1. Optimization of anastomotic technique and gastric conduit perfusion with hyperspectral imaging and machine learning in an experimental model for minimally invasive esophagectomy.
- Author
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Nickel F, Studier-Fischer A, Özdemir B, Odenthal J, Müller LR, Knoedler S, Kowalewski KF, Camplisson I, Allers MM, Dietrich M, Schmidt K, Salg GA, Kenngott HG, Billeter AT, Gockel I, Sagiv C, Hadar OE, Gildenblat J, Ayala L, Seidlitz S, Maier-Hein L, and Müller-Stich BP
- Subjects
- Animals, Swine, Surgical Stapling methods, Stomach surgery, Minimally Invasive Surgical Procedures methods, Anastomotic Leak, Esophagus surgery, Esophagus pathology, Gastrostomy methods, Models, Animal, Esophagectomy methods, Anastomosis, Surgical methods, Hyperspectral Imaging methods, Machine Learning
- Abstract
Introduction: Esophagectomy is the mainstay of esophageal cancer treatment, but anastomotic insufficiency related morbidity and mortality remain challenging for patient outcome. Therefore, the objective of this work was to optimize anastomotic technique and gastric conduit perfusion with hyperspectral imaging (HSI) for total minimally invasive esophagectomy (MIE) with linear stapled anastomosis., Material and Methods: A live porcine model (n = 58) for MIE was used with gastric conduit formation and simulation of linear stapled side-to-side esophagogastrostomy. Four main experimental groups differed in stapling length (3 vs. 6 cm) and simulation of anastomotic position on the conduit (cranial vs. caudal). Tissue oxygenation around the anastomotic simulation site was evaluated using HSI and was validated with histopathology., Results: The tissue oxygenation (ΔStO
2 ) after the anastomotic simulation remained constant only for the short stapler in caudal position (-0.4 ± 4.4%, n.s.) while it was impaired markedly in the other groups (short-cranial: -15.6 ± 11.5%, p = 0.0002; long-cranial: -20.4 ± 7.6%, p = 0.0126; long-caudal: -16.1 ± 9.4%, p < 0.0001). Tissue samples from avascular stomach as measured by HSI showed correspondent eosinophilic pre-necrotic changes in 35.7 ± 9.7% of the surface area., Conclusion: Tissue oxygenation at the site of anastomotic simulation of the gastric conduit during MIE is influenced by stapling technique. Optimal oxygenation was achieved with a short stapler (3 cm) and sufficient distance of the simulated anastomosis to the cranial end of the gastric conduit. HSI tissue deoxygenation corresponded to histopathologic necrotic tissue changes. The experimental model with HSI and ML allow for systematic optimization of gastric conduit perfusion and anastomotic technique while clinical translation will have to be proven., Competing Interests: Declaration of competing interest The authors declare that there is no conflict of interest for the submission of the manuscript “Optimization of anastomotic technique and gastric conduit perfusion with hyperspectral imaging and machine learning in an experimental model for minimally invasive esophagectomy”., (Copyright © 2023 The Authors. Published by Elsevier Ltd.. All rights reserved.)- Published
- 2025
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