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Page 6 of 12           Pecoraro et al. Mini-invasive Surg 2024;8:25  https://dx.doi.org/10.20517/2574-1225.2023.134

               Table 3. Training and competency framework for 3DVM use
                Competency area  Training requirement             Certification process  Recertification
                Basic 3D anatomy   - Training on reading and interpreting 3DVMs   - Complete accredited training   Required every 2 years
                interpretation   - Use of simulation tools for practice  modules
                                                                  - Pass simulation-based test
                Surgical planning with   - Specific training for surgeons on tumor and organ  - Certified by professional   Recertification through case
                3DVMs            resection planning               medical boards       studies
                                 - Hands-on workshops             - Assessment during mock
                                                                  surgeries
                Intraoperative navigation  - Use of 3DVMs in AR/VR-assisted surgery   - Pass competency test with   Ongoing training and
                                 - Real-time imaging interpretation  AR/VR tools       assessments
                                                                  - Regular performance reviews
               3DVM: Three-dimensional virtual model; AR: augmented reality; VR: virtual reality.


               During robotic partial nephrectomy, various resection techniques are used to remove renal tumors while
               preserving as much healthy tissue as possible [26-28] . The ICON3DTM platform also allows the simulation of
               the resection bed reporting through different colors to indicate the depth of the resection. This feature helps
                                                                                                 [18]
               simulate potential violations of the collecting system or feeding arteries, preventing complications .
               Recently, a systematic review by Bertolo et al. reported a new classification of kidney resection based on the
               extension of healthy tumoral tissue removed: resection (1 cm), enucleoresection, divided in traditional
               enucleoresection (2 mm) and mini-enucleoresection (2 mm, before transitioning to the tumor’s
               pseudocapsule), enucleation (excision following its pseudocapsule, virtually no surrounding healthy tissue
               excised) .
                      [26]

               Surgeons often adapt their approach based on the anatomical characteristics of the tumor and the
               surrounding  kidney  tissue.  For  example,  an  attempted  enucleation  might  transition  into  mini-
               enucleoresection if following the pseudocapsule is not feasible.


               The decision between these techniques balances the goals of maximizing tumor removal while preserving
               kidney function and minimizing complications such as positive margins or structural damage.


               In conclusion, the choice between resection, enucleoresection, and enucleation depends on tumor
               characteristics, with increasing emphasis on kidney preservation and oncological safety.


               Each of these techniques is chosen based on the tumor’s characteristics, the patient’s overall health, and the
               surgeon’s preference, with the aim of optimizing both oncological outcomes and functional kidney
               preservation.


               Finally, during reconstructive phase, in case of violation of calyces or venous branches, the use of 3DVMs
               allows the surgeon to quickly identify structures that need to be repaired.

               Enucleation rate and functional outcomes
               Piramide et al. demonstrated that the use of 3D imaging during NSS resulted in higher rates of enucleation
               (OR: 2.54, 95%CI: 1.36-4.74; P < 0.01) and a lower incidence of collecting system injury (OR: 0.36, 95%CI:
                                                      [23]
               0.15-0.89; P = 0.03) compared to 2D imaging . The enucleation technique, which preserves more healthy
               renal parenchyma, is associated with improved postoperative functional outcomes , without the risk of a
                                                                                      [27]
               greater  amount  of  positive  surgical  margins  relative  to  enucleoresection,  as  showed  by  a  large
               multinstitutional study .
                                  [28]
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