3D bioprinting of multi-material decellularized liver matrix hydrogel at physiological temperatures
Open accessAbstract
Bioprinting is an acclaimed technique that allows the scaling of 3D architectures in an organized pattern but suffers from a scarcity of appropriate bioinks. Decellularized extracellular matrix (dECM) from xenogeneic species has garnered support as a biomaterial to promote tissue-specific regeneration and repair. The prospect of developing dECM-based 3D artificial tissue is impeded by its inherent low mechanical properties. In recent years, 3D bioprinting of dECM-based bioinks modified with additional scaffolds has advanced the development of load-bearing constructs. However, previous attempts using dECM were limited to low-temperature bioprinting, which is not favorable for a longer print duration with cells. Here, we report the development of a multi-material decellularized liver matrix (dLM) bioink reinforced with gelatin and polyethylene glycol to improve rheology, extrudability, and mechanical stability. This shear-thinning bioink facilitated extrusion-based bioprinting at 37 °C with HepG2 cells into a 3D grid structure with a further enhancement for long-term applications by enzymatic crosslinking with mushroom tyrosinase. The heavily crosslinked structure showed a 16-fold increase in viscosity (2.73 Pa s−1) and a 32-fold increase in storage modulus from the non-crosslinked dLM while retaining high cell viability (85–93%) and liver-specific functions. Our results show that the cytocompatible crosslinking of dLM bioink at physiological temperatures has promising applications for extended 3D-printing procedures.
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GAG concentrations in dLECM hydrogels were between 30 and 80 μg/mg.
“Collagen concentrations tended to be in the range between 40 and 200 μg/mg, whereas GAGs were found at concentrations between 30 and 80 μg/mg.”
From From scaffold to function: A systematic review on dLECM-based hydrogels for liver tissue engineering — Fabrication, properties, and translational applications (2026) · cites this paper as [20]
Section 3.1 (page unavailable) reports 2.03 ± 0.17 μg/mg of GAGs remaining in the decellularized liver tissue, far below the claimed 30–80 μg/mg. The paper reports this for tissue rather than separately measuring GAG concentration in the formulated hydrogel. (LLM, conf=0.87)
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Experimental — accuracy not yet measuredCollagen concentrations in dLECM hydrogels tended to be between 40 and 200 μg/mg.
“Collagen concentrations tended to be in the range between 40 and 200 μg/mg, whereas GAGs were found at concentrations between 30 and 80 μg/mg.”
From From scaffold to function: A systematic review on dLECM-based hydrogels for liver tissue engineering — Fabrication, properties, and translational applications (2026) · cites this paper as [20]
Section 3.1 (page unavailable) reports 29.05 ± 0.52 μg of collagen per mg of decellularized liver tissue, below the claimed 40–200 μg/mg range. It also reports 2.03 ± 0.17 μg/mg of GAGs, rather than the 30–80 μg/mg stated in the citing sentence. (LLM, conf=0.89)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredCollagen and GAG levels tended to change with the extent of decellularization.
“These levels tended to change with the extent of the decellularization process [19,20].”
From From scaffold to function: A systematic review on dLECM-based hydrogels for liver tissue engineering — Fabrication, properties, and translational applications (2026) · cites this paper as [20]
Section 3.1 reports that GAG levels fell and measured collagen content rose after decellularization, compared with native liver. It compares only before and after, not different extents of decellularization; it also cautions that the collagen comparison is ambiguous because of how the assay is normalized. (LLM, conf=0.82)
Experimental — accuracy not yet measureddLECM can be developed into bioinks with tunable rheometric properties, allowing printing of structurally intricate, functionally active, and potentially implantable liver constructs.
“Exemplar studies by Khati et al. (2022), Tabatabaei Rezaei et al. (2025), and Kim et al. (2023) have shown that dLECM can be developed into bioinks with tunable rheometric properties, allowing the printing of structurally intricate, functionally active, and potentially implantable liver constructs [20,25,58].”
From From scaffold to function: A systematic review on dLECM-based hydrogels for liver tissue engineering — Fabrication, properties, and translational applications (2026) · cites this paper as [20]
The Introduction and Results and Discussions (§§3.2–3.4; page not provided) support a liver-matrix bioink with adjustable rheological properties, printed as a four-layer grid with HepG2 cells showing liver-specific activity. The paper describes complex liver-like architectures and in vivo tissue regeneration as future possibilities; it does not demonstrate a structurally intricate or implantable liver construct. (LLM, conf=0.86)
Experimental — accuracy not yet measured
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Cites
Printing three-dimensional tissue analogues with decellularized extracellular matrix bioink
Pati, F., Jang, J., Ha, D.-H., Won Kim, S., Rhie, J.-W., Shim, J.-H., Kim, D.-H., & Cho, D.-W. (2014) · Nature Communications · doi:10.1038/ncomms4935 · Cited by 1,904 · see citing works
Self-citationFedorovich, N. E., Alblas, J., de Wijn, J. R., Hennink, W. E., Verbout, A. J., & Dhert, W. J. A. (2007) · Tissue Engineering · doi:10.1089/ten.2006.0175 · Cited by 467 · cited 1× · see citing works
“As one single biomaterial cannot fulfil all the requirements, a combination of these materials provides a more holistic approach [21,22]; however, all these materials either totally lack the native extracellular matrix (ECM) component [23] or do not entirely mimic the optimal ratios of different bioactive proteins pre…”
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Research works printed but not linked: 49
- [1]Murphy S.V. Atala A. 3D Bioprinting of Tissues and Organs Nat. Biotechnol. 2014 32 773 785 10.1038/nbt.2958 25093879 · DOI · Paper page
- [3]Zhang B. Luo Y. Ma L. Gao L. Li Y. Xue Q. Yang H. Cui Z. 3D Bioprinting: An Emerging Technology Full of Opportunities and Challenges Bio-Design Manuf. 2018 1 2 13 10.1007/s42242-018-0004-3 · DOI
- [4]Agarwal T. Banerjee D. Konwarh R. Esworthy T. Kumari J. Onesto V. Das P. Lee B.H. Wagener F.A.D.T.G. Makvandi P. Recent Advances in Bioprinting Technologies for Engineering Hepatic Tissue Mater. Sci. Eng. C 2021 123 112013 10.1016/j.msec.2021.112013 33812632 · DOI
- [5]De Santis M.M. Alsafadi H.N. Tas S. Bölükbas D.A. Prithiviraj S. Da Silva I.A.N. Mittendorfer M. Ota C. Stegmayr J. Daoud F. Extracellular-Matrix-Reinforced Bioinks for 3D Bioprinting Human Tissue Adv. Mater. 2021 33 2005476 10.1002/adma.202005476 PMC11469085 33300242 · DOI
- [6]Jang J. Park H.J. Kim S.W. Kim H. Park J.Y. Na S.J. Kim H.J. Park M.N. Choi S.H. Park S.H. 3D Printed Complex Tissue Construct Using Stem Cell-Laden Decellularized Extracellular Matrix Bioinks for Cardiac Repair Biomaterials 2017 112 264 274 10.1016/j.biomaterials.2016.10.026 27770630 · DOI · Paper page
- [7]Ma L. Wu Y. Li Y. Aazmi A. Zhou H. Zhang B. Yang H. Current Advances on 3D-Bioprinted Liver Tissue Models Adv. Healthc. Mater. 2020 9 2001517 10.1002/adhm.202001517 33073522 · DOI
- [8]Das S. Pati F. Choi Y.J. Rijal G. Shim J.H. Kim S.W. Ray A.R. Cho D.W. Ghosh S. Bioprintable, Cell-Laden Silk Fibroin–Gelatin Hydrogel Supporting Multilineage Differentiation of Stem Cells for Fabrication of Three-Dimensional Tissue Constructs Acta Biomater. 2015 11 233 246 10.1016/j.actbio.2014.09.023 25242654 · DOI
- [9]Hölzl K. Lin S. Tytgat L. Van Vlierberghe S. Gu L. Ovsianikov A. Bioink Properties before, during and after 3D Bioprinting Biofabrication 2016 8 032002 10.1088/1758-5090/8/3/032002 27658612 · DOI
- [10]Freeman F.E. Kelly D.J. Tuning Alginate Bioink Stiffness and Composition for Controlled Growth Factor Delivery and to Spatially Direct MSC Fate within Bioprinted Tissues Sci. Rep. 2017 7 1 12 10.1038/s41598-017-17286-1 29213126 PMC5719090 · DOI
- [12]Yoon H. Lee J.S. Yim H. Kim G. Chun W. Development of Cell-Laden 3D Scaffolds for Efficient Engineered Skin Substitutes by Collagen Gelation RSC Adv. 2016 6 21439 21447 10.1039/C5RA19532B · DOI
- [13]Osidak E.O. Kozhukhov V.I. Osidak M.S. Domogatsky S.P. Collagen as Bioink for Bioprinting: A Comprehensive Review Int. J. Bioprint. 2020 6 270 10.18063/IJB.V6I3.270 33088985 PMC7557346 · DOI
- [14]Wang X. Yan Y. Pan Y. Xiong Z. Liu H. Cheng J. Liu F. Lin F. Wu R. Zhang R. Generation of Three-Dimensional Hepatocyte/Gelatin Structures with Rapid Prototyping System Tissue Eng. 2006 12 83 90 10.1089/ten.2006.12.83 16499445 · DOI
- [15]Wang X. Ao Q. Tian X. Fan J. Tong H. Hou W. Bai S. Gelatin-Based Hydrogels for Organ 3D Bioprinting Polymers 2017 9 401 10.3390/polym9090401 PMC6418925 30965706 · DOI
- [16]Rajalekshmi R. Kaladevi Shaji A. Joseph R. Bhatt A. Scaffold for Liver Tissue Engineering: Exploring the Potential of Fibrin Incorporated Alginate Dialdehyde–Gelatin Hydrogel Int. J. Biol. Macromol. 2021 166 999 1008 10.1016/j.ijbiomac.2020.10.256 33166555 · DOI
- [17]Montazerian H. Baidya A. Haghniaz R. Davoodi E. Ahadian S. Annabi N. Khademhosseini A. Weiss P.S. Stretchable and Bioadhesive Gelatin Methacryloyl-Based Hydrogels Enabled by in Situ Dopamine Polymerization ACS Appl. Mater. Interfaces 2021 13 40290 40301 10.1021/acsami.1c10048 34410697 · DOI
- [18]Tsang V.L. Chen A.A. Cho L.M. Jadin K.D. Sah R.L. DeLong S. West J.L. Bhatia S.N. Fabrication of 3D Hepatic Tissues by Additive Photopatterning of Cellular Hydrogels FASEB J. 2007 21 790 801 10.1096/fj.06-7117com 17197384 · DOI · Paper page
- [19]Goulart E. De Caires-Junior L.C. Telles-Silva K.A. Araujo B.H.S. Rocco S.A. Sforca M. De Sousa I.L. Kobayashi G.S. Musso C.M. Assoni A.F. 3D Bioprinting of Liver Spheroids Derived from Human Induced Pluripotent Stem Cells Sustain Liver Function and Viability in Vitro Biofabrication 2019 12 015010 10.1088/1758-5090/ab4a30 31577996 · DOI
- [20]Agarwal T. Celikkin N. Costantini M. Maiti T.K. Makvandi P. Recent Advances in Chemically Defined and Tunable Hydrogel Platforms for Organoid Culture Bio-Design Manuf. 2021 4 641 674 10.1007/s42242-021-00126-7 · DOI
- [21]Zhu W. Cui H. Boualam B. Masood F. Flynn E. Rao R.D. Zhang Z.Y. Zhang L.G. 3D Bioprinting Mesenchymal Stem Cell-Laden Construct with Core-Shell Nanospheres for Cartilage Tissue Engineering Nanotechnology 2018 29 185101 10.1088/1361-6528/aaafa1 29446757 · DOI
- [22]Suntornnond R. Tan E.Y.S. An J. Chua C.K. A Highly Printable and Biocompatible Hydrogel Composite for Direct Printing of Soft and Perfusable Vasculature-like Structures Sci. Rep. 2017 7 1 11 10.1038/s41598-017-17198-0 29203812 PMC5714969 · DOI
- [24]Hosseini V. Maroufi N.F. Saghati S. Asadi N. Darabi M. Ahmad S.N.S. Hosseinkhani H. Rahbarghazi R. Current Progress in Hepatic Tissue Regeneration by Tissue Engineering J. Transl. Med. 2019 17 1 24 10.1186/s12967-019-02137-6 31752920 PMC6873477 · DOI
- [25]Grant R. Hallett J. Forbes S. Hay D. Callanan A. Blended Electrospinning with Human Liver Extracellular Matrix for Engineering New Hepatic Microenvironments Sci. Rep. 2019 9 1 12 10.1038/s41598-019-42627-7 31000735 PMC6472345 · DOI
- [26]Sasikumar S. Chameettachal S. Kingshott P. Cromer B. Pati F. Influence of Liver Extracellular Matrix in Predicting Drug-Induced Liver Injury: An Alternate Paradigm. ACS Biomater Sci. Eng. 2022 8 834 846 10.1021/acsbiomaterials.1c00994 34978414 · DOI · Paper page
- [27]Lewis P.L. Yan M. Su J. Shah R.N. Directing the Growth and Alignment of Biliary Epithelium within Extracellular Matrix Hydrogels Acta Biomater. 2019 85 84 93 10.1016/j.actbio.2018.12.039 30590182 PMC6768828 · DOI · Paper page
- [28]Kim M.K. Jeong W. Lee S.M. Kim J.B. Jin S. Kang H.W. Decellularized Extracellular Matrix-Based Bio-Ink with Enhanced 3D Printability and Mechanical Properties Biofabrication 2020 12 025003 10.1088/1758-5090/ab5d80 31783385 · DOI
- [29]Han W. Singh N.K. Kim J.J. Kim H. Kim B.S. Park J.Y. Jang J. Cho D.W. Directed Differential Behaviors of Multipotent Adult Stem Cells from Decellularized Tissue/Organ Extracellular Matrix Bioinks Biomaterials 2019 224 119496 10.1016/j.biomaterials.2019.119496 31557592 · DOI
- [30]Ratri M.C. Brilian A.I. Setiawati A. Nguyen H.T. Soum V. Shin K. Recent Advances in Regenerative Tissue Fabrication: Tools, Materials, and Microenvironment in Hierarchical Aspects. Adv NanoBiomed Res. 2021 1 2000088 10.1002/anbr.202000088 · DOI
- [31]Agarwal T. Maiti T.K. Ghosh S.K. Decellularized Caprine Liver-Derived Biomimetic and pro-Angiogenic Scaffolds for Liver Tissue Engineering Mater. Sci. Eng. C 2019 98 939 948 10.1016/j.msec.2019.01.037 30813101 · DOI
- [32]Lee H. Han W. Kim H. Ha D.H. Jang J. Kim B.S. Cho D.W. Development of Liver Decellularized Extracellular Matrix Bioink for Three-Dimensional Cell Printing-Based Liver Tissue Engineering Biomacromolecules 2017 18 1229 1237 10.1021/acs.biomac.6b01908 28277649 · DOI
- [33]Choudhury D. Tun H.W. Wang T. Naing M.W. Organ-Derived Decellularized Extracellular Matrix: A Game Changer for Bioink Manufacturing? Trends Biotechnol. 2018 36 787 805 10.1016/j.tibtech.2018.03.003 29678431 · DOI
- [34]Kim B.S. Kim H. Gao G. Jang J. Cho D.W. Decellularized Extracellular Matrix: A Step towards the next Generation Source for Bioink Manufacturing Biofabrication 2017 9 034104 10.1088/1758-5090/aa7e98 28691696 · DOI
- [35]Gori M. Giannitelli S.M. Torre M. Mozetic P. Abbruzzese F. Trombetta M. Traversa E. Moroni L. Rainer A. Biofabrication of Hepatic Constructs by 3D Bioprinting of a Cell-Laden Thermogel: An Effective Tool to Assess Drug-Induced Hepatotoxic Response Adv. Healthc. Mater. 2020 9 2001163 10.1002/adhm.202001163 32940019 · DOI
- [36]Mao S. He J. Zhao Y. Liu T. Xie F. Yang H. Mao Y. Pang Y. Sun W. Bioprinting of Patient-Derived in Vitro Intrahepatic Cholangiocarcinoma Tumor Model: Establishment, Evaluation and Anti-Cancer Drug Testing Biofabrication 2020 12 045014 10.1088/1758-5090/aba0c3 32599574 · DOI · Paper page
- [37]Sarkar J. Kamble S.C. Kashikar N.C. Polymeric Bioinks for 3D Hepatic Printing Chemistry 2021 3 164 181 10.3390/chemistry3010014 · DOI
- [38]Chun Y.H. Park S.K. Kim E.J. Lee H.J. Kim H. Koh W.G. Cunha G.F. Myung D. Na K.S. In Vivo Biocompatibility Evaluation of in Situ-Forming Polyethylene Glycol-Collagen Hydrogels in Corneal Defects Sci. Rep. 2021 11 1 10 10.1038/s41598-021-03270-3 34903788 PMC8668970 · DOI
- [39]Chen T. Embree H.D. Wu L.Q. Payne G.F. In Vitro Protein–Polysaccharide Conjugation: Tyrosinase-Catalyzed Conjugation of Gelatin and Chitosan Biopolymers 2002 64 292 302 10.1002/bip.10196 12124847 · DOI
- [40]Miller J.S. Stevens K.R. Yang M.T. Baker B.M. Nguyen D.H.T. Cohen D.M. Toro E. Chen A.A. Galie P.A. Yu X. Rapid Casting of Patterned Vascular Networks for Perfusable Engineered Three-Dimensional Tissues Nat. Mater. 2012 11 768 774 10.1038/nmat3357 22751181 PMC3586565 · DOI · Paper page
- [41]Coronado R.E. Somaraki-Cormier M. Natesan S. Christy R.J. Ong J.L. Halff G.A. Decellularization and Solubilization of Porcine Liver for Use as a Substrate for Porcine Hepatocyte Culture: Method Optimization and Comparison Cell Transplant. 2017 26 1840 10.1177/0963689717742157 29390876 PMC5802637 · DOI
- [42]Xu H. Xu B. Yang Q. Li X. Ma X. Xia Q. Zhang Y. Zhang C. Wu Y. Zhang Y. Comparison of Decellularization Protocols for Preparing a Decellularized Porcine Annulus Fibrosus Scaffold PLoS ONE 2014 9 86723 10.1371/journal.pone.0086723 24475172 PMC3901704 · DOI
- [43]Ravichandran R. Islam M.M. Alarcon E.I. Samanta A. Wang S. Lundström P. Hilborn J. Griffith M. Phopase J. Functionalised Type-I Collagen as a Hydrogel Building Block for Bio-Orthogonal Tissue Engineering Applications J. Mater. Chem. B 2015 4 318 326 10.1039/C5TB02035B 32263374 · DOI
- [44]Vozzi G. Corallo C. Carta S. Fortina M. Gattazzo F. Galletti M. Giordano N. Collagen-Gelatin-Genipin-Hydroxyapatite Composite Scaffolds Colonized by Human Primary Osteoblasts Are Suitable for Bone Tissue Engineering Applications: In Vitro Evidences J. Biomed. Mater. Res. Part A 2014 102 1415 1421 10.1002/jbm.a.34823 23775901 · DOI
- [45]Peng Z. Shen Y. Study on Biological Safety of Polyvinyl Alcohol/Collagen Hydrogel as Tissue Substitute (I) Polym. Plast. Technol. Eng. 2011 50 245 250 10.1080/03602559.2010.531438 · DOI
- [46]Si-Tayeb K. Lemaigre F.P. Duncan S.A. Organogenesis and Development of the Liver Dev. Cell 2010 18 175 189 10.1016/j.devcel.2010.01.011 20159590 · DOI · Paper page
- [47]Maghsoudlou P. Georgiades F. Smith H. Milan A. Shangaris P. Urbani L. Loukogeorgakis S.P. Lombardi B. Mazza G. Hagen C. Optimization of Liver Decellularization Maintains Extracellular Matrix Micro-Architecture and Composition Predisposing to Effective Cell Seeding PLoS ONE 2016 11 e0155324 10.1371/journal.pone.0155324 27159223 PMC4861300 · DOI
- [48]Silva J.C. Carvalho M.S. Han X. Xia K. Mikael P.E. Cabral J.M.S. Ferreira F.C. Linhardt R.J. Compositional and Structural Analysis of Glycosaminoglycans in Cell-Derived Extracellular Matrices Glycoconj. J. 2019 36 141 10.1007/s10719-019-09858-2 30637588 PMC6487206 · DOI
- [49]Shin Y.J. Shafranek R.T. Tsui J.H. Walcott J. Nelson A. Kim D.H. 3D Bioprinting of Mechanically Tuned Bioinks Derived from Cardiac Decellularized Extracellular Matrix Acta Biomater. 2021 119 75 88 10.1016/j.actbio.2020.11.006 33166713 · DOI
- [50]Freytes D.O. Martin J. Velankar S.S. Lee A.S. Badylak S.F. Preparation and Rheological Characterization of a Gel Form of the Porcine Urinary Bladder Matrix Biomaterials 2008 29 1630 1637 10.1016/j.biomaterials.2007.12.014 18201760 · DOI
- [51]Crapo P.M. Gilbert T.W. Badylak S.F. An Overview of Tissue and Whole Organ Decellularization Processes Biomaterials 2011 32 3233 3243 10.1016/j.biomaterials.2011.01.057 21296410 PMC3084613 · DOI · Paper page
- [52]Gu Y. Schwarz B. Forget A. Barbero A. Martin I. Prasad Shastri V. Advanced Bioink for 3D Bioprinting of Complex Free-Standing Structures with High Stiffness Bioengineering 2020 7 141 10.3390/bioengineering7040141 33171883 PMC7711998 · DOI
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Bhatt, S., Krishnakumar, J., Mounica, K. L., & Nune, M. (2025) · Macromolecular Materials and Engineering · doi:10.1002/mame.202400451 · Cited by 6 · see citing works
Majidi, Z., Sarvi, M. M., Rajabi, M. A., Firouzian, H., Seyhoun, I., & Majidi Zolbin, M. (2026) · Regenerative Therapy · doi:10.1016/j.reth.2025.11.006 · Cited by 5 · see citing works
- Authors
- Khati, V., Ramachandraiah, H., Pati, F., Svahn, H. A., Gaudenzi, G., & Russom, A.
- Affiliations
- Science for Life Laboratory (SE)
- Biopromic AB, 17165 Solna, Sweden
- Indian Institute of Technology Hyderabad (IN)
- Corresponding author
- Russom, Aman
- Venue
- Biosensors
- Publisher
- MDPI AG
- Published
- 2022-07-13
- Volume
- 12
- Issue
- 7
- Pages
- 521
- ISSN
- 2079-6374 (ISSN-L)
- PMC
- PMC9313433
- OpenAlex
- W4285394071
- Cited by
- 46
- References
- 2
- Citations by year
- 2026: 6 · 2025: 8 · 2024: 16 · 2023: 14 · 2022: 2
- FWCI
- 2.91
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Biosensors (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Archive of Indian Institute of Technology Hyderabad (Indian Institute of Technology Hyderabad) (acceptedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Swedish Research Council (2015-05378, 610472, 2019-05170)
- European Commission (2015-05378, 610472, 2019-05170)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › 3D Printing in Biomedical Research
- Health Sciences › Medicine › Surgery › Tissue Engineering and Regenerative Medicine
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Medicine › Hydrogels: synthesis, properties, applications
- Keywords
- 3D bioprinting, gelatin, polyethylene glycol, enzymatic crosslinking, tyrosinase, HepG2 cells, shear-thinning rheology, extrusion-based bioprinting, physiological temperature, mechanical properties, liver tissue engineering, cytocompatibility
- MeSH terms
- Extracellular Matrix, Liver, Temperature, Hydrogels, Tissue Engineering, Tissue Scaffolds, Bioprinting
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