Discovery of synergistic material-topography combinations to achieve immunomodulatory osteoinductive biomaterials using a novel in vitro screening method: The ChemoTopoChip

被引:29
作者
Burroughs, Laurence [1 ]
Amer, Mahetab H. [1 ]
Vassey, Matthew [1 ]
Koch, Britta [1 ]
Figueredo, Grazziela P. [1 ]
Mukonoweshuro, Blessing [1 ]
Mikulskis, Paulius [1 ]
Vasilevich, Aliaksei [2 ]
Vermeulen, Steven [3 ]
Dryden, Ian L. [1 ]
Winkler, David A. [1 ,4 ,5 ,6 ]
Ghaemmaghami, Amir M. [1 ]
Rose, Felicity R. A. J. [1 ]
de Boer, Jan [2 ]
Alexander, Morgan R. [1 ]
机构
[1] Univ Nottingham, Nottingham NG7 2RD, England
[2] Eindhoven Univ Technol, NL-5600 MB Eindhoven, Netherlands
[3] MERLN Inst Technol Inspired Regenerat Med, NL-6229 ER Maastricht, Netherlands
[4] Monash Inst Pharmaceut Sci, Med Chem, Parkville, Vic 3052, Australia
[5] La Trobe Univ, La Trobe Inst Mol Sci, Bundoora, Vic 3042, Australia
[6] CSIRO Data61, Clayton, Vic 3168, Australia
基金
英国工程与自然科学研究理事会;
关键词
Biomaterials; Mesenchymal stem cells; Macrophages; Regenerative medicine; FOREIGN-BODY RESPONSE; OSTEOBLAST DIFFERENTIATION; CHEMISTRY; SUBSTRATE; POLYMER; CELLS; HYDROGEL; RECEPTOR; CULTURE;
D O I
10.1016/j.biomaterials.2021.120740
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Human mesenchymal stem cells (hMSCs) are widely represented in regenerative medicine clinical strategies due to their compatibility with autologous implantation. Effective bone regeneration involves crosstalk between macrophages and hMSCs, with macrophages playing a key role in the recruitment and differentiation of hMSCs. However, engineered biomaterials able to simultaneously direct hMSC fate and modulate macrophage phenotype have not yet been identified. A novel combinatorial chemistry-topography screening platform, the ChemoTopoChip, is used here to identify materials suitable for bone regeneration by screening 1008 combinations in each experiment for human immortalized mesenchymal stem cell (hiMSCs) and human macrophage response. The osteoinduction achieved in hiMSCs cultured on the ?hit? materials in basal media is comparable to that seen when cells are cultured in osteogenic media, illustrating that these materials offer a materials-induced alternative to osteo-inductive supplements in bone-regeneration. Some of these same chemistry-microtopography combinations also exhibit immunomodulatory stimuli, polarizing macrophages towards a pro-healing phenotype. Maximum control of cell response is achieved when both chemistry and topography are recruited to instruct the required cell phenotype, combining synergistically. The large combinatorial library allows us for the first time to probe the relative cell-instructive roles of microtopography and material chemistry which we find to provide similar ranges of cell modulation for both cues. Machine learning is used to generate structure-activity relationships that identify key chemical and topographical features enhancing the response of both cell types, providing a basis for a better understanding of cell response to micro topographically patterned polymers.
引用
收藏
页数:12
相关论文
共 48 条
  • [1] Combinatorial Biomolecular Nanopatterning for High-Throughput Screening of Stem-Cell Behavior
    Amin, Yacoub Y. I.
    Runager, Kasper
    Simoes, Fabio
    Celiz, Adam
    Taresco, Vincenzo
    Rossi, Roberto
    Enghild, Jan J.
    Abildtrup, Lisbeth A.
    Kraft, David C. E.
    Sutherland, Duncan S.
    Alexander, Morgan R.
    Foss, Morten
    Ogaki, Ryosuke
    [J]. ADVANCED MATERIALS, 2016, 28 (07) : 1472 - 1476
  • [2] Immortalization of human adipose-derived stromal cells: production of cell lines with high growth rate, mesenchymal marker expression and capability to secrete high levels of angiogenic factors
    Balducci, Luigi
    Blasi, Antonella
    Saldarelli, Marilisa
    Soleti, Antonio
    Pessina, Augusto
    Bonomi, Arianna
    Cocce, Valentina
    Dossena, Marta
    Tosetti, Valentina
    Ceserani, Valentina
    Navone, Stefania Elena
    Falchetti, Maria Laura
    Parati, Eugenio Agostino
    Alessandri, Giulio
    [J]. STEM CELL RESEARCH & THERAPY, 2014, 5
  • [3] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [4] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [5] CellProfiler: image analysis software for identifying and quantifying cell phenotypes
    Carpenter, Anne E.
    Jones, Thouis Ray
    Lamprecht, Michael R.
    Clarke, Colin
    Kang, In Han
    Friman, Ola
    Guertin, David A.
    Chang, Joo Han
    Lindquist, Robert A.
    Moffat, Jason
    Golland, Polina
    Sabatini, David M.
    [J]. GENOME BIOLOGY, 2006, 7 (10)
  • [6] Discovery of a Novel Polymer for Human Pluripotent Stem Cell Expansion and Multilineage Differentiation
    Celiz, Adam D.
    Smith, James G. W.
    Patel, Asha K.
    Hook, Andrew L.
    Rajamohan, Divya
    George, Vinoj T.
    Flatt, Luke
    Patel, Minal J.
    Epa, Vidana C.
    Singh, Taranjit
    Langer, Robert
    Anderson, Daniel G.
    Allen, Nicholas D.
    Hay, David C.
    Winkler, David A.
    Barrett, David A.
    Davies, Martyn C.
    Young, Lorraine E.
    Denning, Chris
    Alexander, Morgan R.
    [J]. ADVANCED MATERIALS, 2015, 27 (27) : 4006 - 4012
  • [7] Celiz AD, 2014, NAT MATER, V13, P570, DOI [10.1038/NMAT3972, 10.1038/nmat3972]
  • [8] The Foreign Body Response Demystified
    Chandorkar, Yashoda
    Ravikumar, K.
    Basu, Bikramjit
    [J]. ACS BIOMATERIALS SCIENCE & ENGINEERING, 2019, 5 (01): : 19 - 44
  • [9] Topographical control of cells
    Curtis, A
    Wilkinson, C
    [J]. BIOMATERIALS, 1997, 18 (24) : 1573 - 1583
  • [10] The control of human mesenchymal cell differentiation using nanoscale symmetry and disorder
    Dalby, Matthew J.
    Gadegaard, Nikolaj
    Tare, Rahul
    Andar, Abhay
    Riehle, Mathis O.
    Herzyk, Pawel
    Wilkinson, Chris D. W.
    Oreffo, Richard O. C.
    [J]. NATURE MATERIALS, 2007, 6 (12) : 997 - 1003