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International Journal of Bioprinting                                             3D-Printed liver model



            1. Introduction                                    anatomic models, by either using commercial printers
                                                               in innovative ways [25-28] , or experimenting with self-built
            Anatomic models have subtle but important roles in   prototype printers [29-33] . However, none of these have
            medical technology and healthcare. In medical education,   experimented with combining different 3D printing
            they facilitate lecturing and hands-on training in a risk-  technologies to improve soft tissue anatomic model realism.
            free way [1,2] . In medical device development, they accelerate
            progress and decrease costs by enabling repeatable testing   Finally, the third limitation is a lack of anatomic
                                        [3]
            and reducing animal or cadaver use . In complex surgical   models that mimic tissues in their appearance under
            cases,  they  aid preoperative  planning  and intraoperative   various medical imaging modalities, while also retaining
                                                                                       [34]
            orientation, which reduce operation time and likelihood   realistic mechanical properties . Taking advantage of 3D
            of errors, improving overall patient safety [4,5] . Furthermore,   printing to create image-based (thus potentially patient-
            anatomic models can facilitate progress in other fields, such   specific) geometries, with materials and structures that
            as vehicle safety  or forensic medicine . Thus, the overall   mimic tissues from both a radiological and mechanical
                        [6]
                                           [7]
            improvement of anatomic models bears a considerable   standpoint, is therefore a potential—albeit complex—way
            social impact.                                     to  improve  anatomic  model  realism.  Moreover,  ample
                                                               available data and the challenging mechanical properties
               Traditionally, anatomic models are mass-produced,   of liver tissue [22,35,36]  make it an ideal target for such
            commercial products where hard tissue models are made   investigations and test prints.
            of hard plastics via injection molding, while soft tissue
            models use rubbers via casting [8-10] . Such models are   In recent publications, a custom-built prototype
                                                                    [37]
            widely used in medical education and device development   printer  was  described that  combines  fused  filament
            due to their low price and availability, even though they   fabrication (FFF) and direct ink writing (DIW)
            come with three distinct limitations. The first one is that   technologies. The capabilities of this system in terms of
                                                                               [38]
            these mass-produced models do not match the anatomy   printable geometries  have also been explored.
            of any specific patient, rendering them impractical for   In this study, the complete design and manufacturing
            preoperative planning. This problem is eased by various   process  of  a  mechanically  and  radiologically  tuned  liver
            3D printing technologies that became mainstream over   model  is  presented.  The  goal  of  the  study  was  twofold.
            the past decade . They enable the reproduction of patient   The first goal was to develop a liver model that mimics
                        [11]
            anatomy, based on 3D geometry data segmented from   real liver tissue concerning the initial elastic modulus
            medical images [12,13] .                           and the dissipated energy ratio of the multi-material
               The second limitation is the representation of soft   structure, while also considering printing limitations.
            tissue mechanical properties, which affects all domain of   The second goal was to compare the printed liver model
            anatomic model use cases. Neither mass-produced nor   in terms of mechanical and radiological properties with
            3D-printed anatomic models capture the viscoelastic   actual liver tissue as reported in literature. Finally, a
            soft tissue behavior, which determines the forces arising   reflection  is  provided  on  the  potential  uses,  limitations,
            from tool-tissue interaction or manual tissue handling   and development  opportunities of  the used printing
            during surgery . Even though certain commercial    technology in the domain of anatomic models.
                         [14]
            technologies can print with various rubbers [15-20] , their soft
            tissue model use cases are targeted at simply providing   2. Materials and methods
            patient-specific geometries with an elastic material .   To achieve the goals of this study, a liver model and
                                                        [21]
            To  ease  the  approximation of  soft  tissues using rubbers,   a set of tensile testing specimens have been designed
            Estermann et al.  compared various cast and 3D-printed   and manufactured. The tensile testing specimens were
                         [22]
            rubber materials with fresh porcine and bovine liver   necessary  since  the  organic  shape  of  the  liver  model  is
            tissues, pointing out that none of the discussed rubbers   problematic in case of tensile testing. The liver model
            mimic the liver tissues from both an elastic and a viscous   then underwent computed tomography (CT) scanning to
            standpoint simultaneously. Meanwhile, according to a   reveal its radiological properties, while the tensile testing
            review by Witowski  et al. , most reported 3D-printed   specimens were cyclically tested to evaluate the mechanical
                                 [23]
            liver models only target geometric accuracy and use hard   properties. Figure 1 provides an overview of what has been
            materials. Ratinam  et al.  reviewed various 3D-printed   done in this study.
                                [24]
            tissue  mimicking  options  and  suggested  that  soft  tissues
            could be represented better if viscous liquids were included   2.1. Segmentation and postprocessing
            in 3D-printed structures. Further research efforts have   To obtain the geometry of a human liver, its shape was
            addressed this problem of soft tissue representation in   segmented from an anonymous torso CT scan, using the


            Volume 9 Issue 4 (2023)                         90                         https://doi.org/10.18063/ijb.721
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