Influence of Printing Parameters and Nozzle Diameter on the Effective Microarchitecture and Compressive Modulus of Gyroid PCL Scaffolds
Source abstract
Abstract
Three-dimensional scaffolds based on triply periodic minimal surfaces (TPMSs) have attracted growing interest in bone tissue engineering because of their high interconnectivity and ability to combine high porosity with mechanical integrity. However, in fused deposition modeling (FDM), printed architecture may systematically deviate from the nominal design, thereby affecting structural fidelity and mechanical performance. This study investigated the influence of FDM processing parameters and nozzle diameter on the effective microarchitecture and compressive elastic modulus of polycaprolactone (PCL) gyroid scaffolds. First, a Taguchi L18 design was used to evaluate the effects of extrusion temperature, printing speed, and flow rate on pore size for two nozzle diameters (0.4 and 0.3 mm). In a second experimental stage, prismatic specimens fabricated at three nominal porosity levels were compression-tested to determine the elastic modulus (E), and measured porosity (ϕ) was quantified by densimetric measurements. A systematic mismatch was observed between the nominal design and the printed scaffold architecture, with both pore size and measured porosity consistently lower than their intended values. The dominant process parameter associated with pore-size variability was nozzle-specific: extrusion temperature contributed most for the 0.4 mm nozzle, whereas printing speed contributed most for the 0.3 mm nozzle. In compression, E decreased with increasing measured porosity, and statistical analysis showed that the E–ϕ relationship was nozzle-dependent. Overall, these findings support a process–structure–property interpretation based on the effective printed microarchitecture rather than on nominal design parameters alone. The experimental stiffness ranges obtained here also provide an exploratory mechanical contextualization relative to reported trabecular bone domains, without implying site-specific scaffold selection.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Cellular and Composite Structures · Bone Tissue Engineering Materials · Calcium Carbonate Crystallization and Inhibition
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Escuela de Ingeniería Civil Mecánica, Facultad de Ciencias de la Ingeniería, Universidad Austral de Chile, Valdivia 5090000, Chile
Instituto de Ciencias Químicas, Facultad de Ciencias, Universidad Austral de Chile, Valdivia 5090000, Chile
Instituto de Ingeniería Mecánica, Facultad de Ciencias de la Ingeniería, Universidad Austral de Chile, Valdivia 5090000, Chile
Funding
National Agency for Research and Development
References (51)
Show source-provided references
1. Tissue engineering10.1006/mthe.1999.0003 ↗
2. Tissue engineering10.1126/science.8493529 ↗
3. Biomaterials & scaffolds for tissue engineering10.1016/S1369-7021(11)70058-X ↗
4. Polymeric scaffolds in tissue engineering application: A review10.1155/2011/290602 ↗
5. Additive manufacturing of PLA structures using fused deposition modelling: Effect of process parameters on mechanical properties and their optimal selection10.1016/j.matdes.2017.03.065 ↗
6. Mechanical and biological behaviour of 3D printed PCL-based scaffolds fabricated by fused deposition modelling for bone tissue engineering: A review of recent advances
7. Fused deposition modeling 3D-printed scaffolds for bone tissue engineering applications: A review10.1007/s10439-024-03479-z ↗
8. Evaluation of parameters in PLA and PCL scaffolds to be used in cartilaginous tissues
9. Mechanical and microstructural properties of polycaprolactone scaffolds with one-dimensional, two-dimensional, and three-dimensional orthogonally oriented porous architectures produced by selective laser sintering10.1016/j.actbio.2010.02.002 ↗
10. Gharibshahian, M., Salehi, M., Beheshtizadeh, N., Kamalabadi-Farahani, M., Atashi, A., Nourbakhsh, M.-S., and Alizadeh, M. (2023). Recent advances on 3D-printed PCL-based composite scaffolds for bone tissue engineering. Front. Bioeng. Biotechnol., 11.10.3389/fbioe.2023.1168504 ↗
11. Porosity of 3D biomaterial scaffolds and osteogenesis10.1016/j.biomaterials.2005.02.002 ↗
12. Vascularization in tissue engineering10.1016/j.tibtech.2008.04.009 ↗
13. Advances in 3D-printed scaffold technologies for bone defect repair: Materials, biomechanics, and clinical prospects10.1186/s12938-025-01381-w ↗
14. Computer-aided porous scaffold design for tissue engineering using triply periodic minimal surfaces10.1007/s12541-011-0008-9 ↗
15. Lutzweiler, G., Ndreu Halili, A., and Vrana, N.E. (2020). The overview of porous, bioactive scaffolds as instructive biomaterials for tissue regeneration and their clinical translation. Pharmaceutics, 12.10.3390/pharmaceutics12070602 ↗
16. Application of TPMS structure in bone regeneration
17. Zhu, J., Zou, S., Mu, Y., Wang, J., and Jin, Y. (2022). Additively manufactured scaffolds with optimized thickness based on triply periodic minimal surface. Materials, 15.10.3390/ma15207084 ↗
18. Baumer, V., Isaacson, N., Kanakamedala, S., McGee, D., Kaze, I., and Prawel, D. (2024). Comparing ceramic Fischer-Koch-S and gyroid TPMS scaffolds for potential in bone tissue engineering. Front. Bioeng. Biotechnol., 12.10.3389/fbioe.2024.1410837 ↗
19. The design of strut/TPMS-based pore geometries in bioceramic scaffolds guiding osteogenesis and angiogenesis in bone regeneration10.1016/j.mtbio.2023.100667 ↗
20. Mehraein, H. (2018). Impact of Process Parameters on Mechanical Properties of 3D Printed Polycaprolactone Parts. [Master’s Thesis, Wichita State University]. Available online: https://soar.wichita.edu/server/api/core/bitstreams/344e1ec3-8fc2-47a1-982a-6c99e13e50c0/content.
21. Popescu, D., Stochioiu, C., Baciu, F., and Iacob, M.C. (2023). 3D-printed polycaprolactone mechanical characterization and suitability assessment for producing wrist–hand orthoses. Polymers, 15.10.3390/polym15030576 ↗
22. Ta, Q.T., Nguyen, T.K., Truong, S.H., and Phung, L.X. (2022). The effect of printing parameters on the characteristics of PCL scaffold in tissue engineering application. The AUN/SEED-Net Joint Regional Conference in Transportation, Energy, and Mechanical Manufacturing Engineering, Springer.
23. Quan, R., Cantero-Chinchilla, S., and Liu, F. (2025). Investigation of the effects of 3D printing parameters on the mechanical properties of bone scaffolds: Experimental study integrated with artificial neural networks. Bioengineering, 12.10.3390/bioengineering12030315 ↗
24. Autodesk (2026, May 26). Autodesk Fusion 360. Available online: https://www.autodesk.com/products/fusion-360/overview.
25. ASTM International (2015). Standard Test Method for Compressive Properties of Rigid Plastics (Standard No. ASTM D695-15).
26. Creality (2026, May 26). Ender-3 V2 3D Printer User Manual. Available online: https://www.creality.com/download/ender-3-v2-3d-printer-csco.
27. Pavon, C., Aldas, M., López-Martínez, J., and Ferrándiz, S. (2020). New materials for 3D-printing based on polycaprolactone with gum rosin and beeswax as additives. Polymers, 12.10.3390/polym12020334 ↗
28. UltiMaker (2026, May 26). UltiMaker Cura, Version 5.10.0. Available online: https://ultimaker.com/software/ultimaker-cura/.
29. (2026, May 26). Leica Microsystems. Stereo Microscopes. Available online: https://www.leica-microsystems.com/products/light-microscopes/stereo-microscopes/.
30. NIH Image to ImageJ: 25 years of image analysis10.1038/nmeth.2089 ↗
31. Instron Instron Series 4460 Table Top Load Frames, Models 4464–4469, Instron.
32. Wikło, M., Byczuk, B.H., and Skrzek, K. (2025). Mechanical characterization of FDM 3D-printed components using advanced measurement and modeling techniques. Materials, 18.10.3390/ma18051086 ↗
33. EuroPlas (2026, May 26). What Is Polycaprolactone? Structure, Density, and Applications. Available online: https://europlas.com.vn/en-US/blog-1/what-is-polycaprolactone-structure-density-and-applications.
34. Fabrication and characterization of mechanically competent 3D printed polycaprolactone-reduced graphene oxide scaffolds10.1038/s41598-020-78977-w ↗
35. The properties of foams and lattices10.1098/rsta.2005.1678 ↗
36. Systematic characterization of 3D-printed PCL/β-TCP scaffolds for biomedical devices and bone tissue engineering: Influence of composition and porosity10.1557/jmr.2018.112 ↗
37. Jang, J.-W., Min, K.-E., Park, J.-H., Kim, C., and Yi, S. (2025). Predicting strut geometry of PCL and DMSO2 biocomposites from nozzle to deposition in bio-scaffold 3D printing. Materials, 18.10.3390/ma18102380 ↗
38. Relating mechanical properties of vertebral trabecular bones to osteoporosis10.1080/10255842.2019.1699542 ↗
39. The mechanical properties of trabecular bone: Dependence on anatomic location and function10.1016/0021-9290(87)90023-6 ↗
40. Density and mechanical properties of vertebral trabecular bone: A review10.1002/jsp2.1176 ↗
41. Finite element models predict in vitro vertebral body compressive strength better than quantitative computed tomography10.1016/S8756-3282(03)00210-2 ↗
42. Correlation between the compressive strength of iliac and vertebral trabecular bone in normal individuals10.1016/8756-3282(85)90317-5 ↗
43. Direct three-dimensional morphometric analysis of human cancellous bone: Microstructural data from spine, femur, iliac crest, and calcaneus10.1359/jbmr.1999.14.7.1167 ↗
44. Measurements of permeability in human calcaneal trabecular bone10.1016/S0021-9290(97)00016-X ↗
45. Prediction of mechanical properties of the human calcaneus by broadband ultrasonic attenuation10.1016/8756-3282(96)00086-5 ↗
46. Anisotropy of the elastic modulus of trabecular bone specimens from different anatomical locations10.1016/S1350-4533(98)00001-0 ↗
47. Mow, V.C., and Huiskes, R. (2012). Basic Orthopaedic Biomechanics & Mechano-Biology, Lippincott Williams & Wilkins. [4th ed.].
48. Biomaterial scaffolds in maxillofacial bone tissue engineering: A review of recent advances
49. Mechanical properties of trabecular bone in the human mandible: Implications for dental implant treatment planning and surgical placement10.1016/S0278-2391(99)90437-8 ↗
50. The use of a polycaprolactone–tricalcium phosphate scaffold for bone regeneration of tooth socket facial wall defects and simultaneous immediate dental implant placement in Macaca fascicularis10.1002/jbm.a.34817 ↗
51. Jeong, W.S., Kim, Y.C., Min, J.C., Park, H.J., Lee, E.J., Shim, J.H., and Choi, J.W. (2022). Clinical application of 3D-printed patient-specific polycaprolactone/beta tricalcium phosphate scaffold for complex zygomatico-maxillary defects. Polymers, 14.10.3390/polym14040740 ↗