journal article·2022-07Open access

PoreScript: Semi-automated pore size algorithm for scaffold characterization

Dana Jenkins, Karim Salhadar, Grant Ashby, Anita Mishra, Joy Cheshire, Felipe Beltran, Melissa Grunlan, Sébastien Andrieux, Cosima Stubenrauch, Elizabeth Cosgriff-Hernandez

Abstract

The scaffold pore size influences many critical physical aspects of tissue engineering, including tissue infiltration, biodegradation rate, and mechanical properties. Manual measurements of pore sizes from scanning electron micrographs using ImageJ/FIJI are commonly used to characterize scaffolds, but these methods are both time-consuming and subject to user bias. Current semi-automated analysis tools are limited by a lack of accessibility or limited sample size in their verification process. The work here describes the development of a new MATLAB algorithm, PoreScript, to address these limitations. The algorithm was verified using three common scaffold fabrication methods (e.g., salt leaching, gas foaming, emulsion templating) with varying pore sizes and shapes to demonstrate the versatility of this new tool. Our results demonstrate that the pore size characterization using PoreScript is comparable to manual pore size measurements. The PoreScript algorithm was further evaluated to determine the effect of user-input and image parameters (relative image magnification, pixel intensity threshold, and pore structure). Overall, this work validates the accuracy of the PoreScript algorithm across several fabrication methods and provides user-guidance for semi-automated image analysis and increased throughput of scaffold characterization.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Bone Tissue Engineering Materials · Orthopaedic implants and arthroplasty · Additive Manufacturing and 3D Printing Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (34)

Show source-provided references
1. Emulsion inks for 3D printing of high porosity materials10.1002/marc.201600236 ↗
2. Injectable polyHIPEs as high-porosity bone grafts10.1021/bm2008839 ↗
3. Preparation and characterization of poly (L-lactic acid) foams10.1016/0032-3861(94)90953-9 ↗
4. Liquid foam templating–A route to tailor-made polymer foams10.1016/j.cis.2018.03.010 ↗
5. Modulation of Cellular Colonization of Porous Polyurethane scaffolds via the control of pore interconnection size and nanoscale surface modifications10.1021/acsami.9b04625 ↗
6. A novel fabrication method of macroporous biodegradable polymer scaffolds using gas foaming salt as a porogen additive10.1002/(SICI)1097-4636(2000)53:1<1::AID-JBM1>3.0.CO;2-R ↗
7. Fabrication of large pores in electrospun nanofibrous scaffolds for cellular infiltration: a review10.1089/ten.teb.2011.0390 ↗
8. Three-dimensional scaffolds for tissue engineering applications: role of porosity and pore size10.1089/ten.teb.2012.0437 ↗
9. Mechanical behavior of regular open-cell porous biomaterials made of diamond lattice unit cells10.1016/j.jmbbm.2014.02.003 ↗
10. Biodegradable fumarate-based polyHIPEs as tissue engineering scaffolds10.1021/bm7007235 ↗
11. Tissue engineered scaffolds in regenerative medicine
12. Impact of pore size on the vascularization and osseointegration of ceramic bone substitutes in vivo10.1002/jbm.a.31559 ↗
13. Pore size directs bone marrow stromal cell fate and tissue regeneration in nanofibrous macroporous scaffolds by mediating vascularization10.1016/j.actbio.2018.10.016 ↗
14. Characterisation of the surface structure of 3D printed scaffolds for cell infiltration and surgical suturing10.1088/1758-5090/8/1/015016 ↗
15. The effect of mean pore size on cell attachment, proliferation and migration in collagen–glycosaminoglycan scaffolds for bone tissue engineering10.1016/j.biomaterials.2009.09.063 ↗
16. Silk scaffolds with gradient pore structure and improved cell infiltration performance10.1016/j.msec.2018.09.034 ↗
17. A comparison of micro CT with other techniques used in the characterization of scaffolds10.1016/j.biomaterials.2005.08.035 ↗
18. Mercury porosimetry: a general (practical) overview10.1002/ppsc.200601009 ↗
19. Assessment of scaffold porosity: the new route of micro-CT
20. New biobased foams from wood byproducts10.1016/j.matdes.2015.11.076 ↗
21. Prevention of oxygen inhibition of PolyHIPE radical polymerization using a thiol-based cross-linker10.1021/acsbiomaterials.6b00663 ↗
22. Macroporous polymers made from medium internal phase emulsion templates: effect of emulsion formulation on the pore structure of polyMIPEs10.1016/j.polymer.2013.08.029 ↗
23. 3D microenvironment as essential element for osteoinduction by biomaterials10.1016/j.biomaterials.2004.09.056 ↗
24. Image processing and fractal box counting: user-assisted method for multi-scale porous scaffold characterization10.1007/s10856-010-4163-9 ↗
25. ImageJ plugin for analysis of porous scaffolds used in tissue engineering
26. A facile method to determine pore size distribution in porous scaffold by using image processing10.1016/j.micron.2015.05.001 ↗
27. Calculation of effective pore diameters in porous filtration membranes with image analysis10.1016/j.rcim.2007.02.023 ↗
28. A method to measure pore size distribution of porous materials using scanning electron microscopy images10.1063/1.3515554 ↗
29. Segmentation and pore structure estimation in SEM images of tissue engineering scaffolds using genetic algorithm10.1007/s10439-020-02638-2 ↗
30. Porous inorganic–organic shape memory polymers10.1016/j.polymer.2012.04.053 ↗
31. Generation of solid foams with controlled polydispersity using microfluidics10.1021/acs.langmuir.7b03602 ↗
32. Injectable polymerized high internal phase emulsions with rapid in situ curing10.1021/bm500754r ↗
33. Tailoring the morphology of emulsion-templated porous polymers10.1039/b603211g ↗
34. Dynamic modeling of the formation damage and mud cake deposition using filtration theories coupled with SEM image processing10.1016/j.jngse.2017.02.047 ↗