Sparse feature selection methods identify unexpected global cellular response to strontium-containing materials

被引:57
作者
Autefage, Helene [1 ,2 ,3 ]
Gentleman, Eileen [1 ,2 ,3 ,4 ]
Littmann, Elena [1 ,2 ,3 ]
Hedegaard, Martin A. B. [1 ,2 ,3 ,5 ]
Von Erlach, Thomas [1 ,2 ,3 ]
O'Donnell, Matthew [1 ]
Burden, Frank R. [6 ]
Winkler, David A. [6 ,7 ,8 ]
Stevens, Molly M. [1 ,2 ,3 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Mat, London SW7 2AZ, England
[2] Univ London Imperial Coll Sci Technol & Med, Dept Bioengn, London SW7 2AZ, England
[3] Univ London Imperial Coll Sci Technol & Med, Inst Biomed Engn, London SW7 2AZ, England
[4] Kings Coll London, Craniofacial Dev & Stem Cell Biol, London SE1 9RT, England
[5] Univ Southern Denmark, Dept Chem Engn Biotechnol & Environm Technol, DK-5230 Odense, Denmark
[6] CSIRO, Mfg Flagship, Biomed Mfg Program, Cell Biol Grp, Clayton, Vic 3168, Australia
[7] Monash Inst Pharmaceut Sci, Parkville, Vic 3052, Australia
[8] La Trobe Univ, Latrobe Inst Mol Sci, Bundoora, Vic 3086, Australia
基金
英国工程与自然科学研究理事会; 英国惠康基金;
关键词
strontium-releasing biomaterials; human mesenchymal stem cells; microarray analysis; sparse feature selection analysis; mevalonate pathway; MESENCHYMAL STROMAL CELLS; OSTEOGENIC DIFFERENTIATION; OSTEOBLAST DIFFERENTIATION; MOLECULAR-MECHANISMS; DESCRIPTOR SELECTION; SQUALENE SYNTHASE; LIPID RAFTS; RANELATE; OSTEOPOROSIS; CHOLESTEROL;
D O I
10.1073/pnas.1419799112
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Despite the increasing sophistication of biomaterials design and functional characterization studies, little is known regarding cells' global response to biomaterials. Here, we combined nontargeted holistic biological and physical science techniques to evaluate how simple strontium ion incorporation within the well-described biomaterial 45S5 bioactive glass (BG) influences the global response of human mesenchymal stem cells. Our objective analyses of whole gene-expression profiles, confirmed by standard molecular biology techniques, revealed that strontium-substituted BG up-regulated the isoprenoid pathway, suggesting an influence on both sterol metabolite synthesis and protein prenylation processes. This up-regulation was accompanied by increases in cellular and membrane cholesterol and lipid raft contents as determined by Raman spectroscopy mapping and total internal reflection fluorescence microscopy analyses and by an increase in cellular content of phosphorylated myosin II light chain. Our unexpected findings of this strong metabolic pathway regulation as a response to biomaterial composition highlight the benefits of discovery-driven nonreductionist approaches to gain a deeper understanding of global cell-material interactions and suggest alternative research routes for evaluating biomaterials to improve their design.
引用
收藏
页码:4280 / 4285
页数:6
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