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Fichtl A, Sheikhani A, Wagner M, Kleger A, Müller M, Sturm N, Walter B, Franz AM. Implementing an electromagnetic tracking navigation system improves the precision of endoscopic transgastric necrosectomy in an ex vivo model. Sci Rep 2024; 14:10055. [PMID: 38698058 PMCID: PMC11066121 DOI: 10.1038/s41598-024-60647-w] [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: 06/29/2023] [Accepted: 04/25/2024] [Indexed: 05/05/2024] Open
Abstract
Endoscopic transgastric necrosectomy is crucial in the management of complications resulting from necrotizing pancreatitis. However, both real-time and visual-spatial information is lacking during the procedure, thereby jeopardizing a precise positioning of the endoscope. We conducted a proof-of-concept study with the aim of overcoming these technical difficulties. For this purpose, a three-dimensional (3D) phantom of a stomach and pancreatic necroses was 3D-printed based on spatial information from individual patient CT scans and subsequently integrated into a silicone torso. An electromagnetic (EM) sensor was adjusted inside the endoscope´s working channel. A software interface enabled real time visualization. The accuracy of this novel assistant system was tested ex vivo by four experienced interventional endoscopists who were supposed to reach seven targets inside the phantom in six different experimental runs of simulated endoscopic transgastric necrosectomy. Supported by endoscopic camera view combined with real-time 3D visualization, all endoscopists reached the targets with a targeting error ranging between 2.6 and 6.5 mm in a maximum of eight minutes. In summary, the EM tracking system might increase efficacy and safety of endoscopic transgastric necrosectomy at the experimental level by enhancing visualization. Yet, a broader feasibility study and further technical improvements are mandatory before aiming at implementation into clinical setting.
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Affiliation(s)
- Anna Fichtl
- Department of Internal Medicine I, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany.
- Endoscopic Research Unit, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany.
| | - Alaan Sheikhani
- Institute for Medical Engineering and Mechatronics, University of Applied Sciences Ulm, Albert-Einstein-Allee 53-55, 89081, Ulm, Germany
| | - Martin Wagner
- Department of Internal Medicine I, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Alexander Kleger
- Institute of Molecular Oncology and Stem Cell Biology, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
- Division of Interdisciplinary Pancreatology, Department of Internal Medicine I, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Martin Müller
- Department of Internal Medicine I, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Niklas Sturm
- Department of Internal Medicine I, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
- Endoscopic Research Unit, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Benjamin Walter
- Department of Internal Medicine I, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
- Endoscopic Research Unit, University Hospital Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Alfred Michael Franz
- Institute for Medical Engineering and Mechatronics, University of Applied Sciences Ulm, Albert-Einstein-Allee 53-55, 89081, Ulm, Germany
- Division of Intelligent Medical Systems, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 223, 69120, Heidelberg, Germany
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5
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Brand M, Bachmann J, Schlag C, Huegle U, Rahman I, Wedi E, Walter B, Möschler O, Sturm L, Meining A. Over-the-scope-grasper: A new tool for pancreatic necrosectomy and beyond - first multicenter experience. World J Gastrointest Surg 2022; 14:799-808. [PMID: 36157364 PMCID: PMC9453329 DOI: 10.4240/wjgs.v14.i8.799] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 05/08/2022] [Accepted: 08/01/2022] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Endoscopic treatment of pancreatic necrosis can be challenging and time-consuming because sticky necrotic debris is sometimes difficult to remove. The over-the-scope-grasper, a new tool that has recently become available for this purpose, might also be useful for other indications. However, clinical data on the efficacy and safety of this new device are lacking.
AIM To evaluate the technical success and safety of the device in a multicenter setting.
METHODS The over-the-scope-grasper was used in nine selected endoscopic centers between November 2020 and October 2021 for appropriate indications. Overall, 56 procedures were included in the study. We retrospectively evaluated procedural parameters of all endoscopic interventions using a predefined questionnaire, with special respect to technical success, indications, duration of intervention, type of sedation, and complications. In the case of pancreatic necrosectomy, the access route, stent type, number of necrosis pieces removed, and clinical handling were also recorded.
RESULTS A total of 56 procedures were performed, with an overall technical success rate of 98%. Most of the procedures were endoscopic pancreatic necrosectomies (33 transgastric, 4 transduodenal). In 70% of the procedures, access to the necrotic cavity was established with a lumen apposing metal stent. The technical success of pancreatic necrosectomy was 97%, with a mean of 8 pieces (range, 2-25 pieces) of necrosis removed in a mean procedure time of 59 min (range, 15-120 min). In addition, the device has been used to remove blood clots (n = 6), to clear insufficiency cavities before endoluminal vacuum therapy (n = 5), and to remove foreign bodies from the upper gastrointestinal tract (n = 8). In these cases, the technical success rate was 100%. No moderate or severe/fatal complications were reported in any of the 56 procedures.
CONCLUSION These first multicenter data demonstrate that the over-the-scope-grasper is a promising device for endoscopic pancreatic necrosectomy, which is also appropriate for removing foreign bodies and blood clots, or cleaning insufficiency cavities prior to endoluminal vacuum therapy.
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Affiliation(s)
- Markus Brand
- Department of Internal Medicine II, University of Würzburg, Würzburg 97080, Germany
| | - Jeannine Bachmann
- Department of Surgery, Klinikum rechts der Isar, University of München, München 81675, Germany
| | - Christoph Schlag
- Department of Gastroenterology and Hepatology, University of Zürich, Zürich 8091, Switzerland
| | - Ulrich Huegle
- Department of Gastroenterology and Hepatology, Klinikum Köln-Holweide, Köln 50968, Germany
| | - Imdadur Rahman
- Department of Gastroenterology, University Hospital Southampton, Southampton SO16 6YD, United Kingdom
| | - Edris Wedi
- Department of Gastroenterology, Gastrointestinal Oncology and Interventionell Endoscopy, Sana Klinikum Offenbach, Offenbach 63069, Germany
| | - Benjamin Walter
- Department of Internal Medicine I, University of Ulm, Ulm 89070, Germany
| | - Oliver Möschler
- Department of Gastroenterology, Marienhospital Osnabrück, Osnabrück 49074, Germany
| | - Lukas Sturm
- Department of Internal Medicine II, University of Freiburg, Freiburg 79106, Germany
| | - Alexander Meining
- Department of Internal Medicine II, University of Würzburg, Würzburg 97080, Germany
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7
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Kiss S, Pintér J, Molontay R, Nagy M, Farkas N, Sipos Z, Fehérvári P, Pecze L, Földi M, Vincze Á, Takács T, Czakó L, Izbéki F, Halász A, Boros E, Hamvas J, Varga M, Mickevicius A, Faluhelyi N, Farkas O, Váncsa S, Nagy R, Bunduc S, Hegyi PJ, Márta K, Borka K, Doros A, Hosszúfalusi N, Zubek L, Erőss B, Molnár Z, Párniczky A, Hegyi P, Szentesi A. Early prediction of acute necrotizing pancreatitis by artificial intelligence: a prospective cohort-analysis of 2387 cases. Sci Rep 2022; 12:7827. [PMID: 35552440 PMCID: PMC9098474 DOI: 10.1038/s41598-022-11517-w] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 04/07/2022] [Indexed: 12/21/2022] Open
Abstract
Pancreatic necrosis is a consistent prognostic factor in acute pancreatitis (AP). However, the clinical scores currently in use are either too complicated or require data that are unavailable on admission or lack sufficient predictive value. We therefore aimed to develop a tool to aid in necrosis prediction. The XGBoost machine learning algorithm processed data from 2387 patients with AP. The confidence of the model was estimated by a bootstrapping method and interpreted via the 10th and the 90th percentiles of the prediction scores. Shapley Additive exPlanations (SHAP) values were calculated to quantify the contribution of each variable provided. Finally, the model was implemented as an online application using the Streamlit Python-based framework. The XGBoost classifier provided an AUC value of 0.757. Glucose, C-reactive protein, alkaline phosphatase, gender and total white blood cell count have the most impact on prediction based on the SHAP values. The relationship between the size of the training dataset and model performance shows that prediction performance can be improved. This study combines necrosis prediction and artificial intelligence. The predictive potential of this model is comparable to the current clinical scoring systems and has several advantages over them.
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Affiliation(s)
- Szabolcs Kiss
- Doctoral School of Clinical Medicine, Faculty of Medicine, University of Szeged, Szeged, 6720, Hungary.,Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Heim Pál National Pediatric Institute, Üllői út 86, Budapest, 1089, Hungary
| | - József Pintér
- Human and Social Data Science Lab, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest, 1111, Hungary
| | - Roland Molontay
- Human and Social Data Science Lab, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest, 1111, Hungary.,Stochastics Research Group, Hungarian Academy of Sciences, Budapest University of Technology and Economics, Egry József u. 1, Budapest, 1111, Hungary
| | - Marcell Nagy
- Human and Social Data Science Lab, Budapest University of Technology and Economics, Műegyetem rkp. 3, Budapest, 1111, Hungary
| | - Nelli Farkas
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Institute of Bioanalysis, Medical School, University of Pécs, Honvéd u. 1, Pécs, 7624, Hungary
| | - Zoltán Sipos
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary
| | - Péter Fehérvári
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Department of Biomathematics and Informatics, University of Veterinary Medicine, István u. 2, Budapest, 1078, Hungary
| | - László Pecze
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary
| | - Mária Földi
- Doctoral School of Clinical Medicine, Faculty of Medicine, University of Szeged, Szeged, 6720, Hungary.,Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Heim Pál National Pediatric Institute, Üllői út 86, Budapest, 1089, Hungary
| | - Áron Vincze
- Division of Gastroenterology, First Department of Medicine, Medical School, University of Pécs, Ifjúság út 13, Pécs, 7624, Hungary
| | - Tamás Takács
- Department of Medicine, University of Szeged, Kálvária sgt. 57, Szeged, 6725, Hungary
| | - László Czakó
- Department of Medicine, University of Szeged, Kálvária sgt. 57, Szeged, 6725, Hungary
| | - Ferenc Izbéki
- Department of Internal Medicine, Szent György Teaching Hospital of County Fejér, Seregélyesi út 3, Székesfehérvár, 8000, Hungary
| | - Adrienn Halász
- Doctoral School of Clinical Medicine, Faculty of Medicine, University of Szeged, Szeged, 6720, Hungary.,Department of Internal Medicine, Szent György Teaching Hospital of County Fejér, Seregélyesi út 3, Székesfehérvár, 8000, Hungary
| | - Eszter Boros
- Department of Internal Medicine, Szent György Teaching Hospital of County Fejér, Seregélyesi út 3, Székesfehérvár, 8000, Hungary
| | - József Hamvas
- Bajcsy-Zsilinszky Hospital, Maglódi út 89-91, Budapest, 1106, Hungary
| | - Márta Varga
- Department of Gastroenterology, BMKK Dr Rethy Pal Hospital, Gyulai út 18, Békéscsaba, 5600, Hungary
| | - Artautas Mickevicius
- Vilnius University Hospital Santaros Clinics, Clinics of Abdominal Surgery, Nephrourology and Gastroenterology, Faculty of Medicine, Vilnius University, Santariškių g. 2, 08410, Vilnius, Lithuania
| | - Nándor Faluhelyi
- Department of Medical Imaging, Medical School, University of Pécs, Ifjúság út 13, Pécs, 7624, Hungary
| | - Orsolya Farkas
- Department of Medical Imaging, Medical School, University of Pécs, Ifjúság út 13, Pécs, 7624, Hungary
| | - Szilárd Váncsa
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary
| | - Rita Nagy
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Heim Pál National Pediatric Institute, Üllői út 86, Budapest, 1089, Hungary.,Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary
| | - Stefania Bunduc
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Doctoral School, Carol Davila University of Medicine and Pharmacy, Bulevardul Eroii Sanitari 8, 050474, Bucharest, Romania
| | - Péter Jenő Hegyi
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Division of Pancreatic Diseases, Heart and Vascular Center, Semmelweis University, Baross u. 23, Budapest, 1082, Hungary
| | - Katalin Márta
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Division of Pancreatic Diseases, Heart and Vascular Center, Semmelweis University, Baross u. 23, Budapest, 1082, Hungary
| | - Katalin Borka
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,2nd Department of Pathology, Semmelweis University, Üllői út 93, Budapest, 1091, Hungary
| | - Attila Doros
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Department of Transplantation and Surgery, Semmelweis University, Baross u. 23, Budapest, 1082, Hungary
| | - Nóra Hosszúfalusi
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Department of Internal Medicine and Hematology, Semmelweis University, Szentkirályi u. 46, Budapest, 1088, Hungary
| | - László Zubek
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Department of Anaesthesiology and Intensive Therapy, Semmelweis University, Üllői út 78, Budapest, 1082, Hungary
| | - Bálint Erőss
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Division of Pancreatic Diseases, Heart and Vascular Center, Semmelweis University, Baross u. 23, Budapest, 1082, Hungary
| | - Zsolt Molnár
- Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Department of Anaesthesiology and Intensive Therapy, Semmelweis University, Üllői út 78, Budapest, 1082, Hungary.,Department of Anaesthesiology and Intensive Therapy, Poznan University of Medical Sciences, ul. św. Marii Magdaleny 14, 61861, Poznan, Wielkopolska, Poland
| | - Andrea Párniczky
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Heim Pál National Pediatric Institute, Üllői út 86, Budapest, 1089, Hungary
| | - Péter Hegyi
- Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.,Centre for Translational Medicine, Semmelweis University, Üllői út 26, Budapest, 1085, Hungary.,Division of Pancreatic Diseases, Heart and Vascular Center, Semmelweis University, Baross u. 23, Budapest, 1082, Hungary
| | - Andrea Szentesi
- Doctoral School of Clinical Medicine, Faculty of Medicine, University of Szeged, Szeged, 6720, Hungary. .,Institute for Translational Medicine, Szentágothai Research Centre, Medical School, University of Pécs, Szigeti út 12., II. Emelet, Pécs, 7624, Hungary.
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10
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Sgaramella LI, Gurrado A, Pasculli A, Prete FP, Catena F, Testini M. Open necrosectomy is feasible as a last resort in selected cases with infected pancreatic necrosis: a case series and systematic literature review. World J Emerg Surg 2020; 15:44. [PMID: 32727508 PMCID: PMC7391590 DOI: 10.1186/s13017-020-00326-z] [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: 06/12/2020] [Accepted: 07/21/2020] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Acute pancreatitis is a common inflammatory pancreatic disorder, often caused by gallstone disease and frequently requiring hospitalization. In 80% of cases, a rapid and favourable outcome is described, while a necrosis of pancreatic parenchyma or extra-pancreatic tissues is reported in 10-20% of patients. The onset of pancreatic necrosis determines a significant increase of early organ failure rate and death that has higher incidence if infection of pancreatic necrosis (IPN) or extra-pancreatic collections occur. IPN always requires an invasive intervention, and, in the last decade, the advent of minimally invasive techniques has gradually replaced the employment of the open traditional approach. We report a series of three severe cases of IPN managed with primary open necrosectomy (ON) and a systematic review of the literature, in order to understand if emergency surgery still has a role in the current clinical practice. METHODS From January 2010 to January 2020, 3 cases of IPN were treated in our Academic Department of General and Emergency Surgery. We performed a PubMed MEDLINE search on the ON of IPN, selecting 20 from 654 articles for review. RESULTS The 3 cases were male patients with a mean age of 61.3 years. All patients referred to our service complaining an evolving severe clinical condition evocating a sepsis due to IPN. CT scan was the main diagnostic tool. Patients were initially conservatively managed. In consideration of clinical worsening conditions, and at the failure of conservative and minimal invasive treatment, they were, finally, managed with emergency ON. Patients reported no complications nor procedure-related sequelae in the follow-up period. CONCLUSION The ON is confirmed to be the last resort, useful in selected severe cases, with a defined timing and in case of proven non-feasibility and no advantage of other minimally invasive approaches.
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Affiliation(s)
- Lucia Ilaria Sgaramella
- Unit of General Surgery "V. Bonomo", Department of Biomedical Sciences and Human Oncology, University of Bari "A. Moro", Polyclinic of Bari, Piazza Giulio Cesare, 11, 70124, Bari, Italy
| | - Angela Gurrado
- Unit of General Surgery "V. Bonomo", Department of Biomedical Sciences and Human Oncology, University of Bari "A. Moro", Polyclinic of Bari, Piazza Giulio Cesare, 11, 70124, Bari, Italy
| | - Alessandro Pasculli
- Unit of General Surgery "V. Bonomo", Department of Biomedical Sciences and Human Oncology, University of Bari "A. Moro", Polyclinic of Bari, Piazza Giulio Cesare, 11, 70124, Bari, Italy
| | - Francesco Paolo Prete
- Unit of General Surgery "V. Bonomo", Department of Biomedical Sciences and Human Oncology, University of Bari "A. Moro", Polyclinic of Bari, Piazza Giulio Cesare, 11, 70124, Bari, Italy
| | - Fausto Catena
- Department of Emergency and Trauma Surgery, Parma University Hospital, Viale Antonio Gramsci, 14, 43126, Parma, Italy
| | - Mario Testini
- Unit of General Surgery "V. Bonomo", Department of Biomedical Sciences and Human Oncology, University of Bari "A. Moro", Polyclinic of Bari, Piazza Giulio Cesare, 11, 70124, Bari, Italy.
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