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Page 6 of 16             Kościuszko et al. Hepatoma Res 2021;7:51  https://dx.doi.org/10.20517/2394-5079.2021.17

               Table 2. A concise description of relevant articles, sorted by year of publication (ascending) and the last name of the first author
                                 Year of                                                           Sample
                Ref.                         Study type       Study description
                                 publication                                                       size
                        [46]
                Plumley et al.   1995        Case report      Assessment of tumour size and location in relation to   1 (9)*
                                                              vital structures
                      [47]
                Fuchs et al.     2005        Evaluation study  Preoperative 3D visualisation and virtual resection  4 (11)*
                Dong et al. [48]  2007       Validation study  Comparison between 3D preoperative reconstruction vs.  18
                                                              conventional CT
                      [49]
                Fuchs et al.     2010        Evaluation study  Description of experience with the use of software   12
                                                              assistants
                        [50]
                Souzaki et al.   2013        Case report      Description of a novel augmented reality navigation   1 (6)*
                                                              system
                        [51]
                Souzaki et al.   2015        Case report      3D-printed liver model based on preoperative CT scan  1
                Su et al. [52]   2015        Evaluation study  Experience with a computer-assisted surgery system in   21
                                                              liver resections
                Soejima et al. [53]  2016    Case report      Description of a 3D-printed model of a liver graft and the  1
                                                              recipient’s body
                Su et al. [54]   2016        ComparativeRetrospective Comparison between 3D preoperative reconstruction vs.  26
                                                              conventional CT
                         [55]
                Warmann et al.   2016        Evaluation study  Description of experience with the use of software   24
                                                              assistants
                       [57]
                Zhang et al.     2016        Validation study  Comparison between 3D preoperative reconstruction vs.  21
                                                              conventional CT
                      [58]
                Janek et al.     2017        Evaluation study  Experience with a computer-assisted surgery system in   5
                                                              liver resections
                      [59]
                Zhao et al.      2017        Evaluation study  Evaluation of a computer-assisted surgery system in   5
                                                              preoperative surgical planning and intraoperative
                                                              navigation
                Wang et al. [60]  2019       Validation study  Application of 3D-printed liver models in paediatric   30
                                                              living-donor liver transplant
                      [61]                                                                             #
                Esaki et al.     2020        Validation study  Segmentation and volumetry of a liver graft using U-Net   100/20
                                                              convolutional neural network
                     [63]
                Ishii et al.     2020        Case report      Experience with patient-specific 3D-printed liver model   1
                                                              based on preoperative CT
               *                                                                        #
                The number refers to patients with liver tumours; the number in parentheses refers to the number of all patients.  100 patients were used for
               learning and 20 patients for validation. Note that not all patients were children in this study.

               Fuchs et al.  published in 2005 one of the first reports of using 3D CT reconstructions in paediatric liver
                         [47]
               surgery. The authors found an excellent correlation between 3D reconstructions and the findings during
               surgery. Tumour resections could be planned more precisely. Especially the colour-coded determination of
               risk margins seemed to be useful. The authors used MeViS services (Fraunhofer Institute for Digital
               Medicine). Within this service, surgeons receive images of the individual cases comparable to a personal
               anatomical textbook together with an automatic risk analysis. Through the analysis of separate liver
               territories (according to the portal venous drainage), the authors also noted variations of the Couinaud’s
               classification. Individual differences in the segmental borders within the liver were found. The authors also
               stated that anatomic variants could be demonstrated and evaluated reliably.

               Dong et al.  in 2007 analysed large tumours (> 30% of hepatic mass) or tumours at the hepatic hilum.
                         [48]
               Three-dimensional CT imaging provided high-quality images of the tumours and their borders and the
               tumour location relative to vital hepatic blood vessels (before this technique, angiography was used, which
               had many disadvantages). As the surgeons identify hepatic blood vessels before surgery, they can reduce the
               risk of massive haemorrhage. The authors concluded that 3D reconstruction offers a more accurate method
               than traditional imaging techniques. It could help the surgeon identify the tumour borders precisely and
               devise a comparatively safe surgical strategy.
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