1
|
Li C, Luo Y, Jiang Y, Li Q. Integrated intraoperative predictive model for malignancy risk assessment of thyroid nodules with atypia of undetermined significance cytology. Sci Rep 2025; 15:1860. [PMID: 39805960 PMCID: PMC11730291 DOI: 10.1038/s41598-024-84716-2] [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: 10/26/2024] [Accepted: 12/26/2024] [Indexed: 01/16/2025] Open
Abstract
Management of thyroid nodules with atypia of undetermined significance/follicular lesion of undetermined significance (AUS/FLUS) cytology is challenging because of uncertain malignancy risk. Intraoperative frozen section pathology provides real-time diagnosis for AUS/FLUS nodules undergoing surgery, but its accuracy is limited. This study aimed to develop an integrated predictive model combining clinical, ultrasound and IOFS features to improve intraoperative malignancy risk assessment. A retrospective cohort study was conducted on patients with AUS/FLUS cytology and negative BRAFV600E mutation who underwent thyroid surgery. The cohort was randomly divided into training and validation sets. Clinical, ultrasound, and pathological features were extracted for analysis. Three models were developed: an IOFS model with IOFS results as sole predictor, a clinical model integrating clinical and ultrasound features, and an integrated model combining all features. Model performance was evaluated using comprehensive metrics in both sets. The superior model was visualized as a nomogram. Among 531 included patients, the integrated model demonstrated superior diagnostic ability, predictive performance, calibration, and clinical utility compared to other models. It exhibited AUC values of 0.92 in the training set and 0.95 in the validation set. The nomogram provides a practical tool for estimating malignancy probability intraoperatively. This study developed an innovative integrated predictive model for intraoperative malignancy risk assessment of AUS/FLUS nodules. By combining clinical, ultrasound, and IOFS features, the model enhances IOFS diagnostic sensitivity, providing a reliable decision-support tool for optimizing surgical strategies.
Collapse
Affiliation(s)
- Cheng Li
- Department of Thyroid Surgery, Ningbo Medical Center Lihuili Hospital, Ningbo, China.
| | - Yong Luo
- Department of Thyroid Surgery, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Yan Jiang
- Department of Ultrasound, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Qi Li
- Department of Thyroid Surgery, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| |
Collapse
|
2
|
Wang Y, Chen Z, Shima K, Zhong D, Yang L, Wang Q, Jiang R, Dong J, Lei Y, Li X, Cao L. Rapid diagnosis of papillary thyroid carcinoma with machine learning and probe electrospray ionization mass spectrometry. JOURNAL OF MASS SPECTROMETRY : JMS 2022; 57:e4831. [PMID: 35562642 DOI: 10.1002/jms.4831] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 04/21/2022] [Accepted: 04/22/2022] [Indexed: 06/15/2023]
Abstract
Frozen section examination could provide pathological diagnosis for surgery of thyroid nodules, which is time-consuming, skill- and experience-dependent. This study developed a rapid classification method for thyroid nodules and machine learning. Total 69 tissues were collected including 43 nodules and 26 nodule-adjacent tissues. Intraoperative frozen section was first performed to give accurate diagnosis, and the rest frozen specimen were pretreated for probe electrospray ionization mass measurement. By multivariate analysis of mass scan data, a series compounds were found downregulated in the extraction solution of papillary thyroid carcinoma (PTC), but some were found upregulated by mass spectrometry imaging. m/z 758.5713 ([PC[34:2] + H]+ ), m/z 772.5845 ([PC[32:0] + K]+ ), and m/z 786.6037 ([PC[36:2] + H]+ ) were firstly identified as potential biomarkers for nodular goiter (NG). Machine learning was employed by means of support vector machine (SVM) and random forest (RF) algorithms. For classification of PTC from NG, SVM and RF algorithms exhibited the same performance and the concordance was 94.2% and 94.4% between prediction and pathological diagnosis with positive and negative mass dataset, respectively. For the classification of PTC from PTC adjacent tissues, SVM was better than RF and the concordance was 93.8% and 83.3% with positive and negative mass dataset, respectively. With the identified compounds as training features, the sensitivity and specificity are 87.5% and 88.9% for the test set. The developed method could also correctly predict the malignancy of one medullary thyroid carcinoma and one adenomatous goiter (benign). The diagnosis time is about 10 min for one specimen, and it is very promising for the intraoperative diagnosis of papillary thyroid carcinoma.
Collapse
Affiliation(s)
- Ye Wang
- Department of Pathology, China-Japan Friendship Hospital, Beijing, China
| | - Zhenhe Chen
- Shimadzu China Innovation Center, Shimadzu Corporation, Beijing, China
| | - Keisuke Shima
- Shimadzu China Innovation Center, Shimadzu Corporation, Beijing, China
| | - Dingrong Zhong
- Department of Pathology, China-Japan Friendship Hospital, Beijing, China
| | - Lei Yang
- Department of Pathology, China-Japan Friendship Hospital, Beijing, China
| | - Qingyang Wang
- Department of Pathology, China-Japan Friendship Hospital, Beijing, China
| | - Ruiying Jiang
- Department of Pathology, China-Japan Friendship Hospital, Beijing, China
| | - Jing Dong
- Shimadzu China Innovation Center, Shimadzu Corporation, Beijing, China
| | - Yajuan Lei
- Shimadzu China Innovation Center, Shimadzu Corporation, Beijing, China
| | - Xiaodong Li
- Shimadzu China Innovation Center, Shimadzu Corporation, Beijing, China
| | - Lei Cao
- Shimadzu China Innovation Center, Shimadzu Corporation, Beijing, China
| |
Collapse
|
3
|
Back K, Lee J, Choe JH, Kim JH, Oh YL, Kim JS. Total thyroidectomy can be overtreatment in cN1a papillary thyroid carcinoma patients whose tumor is smaller than 1 cm. Am J Surg 2021; 223:635-640. [PMID: 34446213 DOI: 10.1016/j.amjsurg.2021.08.015] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 07/19/2021] [Accepted: 08/10/2021] [Indexed: 12/26/2022]
Abstract
BACKGROUND The 2015 American Thyroid Association (ATA) guidelines recommend pursuing total thyroidectomy with therapeutic central lymph-node dissection (CND) in patients with clinically apparent nodal disease (cN1a), regardless of tumor size. The aim of this study was to investigate whether total thyroidectomy is necessary for thyroid papillary microcarcinoma (PTMC) patients with preoperative unilateral cN1a. METHODS This study included 295 papillary thyroid microcarcinoma patients who underwent total thyroidectomy with bilateral CND from January 2012 to June 2015. RESULTS The median follow-up time was 42.5 months. Locoregional recurrence (LRR) was observed in only two (0.9%) patients. Among 70 cN1a patients, only 19 (27.1%) were at intermediate risk for disease recurrence and required total thyroidectomy per the ATA guidelines. Lobectomy can be considered as a treatment option for the remaining patients (72.9%). CONCLUSIONS Our study showed that more than two-thirds of PTMC patients with clinical nodal disease who underwent total thyroidectomy and CND were actually lobectomy candidates. Total thyroidectomy as the first surgical option for cN1a, especially in PTMC patients, should be reconsidered.
Collapse
Affiliation(s)
- Kyorim Back
- Division of Endocrine Surgery, Department of Surgery, Chung-Ang University Hospital, Chung-Ang University School of Medicine, Seoul, South Korea
| | - Jiyeon Lee
- Department of Pathology and Translational Genomics, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, South Korea
| | - Jun-Ho Choe
- Division of Endocrine Surgery, Department of Surgery, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, South Korea
| | - Jung-Han Kim
- Division of Endocrine Surgery, Department of Surgery, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, South Korea
| | - Young Lyun Oh
- Department of Pathology and Translational Genomics, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, South Korea
| | - Jee Soo Kim
- Division of Endocrine Surgery, Department of Surgery, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, South Korea.
| |
Collapse
|
4
|
Marshall R, Alexander D, Fleming J, Grayson J, Peters G, Buczek E. Utility of intraoperative frozen sections of thyroid tissue in the age of molecular testing. Clin Otolaryngol 2021; 46:991-997. [PMID: 33811452 DOI: 10.1111/coa.13766] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Revised: 12/17/2020] [Accepted: 03/14/2021] [Indexed: 01/29/2023]
Abstract
OBJECTIVES Our study aims to examine the correlation between preoperative ultrasound-guided fine-needle aspiration and intraoperative frozen section and examine the clinical benefit of frozen section in the context of the latest national guidelines on the management of differentiated thyroid cancer. STUDY DESIGN A retrospective review of thyroid frozen section from 2012 to2017 at one institution. SETTING Tertiary care centre. PARTICIPANTS/MAIN OUTCOME Patient demographics, fine-needle aspiration results, molecular testing results, frozen section diagnosis (classified as benign, indeterminate, or malignant), final pathologic diagnosis, initial planned surgery, actual surgery performed, need for additional surgery and complications were recorded. Complications included hematoma formation, hypocalcaemia (requiring readmission, symptomatic, or >24-hour stay post op) and recurrent or superior laryngeal nerve damage. RESULTS 728 total patients had an intraoperative frozen section performed. A Thy 4/Bethesda V USGFNA diagnosis (n = 55) significantly correlated with a clinically important intraoperative frozen section (n = 17, P < .01). Intraoperative management was changed by the frozen section 53 times (7.2%). Molecular testing was sent on 92 USGFNA specimens, 80 of which were deemed "suspicious." Of the 49 patients whose management was upstaged intraoperatively, 29 (59%) would not necessitate a completion thyroidectomy under the latest UK and ATA guidelines based on final pathology. CONCLUSION Intraoperative frozen sections rarely alter the pre-surgical plan and indeed may result in expanded surgery that could have been avoided based on latest UK and US guidelines. Molecular testing of indeterminate fine-needle aspiration results does not appear to predict meaningful intraoperative frozen section results.
Collapse
Affiliation(s)
- Ryan Marshall
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - David Alexander
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Jason Fleming
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Jessica Grayson
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Glenn Peters
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Erin Buczek
- Department of Otolaryngology Head and Neck Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| |
Collapse
|
5
|
Sanabria A, Zafereo M, Thompson LDR, Hernandez-Prera JC, Kowalski LP, Nixon IJ, Shaha A, Rodrigo JP, Mäkitie A, Poorten VV, Suarez C, Zbären P, Rinaldo A, Ferlito A. Frozen section in thyroid gland follicular neoplasms: It's high time to abandon it! Surg Oncol 2020; 36:76-81. [PMID: 33316682 DOI: 10.1016/j.suronc.2020.12.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 11/23/2020] [Accepted: 12/06/2020] [Indexed: 11/30/2022]
Abstract
Thyroid nodules are a very common clinical condition. The 2015 American Thyroid Association (ATA) guidelines recommend surgical excision for Bethesda IV nodules. The use of intraoperative frozen section (FS) has been recommended as a strategy to tailor the extent of the initial surgery. We critically evaluated the literature that discusses the utility and cost-effectiveness of FS to make an intraoperative decision in patients with thyroid nodules classified as follicular neoplasm. FS should not be recommended as a routine intraoperative test to assess for malignancy in thyroid follicular patterned lesions due to its low performance; the high number of deferred results; the inability to adequately assess histologically defining features; the improvements in risk stratification guiding total thyroidectomy; and the low cost-effectiveness of FS.
Collapse
Affiliation(s)
- Alvaro Sanabria
- Department of Surgery, School of Medicine, Universidad de Antioquia, CEXCA. Centro de Excelencia en Enfermedades de Cabeza y Cuello. Medellín, Colombia.
| | - Mark Zafereo
- Head and Neck Surgery, MD Anderson Cancer Center, Houston, TX, USA
| | - Lester D R Thompson
- Department of Pathology. Southern California Permanente Medical Group, Woodland Hills Medical Center, Woodland Hills, CA, USA
| | | | - Luiz P Kowalski
- Department of Head and Neck Surgery and Otorhinolaryngology, A.C. Camargo Cancer Center, Department of Head and Neck Surgery University of Sao Paulo Medical School, Sao Paulo, Brazil
| | - Iain J Nixon
- Ear, Nose and Throat Department, NHS Lothian, University of Edinburgh, Edinburgh, UK
| | - Ashok Shaha
- Head and Neck Service, Memorial Sloan-Kettering Cancer Center, NY, USA
| | - Juan P Rodrigo
- Department of Otolaryngology, Hospital Universitario Central de Asturias-University of Oviedo, Oviedo, Spain; Instituto de Investigación Sanitaria del Principado de Asturias, IUOPA, CIBERONC, Oviedo, Spain
| | - Antti Mäkitie
- Department of Otorhinolaryngology, Head and Neck Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Vincent Vander Poorten
- Department of Oncology, Section Head and Neck Oncology, KU Leuven, and Otorhinolaryngology, Head and Neck Surgery, University Hospitals Leuven. Leuven, Belgium
| | - Carlos Suarez
- Instituto de Investigación Sanitaria del Principado de Asturias, IUOPA, CIBERONC, Oviedo, Spain
| | - Peter Zbären
- Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital, Bern, Switzerland
| | | | - Alfio Ferlito
- Coordinator of the International Head and Neck Scientific Group, Padua, Italy
| |
Collapse
|
6
|
Garau LM, Rubello D, Muccioli S, Boni G, Volterrani D, Manca G. The sentinel lymph node biopsy technique in papillary thyroid carcinoma: The issue of false-negative findings. Eur J Surg Oncol 2020; 46:967-975. [PMID: 32098735 DOI: 10.1016/j.ejso.2020.02.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Revised: 02/04/2020] [Accepted: 02/12/2020] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND The management of papillary thyroid carcinoma (PTC) is changed after introduction of sentinel lymph node biopsy (SNB) technique for nodal staging. Some debate still surrounds the accuracy of this procedure in terms of wide heterogeneity of sentinel lymph node detection and false-negative findings. AIM to identify the key issues which make it difficult the usefulness of SNB in PTC. METHODS A comprehensive computer literature search of meta-analyses published in PubMed/MEDLINE and Cochrane library database until June 30, 2019 was conducted. We used a search algorithm based on this combination of terms: (i) "thyroid neoplasm" or "thyroid cancer" or "thyroid carcinoma" or "thyroid malignancy" or "meta-analysis" or "systematic review") AND (ii) "sentinel lymph node biopsy". RESULTS Comparing 4 written meta-analyses published in the literature, the diagnostic performance of SNB technique in PTC has been summarized. Relatively high false-negative rates (FNR) were reported for each SNB methods: vital-dye (VD: 12.7%; 7%; 0-38%), 99mTc-nanocolloid planar lymphoscintigraphy with the use of intraoperative hand-held gamma probes (LS: 11.3%; 16%; 0-40%), combined LS with VD (LS+VD: 0%; 0-17%), LS with the additional contribution of preoperative SPECT/CT (7-8%). CONCLUSION Evidence-based data about the diagnostic performance of SNB in PTC are increasing. The nuclear medicine community should reach a consensus on the operational definition of the SLN to better guide the surgeon in identifying the lymph nodes most likely contain metastatic cells. Standardization of SLN identification, removal and analysis are required.
Collapse
Affiliation(s)
- Ludovico M Garau
- Regional Center of Nuclear Medicine, Hospital University of Pisa, Pisa, Italy.
| | - Domenico Rubello
- Nuclear Medicine and PET Centre, Santa Maria della Misericordia Hospital, Rovigo, Italy.
| | - Simona Muccioli
- Regional Center of Nuclear Medicine, Hospital University of Pisa, Pisa, Italy
| | - Giuseppe Boni
- Regional Center of Nuclear Medicine, Hospital University of Pisa, Pisa, Italy
| | - Duccio Volterrani
- Regional Center of Nuclear Medicine, Hospital University of Pisa, Pisa, Italy
| | - Gianpiero Manca
- Regional Center of Nuclear Medicine, Hospital University of Pisa, Pisa, Italy
| |
Collapse
|
7
|
Grisales J, Sanabria A. Utility of Routine Frozen Section of Thyroid Nodules Classified as Follicular Neoplasm. Am J Clin Pathol 2020; 153:210-220. [PMID: 31732728 DOI: 10.1093/ajcp/aqz152] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
OBJECTIVES To evaluate the diagnostic performance of frozen section in thyroid nodules classified as follicular neoplasm. METHODS A diagnostic test meta-analysis was designed. Studies that assessed frozen section in patients with thyroid nodules and a fine-needle aspiration biopsy result of Bethesda IV were selected. The outcomes measured were the number of false- and true-positive and -negative results. We used the Quality Assessment of Diagnostic Accuracy Studies 2 (QUADAS-2) instrument for methodological quality assessment and a bivariate mixed-effects regression framework and a likelihood-based estimation of the exact binomial approach. RESULTS Forty-six studies from 1991 to 2018 were included. Most studies had moderate methodological quality. The overall sensitivity and specificity were 43% (95% confidence internal [CI], 0.34-0.53) and 100% (95% CI, 0.99-1.00), respectively. The hierarchic summary receiver operating characteristic curve showed an area under the curve of 0.91 (95% CI, 0.80-0.97). CONCLUSIONS Frozen section demonstrates moderate diagnostic performance in patients with follicular neoplasm, and its utility for making intraoperative decisions is limited. Its routine use should be discouraged.
Collapse
Affiliation(s)
- Jhorman Grisales
- Department of Surgery, School of Medicine, Universidad de Antioquia, Medellín, Colombia
| | - Alvaro Sanabria
- Department of Surgery, School of Medicine, Universidad de Antioquia, Medellín, Colombia
- Centro de Excelencia en Cirugia de Cabeza y Cuello, CEXCA, Medellín, Colombia
| |
Collapse
|
8
|
Bollig CA, Jorgensen JB, Zitsch RP, Dooley LM. Utility of Intraoperative Frozen Section in Large Thyroid Nodules. Otolaryngol Head Neck Surg 2018; 160:49-56. [PMID: 30322356 DOI: 10.1177/0194599818802183] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To determine if the routine use of intraoperative frozen section (iFS) results in cost savings among patients with nodules >4 cm with nonmalignant cytology undergoing a thyroid lobectomy. STUDY DESIGN Case series with chart review; cost minimization analysis. SETTING Single academic center. SUBJECTS AND METHODS Records were reviewed on a consecutive sample of 48 patients with thyroid nodules >4 cm and nonmalignant cytology who were undergoing thyroid lobectomy in which iFS was performed between 2010 and 2015. A decision tree model of thyroid lobectomy with iFS was created. Comparative parameters were obtained from the literature. A cost minimization analysis was performed comparing lobectomy with and without iFS and the need for completion thyroidectomy with costs estimated according to 2014 data from Medicare, the Bureau of Labor Statistics, and the Nationwide Inpatient Sample. RESULTS The overall malignancy rate was 25%, and 33% of these malignancies were identified intraoperatively. When the malignancy rates obtained from our cohort were applied, performing routine iFS was the less costly scenario, resulting in a savings of $486 per case. When the rate of malignancy identified on iFS was adjusted, obtaining iFS remained the less costly scenario as long as the rate of malignancies identified on iFS exceeded 12%. If patients with follicular lesions on cytology were excluded, 50% of malignancies were identified intraoperatively, resulting in a savings of $768 per case. CONCLUSIONS For patients with nodules >4 cm who are undergoing a diagnostic lobectomy, the routine use of iFS may result in decreased health care utilization. Additional cost savings could be obtained if iFS is avoided among patients with follicular lesions.
Collapse
Affiliation(s)
- Craig A Bollig
- 1 Department of Otolaryngology-Head and Neck Surgery, School of Medicine, University of Missouri, Columbia, Missouri, USA
| | - Jeffrey B Jorgensen
- 1 Department of Otolaryngology-Head and Neck Surgery, School of Medicine, University of Missouri, Columbia, Missouri, USA
| | - Robert P Zitsch
- 1 Department of Otolaryngology-Head and Neck Surgery, School of Medicine, University of Missouri, Columbia, Missouri, USA
| | - Laura M Dooley
- 1 Department of Otolaryngology-Head and Neck Surgery, School of Medicine, University of Missouri, Columbia, Missouri, USA
| |
Collapse
|