journal article·2026-09-01

In situ rheological monitoring of diffusion-controlled hydrogel crosslinking for embedded 3D bioprinting

Fotis Christakopoulos, Audrey Shih, Stella J Chung, Carla Huerta-López, Lucia G Brunel, Narelli de Paiva Narciso, Clélia Messin-Roizard, Junyi Tao, David Myung, Sarah C Heilshorn, Gerald G Fuller

Biofabrication· Volume 18· Issue 3
Publisher page

Abstract

Abstract In embedded 3D bioprinting, biomaterial inks are extruded into sacrificial support baths to facilitate the fabrication of complex shapes, even from soft, liquid-like materials. Post-printing, the diffusion of small molecules into or out of the support bath can facilitate ink crosslinking to stabilize the printed structure. In these coupled reaction-diffusion systems, the rheological properties of the ink will change over time. Despite the importance of tuning the mechanical properties of these inks for biological applications, there are currently no methods to accurately predict ink stiffness over time throughout the crosslinking process. Here, we use a custom-developed magnetic stress rheometer to continuously monitor diffusion-driven crosslinking in situ . Our approach reveals how gelation kinetics depend on the thickness of the ink layer, and enables predictive estimation of mechanical evolution in these reaction- and diffusion-driven systems. With these insights, we fabricate specimens with predetermined mechanical properties and observe changes in cell phenotype as a response. These insights help inform the design of inks and timing of bioprinting protocols to achieve prints with desirable mechanical properties and further allow the fabrication of prints with patterned mechanical properties.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: 3D Printing in Biomedical Research · Cellular Mechanics and Interactions · Nanomaterials and Printing Technologies

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

Affiliations

Stanford University

The University of Tokyo

Byers Eye Institute, Stanford University School of Medicine

VA Palo Alto Healthcare System

Funding

National Institutes of Health · ARCS Foundation Scholarship · American Heart Association · Stanford Maternal and Child Health Research Institute · Gerald J. Lieberman Fellowship · Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung · National Science Foundation · Japan Science and Technology Agency

References (85)

Show source-provided references
1. Biofabrication: reappraising the definition of an evolving field10.1088/1758-5090/8/1/013001 ↗
2. 3D bioprinting of tissues and organs10.1038/nbt.2958 ↗
3. Organoid bioprinting: from cells to functional tissues10.1038/s44222-024-00268-0 ↗
4. Engineered assistive materials for 3D bioprinting: support baths and sacrificial inks10.1088/1758-5090/ac6bbe ↗
5. Effects of extracellular matrix viscoelasticity on cellular behaviour10.1038/s41586-020-2612-2 ↗
6. An overview of substrate stiffness guided cellular response and its applications in tissue regeneration10.1016/j.bioactmat.2021.12.005 ↗
7. Omnidirectional printing of 3D microvascular networks10.1002/adma.201004625 ↗
8. Scaffold-free vascular tissue engineering using bioprinting10.1016/j.biomaterials.2009.06.034 ↗
9. Direct-write bioprinting of cell-laden methacrylated gelatin hydrogels10.1088/1758-5082/6/2/024105 ↗
10. Hydrogel bioprinted microchannel networks for vascularization of tissue engineering constructs10.1039/C4LC00030G ↗
11. Extrusion-based printing of sacrificial Carbopol ink for fabrication of microfluidic devices10.1088/1758-5090/ab10ae ↗
12. Biofabrication of multi-material anatomically shaped tissue constructs10.1088/1758-5082/5/3/035007 ↗
13. Three-dimensional fabrication of thick and densely populated soft constructs with complex and actively perfused channel network10.1016/j.actbio.2017.10.047 ↗
14. Rapid casting of patterned vascular networks for perfusable engineered three-dimensional tissues10.1038/nmat3357 ↗
15. Aqueous two-phase enabled low viscosity 3D (LoV3D) bioprinting of living matter10.1002/advs.202204609 ↗
16. One-Step FRESH bioprinting of low-viscosity silk fibroin inks10.1021/acsbiomaterials.2c00269 ↗
17. High-resolution novel indirect bioprinting of low-viscosity cell-laden hydrogels via model-support bioink interaction10.1089/3dp.2020.0153 ↗
18. Direct 3D printing of shear-thinning hydrogels into self-healing hydrogels10.1002/adma.201501234 ↗
19. Three-dimensional printing of complex biological structures by freeform reversible embedding of suspended hydrogels10.1126/sciadv.1500758 ↗
20. Aqueous two-phase emulsion bioink-enabled 3D bioprinting of porous hydrogels10.1002/adma.201805460 ↗
21. Writing in the granular gel medium10.1126/sciadv.1500655 ↗
22. 3D bioprinting using universal orthogonal network (UNION) bioinks10.1002/adfm.202007983 ↗
23. 3D bioprinting of dynamic hydrogel bioinks enabled by small molecule modulators10.1126/sciadv.ade7880 ↗
24. Diffusion-based 3D bioprinting strategies10.1002/advs.202306470 ↗
25. Bioprinting of stem cell expansion lattices10.1016/j.actbio.2019.05.014 ↗
26. Modeling calcium diffusion and crosslinking dynamics in a thermogelling alginate-gelatin-hyaluronic acid ink: 3d bioprinting applications10.1016/j.bprint.2024.e00329 ↗
27. Gelation of uniform interfacial diffusant in embedded 3D printing10.1002/adfm.202307435 ↗
28. Viscoelastic measurements of abscess fluids using a magnetic stress rheometer10.1063/5.0238703 ↗
29. Air-liquid intestinal cell culture allows in situ rheological characterization of intestinal mucus10.1063/5.0187974 ↗
30. Magnetic microwire rheometer reveals differences in hydrogel degradation via disulfide reducing agents10.1039/D4SM01118J ↗
31. Nondestructive rheological measurements of biomaterials with a magnetic microwire rheometer10.1122/8.0000606 ↗
32. Sequential click reactions for synthesizing and patterning three-dimensional cell microenvironments10.1038/nmat2473 ↗
33. Embedded 3D bioprinting of collagen inks into microgel baths to control hydrogel microstructure and cell spreading10.1002/adhm.202303325 ↗
34. Reinforcement of fibrillar collagen hydrogels with bioorthogonal covalent crosslinks10.1021/acs.biomac.5c00398 ↗
35. In situ universal orthogonal network (union) bioink deposition for direct delivery of corneal stromal stem cells to corneal wounds10.1016/j.bioactmat.2025.02.009 ↗
36. Biophysically defined and cytocompatible covalently adaptable networks as viscoelastic 3d cell culture systems10.1002/adma.201303680 ↗
37. Using competitor molecules to reversibly modulate the mechanical properties of viscoelastic hydrogels10.1021/acsmacrolett.2c00527 ↗
38. Transient competitors to modulate dynamic covalent cross-linking of recombinant hydrogels10.1021/acs.chemmater.3c01575 ↗
39. Engineered hydrogels for organoid models of human nonalcoholic fatty liver disease10.1002/advs.202417332 ↗
40. Bio-orthogonally crosslinked, in situ forming corneal stromal tissue substitute10.1002/adhm.201800560 ↗
41. Interpenetrating networks of fibrillar and amorphous collagen promote cell spreading and hydrogel stability10.1016/j.actbio.2025.01.009 ↗
42. A method improving the accuracy of fluorescence recovery after photobleaching analysis10.1529/biophysj.108.134874 ↗
43. Cell viability in extrusion bioprinting: the impact of process parameters, bioink rheology and cell mechanics10.1007/s00397-025-01504-z ↗
44. Printability and shape fidelity of bioinks in 3d bioprinting10.1021/acs.chemrev.0c00084 ↗
45. Effect of nozzle diameter and cross-linking on the micro-structure, compressive and biodegradation properties of 3d printed gelatin/collagen/hydroxyapatite hydrogel10.1016/j.bprint.2023.e00266 ↗
46. Morrison · 2001
47. Dual-orientation of collagen fibers to guide cell alignment in 3d-printed constructs10.1016/j.actbio.2025.11.013 ↗
48. Matrix elasticity directs stem cell lineage specification10.1016/j.cell.2006.06.044 ↗
49. Substrate modulus directs neural stem cell behavior10.1529/biophysj.108.132217 ↗
50. Nanofiber-hydrogel composite-mediated angiogenesis for soft tissue reconstruction10.1126/scitranslmed.aau6210 ↗
51. Effect of hydrolysis on spatial inhomogeneity in poly(acrylamide) gels of various crosslink densities10.1016/S0032-3861(03)00494-4 ↗
52. Peptide-functionalized click hydrogels with independently tunable mechanics and chemical functionality for 3d cell culture10.1021/cm101391y ↗
53. Design parameters for injectable biopolymeric hydrogels with dynamic covalent chemistry crosslinks10.1002/adhm.202301265 ↗
54. Rheological properties of anionic polystyrenes. i. dynamic viscoelasticity of narrow-distribution polystyrenes10.1021/ma60014a002 ↗
55. Dealy · 2006
56. Fogler · 2016
57. Strain-promoted 1,3-dipolar cycloaddition of cycloalkynes and organic azides10.1007/s41061-016-0016-4 ↗
58. Dynamic hydrogels for biofabrication: a review10.1016/j.biomaterials.2025.123266 ↗
59. Advanced bioprinting strategies for fabrication of biomimetic tissues and organs10.1088/2631-7990/adeee0 ↗
60. Multimaterial bioprinting approaches and their implementations for vascular and vascularized tissues10.1016/j.bprint.2021.e00159 ↗
61. Multimaterial and multidimensional bioprinting in regenerative medicine: Advances, limitations and future directions10.1002/adhm.202500475 ↗
62. 3d extrusion bioprinting10.1038/s43586-021-00073-8 ↗
63. Hydrogel platform capable of molecularly resolved pulling on cells for mechanotransduction10.1016/j.mtbio.2022.100476 ↗
64. Design of biomimetic cell-interactive substrates using hyaluronic acid hydrogels with tunable mechanical properties10.1021/bm300324m ↗
65. Engineered matrices enable the culture of human patient-derived intestinal organoids10.1002/advs.202004705 ↗
66. Substrate stress-relaxation regulates scaffold remodeling and bone formation in vivo10.1002/adhm.201601185 ↗
67. Tuning polymer hydrophilicity to regulate gel mechanics and encapsulated cell morphology10.1002/adhm.202200011 ↗
68. Human corneal epithelial cell response to substrate stiffness10.1016/j.actbio.2014.10.005 ↗
69. Assessment of corneal substrate biomechanics and its effect on epithelial stem cell maintenance and differentiation10.1038/s41467-019-09331-6 ↗
70. Influence of polydimethylsiloxane substrate stiffness on corneal epithelial cells10.1098/rsos.191796 ↗
71. Extracellular matrix type modulates mechanotransduction of stem cells10.1016/j.actbio.2019.06.048 ↗
72. A spatial model of YAP/TAZ signaling reveals how stiffness, dimensionality and shape contribute to emergent outcomes10.1073/pnas.2021571118 ↗
73. A review of structural and biomechanical changes in the cornea in aging, disease and photochemical crosslinking10.3389/fbioe.2019.00066 ↗
74. Mechanical properties of bioengineered corneal stroma10.1002/adhm.202100972 ↗
75. Tissue cells feel and respond to the stiffness of their substrate10.1126/science.1116995 ↗
76. 3d bioprinting of collagen to rebuild components of the human heart10.1126/science.aav9051 ↗
77. Suppression of filament defects in embedded 3d printing10.1021/acsami.2c08047 ↗
78. Rapid model-guided design of organ-scale synthetic vasculature for biomanufacturing10.1126/science.adj6152 ↗
79. Preparation of mechanically patterned hydrogels for controlling the self-condensation of cells10.1016/j.xpro.2023.102471 ↗
80. Skin-inspired patterned hydrogel with strain-stiffening capability for strain sensors10.1021/acsami.3c12127 ↗
81. 4d printed hydrogel scaffold with swelling-stiffening properties and programmable deformation for minimally invasive implantation10.1038/s41467-024-45938-0 ↗
82. Viscoelastic n-cadherin-like interactions maintain neural progenitor cell stemness within 3d matrices10.1038/s41467-025-60540-8 ↗
83. The development of a modular and open-source multi-head 3d bioprinter for fabricating complex structures10.1016/j.bprint.2024.e00339 ↗
84. Emerging technologies in multi-material bioprinting10.1002/adma.202104730 ↗
85. A sequential 3d bioprinting and orthogonal bioconjugation approach for precision tissue engineering10.1016/j.biomaterials.2020.120294 ↗