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International Journal of Bioprinting  Evaluation of advanced visual computing solutions for the left atrial appendage occlusion


            techniques into the industrial training programs would   images could also be used in the presented visual computing
            help further standardize LAAO implantation procedures.   solutions, mainly with advanced 3D rendering or in VR
            Effectively, physicians highlighted the potential role of 3D   setups [11,24] , but anatomical details of the structures under
            printing and the VR VRIDAA platform for training clinical   study will be lost, which could negatively affect the medical
            fellows, especially on challenging cases. A complementary   decisions on the devices to implant. Otherwise, the manual
            and very important use of these technologies according to   steps and time required for creating the 3D models from
            domain experts involves patient education, which could   the original medical images could be a limitation for the
            contribute to reduce the levels of stress and anxiety before   clinical translation of the evaluated tools. Nevertheless,
            the intervention thanks to a better understanding of the   the use of automatic deep learning techniques for LA
            procedure. A final comment was related to the application   segmentation and mesh creation is being developed and
            of the assessed computing solutions to other structural   should  be  available  soon.  Furthermore,  it  would  have
            heart disease procedures involving medical devices such   been useful to include new photorealism and advanced
                                                                                          [11]
            as transaortic valvular interventions since the technologies   cinematic rendering visualization  in our study, which
            would only need slight modifications from the current   will be planned in the future. In addition, other anatomical
            LAAO-based use case.                               structures, relevant for the LAAO procedure, such as the
              There are some limitations in our study. First, only   fossa ovalis for guiding catheters into the LA, should be
            a small cohort consisting of six participants was able   incorporated in different computing technologies for a
            to evaluate the computing technologies. Moreover, all   more complete planning of the intervention. Finally, an
            participants were trained with a single LAAO device   evaluation study where the advanced visual computing
            (Amplatzer Amulet), thus undoubtedly creating some bias   solutions  are  implemented  and  tested  in  the  hospital
            favoring such a device. Furthermore, the disagreements   would complete the current work, where the technologies
            found between the final selected and the implanted devices   were tested by domain experts in a research laboratory.
            may be misleading since follow-up information was not   5. Conclusions
            available for the analyzed cases; therefore, the implanted
            device could not be ideal, eventually leading to abnormal   In this work, we evaluated several computing technologies to
            events at some point.                              assess their added value, limitations, and requirements before
                                                               they are translated to a clinical environment, particularly
              Another possible factor that could impact the evaluation   for the planning of left atrial appendage occlude (LAAO)
            of the technologies is that the same five cases were analyzed   interventions. All the evaluated technologies could be
            by the users, following the same order, which could lead   beneficial in different steps of the LAAO clinical workflow,
            to a model learning effect: Participants remembered their   even if most need some adaptation to fit in the hospital
            choices with previously tested technologies, making their   routine. Specifically,  the  web-based 3D imaging  VIDAA
            analysis not fully independent. The rationale of the chosen   platform provided a complete morphological characterization
            order was going from the most clinically available to the   and excellent user interaction to manipulate and test multiple
            most sophisticated technologies, but a more randomized   device configurations. Economical 3D-printed models,
            study that includes more cases should be performed in the   although lacking completely realistic device-LAA interaction,
            future to alleviate the learning effect. Using computational   were useful to have a better perception of the 3D LAA anatomy
            tools that all had been developed by the authors provided an   and can be easily integrated in the current clinical workflows.
            unbiased analysis toward the preferred technology or which   VR technologies, which are especially suited for educational
            one should be considered the best. On the other hand,   or pre-operative planning purposes, were also very helpful
            the maturity of the individual instance of each technology   for 3D perception, but only simple VR headsets would be
            certainly had an influence on the evaluation results, not   suitable  for  daily  clinical  routine.  In silico  fluid  simulations
            necessarily reflecting the technology potential. For instance,   with LAAO devices have potential to reduce the risk of leaks
            in silico fluid simulations could obtain better scores with a   and device-related thrombus after the implantation but
            more mature user interface while 3D printing would be better   required more user-friendly interfaces. In consequence, all the
            assessed with more realistic, soft, and elastic materials .   evaluated computing technologies could contribute to better
                                                        [43]
            However, the present study successfully identified the most   personalization of LAA intervention and post-interventional
            relevant aspects to consider in each technology for clinical   treatment to each patient, which helps ensure better outcomes.
            translation, beyond individual instances.          Advanced  versions  of  the  studied  computing  solutions  will
              In addition, we evaluated all computing technologies   be properly embedded in clinical workflows soon, especially
            on 3D models built from CT medical images, which are not   if they can be all integrated into a single space or software
            always available for LAAO planning. Echocardiography   platform, as most participants of this study demanded.


            Volume 9 Issue 1 (2023)                        271                      https://doi.org/10.18063/ijb.v9i1.640
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