Affiliation(s)
- Krzysztof Jurkiewicz
- Department of General, Minimally Invasive and Endocrine Surgery, Wroclaw Medical University, 50-367 Wrocław, Poland; (M.M.); (S.B.); (B.W.); (K.K.)
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12
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Uçaner B, Buldanlı MZ, Özemir İA, Çiftçi MS, Kesikli SA, Özkara M, Çelik E, Hançerlioğulları O. Preoperative, operative, and postoperative pathological features in thyroid papillary carcinoma with and without capsule invasion. GULHANE MEDICAL JOURNAL 2024; 66:36-42. [DOI: 10.4274/gulhane.galenos.2023.26213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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13
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Lebrun L, Salmon I. Pathology and new insights in thyroid neoplasms in the 2022 WHO classification. Curr Opin Oncol 2024; 36:13-21. [PMID: 37975316 PMCID: PMC10715705 DOI: 10.1097/cco.0000000000001012] [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: 11/19/2023]
Abstract
PURPOSE OF REVIEW The assessment of thyroid nodules is a common clinical problem, linked to the high incidence of thyroid nodules in the population and the low incidence of aggressive thyroid carcinoma. The screening is therefore one of the strengths of our patient care. Recently, the 2023 Bethesda System for Reporting Thyroid Cytopathology (TBSRTC) and 2022 WHO classification of thyroid neoplasms have been released based on the definition of new entities and the growing impact of molecular testing. The aim of this review is to analyze how these upgrades can help us in the daily routine practice diagnosis of thyroid cancer. RECENT FINDINGS Our review is focused on the most frequent thyroid tumors derived from thyroid follicular cell. Fine needle aspiration (FNA) is the gold standard for the screening of thyroid nodules with very high levels of sensitivity and specificity. These sensitivity and specificity are improved by molecular testing, which refines the risk of malignancy. The 2023 TBSRTC integrates molecular data and the upgrades integrated in the 2022 WHO classification such as the 'low-risk neoplasms' and the 'high-grade follicular-cells derived carcinoma'. The morphological examination remains crucial since the capsular and/or vascular invasion are key features of malignancy in the follicular thyroid neoplasms. Low-risk neoplasms represent a clinical challenge since no specific guidelines are available. Challenges remain regarding oncocytic thyroid lesions, which are not associated with specific diagnostic molecular biomarkers. Molecular testing can help not only in deciphering the prognosis but also in the targeted therapeutic strategy. SUMMARY While molecular testing has succeeded to substantially improve the pre and postoperative diagnosis and risk stratification of thyroid tumors, the morphological examination is still central in the daily routine diagnosis of thyroid pathology. Future is the integrated diagnosis of clinical, morphological, molecular and epigenetic features with the help of artificial intelligence algorithms.
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Affiliation(s)
- Laetitia Lebrun
- Université Libre de Bruxelles (ULB), Hôpital Universitaire de Bruxelles (HUB), CUB Hôpital Erasme, Erasme University Hospital, Department of Pathology, Brussels
| | - Isabelle Salmon
- Université Libre de Bruxelles (ULB), Hôpital Universitaire de Bruxelles (HUB), CUB Hôpital Erasme, Erasme University Hospital, Department of Pathology, Brussels
- DIAPath, Center for Microscopy and Molecular Imaging (CMMI), ULB, Gosselies, Belgium
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14
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Buczyńska A, Kościuszko M, Krętowski AJ, Popławska-Kita A. Exploring the clinical utility of angioinvasion markers in papillary thyroid cancer: a literature review. Front Endocrinol (Lausanne) 2023; 14:1261860. [PMID: 38089632 PMCID: PMC10711683 DOI: 10.3389/fendo.2023.1261860] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 11/10/2023] [Indexed: 12/18/2023] Open
Abstract
Papillary thyroid cancer (PTC) is the most common type of thyroid cancer, and angioinvasion, the invasion of blood vessels by cancer cells, is a crucial pathological feature associated with disease progression and poor prognosis. Thus, a comprehensive search of scientific databases was conducted to identify relevant studies investigating angioinvasion markers in PTC. The selected studies were reviewed and analyzed to assess the clinical significance and potential utility of these markers in predicting angioinvasion and guiding treatment decisions. Numerous studies have investigated various markers associated with angioinvasion in PTC, including oxidative stress, vascular endothelial growth factor (VEGF), matrix metalloproteinases (MMPs), and other angiogenic factors. The results indicate that increased expression of these markers is correlated with the presence and extent of angioinvasion in PTC. Moreover, some studies suggest that these markers can serve as prognostic indicators and guide therapeutic strategies, such as selecting patients for more aggressive treatment approaches or targeted therapies. The findings from the reviewed literature highlight the potential clinical utility of angioinvasion markers in PTC. The identification and validation of reliable markers can aid in assessing the risk of angioinvasion, predicting disease progression, and optimizing treatment decisions for patients with PTC. However, further research and validation on larger patient cohorts are necessary to establish the robustness and generalizability of these markers in clinical practice.
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Affiliation(s)
- Angelika Buczyńska
- Clinical Research Centre, Medical University of Bialystok, Bialystok, Poland
| | - Maria Kościuszko
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
| | - Adam Jacek Krętowski
- Clinical Research Centre, Medical University of Bialystok, Bialystok, Poland
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
| | - Anna Popławska-Kita
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, Bialystok, Poland
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15
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Wang H, Zhao S, Yao J, Yu X, Xu D. Factors influencing extrathyroidal extension of papillary thyroid cancer and evaluation of ultrasonography for its diagnosis: a retrospective analysis. Sci Rep 2023; 13:18344. [PMID: 37884592 PMCID: PMC10603168 DOI: 10.1038/s41598-023-45642-x] [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: 05/05/2023] [Accepted: 10/22/2023] [Indexed: 10/28/2023] Open
Abstract
Pathologists usually explore extrathyroidal extensions (ETEs) in thyroid cancer; however, sonographers are often not concerned with ETEs. We investigated factors influencing ETEs and the efficacy of ultrasound evaluation of thyroid capsule invasion. We retrospectively analysed 1933 papillary thyroid carcinoma patients who underwent thyroidectomy during 2018-2021. Patients were divided into three groups: no ETE, minor ETE (mETE), and gross ETE. Clinical characteristic differences were assessed using binary logistic regression analysis to identify ETE predictors, and the kappa test was performed to analyse consistency between ultrasonographic and pathological diagnoses of ETE. The mETE group was more likely to have larger tumour diameters and more extensive lymph node metastasis (LNM) than the no ETE group and more likely to be diagnosed in the isthmus. In the multivariate logistic regression analysis, longest tumour diameter, lesion site, LNM extent, and thyroglobulin concentration were significant mETE predictors. Minimal consistency existed between pathological and ultrasonographic examinations for neighbouring tissue invasion. Many clinical differences were observed between the no ETE and mETE groups, suggesting the importance of considering mETE. Therefore, sonographers should pay more attention to relationships between nodules and capsule and indicate these on ultrasound reports to provide more accurate preoperative ETE information for surgeons.
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Affiliation(s)
- Hui Wang
- Department of Ultrasound, Joint Service Support Force 903 Hospital, Hangzhou, China
| | - Shanshan Zhao
- Department of Ultrasound, Shaoxing People's Hospital, Shaoxing, China
| | - Jincao Yao
- Department of Ultrasound, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Key Laboratory of Head & Neck Cancer Translational Research of Zhejiang Province, Hangzhou, China
| | - Xiuhua Yu
- Department of Ultrasound, Joint Service Support Force 903 Hospital, Hangzhou, China.
| | - Dong Xu
- Department of Ultrasound, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital); Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Key Laboratory of Head & Neck Cancer Translational Research of Zhejiang Province, Hangzhou, China.
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16
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Buczyńska A, Sidorkiewicz I, Kościuszko M, Adamska A, Siewko K, Dzięcioł J, Szumowski P, Myśliwiec J, Szelachowska M, Popławska-Kita A, Krętowski A. Clinical significance of oxidative stress markers as angioinvasion and metastasis indicators in papillary thyroid cancer. Sci Rep 2023; 13:13711. [PMID: 37608150 PMCID: PMC10444813 DOI: 10.1038/s41598-023-40898-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 08/17/2023] [Indexed: 08/24/2023] Open
Abstract
Angioinvasion remains the important prognostic feature in papillary thyroid cancer (PTC) patients. Literature data indicates several markers that may be associated with oxidative stress and/or angioinvasion. Therefore, we assessed the utility of selected parameters in angioinvasion and metastasis screening in serum of PTC patients. Serum antioxidant capacity (TAC) and sirtuin 3 (SIRT3) levels were decreased (all p < 0.05) and both DNA/RNA oxidative stress damage products (DNA/RNA OSDP) and malondialdehyde (MDA) levels were increased in PTC patients with angioinvasion and metastasis (study group) when compared with PTC patients without these features (all p < 0.01). The highest screening utility in differentiation between angioinvasion and metastasis presence and absence in PTC patients was presented for DNA/RNA OSDP (AUC = 0.71), SIRT3 (AUC = 0.70), and TAC (AUC = 0.67) (all p < 0.05). Our study suggests that peripheral concentration of oxidative stress markers could be useful as angioinvasion and metastasis indicator in PTC patients.
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Affiliation(s)
- Angelika Buczyńska
- Clinical Research Centre, Medical University of Bialystok, 15-276, Białystok, Poland.
| | - Iwona Sidorkiewicz
- Clinical Research Support Centre, Medical University of Bialystok, Ul. M. Skłodowskiej-Curie 24a, 15-276, Białystok, Poland
| | - Maria Kościuszko
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Agnieszka Adamska
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Katarzyna Siewko
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Janusz Dzięcioł
- Department of Human Anatomy, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Piotr Szumowski
- Nuclear Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Janusz Myśliwiec
- Nuclear Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Małgorzata Szelachowska
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
| | - Anna Popławska-Kita
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276, Białystok, Poland.
| | - Adam Krętowski
- Clinical Research Centre, Medical University of Bialystok, 15-276, Białystok, Poland
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276, Białystok, Poland
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17
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Wan F, He W, Zhang W, Zhang Y, Zhang H, Guang Y. Preoperative prediction of extrathyroidal extension: radiomics signature based on multimodal ultrasound to papillary thyroid carcinoma. BMC Med Imaging 2023; 23:96. [PMID: 37474935 PMCID: PMC10360306 DOI: 10.1186/s12880-023-01049-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 06/16/2023] [Indexed: 07/22/2023] Open
Abstract
BACKGROUND There is a recognized need for additional approaches to improve the accuracy of extrathyroidal extension (ETE) diagnosis in papillary thyroid carcinoma (PTC) before surgery. Up to now, multimodal ultrasound has been widely applied in disease diagnosis. We investigated the value of radiomic features extracted from multimodal ultrasound in the preoperative prediction of ETE. METHODS We retrospectively pathologically confirmed PTC lesions in 235 patients from January 2019 to April 2022 in our hospital, including 45 ETE lesions and 205 non-ETE lesions. MaZda software was employed to obtain radiomics parameters in multimodal sonography. The most valuable radiomics features were selected by the Fisher coefficient, mutual information, probability of classification error and average correlation coefficient methods (F + MI + PA) in combination with the least absolute shrinkage and selection operator (LASSO) method. Finally, the multimodal model was developed by incorporating the clinical records and radiomics features through fivefold cross-validation with a linear support vector machine algorithm. The predictive performance was evaluated by sensitivity, specificity, accuracy, F1 scores and the area under the receiver operating characteristic curve (AUC) in the training and test sets. RESULTS A total of 5972 radiomics features were extracted from multimodal sonography, and the 13 most valuable radiomics features were selected from the training set using the F + MI + PA method combined with LASSO regression. The multimodal prediction model yielded AUCs of 0.911 (95% CI 0.866-0.957) and 0.716 (95% CI 0.522-0.910) in the cross-validation and test sets, respectively. The multimodal model and radiomics model showed good discrimination between ETE and non-ETE lesions. CONCLUSION Radiomics features based on multimodal ultrasonography could play a promising role in detecting ETE before surgery.
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Affiliation(s)
- Fang Wan
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, No. 119 West Road of South 4th Ring Road, Fengtai District, 100160, Beijing, China
| | - Wen He
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, No. 119 West Road of South 4th Ring Road, Fengtai District, 100160, Beijing, China.
| | - Wei Zhang
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, No. 119 West Road of South 4th Ring Road, Fengtai District, 100160, Beijing, China
| | - Yukang Zhang
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, No. 119 West Road of South 4th Ring Road, Fengtai District, 100160, Beijing, China
| | - Hongxia Zhang
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, No. 119 West Road of South 4th Ring Road, Fengtai District, 100160, Beijing, China
| | - Yang Guang
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, No. 119 West Road of South 4th Ring Road, Fengtai District, 100160, Beijing, China.
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18
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Wong KS, Barletta JA. Challenges in Encapsulated Follicular-Patterned Tumors: How Much Is Enough? Evaluation of Nuclear Atypia, Architecture, and Invasion. Surg Pathol Clin 2023; 16:27-44. [PMID: 36739165 DOI: 10.1016/j.path.2022.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Thyroid pathology is notoriously fraught with high interobserver variability, and follicular-patterned tumors are among some of the most challenging to assess accurately and reproducibly. Given that encapsulated or well-circumscribed follicular-patterned tumors often have similar molecular profiles, that is, frequent RAS or RAS-like alterations, the diagnosis usually relies on histopathologic examination alone. Unfortunately, many of the features that are used for diagnosis and prognosis of these tumors have long been controversial and frequently debated topics, both due to their subjectivity and their evolving (or not yet resolved) definitions. In more recent years, the introduction of noninvasive follicular thyroid neoplasm with papillary-like nuclear features has added further complexity to this discussion. In particular, the criteria and significance of nuclear features of papillary thyroid carcinoma, architectural patterns, and invasive growth still pose significant diagnostic challenges and confusion. This review explores some of the challenges in evaluating encapsulated follicular-patterned tumors, focusing on those histologic elements.
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Affiliation(s)
- Kristine S Wong
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Justine A Barletta
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
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19
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Chen Z, Zhang W, He W. Ultrasound-guided thermal ablation for papillary thyroid microcarcinoma: A systematic review. Clin Endocrinol (Oxf) 2023; 98:296-305. [PMID: 36471482 DOI: 10.1111/cen.14857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 11/29/2022] [Accepted: 12/03/2022] [Indexed: 12/12/2022]
Abstract
OBJECTIVE Thyroidectomy is the first-line treatment for papillary thyroid microcarcinoma (PTMC), but often involves aggressive overtreatment. Thermal ablation (TA) has been gradually used for the treatment of recurrent PTMC. However, it is not recommended for the treatment of primary PTMC according to the Korean and Italian guidelines. Therefore, this systematic review aimed to analyse the indications, efficacy, and safety of TA in the treatment of PTMC. DESIGN Systematic review. PATIENTS AND MEASUREMENTS A search strategy was developed in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement. A total of 27 articles were included in this study until January 2022. RESULTS According to current guidelines and studies, we divided the indications of TA for PTMC into six primary and three secondary indications. Laser ablation (LA) has the advantages of a small needle, accurate output energy and precision ablation, and it is safe to important organs around the lesion. The patients recover quickly after radiofrequency ablation (RFA), with no major complications, recurrence, or lymph node metastasis. The volume reduction rate after RFA was the highest, followed by microwave ablation and LA, and the improvement in patient quality of life after TA was significantly better than after thyroidectomy. CONCLUSIONS TA is an effective alternative method for surgery in the treatment of low-risk PTMC and has the advantages of being minimally invasive, economical, having less bleeding and having a high postoperative quality of life.
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Affiliation(s)
- Zhiguang Chen
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Wei Zhang
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Wen He
- Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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20
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Yihao L, Shuo L, Pu X, Zipeng W, Hanlin S, Qungang C, Yongfei W, Detao Y. Risk Factors for Contralateral Occult Papillary Thyroid Carcinoma in Patients with Clinical Unilateral Papillary Thyroid Carcinoma: A Case-Control Study. Int J Endocrinol 2022; 2022:5112985. [PMID: 35800226 PMCID: PMC9256461 DOI: 10.1155/2022/5112985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 06/06/2022] [Indexed: 11/17/2022] Open
Abstract
INTRODUCTION Papillary thyroid cancer (PTC) is one of the most prevalent endocrine malignancies that has increased in recent decades around the world. Although the indicator for navigating the surgical extent in PTC patients is still in debate, a key issue is how to predict that there are undetected preoperative tumors in the contralateral thyroid lobe. This study aims to find risk factors for contralateral occult papillary thyroid cancer (COPTC) to facilitate more accurate surgical decisions made for patients with PTC. MATERIALS AND METHODS In our study, we included 229 patients who underwent total thyroidectomy plus central and ipsilateral lateral lymph nodes dissection from January 1, 2019, to September 1, 2021. Univariate and multivariate logistic regression analyses were conducted to assess the association between COPTC and clinical-pathological characteristics, as well as the relation between the diameter of the occult lesions and predictors. The forest plot was plotted to visualize the prediction factors from the output of the multivariate regression analysis. A ROC curve was used to evaluate the combining potency of all the risk factors. RESULTS Of the 229 patients included in our study, 46 with COPTC were assigned to the case group, representing 20.1% in this study. Multifocality in one lobe (OR = 2.21, P=0.03), intact capsule (OR = 2.54, P=0.01), central lymph node metastasis (OR = 3.00, P=0.02), and Hashimoto's thyroiditis (OR = 2.08, P = 0.04) are more prone to present contralateral occult papillary thyroid carcinoma. The ROC curve of the aggregate potency of the risk factors presents AUC = 0.701 (P < 0.001), and the best cutoff value was 2.02, with a sensitivity of 78.3% and specificity of 55.2%. Furthermore, there was no statistical correlation between the diameter of the occult tumor and the four obtained variables. CONCLUSION Patients with multifocality in one lobe, intact capsule, central lymph node metastasis, and HT may harbor contralateral papillary thyroid carcinoma. It is essential to be prudent to make a surgical or follow-up decision on these patients. In addition, more clinical rather than postoperative pathological indicators need to be revealed in the future.
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Affiliation(s)
- Liu Yihao
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Li Shuo
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xi Pu
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Wang Zipeng
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Sun Hanlin
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Chang Qungang
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Wang Yongfei
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yin Detao
- Thyroid Surgery Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Engineering Research Center of Multidisciplinary Diagnosis and Treatment of Thyroid Cancer of Henan Province, Zhengzhou, China
- Key Medicine Laboratory of Thyroid Cancer of Henan Province, Zhengzhou, China
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