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

作者：Autefage Helene; Gentleman Eileen; Littmann Elena; Hedegaard Martin A B; Von Erlach Thomas; O'Donnell Matthew; Burden Frank R; Winkler David A; Stevens Molly M^*

来源：Proceedings of the National Academy of Sciences, 2015, 112(14): 4280-4285.

DOI：10.1073/pnas.1419799112

• strontium-releasing biomaterials
• human mesenchymal stem cells
• microarray analysis
• sparse feature selection analysis
• mevalonate pathway

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.

• 出版日期2015-4-7