Bioink Formulation and Machine Learning-Empowered Bioprinting Optimization.
additive biomanufacturing
biofabrication
bioink
bioink formation
biomaterials
bioprinting
machine learning
tissue engineering
Journal
Frontiers in bioengineering and biotechnology
ISSN: 2296-4185
Titre abrégé: Front Bioeng Biotechnol
Pays: Switzerland
ID NLM: 101632513
Informations de publication
Date de publication:
2022
2022
Historique:
received:
05
04
2022
accepted:
18
05
2022
entrez:
5
7
2022
pubmed:
6
7
2022
medline:
6
7
2022
Statut:
epublish
Résumé
Bioprinting enables the fabrication of complex, heterogeneous tissues through robotically-controlled placement of cells and biomaterials. It has been rapidly developing into a powerful and versatile tool for tissue engineering. Recent advances in bioprinting modalities and biofabrication strategies as well as new materials and chemistries have led to improved mimicry and development of physiologically relevant tissue architectures constituted with multiple cell types and heterogeneous spatial material properties. Machine learning (ML) has been applied to accelerate these processes. It is a new paradigm for bioprinting. In this review, we explore current trends in bioink formulation and how ML has been used to accelerate optimization and enable real-time error detection as well as to reduce the iterative steps necessary for bioink formulation. We examined how rheometric properties, including shear storage, loss moduli, viscosity, shear-thinning property of biomaterials affect the printability of a bioink. Furthermore, we scrutinized the interplays between yield shear stress and the printability of a bioink. Moreover, we systematically surveyed the application of ML in precision in situ surgical site bioprinting, closed-loop AI printing, and post-printing optimization.
Identifiants
pubmed: 35782492
doi: 10.3389/fbioe.2022.913579
pii: 913579
pmc: PMC9240914
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
913579Informations de copyright
Copyright © 2022 Freeman, Calabro, Williams, Jin and Ye.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Références
ACS Biomater Sci Eng. 2016 Oct 10;2(10):1800-1805
pubmed: 33440478
Sci Rep. 2020 Feb 14;10(1):2620
pubmed: 32060370
Biomaterials. 2009 Mar;30(8):1587-95
pubmed: 19108884
Sci Rep. 2016 Oct 11;6:34845
pubmed: 27725720
Molecules. 2016 May 25;21(6):
pubmed: 27231892
Appl Mater Today. 2020 Mar;18:
pubmed: 32775607
Sci Rep. 2020 Mar 24;10(1):5330
pubmed: 32210309
Int J Mol Sci. 2021 Nov 11;22(22):
pubmed: 34830082
J Colloid Interface Sci. 2020 Apr 1;565:119-130
pubmed: 31945671
Sci Rep. 2019 Jan 23;9(1):362
pubmed: 30674919
J Mater Sci Mater Med. 2016 Oct;27(10):148
pubmed: 27582068
Birth Defects Res. 2018 Aug 1;110(13):1098-1101
pubmed: 29921022
Proc Natl Acad Sci U S A. 2016 Mar 22;113(12):3179-84
pubmed: 26951646
Nat Protoc. 2006;1(6):2753-8
pubmed: 17406532
Soft Matter. 2018 Mar 14;14(11):2142-2151
pubmed: 29488996
Biomaterials. 2014 Sep;35(28):8092-102
pubmed: 24965886
Tissue Eng Part A. 2020 Mar;26(5-6):227-238
pubmed: 31672103
Bioprinting. 2019 Sep;15:
pubmed: 31457110
PLoS One. 2015 Sep 01;10(9):e0136681
pubmed: 26325298
Int J Biol Macromol. 2018 Oct 15;118(Pt B):1726-1735
pubmed: 30017976
Adv Funct Mater. 2020 Jun;30(26):1909009
pubmed: 35677899
Nat Biotechnol. 2016 Mar;34(3):312-9
pubmed: 26878319
Stem Cells Dev. 2017 Mar 15;26(6):394-404
pubmed: 27960594
Sci Rep. 2016 Jul 20;6:29977
pubmed: 27436509
Nat Methods. 2016 Apr 28;13(5):405-14
pubmed: 27123816
Micron. 2007;38(5):513-21
pubmed: 17045806
Biomaterials. 2015 Dec;73:254-71
pubmed: 26414409
Biofabrication. 2021 Aug 05;13(4):
pubmed: 34192670
Mater Sci Eng C Mater Biol Appl. 2019 Jun;99:103-111
pubmed: 30889635
ACS Biomater Sci Eng. 2020 Dec 14;6(12):7021-7031
pubmed: 33320614
Polymers (Basel). 2020 Oct 15;12(10):
pubmed: 33076526
Mater Sci Eng C Mater Biol Appl. 2018 Feb 1;83:195-201
pubmed: 29208279
Acta Biomater. 2018 Apr 15;71:379-387
pubmed: 29550442
Materialia (Oxf). 2021 Mar;15:
pubmed: 33367226
Chang Gung Med J. 2006 Jul-Aug;29(4):363-72
pubmed: 17051833
HardwareX. 2021 Apr;9:
pubmed: 34746519
Polymers (Basel). 2018 Nov 21;10(11):
pubmed: 30961215
Sci Adv. 2019 Sep 06;5(9):eaaw2459
pubmed: 31523707
Int J Bioprint. 2021 Jan 29;7(1):342
pubmed: 33585718
Biofabrication. 2017 Jul 05;9(3):034102
pubmed: 28677597
Int J Bioprint. 2020 Sep 08;6(4):296
pubmed: 33088999
Biofabrication. 2017 Sep 01;9(4):045002
pubmed: 28795951
Tissue Eng Part B Rev. 2020 Apr;26(2):164-180
pubmed: 31910095
Biomacromolecules. 2018 Nov 12;19(11):4442-4452
pubmed: 30301348
Biointerphases. 2012 Dec;7(1-4):25
pubmed: 22589068
Tissue Eng Part A. 2021 Sep;27(17-18):1168-1181
pubmed: 33218292
J Vis Exp. 2018 Jul 2;(137):
pubmed: 30010644
Comput Math Methods Med. 2019 May 20;2019:7853586
pubmed: 31236128
PLoS One. 2014 Dec 01;9(12):e113216
pubmed: 25438040
ACS Biomater Sci Eng. 2019 Oct 14;5(10):5514-5524
pubmed: 33464071
Technology (Singap World Sci). 2017 Dec;5(4):185-195
pubmed: 29541655
Biofabrication. 2019 Dec 31;12(1):015024
pubmed: 31404917
Tissue Eng Part A. 2009 Aug;15(8):1941-52
pubmed: 19196138
Acta Biomater. 2019 Sep 1;95:152-164
pubmed: 31271883
AIChE J. 2019 Dec;65(12):
pubmed: 32921797
Methods Mol Biol. 2021;2320:53-63
pubmed: 34302647
Carbohydr Polym. 2019 Mar 1;207:143-159
pubmed: 30599994
Biofabrication. 2016 Feb 04;8(1):014102
pubmed: 26844597
Biofabrication. 2021 Apr 08;13(3):
pubmed: 33601340
Micromachines (Basel). 2022 Feb 25;13(3):
pubmed: 35334656
Biofabrication. 2019 Sep 10;11(4):042001
pubmed: 31315105
ACS Biomater Sci Eng. 2017 Aug 14;3(8):1519-1526
pubmed: 33429638
Biotechnol Bioeng. 2010 Apr 15;105(6):1178-86
pubmed: 19953677
Biofabrication. 2016 Jul 19;8(3):035003
pubmed: 27431733
J Mater Sci Mater Med. 2015 Mar;26(3):153
pubmed: 25773231
Biofabrication. 2016 Jan 13;8(1):015002
pubmed: 26759993
J Mater Chem B. 2014 Apr 28;2(16):2282-2289
pubmed: 32261716
Adv Healthc Mater. 2015 Dec 30;4(18):2780-96
pubmed: 26592366
PLoS One. 2015 Mar 30;10(3):e0122500
pubmed: 25822731
Biomed Res Int. 2015;2015:965804
pubmed: 26078974
Carbohydr Polym. 2021 Oct 1;269:118335
pubmed: 34294345
J Appl Biomater Funct Mater. 2021 Jan-Dec;19:22808000211028808
pubmed: 34282976
Biofabrication. 2018 Jun 29;10(3):034106
pubmed: 29923501
Biofabrication. 2021 Apr 08;13(3):
pubmed: 33662950
Carbohydr Polym. 2018 Oct 15;198:261-269
pubmed: 30092999
J Mater Sci Mater Med. 2019 Mar 4;30(3):31
pubmed: 30830351
Biomaterials. 2016 Sep;102:20-42
pubmed: 27318933
Asian J Pharm Sci. 2020 Sep;15(5):529-557
pubmed: 33193859
ACS Biomater Sci Eng. 2021 Apr 21;:
pubmed: 33882674
Ann Biomed Eng. 2004 Mar;32(3):407-17
pubmed: 15095815
Biomaterials. 2010 Aug;31(24):6173-81
pubmed: 20546891
Polymers (Basel). 2021 Mar 05;13(5):
pubmed: 33807639
Curr Opin Biotechnol. 2013 Oct;24(5):841-6
pubmed: 23545441
Regen Ther. 2021 Feb 24;16:81-89
pubmed: 33732817
Int J Pharm. 2013 Feb 28;444(1-2):96-102
pubmed: 23352858
Sci Rep. 2017 Dec 4;7(1):16902
pubmed: 29203812
Front Bioeng Biotechnol. 2021 Oct 13;9:616753
pubmed: 34722473
Ann Biomed Eng. 2018 Sep;46(9):1267-1279
pubmed: 29873013
Biomater Sci. 2018 May 1;6(5):915-946
pubmed: 29492503
Nat Methods. 2019 Mar;16(3):255-262
pubmed: 30742039
Tissue Eng Part B Rev. 2014 Dec;20(6):683-96
pubmed: 24923709
Tissue Eng Part A. 2020 Dec;26(23-24):1349-1358
pubmed: 32928068
Interact Cardiovasc Thorac Surg. 2018 May 1;26(5):745-752
pubmed: 29346562
Biofabrication. 2016 Oct 07;8(4):045002
pubmed: 27716628
Tissue Eng Part A. 2015 Feb;21(3-4):740-56
pubmed: 25236338
Biofabrication. 2015 Dec 21;7(4):045012
pubmed: 26689257
Adv Healthc Mater. 2020 Oct;9(19):e2000981
pubmed: 32864869
Int J Obes Relat Metab Disord. 2004 Sep;28(9):1149-56
pubmed: 15311218
Adv Mater. 2011 Jun 24;23(24):H178-83
pubmed: 21438034
Gels. 2017 Jan 01;3(1):
pubmed: 30920498
Biomaterials. 2020 Apr;236:119825
pubmed: 32044576
Mater Sci Eng C Mater Biol Appl. 2021 Oct;129:112393
pubmed: 34579912
Adv Exp Med Biol. 2020;1250:49-61
pubmed: 32601937
Acta Biomater. 2019 Sep 1;95:176-187
pubmed: 30669003
Gels. 2020 Dec 02;6(4):
pubmed: 33276682
Polymers (Basel). 2021 Sep 01;13(17):
pubmed: 34503013
Bioact Mater. 2020 Nov 30;6(6):1711-1726
pubmed: 33313450
Int J Biol Macromol. 2019 Jun 1;130:977-987
pubmed: 30851329
Biofabrication. 2017 Nov 30;10(1):014102
pubmed: 28976364
Biofabrication. 2017 Sep 01;9(4):044102
pubmed: 28812982
Front Bioeng Biotechnol. 2020 Feb 11;8:57
pubmed: 32117936
Polymers (Basel). 2020 Jan 04;12(1):
pubmed: 31947937
Biomater Res. 2018 Apr 06;22:11
pubmed: 29636985
Acta Biomater. 2014 Oct;10(10):4323-31
pubmed: 24998183
Biotechnol J. 2019 Dec;14(12):e1900275
pubmed: 31677223
Int J Biol Macromol. 2015 Jan;72:269-81
pubmed: 25020082
Adv Drug Deliv Rev. 2010 Jan 31;62(1):3-11
pubmed: 19800377
Acta Biomater. 2019 Sep 1;95:165-175
pubmed: 30366132
Biofabrication. 2020 May 28;12(3):035018
pubmed: 32252038
J Transl Med. 2016 Sep 20;14:271
pubmed: 27645770