1
|
Zhao K, Liu Y, Jing M, Cai W, Jin J, Zhu Z, Shen L, Wen J, Xue Z. Long-term prognosis in patients with thymoma combined with myasthenia gravis: a propensity score-matching analysis. Front Med (Lausanne) 2024; 11:1407830. [PMID: 38947244 PMCID: PMC11211277 DOI: 10.3389/fmed.2024.1407830] [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: 03/27/2024] [Accepted: 06/05/2024] [Indexed: 07/02/2024] Open
Abstract
Introduction We aimed to assess the impact of myasthenia gravis (MG) on the long-term prognosis in patients with thymoma after surgery and identify related prognostic factors or predictors. Methods This retrospective observational study included 509 patients with thymoma (thymoma combined with MG [MG group] and thymoma alone [non-MG group]). Propensity score matching was performed to obtain comparable subsets of 96 patients in each group. A comparative analysis was conducted on various parameters. Results Before matching, the 10-year survival and recurrence-free survival rates in both groups were 93.8 and 98.4%, and 85.9 and 93.4%, respectively, with no statistically significant difference observed in the survival curves between the groups (p > 0.05). After propensity score matching, 96 matched pairs of patients from both groups were created. The 10-year survival and recurrence-free survival rates in these matched pairs were 96.9 and 97.7%, and 86.9 and 91.1%, respectively, with no statistical significance in the survival curves between the groups (p > 0.05). Univariate analysis of patients with thymoma postoperatively revealed that the World Health Organization histopathological classification, Masaoka-Koga stage, Tumor Node Metastasis stage, resection status, and postoperative adjuvant therapy were potentially associated with tumor recurrence after thymoma surgery. Multivariate analysis demonstrated that the Masaoka-Koga stage and postoperative adjuvant therapy independently predicted the risk of recurrence in patients with thymoma after surgery. Conclusion There was no difference in prognosis in patients with thymoma with or without MG. The Masaoka-Koga stage has emerged as an independent prognostic factor affecting recurrence-free survival in patients with thymoma, while postoperative adjuvant therapy represents a poor prognostic factor.
Collapse
Affiliation(s)
- Kai Zhao
- Postgraduate School, Medical School of Chinese PLA, Beijing, China
- Department of Thoracic Surgery, Hainan Hospital of Chinese PLA General Hospital, Sanya, China
| | - Yiming Liu
- Postgraduate School, Medical School of Chinese PLA, Beijing, China
| | - Miao Jing
- Department of Thoracic Surgery, Air Force Hospital of Western Theater Command, PLA, Chengdu, China
| | - Wenhan Cai
- Postgraduate School, Medical School of Chinese PLA, Beijing, China
| | - Jiamei Jin
- Postgraduate School, Medical School of Chinese PLA, Beijing, China
| | - Zirui Zhu
- Postgraduate School, Medical School of Chinese PLA, Beijing, China
- Department of Thoracic Surgery, Hainan Hospital of Chinese PLA General Hospital, Sanya, China
| | - Leilei Shen
- Postgraduate School, Medical School of Chinese PLA, Beijing, China
- Department of Thoracic Surgery, Hainan Hospital of Chinese PLA General Hospital, Sanya, China
| | - Jiaxin Wen
- Department of Thoracic Surgery, The First Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Zhiqiang Xue
- Department of Thoracic Surgery, The First Medical Center of Chinese PLA General Hospital, Beijing, China
| |
Collapse
|
2
|
Anesthésie et maladies neuromusculaires : myopathies et myasthénie. ANESTHÉSIE & RÉANIMATION 2023. [DOI: 10.1016/j.anrea.2023.02.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
|
3
|
Chen J, Wu X, Liu Y, Zhang W. Changes and significance of serum AchR-Ab and CAE-Ab in patients with thymoma after thoracoscopic surgery. Biotechnol Genet Eng Rev 2023:1-9. [PMID: 36641594 DOI: 10.1080/02648725.2023.2166716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 01/05/2023] [Indexed: 01/16/2023]
Abstract
To probe into the changes and significance of serum acetylcholine receptor antibody (AchR-Ab) and citric acid extractive antibody (CAE-Ab) in patients with thymoma after thoracoscopic surgery (TS). The data of 50 patients with thymoma receiving TS in our hospital from February 2017 to February 2021 were selected for retrospective analysis. Serological testing was performed before and after surgery to determine serum AchR-Ab and CAE-Ab levels, the therapeutic effect was evaluated and the trend of serum AchR-Ab and CAE-Ab changes and their meanings were analyzed. Among 50 patients with thymoma after TS, 15 (30.0%) were in remission, 25 (50.0%) had improvement and 10 (20.0%) had no response to treatment. After treatment, the serum AchR-Ab and CAE-Ab levels of patients, which were remarkably lower than those before treatment (P < 0.001), were remarkably lower in the remission group than in the improvement group (P < 0.001) and remarkably lower in the improvement group than in the ineffective group (P < 0.001). The ordinal logistic regression analysis concluded that the levels of AchR-Ab and CAE-Ab were related to therapeutic effect, i.e. the lower the serum AchR-Ab and CAE-Ab levels, the better the therapeutic effect. TS can reduce the serum AchR-Ab and CAE-Ab levels in patients with thymoma, and serum AchR-Ab and CAE-Ab levels can reflect the therapeutic effect, providing reference value.
Collapse
Affiliation(s)
- Jialing Chen
- Henan Provincial Chest Hospital, Zhengzhou University, Zhengzhou, Henan, China
| | - Xiaoming Wu
- Henan Provincial Chest Hospital, Zhengzhou University, Zhengzhou, Henan, China
| | - Yuanyuan Liu
- Henan Provincial Chest Hospital, Zhengzhou University, Zhengzhou, Henan, China
| | - Weidong Zhang
- Henan Provincial Chest Hospital, Zhengzhou University, Zhengzhou, Henan, China
| |
Collapse
|
4
|
van den Bersselaar LR, Heytens L, Silva HCA, Reimann J, Tasca G, Díaz‐Cambronero Ó, Løkken N, Hellblom A, Hopkins PM, Rueffert H, Bastian B, Vilchez JJ, Gillies R, Johannsen S, Veyckemans F, Muenster T, Klein A, Litman R, Jungbluth H, Riazi S, Voermans NC, Snoeck MMJ. European Neuromuscular Centre consensus statement on anaesthesia in patients with neuromuscular disorders. Eur J Neurol 2022; 29:3486-3507. [PMID: 35971866 PMCID: PMC9826444 DOI: 10.1111/ene.15526] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 07/05/2022] [Accepted: 08/11/2022] [Indexed: 01/11/2023]
Abstract
BACKGROUND AND PURPOSE Patients with neuromuscular conditions are at increased risk of suffering perioperative complications related to anaesthesia. There is currently little specific anaesthetic guidance concerning these patients. Here, we present the European Neuromuscular Centre (ENMC) consensus statement on anaesthesia in patients with neuromuscular disorders as formulated during the 259th ENMC Workshop on Anaesthesia in Neuromuscular Disorders. METHODS International experts in the field of (paediatric) anaesthesia, neurology, and genetics were invited to participate in the ENMC workshop. A literature search was conducted in PubMed and Embase, the main findings of which were disseminated to the participants and presented during the workshop. Depending on specific expertise, participants presented the existing evidence and their expert opinion concerning anaesthetic management in six specific groups of myopathies and neuromuscular junction disorders. The consensus statement was prepared according to the AGREE II (Appraisal of Guidelines for Research & Evaluation) reporting checklist. The level of evidence has been adapted according to the SIGN (Scottish Intercollegiate Guidelines Network) grading system. The final consensus statement was subjected to a modified Delphi process. RESULTS A set of general recommendations valid for the anaesthetic management of patients with neuromuscular disorders in general have been formulated. Specific recommendations were formulated for (i) neuromuscular junction disorders, (ii) muscle channelopathies (nondystrophic myotonia and periodic paralysis), (iii) myotonic dystrophy (types 1 and 2), (iv) muscular dystrophies, (v) congenital myopathies and congenital dystrophies, and (vi) mitochondrial and metabolic myopathies. CONCLUSIONS This ENMC consensus statement summarizes the most important considerations for planning and performing anaesthesia in patients with neuromuscular disorders.
Collapse
Affiliation(s)
- Luuk R. van den Bersselaar
- Malignant Hyperthermia Investigation Unit, Department of AnaesthesiologyCanisius Wilhelmina Hospital NijmegenNijmegenThe Netherlands,Department of Neurology, Donders Institute for Brain, Cognition, and BehaviourRadboud University Medical CentreNijmegenThe Netherlands
| | - Luc Heytens
- Malignant Hyperthermia Research Unit, Departments of Anaesthesiology and NeurologyUniversity Hospital Antwerp, University of Antwerp and Born Bunge InstituteAntwerpBelgium
| | - Helga C. A. Silva
- Malignant Hyperthermia Unit, Department of Surgery, Discipline of Anaesthesia, Pain, and Intensive CareSão Paulo Federal UniversitySão PauloBrazil
| | - Jens Reimann
- Department of NeurologyUniversity of Bonn Medical CentreBonnGermany
| | - Giorgio Tasca
- UOC of NeurologyA. Gemelli University Polyclinic Foundation, Scientific Institute for Research and Health CareRomeItaly
| | - Óscar Díaz‐Cambronero
- Malignant Hyperthermia Unit, Department of AnaesthesiologyPerioperative Medicine Research Group, La Fe University and Polytechnic HospitalValenciaSpain
| | - Nicoline Løkken
- Copenhagen Neuromuscular CentreRigshospitalet, Copenhagen University HospitalCopenhagenDenmark
| | - Anna Hellblom
- Department of Intensive and Perioperative CareSkåne University Hospital LundLundSweden
| | - Philip M. Hopkins
- Leeds Institute of Medical Research at St James'sUniversity of Leeds and Malignant Hyperthermia Investigation Unit, St James's University HospitalLeedsUK
| | - Henrik Rueffert
- Schkeuditz Helios Clinic, Malignant Hyperthermia Investigation Unit, Department of Anaesthesiology, Intensive Care, Pain TherapyUniversity Hospital LeipzigLeipzigGermany
| | - Börge Bastian
- Schkeuditz Helios Clinic, Malignant Hyperthermia Investigation Unit, Department of Anaesthesiology, Intensive Care, Pain TherapyUniversity Hospital LeipzigLeipzigGermany
| | - Juan Jesus Vilchez
- Neuromuscular Centre, La Fe Hospital UIP and ERN EURO‐NMDNeuromuscular Research Group at La Fe IIS and CIBERERValenciaSpain
| | - Robyn Gillies
- Malignant Hyperthermia Diagnostic Unit, Department of Anaesthesia and Pain ManagementRoyal Melbourne HospitalParkvilleVictoriaAustralia
| | - Stephan Johannsen
- Department of Anaesthesiology, Intensive Care, Emergency, and Pain Medicine, Centre for Malignant HyperthermiaUniversity Hospital WürzburgWürzburgGermany
| | - Francis Veyckemans
- Paediatric Anaesthesia ClinicJeanne de Flandre Hospital, Lille University Hospital CentreLilleFrance
| | - Tino Muenster
- Department of Anaesthesia and Intensive Care MedicineHospital of the Order of St John of GodRegensburgGermany
| | - Andrea Klein
- Department of Paediatric NeurologyUniversity Children's Hospital UKBBBaselSwitzerland,Division of Neuropaediatrics, Development, and Rehabilitation, Department of Paediatrics, InselspitalBern University Hospital, University of BernBernSwitzerland
| | - Ron Litman
- Department of Anaesthesiology and Critical CareChildren's Hospital of PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Heinz Jungbluth
- Department of Paediatric Neurology, Neuromuscular ServiceEvelina's Children Hospital, Guy's and St Thomas' Hospital National Health Service Foundation TrustLondonUK,Randall Centre for Cell and Molecular Biophysics, Muscle Signalling Section, Faculty of Life Sciences and MedicineKing's College LondonLondonUK
| | - Sheila Riazi
- Malignant Hyperthermia Investigation Unit, Department of Anaesthesiology and Pain MedicineUniversity Health Network, University of TorontoTorontoOntarioCanada
| | - Nicol C. Voermans
- Department of Neurology, Donders Institute for Brain, Cognition, and BehaviourRadboud University Medical CentreNijmegenThe Netherlands
| | - Marc M. J. Snoeck
- Malignant Hyperthermia Investigation Unit, Department of AnaesthesiologyCanisius Wilhelmina Hospital NijmegenNijmegenThe Netherlands
| |
Collapse
|
5
|
Campos JH, Peacher D. A New Postthymectomy Care Algorithm-Postanesthesia Care Unit Versus Intensive Care Unit After Robotic-Assisted Thoracoscopic Surgery: Does It Make a Difference? J Cardiothorac Vasc Anesth 2022; 36:3814-3816. [PMID: 35871043 DOI: 10.1053/j.jvca.2022.06.030] [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: 06/22/2022] [Accepted: 06/24/2022] [Indexed: 11/11/2022]
Affiliation(s)
- Javier H Campos
- Perioperative Services, Roy and Lucille Carver College of Medicine, University of Iowa Health Care, Iowa City, Iowa.
| | - Dionne Peacher
- Division of Cardiothoracic Anesthesia, Roy and Lucille Carver College of Medicine, University of Iowa Health Care, Iowa City, Iowa
| |
Collapse
|
6
|
Scheriau G, Weng R, Lassnigg A, Maleczek M, Zimprich F, Matilla J, Moser B, Bernardi MH. Perioperative management of patients with myasthenia gravis undergoing robotic-assisted thymectomy – a retrospective analysis and clinical evaluation. J Cardiothorac Vasc Anesth 2022; 36:3806-3813. [DOI: 10.1053/j.jvca.2022.05.024] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 05/10/2022] [Accepted: 05/18/2022] [Indexed: 11/11/2022]
|
7
|
Blüthgen C, Patella M, Euler A, Baessler B, Martini K, von Spiczak J, Schneiter D, Opitz I, Frauenfelder T. Computed tomography radiomics for the prediction of thymic epithelial tumor histology, TNM stage and myasthenia gravis. PLoS One 2021; 16:e0261401. [PMID: 34928978 PMCID: PMC8687592 DOI: 10.1371/journal.pone.0261401] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2021] [Accepted: 12/01/2021] [Indexed: 12/21/2022] Open
Abstract
Objectives To evaluate CT-derived radiomics for machine learning-based classification of thymic epithelial tumor (TET) stage (TNM classification), histology (WHO classification) and the presence of myasthenia gravis (MG). Methods Patients with histologically confirmed TET in the years 2000–2018 were retrospectively included, excluding patients with incompatible imaging or other tumors. CT scans were reformatted uniformly, gray values were normalized and discretized. Tumors were segmented manually; 15 scans were re-segmented after 2 weeks by two readers. 1316 radiomic features were calculated (pyRadiomics). Features with low intra-/inter-reader agreement (ICC<0.75) were excluded. Repeated nested cross-validation was used for feature selection (Boruta algorithm), model training, and evaluation (out-of-fold predictions). Shapley additive explanation (SHAP) values were calculated to assess feature importance. Results 105 patients undergoing surgery for TET were identified. After applying exclusion criteria, 62 patients (28 female; mean age, 57±14 years; range, 22–82 years) with 34 low-risk TET (LRT; WHO types A/AB/B1), 28 high-risk TET (HRT; WHO B2/B3/C) in early stage (49, TNM stage I-II) or advanced stage (13, TNM III-IV) were included. 14(23%) of the patients had MG. 334(25%) features were excluded after intra-/inter-reader analysis. Discriminatory performance of the random forest classifiers was good for histology(AUC, 87.6%; 95% confidence interval, 76.3–94.3) and TNM stage(AUC, 83.8%; 95%CI, 66.9–93.4) but poor for the prediction of MG (AUC, 63.9%; 95%CI, 44.8–79.5). Conclusions CT-derived radiomic features may be a useful imaging biomarker for TET histology and TNM stage.
Collapse
Affiliation(s)
- Christian Blüthgen
- Institute of Diagnostic and Interventional Radiology, University Hospital of Zurich, Zurich, Switzerland
- * E-mail:
| | - Miriam Patella
- Department of Thoracic Surgery, University Hospital of Zurich, Zurich, Switzerland
| | - André Euler
- Institute of Diagnostic and Interventional Radiology, University Hospital of Zurich, Zurich, Switzerland
| | - Bettina Baessler
- Institute of Diagnostic and Interventional Radiology, University Hospital of Zurich, Zurich, Switzerland
| | - Katharina Martini
- Institute of Diagnostic and Interventional Radiology, University Hospital of Zurich, Zurich, Switzerland
| | - Jochen von Spiczak
- Institute of Diagnostic and Interventional Radiology, University Hospital of Zurich, Zurich, Switzerland
| | - Didier Schneiter
- Department of Thoracic Surgery, University Hospital of Zurich, Zurich, Switzerland
| | - Isabelle Opitz
- Department of Thoracic Surgery, University Hospital of Zurich, Zurich, Switzerland
| | - Thomas Frauenfelder
- Institute of Diagnostic and Interventional Radiology, University Hospital of Zurich, Zurich, Switzerland
| |
Collapse
|
8
|
van den Bersselaar LR, Riazi S, Snoeck M, Jungbluth H, Voermans NC. 259th ENMC international workshop: Anaesthesia and neuromuscular disorders 11 December, 2020 and 28-29 May, 2021. Neuromuscul Disord 2021; 32:86-97. [PMID: 34916120 DOI: 10.1016/j.nmd.2021.11.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 11/09/2021] [Accepted: 11/12/2021] [Indexed: 02/07/2023]
Affiliation(s)
- L R van den Bersselaar
- Department of Anaesthesiology, Malignant Hyperthermia Investigation Unit, Canisius Wilhelmina Hospital, Nijmegen, the Netherlands; Department of Neurology, Radboud University Medical Center, Reinier Postlaan 4, P.O. Box 9101, 6500 HB, Nijmegen 6525 GC, the Netherlands
| | - S Riazi
- Department of Anesthesiology and Pain Medicine, Malignant Hyperthermia Investigation Unit, University Health Network, University of Toronto, Toronto, Canada
| | - Mmj Snoeck
- Department of Anaesthesiology, Malignant Hyperthermia Investigation Unit, Canisius Wilhelmina Hospital, Nijmegen, the Netherlands
| | - H Jungbluth
- Department of Paediatric Neurology, Neuromuscular Service, Evelina's Children Hospital, Guy's and St Thomas' Hospitals NHS Foundation Trust, London, United Kingdom; Randall Centre for Cell and Molecular Biophysics, Muscle Signalling Section, Faculty of Life Sciences and Medicine, King's College London, London, United Kingdom
| | - N C Voermans
- Department of Neurology, Radboud University Medical Center, Reinier Postlaan 4, P.O. Box 9101, 6500 HB, Nijmegen 6525 GC, the Netherlands.
| | | |
Collapse
|
9
|
Du A, Li X, An Y, Gao Z. Risk factors of prolonged ventilation after thymectomy in thymoma myasthenia gravis patients. J Cardiothorac Surg 2021; 16:275. [PMID: 34579751 PMCID: PMC8475491 DOI: 10.1186/s13019-021-01668-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 08/11/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND To explore the risk factors for prolonged ventilation after thymectomy in patients with thymoma associated with myasthenia gravis (TAMG). METHODS We reviewed the records of 112 patients with TAMG after thymectomy between January 2010 and December 2019 in Peking University People's Hospital. Demographic, pathological, preoperative data and the Anesthesia, surgery details were assessed with multivariable logistic regression analysis to predict the risk of prolonged ventilation after thymectomy. A nomogram to predict the probability of post-thymectomy ventilation was constructed with R software. Discrimination and calibration were employed to evaluate the performance of the nomogram. RESULTS By multivariate analysis, male, low vital capacity (VC), Osserman classification (IIb, III, IV), total intravenous anesthesia, and long operation time were identified as the risk factors and entered into the nomogram. The nomogram showed a robust discrimination, with an area under the receiver operating characteristic curve (AUC) of 0. 835 (95% confidence interval [CI], 0.757-0.913). The calibration plot indicated that the nomogram-predicted probabilities compared very well with the actual probabilities (Hosmer-Lemeshow test: P = 0.921). CONCLUSION The nomogram is a valuable predictive tool for prolonged ventilation after thymectomy in patients with TAMG.
Collapse
Affiliation(s)
- Anqi Du
- Department of Critical Care Medicine, Peking University People's Hospital, Beijing, People's Republic of China
| | - Xiao Li
- Department of Thoracic Surgery, Peking University People's Hospital, Beijing, People's Republic of China
| | - Youzhong An
- Department of Critical Care Medicine, Peking University People's Hospital, Beijing, People's Republic of China.
| | - Zhancheng Gao
- Department of Respiratory and Critical Care Medicine, Peking University People's Hospital, Beijing, People's Republic of China.
| |
Collapse
|
10
|
Liu Z, Zhu Y, Yuan Y, Yang L, Wang K, Wang M, Yang X, Wu X, Tian X, Zhang R, Shen B, Luo H, Feng H, Feng S, Ke Z. 3D DenseNet Deep Learning Based Preoperative Computed Tomography for Detecting Myasthenia Gravis in Patients With Thymoma. Front Oncol 2021; 11:631964. [PMID: 34026611 PMCID: PMC8132943 DOI: 10.3389/fonc.2021.631964] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Accepted: 04/13/2021] [Indexed: 11/13/2022] Open
Abstract
Background Myasthenia gravis (MG) is the most common paraneoplastic syndromes of thymoma and closely related to thymus abnormalities. Timely detecting of the risk of MG would benefit clinical management and treatment decision for patients with thymoma. Herein, we developed a 3D DenseNet deep learning (DL) model based on preoperative computed tomography (CT) as a non-invasive method to detect MG in thymoma patients. Methods A large cohort of 230 thymoma patients in a hospital affiliated with a medical school were enrolled. 182 thymoma patients (81 with MG, 101 without MG) were used for training and model building. 48 cases from another hospital were used for external validation. A 3D-DenseNet-DL model and five radiomic models were performed to detect MG in thymoma patients. A comprehensive analysis by integrating machine learning and semantic CT image features, named 3D-DenseNet-DL-based multi-model, was also performed to establish a more effective prediction model. Findings By elaborately comparing the prediction efficacy, the 3D-DenseNet-DL effectively identified MG patients and was superior to other five radiomic models, with a mean area under ROC curve (AUC), accuracy, sensitivity, and specificity of 0.734, 0.724, 0.787, and 0.672, respectively. The effectiveness of the 3D-DenseNet-DL-based multi-model was further improved as evidenced by the following metrics: AUC 0.766, accuracy 0.790, sensitivity 0.739, and specificity 0.801. External verification results confirmed the feasibility of this DL-based multi-model with metrics: AUC 0.730, accuracy 0.732, sensitivity 0.700, and specificity 0.690, respectively. Interpretation Our 3D-DenseNet-DL model can effectively detect MG in patients with thymoma based on preoperative CT imaging. This model may serve as a supplement to the conventional diagnostic criteria for identifying thymoma associated MG.
Collapse
Affiliation(s)
- Zhenguo Liu
- Department of Thoracic Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Ying Zhu
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.,Institution of Precision Medicine, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yujie Yuan
- Center of Gastrointestinal Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Lei Yang
- Department of Thoracic Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Kefeng Wang
- Department of Thoracic Surgery, The Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou, China
| | - Minghui Wang
- Department of Thoracic Surgery, The Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Guangzhou, China
| | - Xiaoyu Yang
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Xi Wu
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Xi Tian
- Advanced Institute, Infervision, Beijing, China
| | | | - Bingqi Shen
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Honghe Luo
- Department of Thoracic Surgery, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Huiyu Feng
- Department of Neurology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Shiting Feng
- Department of Radiology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Zunfu Ke
- Institution of Precision Medicine, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.,Department of Pathology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| |
Collapse
|
11
|
Cung S, Ritz ML, Masaracchia MM. Regional anesthesia in pediatric patients with preexisting neurological disease. Paediatr Anaesth 2021; 31:522-530. [PMID: 33590927 DOI: 10.1111/pan.14152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 01/27/2021] [Accepted: 02/02/2021] [Indexed: 12/01/2022]
Abstract
Preexisting neurological disease in pediatric patients presents unique challenges to the anesthesiologist. In-depth knowledge of the disease processes and awareness of sequalae that uniquely influence the risks and benefits of anesthetics are needed to make informed decisions. Because these vulnerable populations are often susceptible to perioperative airway or cardiopulmonary complications, the use of regional anesthesia can be advantageous. However, these clinical conditions already involve compromised neural tissue and, as such, create additional concern that regional anesthesia may result in new or worsened deficits. The following discussion is not intended to be a full review of each disease process, but rather provides a concise, yet thorough, discussion of the available literature on regional anesthesia in the more common, but still rare, pediatric neurological disorders. We aim to provide a framework for pediatric anesthesiologists to reengage in a healthy discussion about the risks and benefits of utilizing regional anesthesia in this vulnerable population.
Collapse
Affiliation(s)
- Stephanie Cung
- University of Colorado School of Medicine, Aurora, CO, USA
| | - Matthew L Ritz
- Children's Hospital Colorado, University of Colorado, Aurora, CO, USA
| | - Melissa M Masaracchia
- University of Colorado School of Medicine, Aurora, CO, USA.,Children's Hospital Colorado, University of Colorado, Aurora, CO, USA
| |
Collapse
|
12
|
Blum TG, Misch D, Kollmeier J, Thiel S, Bauer TT. Autoimmune disorders and paraneoplastic syndromes in thymoma. J Thorac Dis 2020; 12:7571-7590. [PMID: 33447448 PMCID: PMC7797875 DOI: 10.21037/jtd-2019-thym-10] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Thymomas are counted among the rare tumour entities which are associated with autoimmune disorders (AIDs) and paraneoplastic syndromes (PNS) far more often than other malignancies. Through its complex immunological function in the context of the selection and maturation of T cells, the thymus is at the same time highly susceptible to disruptive factors caused by the development and growth of thymic tumours. These T cells, which are thought to develop to competent immune cells in the thymus, can instead adopt autoreactive behaviour due to the uncontrolled interplay of thymomas and become the trigger for AID or PNS affecting numerous organs and tissues within the human body. While myasthenia gravis is the most prevalent PNS in thymoma, numerous others have been described, be they related to neurological, cardiovascular, gastrointestinal, haematological, dermatological, endocrine or systemic disorders. This review article sheds light on the pathophysiology, epidemiology, specific clinical features and therapeutic options of the various forms as well as courses and outcomes of AID/PNS in association with thymomas. Whenever suitable and backed by the limited available evidence, the perspectives from both the thymoma and the affected organ/tissue will be highlighted. Specific issues addressed are the prognostic significance of thymectomy on myasthenia gravis and other thymoma-associated AID/PND and further the impact and safety of immunotherapies on AID and PND relating to thymomas.
Collapse
Affiliation(s)
- Torsten Gerriet Blum
- Department of Pneumology, Lungenklinik Heckeshorn, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Daniel Misch
- Department of Pneumology, Lungenklinik Heckeshorn, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Jens Kollmeier
- Department of Pneumology, Lungenklinik Heckeshorn, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Sebastian Thiel
- Department of Pneumology, Lungenklinik Heckeshorn, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Torsten T Bauer
- Department of Pneumology, Lungenklinik Heckeshorn, Helios Klinikum Emil von Behring, Berlin, Germany
| |
Collapse
|
13
|
Krenn M, Grisold A, Wohlfarth P, Rath J, Cetin H, Koneczny I, Zimprich F. Pathomechanisms and Clinical Implications of Myasthenic Syndromes Exacerbated and Induced by Medical Treatments. Front Mol Neurosci 2020; 13:156. [PMID: 32922263 PMCID: PMC7457047 DOI: 10.3389/fnmol.2020.00156] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2020] [Accepted: 07/28/2020] [Indexed: 12/21/2022] Open
Abstract
Myasthenic syndromes are typically characterized by muscle weakness and increased fatigability due to an impaired transmission at the neuromuscular junction (NMJ). Most cases are caused by acquired autoimmune conditions such as myasthenia gravis (MG), typically with antibodies against the acetylcholine receptor (AChR). Different drugs are among the major factors that may complicate pre-existing autoimmune myasthenic conditions by further impairing transmission at the NMJ. Some clinical observations are substantiated by experimental data, indicating that presynaptic, postsynaptic or more complex pathomechanisms at the NMJ may be involved, depending on the individual compound. Most robust data exist for the risks associated with some antibiotics (e.g., aminoglycosides, ketolides, fluoroquinolones) and cardiovascular medications (e.g., class Ia antiarrhythmics, beta blockers). Apart from primarily autoimmune-mediated disorders of the NMJ, de novo myasthenic manifestations may also be triggered by medical treatments that induce an autoimmune reaction. Most notably, there is growing evidence that the immune checkpoint inhibitors (ICI), a modern class of drugs to treat various malignancies, represent a relevant risk factor to develop severe and progressive medication-induced myasthenia via an immune-mediated mechanism. From a clinical perspective, it is of utmost importance for the treating physicians to be aware of such adverse treatment effects and their consequences. In this article, we aim to summarize existing evidence regarding the key molecular and immunological mechanisms as well as the clinical implications of medication-aggravated and medication-induced myasthenic syndromes.
Collapse
Affiliation(s)
- Martin Krenn
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Anna Grisold
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Philipp Wohlfarth
- Division of Blood and Marrow Transplantation, Department of Medicine I, Medical University of Vienna, Vienna, Austria
| | - Jakob Rath
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Hakan Cetin
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Inga Koneczny
- Department of Neurology, Medical University of Vienna, Vienna, Austria.,Division of Neuropathology and Neurochemistry, Department of Neurology, Medical University of Vienna, Vienna, Austria
| | - Fritz Zimprich
- Department of Neurology, Medical University of Vienna, Vienna, Austria
| |
Collapse
|
14
|
Lai HC, Huang TW, Tseng WC, Wu TS, Wu ZF. Sugammadex and postoperative myasthenic crisis. J Clin Anesth 2019; 57:63. [PMID: 30875518 DOI: 10.1016/j.jclinane.2019.02.026] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Revised: 02/12/2019] [Accepted: 02/26/2019] [Indexed: 11/15/2022]
Affiliation(s)
- Hou-Chuan Lai
- Department of Anesthesiology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan, Republic of China
| | - Tsai-Wang Huang
- Division of Chest Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan, Republic of China
| | - Wei-Cheng Tseng
- Department of Anesthesiology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan, Republic of China; Division of Anesthesiology, Department of Surgery, Gangshan Branch, Kaohsiung Armed Forces General Hospital, Kaohsiung, Taiwan, Republic of China
| | - Tsai-Shan Wu
- Medical student of Taipei Medical University, Taipei, Taiwan, Republic of China
| | - Zhi-Fu Wu
- Department of Anesthesiology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan, Republic of China.
| |
Collapse
|