Dynamic Mechanical Control of Alginate-Fibronectin Hydrogels with Dual Crosslinking: Covalent and Ionic
Open accessAbstract
Alginate is a polysaccharide used extensively in biomedical applications due to its biocompatibility and suitability for hydrogel fabrication using mild reaction chemistries. Though alginate has commonly been crosslinked using divalent cations, covalent crosslinking chemistries have also been developed. Hydrogels with tuneable mechanical properties are required for many biomedical applications to mimic the stiffness of different tissues. Here, we present a strategy to engineer alginate hydrogels with tuneable mechanical properties by covalent crosslinking of a norbornene-modified alginate using ultraviolet (UV)-initiated thiol-ene chemistry. We also demonstrate that the system can be functionalised with cues such as full-length fibronectin and protease-degradable sequences. Finally, we take advantage of alginate’s ability to be crosslinked covalently and ionically to design dual crosslinked constructs enabling dynamic control of mechanical properties, with gels that undergo cycles of stiffening–softening by adding and quenching calcium cations. Overall, we present a versatile hydrogel with tuneable and dynamic mechanical properties, and incorporate cell-interactive features such as cell-mediated protease-induced degradability and full-length proteins, which may find applications in a variety of biomedical contexts.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Dual crosslinking approaches that combine ionic and covalent crosslinking can provide additional mechanical strength and controlled degradation, ensuring the barrier remains effective during critical phases of tissue healing.
“Furthermore, dual crosslinking approaches that combine ionic and covalent crosslinking can provide additional mechanical strength and controlled degradation, ensuring that the barrier remains effective during the critical phases of tissue healing [190].”
From Biomaterials in Postoperative Adhesion Barriers and Uterine Tissue Engineering (2025) · cites this paper as [190]
Results §3.3 reports that adding ionic crosslinking to covalently crosslinked alginate hydrogels significantly increased their stiffness. Results §3.1 and the Discussion describe protease-degradable crosslinkers and on-demand degradation, but the paper does not establish that dual crosslinking controls degradation or keeps a barrier effective during tissue healing. No page numbers are available in our copy. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Photodegradable Hydrogels for Dynamic Tuning of Physical and Chemical Properties
Kloxin, A. M., Kasko, A. M., Salinas, C. N., & Anseth, K. S. (2009) · Science · doi:10.1126/science.1169494 · Cited by 1,748 · see citing works
Extracellular Matrix Assembly: A Multiscale Deconstruction
Mouw, J. K., Ou, G., & Weaver, V. M. (2014) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm3902 · Cited by 1,534 · see citing works
Elosegui-Artola, A., Oria, R., Chen, Y., Kosmalska, A., Pérez-González, C., Castro, N., Zhu, C., Trepat, X., & Roca-Cusachs, P. (2016) · Nature Cell Biology · doi:10.1038/ncb3336 · Cited by 858 · see citing works
Flagged first, then by citations
Research works printed but not linked: 64
- [2]Kyburz K.A. Anseth K.S. Synthetic Mimics of the Extracellular Matrix: How Simple is Complex Enough? Ann. Biomed. Eng. 2015 43 489 500 10.1007/s10439-015-1297-4 25753017 PMC4380864 · DOI
- [3]Engler A.J. Sen S. Sweeney H.L. Discher D.E. Matrix Elasticity Directs Stem Cell Lineage Specification Cell 2006 126 677 689 10.1016/j.cell.2006.06.044 16923388 · DOI · Paper page
- [4]Huebsch N. Arany P.R. Mao A.S. Shvartsman D. Ali O.A. Bencherif S.A. Rivera-Feliciano J. Mooney D.J. Harness-ing traction-mediated manipulation of the cell/matrix interface to control stem-cell fate Nat. Mater. 2020 9 518 526 PMC2919753 20418863
- [5]Khetan S. Guvendiren M. Legant W.R. Cohen D.M. Chen C.S. Burdick J.A. Degradation-mediated cellular traction directs stem cell fate in covalently crosslinked three-dimensional hydrogels Nat. Mater. 2013 12 458 465 10.1038/nmat3586 23524375 PMC3633615 · DOI
- [6]Yang C. Tibbitt M.W. Basta L. Anseth K.S. Mechanical memory and dosing influence stem cell fate Nat. Mater. 2014 13 645 652 10.1038/nmat3889 24633344 PMC4031270 · DOI
- [7]Herrera J. Henke C.A. Bitterman P.B. Extracellular matrix as a driver of progressive fibrosis J. Clin. Investig. 2018 128 45 53 10.1172/jci93557 29293088 PMC5749528 · DOI
- [8]Kloxin A.M. Kloxin C.J. Bowman C.N. Anseth K.S. Mechanical Properties of Cellularly Responsive Hydrogels and Their Experimental Determination Adv. Mater. 2010 22 3484 3494 10.1002/adma.200904179 20473984 PMC3890982 · DOI
- [9]Mabry K.M. Lawrence R.L. Anseth K.S. Dynamic stiffening of poly(ethylene glycol)-based hydrogels to direct valvular interstitial cell phenotype in a 3D environment Biomaterials 2015 49 22 26 10.1016/j.biomaterials.2015.01.047 PMC4346780 25725554 · DOI
- [10]Kirschner C.M. Alge D.L. Gould S.T. Anseth K.S. Clickable, Photodegradable Hydrogels to Dynamically Modulate Valvular Interstitial Cell Phenotype Adv. Healthc. Mater. 2014 3 649 657 10.1002/adhm.201300288 24459068 PMC11949079 · DOI
- [11]Kloxin A.M. Benton J.A. Anseth K.S. In situ elasticity modulation with dynamic substrates to direct cell phenotype Biomaterials 2010 31 10.1016/j.biomaterials.2009.09.025 PMC2791128 19788947 · DOI
- [13]Young J.L. Engler A.J. Hydrogels with time-dependent material properties enhance cardiomyocyte differentiation in vitro Biomaterials 2011 32 1002 1009 10.1016/j.biomaterials.2010.10.020 21071078 PMC3000555 · DOI
- [14]Guvendiren M. Burdick J.A. Stiffening hydrogels to probe short- and long-term cellular responses to dynamic me-chanics Nat. Commun. 2012 3 792 799 10.1038/ncomms1792 22531177 · DOI · Paper page
- [15]Rosales A.M. Mabry K.M. Nehls E.M. Anseth K.S. Photoresponsive Elastic Properties of Azobenzene-Containing Poly(ethylene-glycol)-Based Hydrogels Biomacromolecules 2015 16 798 806 10.1021/bm501710e 25629423 PMC4547937 · DOI
- [16]Rosales A.M. Vega S.L. DelRio F.W. Burdick J.A. Anseth K.S. Hydrogels with Reversible Mechanics to Probe Dy-namic Cell Microenvironments Angew. Chemie Int. Ed. 2017 56 12132 12136 10.1002/anie.201705684 PMC5668133 28799225 · DOI
- [17]Das R.K. Gocheva V. Hammink R. Zouani O.F. Rowan A.E. Stress-stiffening-mediated stem-cell commitment switch in soft responsive hydrogels Nat. Mater. 2015 15 318 325 10.1038/nmat4483 26618883 · DOI
- [18]Tanihara M. Suzuki Y. Yamamoto E. Noguchi A. Mizushima Y. Sustained release of basic fibroblast growth factor and angiogenesis in a novel covalently crosslinked gel of heparin and alginate J. Biomed. Mater. Res. 2001 56 216 221 10.1002/1097-4636(200108)56:2<216::AID-JBM1086>3.0.CO;2-N 11340591 · DOI
- [19]Bouhadir K.H. Alsberg E. Soslowsky L.J. Hydrogels for combination delivery of antineoplastic agents Biomaterials 2001 22 2625 2633 10.1016/S0142-9612(01)00003-5 11519782 · DOI
- [20]Gillette B.M. Jensen J.A. Wang M. Tchao J. Sia S.K. Dynamic Hydrogels: Switching of 3D Microenvironments Using Two-Component Naturally Derived Extracellular Matrices Adv. Mater. 2010 22 686 691 10.1002/adma.200902265 20217770 · DOI
- [21]Lee K.Y. Mooney D.J. Alginate: Properties and biomedical applications Prog. Polym. Sci. 2012 37 106 126 10.1016/j.progpolymsci.2011.06.003 22125349 PMC3223967 · DOI
- [22]Rowley J.A. Madlambayan G. Mooney D.J. Alginate hydrogels as synthetic extracellular matrix materials Biomaterials 1999 20 45 53 10.1016/S0142-9612(98)00107-0 9916770 · DOI · Paper page
- [23]Axpe E. Oyen M.L. Applications of Alginate-Based Bioinks in 3D Bioprinting Int. J. Mol. Sci. 2016 17 1976 10.3390/ijms17121976 27898010 PMC5187776 · DOI
- [24]Chan A.W. Neufeld R.J. Tuneable semi-synthetic network alginate for absorptive encapsulation and controlled re-lease of protein therapeutics Biomaterials 2010 31 9040 9047 10.1016/j.biomaterials.2010.07.111 20739057 · DOI
- [25]Queen D. Orsted H. Sanada H. Sussman G. A dressing history Int. Wound J. 2004 1 59 77 16722898 PMC7951354
- [26]Ma H.-L. Hung S.-C. Lin S.-Y. Chen Y.-L. Lo W.-H. Chondrogenesis of human mesenchymal stem cells encapsulated in alginate beads J. Biomed. Mater. Res. 2003 64 273 281 10.1002/jbm.a.10370 12522814 · DOI
- [27]Prang P. Müller R. Eljaouhari A. Heckmann K. Kunz W. Weber T. Faber C. Vroemen M. Bogdahn U. Weidner N. The promotion of oriented axonal regrowth in the injured spinal cord by alginate-based anisotropic capillary hydro-gels Biomaterials 2006 27 3560 3569 16500703
- [28]Neves M.I. Moroni L. Barrias C.C. Modulating Alginate Hydrogels for Improved Biological Performance as Cellular 3D Microenvironments Front. Bioeng. Biotechnol. 2020 8 665 10.3389/fbioe.2020.00665 32695759 PMC7338591 · DOI
- [29]Lueckgen A. Garske D.S. Ellinghaus A. Mooney D.J. Duda G.N. Cipitria A. Enzymatically-degradable algi-nate hydrogels promote cell spreading and in vivo tissue infiltration Biomaterials 2019 217 119294 10.1016/j.biomaterials.2019.119294 31276949 · DOI
- [30]Lueckgen A. Garske D.S. Ellinghaus A. Desai R.M. Stafford A.G. Mooney D.J. Duda G.N. Cipitria A. Hydrolytical-ly-degradable click-crosslinked alginate hydrogels Biomaterials 2018 181 189 198 10.1016/j.biomaterials.2018.07.031 30086448 · DOI
- [31]Rowley J.A. Mooney D.J. Alginate type and RGD density control myoblast phenotype J. Biomed. Mater. Res. 2002 60 217 223 11857427
- [32]Lin C.-C. Ki C.S. Shih H. Thiol-norbornene photoclick hydrogels for tissue engineering applications J. Appl. Polym. Sci. 2015 132 41563 10.1002/app.41563 25558088 PMC4280501 · DOI
- [33]Caliari S.R. Vega S.L. Kwon M. Soulas E.M. Burdick J.A. Dimensionality and spreading influence MSC YAP/TAZ signaling in hydrogel environments Biomaterials 2016 103 314 323 10.1016/j.biomaterials.2016.06.061 27429252 PMC4963302 · DOI
- [34]Sridhar B.V. Dailing E.A. Brock J.L. Stansbury J.W. Randolph M.A. Anseth K.S. A Biosynthetic Scaffold that Facilitates Chondrocyte-Mediated Degradation and Promotes Articular Cartilage Extracellular Matrix Deposition Regen. Eng. Transl. Med. 2015 1 11 21 10.1007/s40883-015-0002-3 26900597 PMC4758520 · DOI
- [35]Fairbanks B.D. Schwartz M.P. Halevi A.E. Nuttelman C.R. Bowman C.N. Anseth K.S. A versatile synthetic extracel-lular matrix mimic via thiol-norbornene photopolymerization Adv. Mater. 2009 21 5005 5010 10.1002/adma.200901808 25377720 PMC4226179 · DOI
- [36]Wade R.J. Bassin E.J. Gramlich W.M. Burdick J.A. Nanofibrous hydrogels with spatially patterned biochemical sig-nals to control cell behavior Adv. Mater. 2015 27 1356 1362 10.1002/adma.201404993 25640972 PMC4412590 · DOI
- [37]Hunt N.C. Hallam D. Karimi A. Mellough C.B. Chen J. Steel D.H.W. Lako M. 3D culture of human pluripotent stem cells in RGD-alginate hydrogel improves retinal tissue development Acta Biomater. 2017 49 329 343 10.1016/j.actbio.2016.11.016 27826002 · DOI
- [38]Shachar M. Tsur-Gang O. Dvir T. Leor J. Cohen S. The effect of immobilized RGD peptide in alginate scaffolds on cardiac tissue engineering Acta Biomater. 2011 7 152 162 10.1016/j.actbio.2010.07.034 20688198 · DOI
- [39]Fonseca K.B. Bidarra S.J. Oliveira M.J. Granja P.L. Barrias C.C. Molecularly designed alginate hydrogels susceptible to local proteolysis as three-dimensional cellular microenvironments Acta Biomater. 2011 7 1674 1682 10.1016/j.actbio.2010.12.029 21193068 · DOI
- [40]Maia F.R. Barbosa M. Gomes D.B. Vale N. Gomes P. Granja P.L. Barrias C.C. Maia F.R.A. Hydrogel depots for local co-delivery of osteoinductive peptides and mesenchymal stem cells J. Control. Release 2014 189 158 168 10.1016/j.jconrel.2014.06.030 24979208 · DOI
- [41]Lueckgen A. Garske D.S. Ellinghaus A. Mooney D.J. Duda G.N. Cipitria A. Dual alginate crosslinking for lo-cal patterning of biophysical and biochemical properties Acta Biomater. 2020 115 185 196 10.1016/j.actbio.2020.07.047 32736118 · DOI
- [42]Missirlis D. Spatz J.P. Combined effects of PEG hydrogel elasticity and cell-adhesive coating on fibroblast adhesion and persistent migration Biomacromolecules 2014 15 195 205 10.1021/bm4014827 24274760 · DOI
- [44]Seidlits S.K. Drinnan C.T. Petersen R.R. Shear J.B. Suggs L.J. Schmidt C.E. Fibronectin–hyaluronic acid composite hydrogels for three-dimensional endothelial cell culture Acta Biomater. 2011 7 2401 2409 10.1016/j.actbio.2011.03.024 21439409 · DOI
- [45]Chopra A. Murray M.E. Byfield F.J. Mendez M.G. Halleluyan R. Restle D.J. Aroush D.R.-B. Galie P.A. Pogoda K. Bucki R. Augmentation of integrin-mediated mechanotransduction by hyaluronic acid Biomaterials 2014 35 71 82 10.1016/j.biomaterials.2013.09.066 24120037 PMC3930571 · DOI
- [46]Martino M.M. Hubbell J.A. The 12th-14th type III repeats of fibronectin function as a highly promiscuous growth fac-tor-binding domain FASEB J. 2010 24 4711 4721 20671107
- [47]Llopis-Hernández V. Cantini M. González-García C. Cheng Z.A. Yang J. Tsimbouri P.M. García A.J. Dalby M.J. Salmerón-sánchez M. Material-driven fibronectin assembly for high-efficiency presentation of growth factors Sci. Adv. 2016 2 e1600188 10.1126/sciadv.1600188 27574702 PMC5001810 · DOI
- [48]Trujillo S. Gonzalez-Garcia C. Rico P. Reid A. Windmill J. Dalby M.J. Salmeron-Sanchez M. Engineered 3D hydro-gels with full-length fibronectin that sequester and present growth factors Biomaterials 2020 252 120104 10.1016/j.biomaterials.2020.120104 32422492 · DOI
- [49]Almany L. Seliktar D. Biosynthetic hydrogel scaffolds made from fibrinogen and polyethylene glycol for 3D cell cul-tures Biomaterials 2005 26 2467 2477 10.1016/j.biomaterials.2004.06.047 15585249 · DOI
- [50]Martino M.M. Tortelli F. Mochizuki M. Traub S. Ben-David D. Kuhn G.A. Müller R. Livne E. Eming S.A. Hubbell J.A. Engineering the growth factor microenvironment with fibronectin domains to promote wound and bone tis-sue healing Sci. Transl. Med. 2011 3 100 189 10.1126/scitranslmed.3002614 21918106 · DOI · Paper page
- [51]Trujillo S. Vega S.L. Song K.H. San Félix A. Dalby M.J. Burdick J.A. Salmeron-Sanchez M. Engineered Full-Length Fibronectin–Hyaluronic Acid Hydrogels for Stem Cell Engineering Adv. Healthc. Mater. 2020 9 2000989 10.1002/adhm.202000989 33002348 · DOI
- [52]Gramlich W.M. Kim I.L. Burdick J.A. Synthesis and orthogonal photopatterning of hyaluronic acid hydrogels with thiol-norbornene chemistry Biomaterials 2013 34 9803 9811 10.1016/j.biomaterials.2013.08.089 24060422 PMC3830935 · DOI
- [53]Boontheekul T. Hill E.E. Kong H.-J. Soslowsky L.J. Regulating Myoblast Phenotype through Controlled Gel Stiffness and Degradation Tissue Eng. 2007 13 1431 1442 10.1089/ten.2006.0356 17561804 · DOI
- [54]Evangelista M.B. Hsiong S.X. Fernandes R. Sampaio P. Kong H.J. Barrias C.C. Salema R. Barbosa M.A. Mooney D.J. Granja P.L. Upregulation of bone cell differentiation through immobilization within a synthetic extracellular matrix Biomaterials 2007 28 3644 3655 10.1016/j.biomaterials.2007.04.028 17532040 · DOI
- [55]Engler A. Bacakova L. Newman C. Hategan A. Griffin M. Discher D. Substrate Compliance versus Ligand Density in Cell on Gel Responses Biophys. J. 2004 86 74140 74145 PMC1303831 14695306
- [56]Nguyen D.T. Soeranaya B.H.T. Truong T.H.A. Dang T.T. Modular design of a hybrid hydrogel for protease-triggered enhancement of drug delivery to regulate TNF-α production by pro-inflammatory macrophages Acta Biomater. 2020 117 167 179 10.1016/j.actbio.2020.09.026 32977069 · DOI
- [57]Maiti S. Singha K. Ray S. Dey P. Sa B. Adipic acid dihydrazide treated partially oxidized alginate beads for sus-tained oral delivery of flurbiprofen Oxidized alginate beads of flurbiprofen Pharm. Dev. Technol. 2009 14 461 470 10.1080/10837450802712658 19235554 · DOI
- [58]Goldshmid R. Seliktar D. Hydrogel Modulus Affects Proliferation Rate and Pluripotency of Human Mesenchymal Stem Cells Grown in Three-Dimensional Culture ACS Biomater. Sci. Eng. 2017 3 3433 3446 10.1021/acsbiomaterials.7b00266 33445382 · DOI
- [59]Vanterpool F.A. Cantini M. Seib F.P. Salmerón-Sánchez M. A material-based platform to modulate fibronectin activ-ity and focal adhesion assembly Biores. Open Access. 2014 3 286 296 10.1089/biores.2014.0033 25469314 PMC4245838 · DOI
- [60]Ben-David D. Srouji S. Shapira-Schweitzer K. Kossover O. Ivanir E. Kuhn G. Müller R. Seliktar D. Livne E. Low dose BMP-2 treatment for bone repair using a PEGylated fibrinogen hydrogel matrix Biomaterials 2013 34 2902 2910 10.1016/j.biomaterials.2013.01.035 23375953 · DOI
- [61]Crouzier T. Ren K. Nicolas C. Roy C. Picart C. Layer-By-Layer Films as a Biomimetic Reservoir for rhBMP-2 Delivery: Controlled Differentiation of Myoblasts to Osteoblasts Small 2009 5 598 608 10.1002/smll.200800804 19219837 · DOI
- [62]Topuz F. Henke A. Richtering W. Groll J. Magnesium ions and alginate do form hydrogels: A rheological study Soft Matter 2012 8 4877 4881 10.1039/c2sm07465f · DOI
- [63]Harper B.A. Barbut S. Lim L.-T. Marcone M. Effect of Various Gelling Cations on the Physical Properties of “Wet” Alginate Films J. Food Sci. 2014 79 562 567 10.1111/1750-3841.12376 24611902 · DOI
- [64]Siew C.K. Williams P.A. Young N.W.G. New Insights into the Mechanism of Gelation of Alginate and Pectin: Charge Annihilation and Reversal Mechanism Biomacromolecules 2005 6 963 969 10.1021/bm049341l 15762666 · DOI
- [65]Sreeram K.J. Shrivastava H.Y. Nair B.U. Studies on the nature of interaction of iron(III) with alginates Biochim. Biophys. Acta 2004 1670 121 126 10.1016/j.bbagen.2003.11.001 14738994 · DOI
- [66]Yin M. Xu F. Ding H. Tan F. Song F. Wang J. Incorporation of magnesium ions into photo-crosslinked alginate hy-drogel enhanced cell adhesion ability J. Tissue Eng. Regen. Med. 2015 9 1088 1092 10.1002/term.2011 25694165 · DOI
- [67]Cao N. Chen X.B. Schreyer D.J. Influence of Calcium Ions on Cell Survival and Proliferation in the Context of an Al-ginate Hydrogel ISRN Chem. Eng. 2012 2012 1 9 10.5402/2012/516461 · DOI
Cited by
Sorted by citations
Biomaterials in Postoperative Adhesion Barriers and Uterine Tissue Engineering
Fazel Anvari-Yazdi, A., Badea, I., & Chen, X. (2025) · Gels · doi:10.3390/gels11060441 · Cited by 20 · see citing works
- Authors
- Trujillo, S., Seow, M., Lueckgen, A., Salmeron-Sanchez, M., & Cipitria, A.
- Affiliations
- Centro de Biomateriales e Ingeniería Tisular (ES)
- Charité – Universitätsmedizin Berlin (DE)
- Centre for the Cellular Microenvironment, University of Glasgow, 72-76 Oakfield Avenue, Glasgow G12 8LT, UK
- Max Planck Institute of Colloids and Interfaces (DE)
- Corresponding author
- Cipitria, Amaia
- Venue
- Polymers
- Publisher
- MDPI AG
- Published
- 2021-01-29
- Volume
- 13
- Issue
- 3
- Pages
- 433
- ISSN
- 2073-4360 (ISSN-L)
- PMC
- PMC7866402
- OpenAlex
- W3127538136
- Cited by
- 35
- References
- 3
- Citations by year
- 2026: 8 · 2025: 9 · 2024: 7 · 2023: 7 · 2022: 3 · 2021: 1
- FWCI
- 1.39
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Polymers (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (acceptedVersion, cc-by-sa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- MPG.PuRe (Max Planck Society) (submittedVersion, other-oa)
- RiuNet (Universitat Politècnica de València) (submittedVersion, cc-by-nc-nd)
- Funders
- Deutsche Forschungsgemeinschaft (CI 203/1-2, CI 203/2-1)
- Engineering and Physical Sciences Research Council (EP/P001114/1)
- Berlin-Brandenburg School for Regenerative Therapies (BSRT) Extension grant (N.A.)
- UK Regenerative Medicine Platform “Acellular / Smart Materials – 3D Architecture” (MR/R015651/1)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Medicine › Hydrogels: synthesis, properties, applications
- Life Sciences › Agricultural and Biological Sciences › Food Science › Polysaccharides Composition and Applications
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Cellular Mechanics and Interactions
- Keywords
- alginate hydrogel, fibronectin, dual crosslinking, covalent cross-linking, ionic crosslinking, calcium cations, thiol-ene click chemistry, tunable mechanical properties, dynamic stiffness
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review