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Schneck E, Knittel F, Markmann M, Balzer F, Rubarth K, Zajonz T, Schreiner AL, Hecker A, Naehrlich L, Koch C, Laffolie JD, Sander M. Assessment of risk factors for adverse events in analgosedation for pediatric endoscopy: A 10-year retrospective analysis. J Pediatr Gastroenterol Nutr 2024; 79:382-393. [PMID: 38873914 DOI: 10.1002/jpn3.12284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Revised: 05/29/2024] [Accepted: 06/03/2024] [Indexed: 06/15/2024]
Abstract
OBJECTIVES Data regarding the occurrence of complications specifically during pediatric anesthesia for endoscopic procedures is limited. By evaluating such data, factors could be identified to assure proper staffing and preparation to minimize adverse events and improve patient safety during flexible endoscopy. METHODS This retrospective cohort study included children undergoing anesthesia for gastroscopy, colonoscopy, bronchoscopy, or combined endoscopic procedures over 10-year period. The primary study aim was to evaluate the incidence of complications and identify risk factors for adverse events. RESULTS Overall, 2064 endoscopic procedures including 1356 gastroscopies (65.7%), 93 colonoscopies (4.5%), 235 bronchoscopies (11.4%), and 380 combined procedures (18.4%) were performed. Of the 1613 patients, 151 (7.3%) patients exhibited an adverse event, with respiratory complications being the most common (65 [3.1%]). Combination of gastrointestinal endoscopies did not lead to an increased adverse event rate (gastroscopy: 5.5%, colonoscopy: 3.2%). Diagnostic endoscopy as compared to interventional had a lower rate. If bronchoscopy was performed, the rate was similar to that of bronchoscopy alone (19.5% vs. 20.4%). Age < 5.8 years or body weight less than 20 kg, bronchoscopy, American Society of Anesthesiologists status ≥ 2 or pre-existing anesthesia-relevant diseases, and urgency of the procedure were independent risk factors for adverse events. For each risk factor, the risk for events increased 2.1-fold [1.8-2.4]. CONCLUSIONS This study identifies multiple factors that increase the rate of adverse events associated anesthesia-based endoscopy. Combined gastrointestinal procedures did not increase the risk for adverse events while combination of bronchoscopy to gastrointestinal endoscopy showed a similar risk as bronchoscopy alone.
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Affiliation(s)
- Emmanuel Schneck
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
| | - Fabienne Knittel
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
| | - Melanie Markmann
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
| | - Felix Balzer
- Institute of Medical Informatics, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Humboldt University, Berlin, Germany
- Institute of Biometry and Clinical Epidemiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Humboldt University, Berlin, Germany
| | - Kerstin Rubarth
- Institute of Medical Informatics, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Humboldt University, Berlin, Germany
- Institute of Biometry and Clinical Epidemiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Humboldt University, Berlin, Germany
| | - Thomas Zajonz
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
| | - Anna-Lena Schreiner
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
| | - Andreas Hecker
- Department of General and Thoracic Surgery, University Hospital of Giessen, Giessen, Germany
| | - Lutz Naehrlich
- Department of General Pediatrics and Neonatology, University of Giessen, Giessen, Germany
| | - Christian Koch
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
| | - Jan de Laffolie
- Department of General Pediatrics and Neonatology, University of Giessen, Giessen, Germany
| | - Michael Sander
- Department of Anaesthesiology, Operative Intensive Care Medicine and Pain Therapy, University Hospital of Giessen, UKGM, Justus-Liebig University Giessen, Giessen, Germany
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Kang H, Lee B, Jo JH, Lee HS, Park JY, Bang S, Park SW, Song SY, Park J, Shim H, Lee JH, Yang E, Kim EH, Kim KJ, Kim MS, Chung MJ. Machine-Learning Model for the Prediction of Hypoxaemia during Endoscopic Retrograde Cholangiopancreatography under Monitored Anaesthesia Care. Yonsei Med J 2023; 64:25-34. [PMID: 36579376 PMCID: PMC9826962 DOI: 10.3349/ymj.2022.0381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 11/29/2022] [Accepted: 12/02/2022] [Indexed: 12/23/2022] Open
Abstract
PURPOSE Hypoxaemia is a significant adverse event during endoscopic retrograde cholangiopancreatography (ERCP) under monitored anaesthesia care (MAC); however, no model has been developed to predict hypoxaemia. We aimed to develop and compare logistic regression (LR) and machine learning (ML) models to predict hypoxaemia during ERCP under MAC. MATERIALS AND METHODS We collected patient data from our institutional ERCP database. The study population was randomly divided into training and test sets (7:3). Models were fit to training data and evaluated on unseen test data. The training set was further split into k-fold (k=5) for tuning hyperparameters, such as feature selection and early stopping. Models were trained over k loops; the i-th fold was set aside as a validation set in the i-th loop. Model performance was measured using area under the curve (AUC). RESULTS We identified 6114 cases of ERCP under MAC, with a total hypoxaemia rate of 5.9%. The LR model was established by combining eight variables and had a test AUC of 0.693. The ML and LR models were evaluated on 30 independent data splits. The average test AUC for LR was 0.7230, which improved to 0.7336 by adding eight more variables with an l1 regularisation-based selection technique and ensembling the LRs and gradient boosting algorithm (GBM). The high-risk group was discriminated using the GBM ensemble model, with a sensitivity and specificity of 63.6% and 72.2%, respectively. CONCLUSION We established GBM ensemble model and LR model for risk prediction, which demonstrated good potential for preventing hypoxaemia during ERCP under MAC.
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Affiliation(s)
- Huapyong Kang
- Division of Gastroenterology, Department of Internal Medicine, Gil Medical Center, Gachon University College of Medicine, Incheon, Korea
- Department of Medicine, Yonsei University Graduate School, Seoul, Korea
| | - Bora Lee
- Department of Anesthesiology and Pain Medicine, Anesthesia and Pain Research Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Jung Hyun Jo
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Hee Seung Lee
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Jeong Youp Park
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Seungmin Bang
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Seung Woo Park
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Si Young Song
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Joonhyung Park
- Graduate School of AI, Korea Advanced Institute of Science and Technology, Daejeon, Korea
| | - Hajin Shim
- School of Computing, Korea Advanced Institute of Science and Technology, Daejeon, Korea
| | - Jung Hyun Lee
- Graduate School of AI, Korea Advanced Institute of Science and Technology, Daejeon, Korea
| | - Eunho Yang
- Graduate School of AI, Korea Advanced Institute of Science and Technology, Daejeon, Korea
- School of Computing, Korea Advanced Institute of Science and Technology, Daejeon, Korea
| | - Eun Hwa Kim
- Biostatistics Collaboration Unit, Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul, Korea
| | - Kwang Joon Kim
- Division of Geriatrics, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Min-Soo Kim
- Department of Anesthesiology and Pain Medicine, Anesthesia and Pain Research Institute, Yonsei University College of Medicine, Seoul, Korea.
| | - Moon Jae Chung
- Division of Gastroenterology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea.
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Latzman JA, Castellanos JG, Anca D. Using checklists to improve care in the nonoperating room environment. Curr Opin Anaesthesiol 2022; 35:479-484. [PMID: 35787585 DOI: 10.1097/aco.0000000000001154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE OF REVIEW As the number and complexity of cases performed in the nonoperating room environment continue to increase to a higher share of all anesthetic procedures, checklists are needed to ensure staff and patient safety. RECENT FINDINGS Providing anesthesia care in the nonoperating room environment poses specific challenges. Closed claims data base analysis shows a higher morbidity and mortality in this setting. This is driven by the location-related challenges, and critical patients undergoing minimally invasive procedures, as well as a higher percentage of emergency and after-hours procedures. Although adequate case preparation and maintaining the same standard of care as in the main operating room, establishing protocols and checklists for procedures in nonoperating room locations has emerged as a sound strategy in improving care and safety. SUMMARY Anesthesia in the nonoperating room environment is becoming an increasing share of total anesthesia cases. Establishing protocols and implementing site-specific checklists is emerging as a strategy in improving care in the environment of nonoperating room. VIDEO ABSTRACT http://links.lww.com/COAN/A89 .
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Sneyd J. Developments in procedural sedation for adults. BJA Educ 2022; 22:258-264. [DOI: 10.1016/j.bjae.2022.02.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/22/2022] [Indexed: 12/01/2022] Open
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Tseng WC, Yeh CC, Lin WL, Chiu TH. A modified device for airway management in procedural sedation and analgesia. JOURNAL OF MEDICAL SCIENCES 2022. [DOI: 10.4103/jmedsci.jmedsci_242_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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The case for a 3rd generation supraglottic airway device facilitating direct vision placement. J Clin Monit Comput 2021; 35:217-224. [PMID: 32537697 PMCID: PMC7293959 DOI: 10.1007/s10877-020-00537-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Accepted: 05/25/2020] [Indexed: 12/19/2022]
Abstract
Although 1st and 2nd generation supraglottic airway devices (SADs) have many desirable features, they are nevertheless inserted in a similar 'blind' way as their 1st generation predecessors. Clinicians mostly still rely entirely on subjective indirect assessments to estimate correct placement which supposedly ensures a tight seal. Malpositioning and potential airway compromise occurs in more than half of placements. Vision-guided insertion can improve placement. In this article we propose the development of a 3rd generation supraglottic airway device, equipped with cameras and fiberoptic illumination, to visualise insertion of the device, enable immediate manoeuvres to optimise SAD position, verify whether correct 1st and 2nd seals are achieved and check whether size selected is appropriate. We do not provide technical details of such a '3rd generation' device, but rather present a theoretical analysis of its desirable properties, which are essential to overcome the remaining limitations of current 1st and 2nd generation devices. We also recommend that this further milestone improvement, i.e. ability to place the SAD accurately under direct vision, be eligible for the moniker '3rd generation'. Blind insertion of SADs should become the exception and we anticipate, as in other domains such as central venous cannulation and nerve block insertions, vision-guided placement becoming the gold standard.
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Tonner PH. [The Guideline "Sedation for Gastrointestinal Endoscopy"]. Anasthesiol Intensivmed Notfallmed Schmerzther 2021; 56:201-209. [PMID: 33725740 DOI: 10.1055/a-1017-9138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
The guideline "Sedation for gastrointestinal endoscopy" (AWMF-register-no. 021/014) was published initially in 2008. Because of new and developing evidence, the guideline was updated in 2015. The aim of the guideline is to define the necessary structural, equipment and personnel requirements that contribute to minimizing the risk of sedation for endoscopy. In view of the high and increasing significance of gastrointestinal endoscopy, the guideline will remain highly relevant in the future. Essential aspects are the selection of sedatives/hypnotics, structural requirements, personnel requirements with regard to number, availability and training, management of complications and quality assurance. In this article, the development and evaluation of the evidence and its influence on the practical implementation, in particular for anaesthesia, are highlighted.
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De Cosmo G, Levantesi L, Del Vicario M. Sedation in digestive endoscopy: innovations for an old technique. Minerva Anestesiol 2020; 86:565-570. [DOI: 10.23736/s0375-9393.19.13949-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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