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Liu Q, Qu T, Xu X, Li X, Lin D, Liu H, Liu Q, Qi K, Fan J, Zhou L, Wang X. Automated segmentation by SCA-UNet can be directly used for radiomics diagnosis of thymic epithelial tumors. Eur J Radiol 2025; 185:112004. [PMID: 40014944 DOI: 10.1016/j.ejrad.2025.112004] [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: 10/21/2024] [Revised: 01/24/2025] [Accepted: 02/12/2025] [Indexed: 03/01/2025]
Abstract
BACKGROUND Automatic segmentation of thymic lesions in preoperative computed tomography (CT) images is crucial for accurate diagnosis but remains time-consuming. Although UNet is widely used in medical imaging, its performance is limited by the inherent drawbacks of convolutional neural networks (CNNs), such as restricted receptive fields and limited global context modeling, which affect segmentation efficiency. METHOD 712 patients with mediastinal lesions admitted to Shanghai General Hospital between October 2014 and January 2023 were included in the study. Each lesion was manually delineated on CT images using the 3D slicer workstation. To enhance global context awareness for lesion segmentation, previously collected training data was used to develop a deep learning network called Space Channel Attention UNet (SCA-UNet). The model was further utilized for radiomics-based identification and risk assessment of thymic epithelial tumors (TETs). The code of SCA-UNet is available at: https://github.com/GovernTony/SCA-UNet. RESULT The SCA-UNet model was developed using 107 selected radiomic features. Based on our CT dataset, SCA-UNet outperformed several state-of-the-art models in segmentation accuracy and generalization, achieving the highest Dice Similarity Coefficient (DSC) of 87.48%. Furthermore, in subsequent radiomics classification, the segmentation results produced by SCA-UNet were comparable to those obtained through manual segmentation, with an Area Under the Curve (AUC) of 0.8457 for SCA-UNet versus 0.8514 for manual segmentation in TET identification, and 0.7735 for SCA-UNet versus 0.7780 for manual segmentation in risk assessment. CONCLUSION Overall, SCA-UNet demonstrated high accuracy in automatic segmentation and can be effectively applied to radiomics analysis, showing significant potential for the clinical application of TET treatment.
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Affiliation(s)
- Qiongliang Liu
- Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Taiyu Qu
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Xiangnan Xu
- Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaolong Li
- Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Dong Lin
- Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hua Liu
- Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Qinghao Liu
- Department of Thoracic Surgery, Peking University Hospital, Beijing, China
| | - Kang Qi
- Department of Thoracic Surgery, Peking University Hospital, Beijing, China
| | - Jiang Fan
- Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lei Zhou
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China.
| | - Xing Wang
- Department of Thoracic Surgery, Peking University Hospital, Beijing, China; Department of Thoracic Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
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Ai J, Wang Z, Ai S, Li H, Gao H, Shi G, Hu S, Liu L, Zhao L, Wei Y. Development and Validation of a CT-Radiomics Nomogram for the Diagnosis of Small Prevascular Mediastinal Nodules: Reducing Nontherapeutic Surgeries. Acad Radiol 2025; 32:506-517. [PMID: 39107185 DOI: 10.1016/j.acra.2024.07.037] [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: 05/03/2024] [Revised: 07/16/2024] [Accepted: 07/19/2024] [Indexed: 08/09/2024]
Abstract
RATIONALE AND OBJECTIVES The preoperative diagnosis of small prevascular mediastinal nodules (SPMNs) presents a challenge, often leading to unnecessary surgical interventions. Our objective was to develop a nomogram based on preoperative CT-radiomics features, serving as a non-invasive diagnostic tool for SPMNs. MATERIALS AND METHODS Patients with surgically resected SPMNs from two medical centers between January 2018 and December 2022 were retrospectively reviewed. Radiomics features were extracted and screened from preoperative CT images. Logistic regression was employed to establish clinical, radiomics, and hybrid models for differentiating thymic epithelial tumors (TETs) from cysts. The performance of these models was validated in both internal and external test sets by area under the receiver operating characteristic curve (AUC), while also comparing their diagnostic capability with human experts. RESULTS The study enrolled a total of 363 patients (median age, 53 years [IQR:45-59 years]; 175 [48.2%] males) for model development and validation, including 136 TETs and 227 cysts. Lesions' enhancement status, shape, calcification, and rad-score were identified as independent factors for distinction. The hybrid model demonstrated superior diagnostic performance compared to other models and human experts, with an AUC of 0.95 (95% CI:0.92-0.98), 0.94 (95% CI:0.89-0.99), and 0.93 (95% CI:0.83-1.00) in the training set, internal test set, and external test set respectively. The calibration curve of the model demonstrated excellent fit, while decision curve analysis underscored its clinical value. CONCLUSION The radiomics-based nomogram effectively discriminates between the most prevalent types of SPMNs, namely TETs and cysts, thus presenting a promising tool for treatment guidance.
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Affiliation(s)
- Jiangshan Ai
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Zhaofeng Wang
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Shiwen Ai
- Department of Thoracic Surgery, Affiliated Hospital of Jining Medical University, Jining, China
| | - Hengyan Li
- Department of Radiology, Affiliated Hospital of Jining Medical University, Jining, China
| | - Huijiang Gao
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Guodong Shi
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Shiyu Hu
- Department of Thoracic Surgery, Qilu Hospital of Shandong University (Qingdao), Qingdao, China
| | - Lin Liu
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Lianzheng Zhao
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Yucheng Wei
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China.
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Deckarm R, Flury DV, Deckarm S, Ott S, Kocher GJ. Surgical management of thymic tumors: a narrative review with focus on robotic-assisted surgery. MEDIASTINUM (HONG KONG, CHINA) 2024; 8:48. [PMID: 39781201 PMCID: PMC11707441 DOI: 10.21037/med-24-17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Accepted: 08/29/2024] [Indexed: 01/12/2025]
Abstract
Background and Objective Thymic epithelial tumors, including thymomas and thymic carcinomas, represent the most common mediastinal tumors and account for up to 50% of all anterior mediastinal tumors. For early stages of these thymic tumors, complete resection of the entire thymus is the recommended treatment. The transition from open surgery to video-assisted thoracoscopic surgery (VATS) and recently to robotic-assisted thoracic surgery (RATS) has fundamentally altered the treatment of thymic tumors. While RATS has been widely implemented due to its many advantages including good visualization with magnification and three-dimensional vision, improved maneuverability and precise instrument control, different techniques have been described. This narrative review focuses on the main approaches and outcomes of RATS thymectomy. It compares the technical, perioperative and clinical outcomes of RATS thymectomy, in particular, with VATS and open thymectomy. Methods A non-systematic review for full text studies written in the English language was conducted using the PubMed search engine and literature was summarized. Key Content and Findings We present an overview of robotic-assisted resection for thymomas and review the main approaches and outcomes of RATS thymectomy. Critical points of the RATS approach, including surgical specifics and pitfalls, are presented. Technical advantages and disadvantages of each technique are discussed. The perioperative and clinical outcomes of RATS thymectomy are compared, where possible, to those for VATS and open thymectomy. Currently, retrospective analyses demonstrate comparable or even more favorable outcomes following a RATS approach in comparison to VATS and open approaches in terms of operating time, conversion rates, intraoperative complications, completeness of resection and mortality. Certain analyses also report better outcomes for patients undergoing RATS thymectomy in terms of blood loss, postoperative complications, duration of pleural drainage and length of hospital stay compared to VATS and open thymectomy. Conclusions Overall, RATS has shown promising results and could become the preferred technique for resection of thymic tumors. It shows good outcomes compared to VATS and open thymectomy in the current literature. However, especially for extended tumors with the need for extended resection and reconstruction, open thymectomy remains a valuable approach.
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Affiliation(s)
| | - Dominik Valentin Flury
- University of Bern, Bern, Switzerland
- Department of Thoracic Surgery, St. Claraspital, Basel, Switzerland
| | - Sarah Deckarm
- University of Bern, Bern, Switzerland
- Department of Thoracic Surgery, Hirslanden Clinic Beau-Site (Hirslanden Group) & Lindenhof Hospital (Lindenhof Group Bern), Bern, Switzerland
| | - Sebastian Ott
- University of Bern, Bern, Switzerland
- Department of Thoracic Surgery, St. Claraspital, Basel, Switzerland
| | - Gregor Jan Kocher
- University of Bern, Bern, Switzerland
- Department of Thoracic Surgery, St. Claraspital, Basel, Switzerland
- Department of Thoracic Surgery, Hirslanden Clinic Beau-Site (Hirslanden Group) & Lindenhof Hospital (Lindenhof Group Bern), Bern, Switzerland
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Liou DZ, Berry MF, Brown LM, Demmy TL, Huang J, Khullar OV, Padda SK, Shah RD, Taylor MD, Toker SA, Weiss E, Wightman SC, Worrell SG, Hayanga JWA. The Society of Thoracic Surgeons Expert Consensus Document on the Surgical Management of Thymomas. Ann Thorac Surg 2024; 118:975-1004. [PMID: 38718878 DOI: 10.1016/j.athoracsur.2024.04.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 04/02/2024] [Accepted: 04/07/2024] [Indexed: 07/14/2024]
Affiliation(s)
- Douglas Z Liou
- Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, California.
| | - Mark F Berry
- Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, California
| | - Lisa M Brown
- Division of General Thoracic Surgery, Department of Surgery, UC Davis Health, Sacramento, California
| | - Todd L Demmy
- Department of Thoracic Surgery, Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - James Huang
- Thoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Onkar V Khullar
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Georgia
| | - Sukhmani K Padda
- Department Hematology/Oncology, Fox Chase Cancer Center, Philadelphia, Pennsylvania
| | - Rachit D Shah
- Section of Thoracic and Foregut Surgery, VCU Health System, Richmond, Virginia
| | - Matthew D Taylor
- Division of Thoracic Surgery, Department of Surgery, Penn State Health Milton S. Hershey Medical Center, Hershey, Pennsylvania
| | - Seyfi Alper Toker
- Division of Thoracic Surgery, Department of Cardiovascular and Thoracic Surgery, West Virginia University, Morgantown, West Virginia
| | - Elisabeth Weiss
- Department of Radiation Oncology, VCU Health, Richmond, Virginia
| | - Sean C Wightman
- Division of Thoracic Surgery, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Stephanie G Worrell
- Thoracic Surgery Section, Department of Surgery, University of Arizona College of Medicine, Tucson, Arizona
| | - J W Awori Hayanga
- Division of Thoracic Surgery, Department of Cardiovascular and Thoracic Surgery, West Virginia University, Morgantown, West Virginia
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Yeung E, Satchell EK, Patel AS, McElhaney N. Socioeconomic Factors Associated With Thymoma Survival in the United States. J Surg Res 2024; 293:223-230. [PMID: 37797390 DOI: 10.1016/j.jss.2023.08.030] [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: 12/10/2022] [Revised: 07/21/2023] [Accepted: 08/26/2023] [Indexed: 10/07/2023]
Abstract
INTRODUCTION The effects of socioeconomic factors on patients diagnosed with thymomas have not been previously studied. We propose these factors have an important association with survival. Thymoma is the most common tumor of the anterior mediastinum. Compared to other neoplasms which can integrate different therapeutic approaches for treatment, the most effective therapy for local and locally advanced thymoma is complete surgical resection. This study aimed to elaborate on socioeconomic variables and their potential effects on the survival outcomes in patients diagnosed with thymoma. METHODS Clinical data from the Surveillance, Epidemiology, and End Results 22 registry from 1975-2019 was used to define overall and cancer-specific survival of thymoma. The unadjusted analysis was followed by fitting a Cox proportional hazards model that included all variables assessed with Kaplan-Meier curves. An unadjusted Kaplan-Meier analysis was performed first comparing time to death by decade, age, race, ethnicity, sex, income, and region separately. The primary outcome was survival measured in months. RESULTS We identified 1821 patients aged 18 y or over from the Surveillance, Epidemiology, and End Results database with a thymoma diagnosis between the years 1975 and 2019. The demographic variables considered were age, race, ethnicity (Hispanic/non-Hispanic), sex (male/female), inflation-adjusted income in 2019 dollars, and community size. We observed a decrease in mortality from thymic neoplasm across the decades. For each subsequent year, mortality risk decreased by 3.5% (P <0.001). The mortality risk of older patients was significantly higher. Compared to the youngest group, the mortality risk was 52.8% higher in the 50-year-old to 65-year-old category (P = 0.021). The mortality risk was 339% times higher in the 65 + age group (P <0.001). Income may be associated with risk reduction. Patients making greater than $75,000 had a 40.1% lower mortality risk than those making less than $50,000 (P = 0.029). The survival rate categorized by race was similar between Blacks and Whites but tended to be higher for the Asian and Pacific Islander groups without reaching statistical significance (P = 0.12). CONCLUSIONS Medical advancements have improved the overall thymoma survival in the past four decades. Yet, demographic, and socioeconomic factors such as age, income, and race may also play a role.
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Affiliation(s)
- Enoch Yeung
- Division of Cardiac Surgery, Department of Surgery, Guthrie/Robert Packer Hospital, Sayre, Pennsylvania; Department of Biomedical Engineering, Cornell University, Ithaca, New York.
| | - Emma K Satchell
- Division of Cardiac Surgery, Department of Surgery, Guthrie/Robert Packer Hospital, Sayre, Pennsylvania
| | - Apar S Patel
- Division of Cardiac Surgery, Department of Surgery, Guthrie/Robert Packer Hospital, Sayre, Pennsylvania
| | - Nathaniel McElhaney
- Division of Cardiac Surgery, Department of Surgery, Guthrie/Robert Packer Hospital, Sayre, Pennsylvania
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Falkson CB, Vella ET, Ellis PM, Maziak DE, Ung YC, Yu E. Surgical, Radiation, and Systemic Treatments of Patients With Thymic Epithelial Tumors: A Systematic Review. J Thorac Oncol 2023; 18:299-312. [PMID: 36343922 DOI: 10.1016/j.jtho.2022.10.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 09/14/2022] [Accepted: 10/20/2022] [Indexed: 11/06/2022]
Abstract
INTRODUCTION Thymic epithelial tumors are rare and are classified as thymoma, thymic carcinoma, and thymic neuroendocrine tumors. The objective of this systematic review was to evaluate the treatment options for patients with thymic epithelial tumors. METHODS This systematic review was developed by Ontario Health (Cancer Care Ontario)'s Program in Evidence-Based Care and by the Lung Cancer Disease Site Group. MEDLINE, EMBASE, and the Cochrane Library were searched for studies comparing surgical, radiotherapy, or systemic treatments against any combination of these treatments in patients with thymic epithelial tumors. Meta-analyses were conducted with clinically homogenous studies. RESULTS A total of 106 studies were included, mainly from observational studies. There was an overall survival benefit with postoperative radiotherapy for patients with thymic carcinoma (hazard ratio = 0.65, 95% confidence interval: 0.47-0.89) and for patients with thymoma (hazard ratio = 0.70, 95% confidence interval: 0.59-0.82), especially for those with a high risk for mortality. Patients with thymic carcinoma or thymoma had a response to chemotherapy. Selection bias affected the results for studies that evaluated neoadjuvant chemotherapy or minimally invasive surgical techniques. Furthermore, the overall survival benefit found for adjuvant chemotherapy may have been confounded by the administration of postoperative radiotherapy. CONCLUSIONS For patients with thymoma or thymic carcinoma, the literature is of low quality and subject to bias. There were overall survival benefits with postoperative radiotherapy. The results of this systematic review were used to inform treatment recommendations in a clinical practice guideline. Future large-scale prospective studies that control for confounders are needed.
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Affiliation(s)
- Conrad B Falkson
- Radiation Oncology, Cancer Centre of Southeastern Ontario, Kingston General Hospital and Queen's University, Kingston, Ontario, Canada
| | - Emily T Vella
- Program in Evidence-Based Care, McMaster University, Hamilton, Ontario, Canada.
| | - Peter M Ellis
- Medical Oncology, Juravinski Cancer Centre and Department of Oncology, McMaster University, Hamilton, Ontario, Canada
| | - Donna E Maziak
- Thoracic Surgery, The Ottawa Hospital and University of Ottawa, Ottawa, Ontario, Canada
| | - Yee C Ung
- Radiation Oncology, Sunnybrook Odette Cancer Centre, Toronto, Ontario, Canada
| | - Edward Yu
- Radiation Oncology, London Regional Cancer Centre and Western University, London, Ontario, Canada
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Current and Future Issues in the Surgical Treatment of Thymic Epithelial Tumors: a Review. Indian J Surg 2023. [DOI: 10.1007/s12262-023-03716-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2023] Open
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Galata C, Porubsky S, Dohle DS, Karampinis I, Stamenovic D, Roessner ED. Open redo thymectomy for a large recurrent thymoma in a patient with myasthenia gravis: a case report. MEDIASTINUM (HONG KONG, CHINA) 2022; 6:8. [PMID: 35340829 PMCID: PMC8841549 DOI: 10.21037/med-21-25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 07/13/2021] [Indexed: 06/14/2023]
Abstract
Thoracoscopic and robotic approaches are becoming increasingly popular for thymoma surgery. Yet open thymectomy must still be mastered today, as it may be the only viable option in challenging cases. In this study, we report a case of an extended local recurrence of myasthenia gravis associated thymoma and a history of previous sternotomy. The mediastinal mass infiltrated the left upper lobe of the lung, the pericardium, and presumably the aortic arch. Although the standard for thymoma resection at our institution is the robotic approach, we performed primary open redo thymectomy in standby of cardiopulmonary bypass in this case. Intraoperatively, bleeding from the aortic arch occurred, which was promptly controlled due to the open approach and due to immediate availability of cardiopulmonary bypass. The patient was transferred to the normal ward on the first postoperative day, was treated according to fast-track principles and recovered well. The pathology revealed a WHO B2:B1 thymoma with negative resection margins. Thymectomy is recommended as the principal treatment for thymoma and is also advised in the case of recurrence. However, there is no evidence regarding the optimal surgical approach. Our case indicates that in the era of minimally invasive thymectomy, the decision to conduct open surgery is wise when the risk of serious bleeding is anticipated or adherence to oncologic principles is challenged by tumor size or growth pattern.
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Affiliation(s)
- Christian Galata
- Division of Thoracic Surgery, Academic Thoracic Center Mainz, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Stefan Porubsky
- Institute of Pathology, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Daniel Sebastian Dohle
- Department of Cardiac and Vascular Surgery, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Ioannis Karampinis
- Division of Thoracic Surgery, Academic Thoracic Center Mainz, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Davor Stamenovic
- Division of Thoracic Surgery, Academic Thoracic Center Mainz, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Eric Dominic Roessner
- Division of Thoracic Surgery, Academic Thoracic Center Mainz, University Medical Center Mainz, Johannes Gutenberg University Mainz, Mainz, Germany
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Li Y, Jiang A, Zhao Y, Shi C, Ma Y, Fu X, Liang X, Tian T, Ruan Z, Yao Y. A novel risk classifier for predicting the overall survival of patients with thymic epithelial tumors based on the eighth edition of the TNM staging system: A population-based study. Front Endocrinol (Lausanne) 2022; 13:1050364. [PMID: 36561557 PMCID: PMC9763871 DOI: 10.3389/fendo.2022.1050364] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 11/21/2022] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE Thymic epithelial tumors (TETs) are rare tumors that originated from thymic epithelial cells, with limited studies investigating their prognostic factors. This study aimed to investigate the prognostic factors of TETs and develop a new risk classifier to predict their overall survival (OS). METHODS This retrospective study consisted of 1224 TETs patients registered in the Surveillance, Epidemiology, and End Results (SEER) database, and 75 patients from the First Affiliated Hospital of Xi'an Jiaotong University. The univariate and multivariate Cox regression analyses were adopted to select the best prognostic variables. A nomogram was developed to predict the OS of these patients. The discriminative and calibrated abilities of the nomogram were assessed using the receiver operating characteristics curve (ROC) and calibration curve. Decision curve analysis (DCA), net reclassification index (NRI), and integrated discrimination improvement (IDI) were adopted to assess its net clinical benefit and reclassification ability. RESULTS The multivariate analysis revealed that age, sex, histologic type, TNM staging, tumor grade, surgery, radiation, and tumor size were independent prognostic factors of TETs, and a nomogram was developed to predict the OS of these patients based on these variables. The time-dependent ROC curves displayed that the nomogram yielded excellent performance in predicting the 12-, 36- and 60-month OS of these patients. Calibration curves presented satisfying consistencies between the actual and predicted OS. DCA illustrated that the nomogram will bring significant net clinical benefits to these patients compared to the classic TNM staging system. The estimated NRI and IDI showed that the nomogram could significantly increase the predictive ability of 12-, 36- and 60-month OS compared to the classic TNM staging system. Consistent findings were discovered in the internal and external validation cohorts. CONCLUSION The constructed nomogram is a reliable risk classifier to achieve personalized survival probability prediction of TETs, and could bring significant net clinical benefits to these patients.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Yu Yao
- *Correspondence: Yu Yao, ; Zhiping Ruan,
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Zhang C, Yang Q, Lin F, Ma H, Zhang H, Zhang R, Wang P, Mao N. CT-Based Radiomics Nomogram for Differentiation of Anterior Mediastinal Thymic Cyst From Thymic Epithelial Tumor. Front Oncol 2021; 11:744021. [PMID: 34956869 PMCID: PMC8702557 DOI: 10.3389/fonc.2021.744021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Accepted: 11/18/2021] [Indexed: 11/13/2022] Open
Abstract
ObjectivesThis study aimed to distinguish preoperatively anterior mediastinal thymic cysts from thymic epithelial tumors via a computed tomography (CT)-based radiomics nomogram.MethodsThis study analyzed 74 samples of thymic cysts and 116 samples of thymic epithelial tumors as confirmed by pathology examination that were collected from January 2014 to December 2020. Among the patients, 151 cases (scanned at CT 1) were selected as the training cohort, and 39 cases (scanned at CT 2 and 3) served as the validation cohort. Radiomics features were extracted from pre-contrast CT images. Key features were selected by SelectKBest and least absolute shrinkage and selection operator and then used to build a radiomics signature (Rad-score). The radiomics nomogram developed herein via multivariate logistic regression analysis incorporated clinical factors, conventional CT findings, and Rad-score. Its performance in distinguishing the samples of thymic cysts from those of thymic epithelial tumors was assessed via discrimination, calibration curve, and decision curve analysis (DCA).ResultsThe radiomics nomogram, which incorporated 16 radiomics features and 3 conventional CT findings, including lesion edge, lobulation, and CT value, performed better than Rad-score, conventional CT model, and the clinical judgment by radiologists in distinguishing thymic cysts from thymic epithelial tumors. The area under the receiver operating characteristic (ROC) curve of the nomogram was 0.980 [95% confidence interval (CI), 0.963–0.993] in the training cohort and 0.992 (95% CI, 0.969–1.000) in the validation cohort. The calibration curve and the results of DCA indicated that the nomogram has good consistency and valuable clinical utility.ConclusionThe CT-based radiomics nomogram presented herein may serve as an effective and convenient tool for differentiating thymic cysts from thymic epithelial tumors. Thus, it may aid in clinical decision-making.
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Affiliation(s)
- Chengzhou Zhang
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
| | - Qinglin Yang
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
| | - Fan Lin
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
- School of Medical Imaging, Binzhou Medical University, Yantai, China
| | - Heng Ma
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
| | - Haicheng Zhang
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
| | - Ran Zhang
- Collaboration Department, Huiying Medical Technology, Beijing, China
| | - Ping Wang
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
- *Correspondence: Ping Wang, ; Ning Mao,
| | - Ning Mao
- Department of Radiology, Yantai Yuhuangding Hospital, Affiliated Hospital of Qingdao University, Yantai, China
- *Correspondence: Ping Wang, ; Ning Mao,
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Zhang Y, Li Z, Chen Y, Tan L, Zeng Z, Ding J, Du S. Induction Strategy for Locally Advanced Thymoma. Front Oncol 2021; 11:704220. [PMID: 34367988 PMCID: PMC8339962 DOI: 10.3389/fonc.2021.704220] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2021] [Accepted: 07/12/2021] [Indexed: 12/11/2022] Open
Abstract
Surgery remains cornerstone for the management of thymoma. Complete surgical resection (R0), is recognized as the constant and significant factor for prognosis. However, in locally advanced (Masaoka-Koga stages III-IVa) thymomas, achieving R0 resection remains challenging due to local-regional invasion of the disease. Induction treatment, with the aim of reducing bulky tumor mass, offers new strategy to facilitate totally surgical resection. Herein, we reviewed recent progress and provided a comprehensive overview of induction strategy in locally advance thymoma.
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Affiliation(s)
- Yang Zhang
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zongjuan Li
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yixing Chen
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Lijie Tan
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhaochong Zeng
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jianyong Ding
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Shisuo Du
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
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Comacchio GM, Dell’Amore A, Marino MC, Russo MD, Schiavon M, Mammana M, Faccioli E, Lorenzoni G, Gregori D, Pasello G, Marulli G, Rea F. Vascular Involvement in Thymic Epithelial Tumors: Surgical and Oncological Outcomes. Cancers (Basel) 2021; 13:3355. [PMID: 34283085 PMCID: PMC8269305 DOI: 10.3390/cancers13133355] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 06/25/2021] [Accepted: 07/02/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The involvement of mediastinal great vessels is common in advanced stage thymic tumors, which makes their surgical resection challenging. Moreover, the impact of vascular involvement on the oncological prognosis is still unclear. The aim of this study is to investigate the surgical and oncological outcomes and the impact of vascular involvement in a population of patients operated for advanced stage thymic tumors. METHODS A retrospective analysis on four hundred and sixty-five patients undergoing resection for advanced stage (Masaoka III-IV) thymic tumors in a single high-volume center was performed. One hundred forty-four patients met the inclusion criteria and were eligible for the study. Patients were divided in two groups according to the presence or absence of vascular involvement. RESULTS the two groups did not differ for the baseline characteristics and showed comparable surgical outcomes. Vascular involvement was not associated with worse overall survival but with an increased recurrence rate (p = 0.03). Multivariable analysis demonstrated a higher risk of recurrence in patients without R0 resection (HR 0.11, 0.02-0.54, p = 0.006) and with thymic carcinoma (HR 2.27, 1.22-4.24, p = 0.01). CONCLUSIONS resection of thymic tumors with vascular involvement can be performed with optimal surgical results in a high volume center. From the oncological point of view, the involvement of the great vessels seems to be associated with a higher recurrence rate without affecting long-term survival.
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Affiliation(s)
- Giovanni M. Comacchio
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Andrea Dell’Amore
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Maria Carlotta Marino
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Michele Dario Russo
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Marco Schiavon
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Marco Mammana
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Eleonora Faccioli
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
| | - Giulia Lorenzoni
- Unit of Biostatistics, Epidemiology and Public Health, University of Padua, 35131 Padua, Italy; (G.L.); (D.G.)
| | - Dario Gregori
- Unit of Biostatistics, Epidemiology and Public Health, University of Padua, 35131 Padua, Italy; (G.L.); (D.G.)
| | - Giulia Pasello
- Oncology 2, Istituto Oncologico Veneto IOV—IRCCS, 35128 Padua, Italy;
| | - Giuseppe Marulli
- Thoracic Surgery Unit, University Hospital of Bari, 70124 Bari, Italy;
| | - Federico Rea
- Thoracic Surgery and Lung Transplant Unit, University Hospital of Padua, 35128 Padua, Italy; (G.M.C.); (A.D.); (M.C.M.); (M.D.R.); (M.S.); (M.M.); (E.F.)
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Yu Z, Yu L, Yu T, Yang XG, Zhang BX, Du X. Surgical feasibility and long-term outcome of superior vena cava replacement for advanced thymoma in patients undergoing preoperative chemotherapy or chemoradiotherapy. Thorac Cancer 2021; 12:1074-1083. [PMID: 33569912 PMCID: PMC8017250 DOI: 10.1111/1759-7714.13872] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 01/14/2021] [Accepted: 01/14/2021] [Indexed: 12/24/2022] Open
Abstract
Background The aim of this study was to investigate the long‐term outcome of superior vena cava (SVC) replacement after chemotherapy or chemoradiotherapy for advanced thymoma. Methods The medical information of patients with advanced thymoma who underwent thymoma resection and SVC replacement in Beijing Tongren Hospital from 2002 to 2017 were reviewed. We compared surgical outcomes, postoperative complications and long‐term prognosis in the chemoradiotherapy + surgery group (CRT + surgery group, 19 cases) and the surgery group (26 cases). Results The operation time (486.05 ± 148.01 vs. 370.77 ± 124.32 min; p = 0.007) and intraoperative blood loss (1400 ml [IQR 1125–2105 ml] vs. 855 ml [IQR 555–1682.5 ml], p = 0.036), poor wound healing (three cases [15.79%] vs. zero cases [0.0%], p = 0.036) in the CRT + surgery group were significantly higher than those of the surgery group. There was no significant difference between the CRT + surgery group and the surgery group in postoperative chest tube drainage time, hospitalization time, postoperative arrhythmia and incidence of pneumonia. Kaplan Meier analysis showed that the recurrence‐free survival (RFS) curves of the CRT + surgery group patients were better than those of the surgery group (p = 0.031). However, overall survival (OS) between the two groups was not significantly different (p = 0.069). Conclusions Thymoma resection and SVC replacement is feasible for patients undergoing preoperative induction chemotherapy or chemoradiotherapy for advanced thymoma. Although patients in the CRT + surgery group had a longer operation time and increased intraoperative bleeding, the RFS rate seemed to be better than that in the surgery group.
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Affiliation(s)
- Zhen Yu
- Department of Thoracic Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Lei Yu
- Department of Thoracic Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Tao Yu
- Department of Thoracic Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Xing-Guo Yang
- Department of Thoracic Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Bao-Xun Zhang
- Department of Thoracic Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Xin Du
- Department of Thoracic Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China
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