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Additive manufacturing of bone scaffolds
           exhibits poor controllability on the structural performance   [48]  optimized a scaffold based on the SIMP optimization
           and mechanical  properties of designed scaffolds.   algorithm, in which two competing properties, including
           Moreover, there is an ineffaceable staircase phenomenon   the  modulus and permeability, were tailored  using a
           on the  external  contour  of models  caused  by Boolean   single objective function . SIMP method is also applied
                                                                                   [49]
           operation, leading to geometric distortion and mechanical   to optimize the elastic tensor of scaffolds . In vivo tests
                                                                                                 [50]
           instability . Besides, the CAD-based method can only   showed that the optimized scaffolds with similar elastic
                   [42]
           design the scaffolds with periodic and regular structure.  properties to that of human bone exhibited an accelerated
                                                               bone remodeling rate. Besides, a series of unit cells with
           2.2. Topology Optimization                          maximal  shear  and  bulk  modulus,  predefined  stiffness
           Ideal bone scaffolds should not only have highly porous   ratios and functionally  graded structure, were obtained
                                                                                                      [51]
           structure to facilitate cell in-growth and nutrient transport   through the ESO-based topology optimization . Some
           but should also possess enough mechanical properties   scaffolds optimized by bidirectional evolutionary ESO
           to provide stable structure support [30,43-45] . Paradoxically,   method, which obtain the maximum bulk or shear
           increasing the porosity of the scaffolds enhances the   modulus under various prescribed volume fractions, are
                                                                               [52]
           material transport capacity but inevitably impairs the   depicted in Figure 3 .
           mechanical properties. Thus, the scaffold designer should   Another typical  topology optimization  method  is
           balance these two conflicting properties to obtain an optimal   level-set al.orithm,  which centers  on tracing  the
           comprehensive performance.  Topology optimization is   phase boundaries, thus effectively  describing smooth
                                                                                                    [53]
           a method to optimize the distribution of materials in a   boundaries  to control  the  topology  changes . A level-
           given region based on the given load condition, constraint   set based method for scaffolds design was proposed to
           condition, and performance index . Designing scaffolds   obtain  material  with  maximal  permeability . Level-
                                                                                                     [54]
                                       [46]
           with topology optimization is expected to achieve an   set based topology optimization made  it  possible that
           optimized comprehensive performance with certain    the no-slip boundary condition of fluids in Stokes flow
           constraints, for example, the maximum mechanical    could  be  naturally  satisfied . Topology  optimization
                                                                                       [55]
           properties with certain porosity or maximum permeability.  was also reported  to tailor  the  thermal  expansion  of
           In topology optimization  of scaffolds, the optimization   porous multimaterials . However, as mentioned before,
                                                                                 [56]
           problem is generally solved indirectly through optimizing   the  topology optimization  of the  scaffolds begins with
           a  unit  cell  with  specific  optimization  algorithms. After   the optimization of the unit cells and proceeds with the
           obtaining the optimized unit cell architecture, the whole   subsequent periodic arrangement. Therefore, it can only
           scaffold is formed by repeating it periodically. The classic   achieve regular porous architecture, which is considerably
           optimization algorithms applied in topology optimization   different from the irregular structure of natural bone.
           of scaffolds include Solid Isotropic Material  with
           Penalization (SIMP) method and evolutionary structural   2.3. Reverse Modeling
           optimization (ESO) method, which describe the structure   Reverse modeling  design, also known as image-based
           point-by-point  in topology optimization . Guest  et al.  design, reconstructs bone tissue microstructure  directly
                                             [47]
                                                               based on object’s computed tomography (CT) or magnetic
                                                               resonance imaging (MRI) . In this method, the CT/MRI
                                                                                    [57]
                   A
                                                               slice images undergo a series of analysis, with an aim to
                                                               extract the key features for reconstruction. Binary value
                                                               method is commonly used to analyze the slice information,
                                                               in which element “1” represents the solid, whereas “0”
                                                               represents the void . Then, the pre-defined unit cell is
                                                                               [58]
                                                               mapped according to the extracted slice information to
                                                               construct the 2D model. This 2D model will directly be
                   B                                           transformed  into  STL  files  and  transmitted  to  an  AM
                                                               equipment  to construct  2D layer. After this, a 3D part
                                                               is obtained using the layer-by-layer method. Obviously,
                                                               reverse modeling design combines advanced medical
                                                               imaging  system, powerful image  analysis software as
                                                               well as rapid AM  technique, which guarantees a more
                                                               mimic architecture for bone tissue engineering.
           Figure 3.  Topology optimized  unit cells and scaffolds with (A)   Reverse modeling has appealed to a large number of
           maximum bulk modulus and (B) maximum shear modulus under   researchers for constructing customized scaffolds. Sun et al.
           various predefined volume fractions .               [59]  systematically investigated the modeling principles and
                                     [52]
           4                           International Journal of Bioprinting (2019)–Volume 5, Issue 1
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