Screening of hyaluronic acid-poly(ethylene glycol) composite hydrogels to support intervertebral disc cell biosynthesis using artificial neural network analysis

被引:42
作者
Jeong, Claire G. [1 ]
Francisco, Aubrey T. [1 ]
Niu, Zhenbin [2 ]
Mancino, Robert L. [1 ]
Craig, Stephen L. [2 ]
Setton, Lori A. [1 ,3 ]
机构
[1] Duke Univ, Dept Biomed Engn, Durham, NC 27706 USA
[2] Duke Univ, Dept Chem, Durham, NC 27706 USA
[3] Duke Univ, Dept Orthopaed Surg, Durham, NC 27706 USA
关键词
Nucleus pulposus; Annulus fibrosus; Artificial neural network; Hyaluronic acid-poly(ethylene glycol); composite hydrogels; Intervertebral disc; HUMAN NUCLEUS PULPOSUS; ANNULUS FIBROSUS; IN-VITRO; GENE-EXPRESSION; SCAFFOLD; THERAPY; BEHAVIOR; DESIGN; CHONDROGENESIS; CLASSIFICATION;
D O I
10.1016/j.actbio.2014.05.012
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Hyaluronic acid (HA)-poly(ethylene glycol) (PEG) composite hydrogels have been widely studied for both cell delivery and soft tissue regeneration applications. A very broad range of physical and biological properties have been engineered into HA-PEG hydrogels that may differentially affect cellular "outcomes" of survival, synthesis and metabolism. The objective of this study was to rapidly screen multiple HA-PEG composite hydrogel formulations for an effect on matrix synthesis and behaviors of nucleus pulposus (NP) and annulus fibrosus (AF) cells of the intervertebral disc (IVD). A secondary objective was to apply artificial neural network analysis to identify relationships between HA-PEG composite hydrogel formulation parameters and biological outcome measures for each cell type of the IVD. Eight different hydrogels were developed from preparations of thiolated HA (HA-SH) and PEG vinylsulfone (PEG-VS) macromers, and used as substrates for NP and AF cell culture in vitro. Hydrogel mechanical properties ranged from 70 to 489 kPa depending on HA molecular weight, and measures of matrix synthesis, metabolite consumption and production and cell morphology were obtained to study relationships to hydrogel parameters. Results showed that NP and AF cell numbers were highest upon the HA-PEG hydrogels formed from the lower-molecular-weight HA, with evidence of higher sulfated glycosaminoglycan production also upon lower-HA-molecular-weight composite gels. All cells formed more multi-cell clusters upon any HA-PEG composite hydrogel as compared to gelatin substrates. Formulations were clustered into neurons based largely on their HA molecular weight, with few effects of PEG molecular weight observed on any measured parameters. (C) 2014 Acta Materialia Inc. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:3421 / 3430
页数:10
相关论文
共 77 条
  • [1] Acosta Jr F. L., 2005, NEUROSURG FOCUS, V19, P1
  • [2] The potential and limitations of a cell-seeded collagen/hyaluronan scaffold to engineer an intervertebral disc-like matrix
    Alini, M
    Li, W
    Markovic, P
    Aebi, M
    Spiro, RC
    Roughley, PJ
    [J]. SPINE, 2003, 28 (05) : 446 - 453
  • [3] Anderson D Greg, 2005, Spine J, V5, p297S, DOI 10.1016/j.spinee.2005.02.019
  • [4] Quantitative magnetic resonance imaging in the assessment of degenerative disc disease
    Antoniou, J
    Pike, GB
    Steffen, T
    Baramki, H
    Poole, AR
    Aebi, M
    Alini, M
    [J]. MAGNETIC RESONANCE IN MEDICINE, 1998, 40 (06) : 900 - 907
  • [5] Basedow A.M., 1977, ADV POLYM SCI, V22, P83, DOI DOI 10.1007/3-540-07942-4_6
  • [6] Performance of neural networks in materials science
    Bhadeshia, H. K. D. H.
    Dimitriu, R. C.
    Forsik, S.
    Pak, J. H.
    Ryu, J. H.
    [J]. MATERIALS SCIENCE AND TECHNOLOGY, 2009, 25 (04) : 504 - 510
  • [7] Bowles RD, 2010, TISSUE ENG PT A, V16, P1339, DOI [10.1089/ten.tea.2009.0442, 10.1089/ten.TEA.2009.0442]
  • [8] Rational design of hydrogels for tissue engineering: Impact of physical factors on cell behavior
    Brandl, Ferdinand
    Sommer, Florian
    Goepferich, Achim
    [J]. BIOMATERIALS, 2007, 28 (02) : 134 - 146
  • [9] Repair, regenerative and supportive therapies of the annulus fibrosus: achievements and challenges
    Bron, Johannes Leendert
    Helder, Marco N.
    Meisel, Hans-Jorg
    Royen, Barend J. Van
    Smit, Theodoor H.
    [J]. EUROPEAN SPINE JOURNAL, 2009, 18 (03) : 301 - 313
  • [10] SPINE UPDATE - AGING AND DEGENERATION OF THE HUMAN INTERVERTEBRAL DISC
    BUCKWALTER, JA
    [J]. SPINE, 1995, 20 (11) : 1307 - 1314