Sparse feature selection methods identify unexpected global cellular response to strontium-containing materials.
Details
Serval ID
serval:BIB_7C50C894B4A9
Type
Article: article from journal or magazin.
Collection
Publications
Institution
Title
Sparse feature selection methods identify unexpected global cellular response to strontium-containing materials.
Journal
Proceedings of the National Academy of Sciences of the United States of America
ISSN
1091-6490 (Electronic)
ISSN-L
0027-8424
Publication state
Published
Issued date
07/04/2015
Peer-reviewed
Oui
Volume
112
Number
14
Pages
4280-4285
Language
english
Notes
Publication types: Journal Article ; Research Support, Non-U.S. Gov't
Publication Status: ppublish
Publication Status: ppublish
Abstract
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.
Keywords
Biocompatible Materials/chemistry, Bone Regeneration, Bone Substitutes/chemistry, Ceramics/chemistry, Cholesterol/chemistry, Culture Media, Conditioned/chemistry, Glass/chemistry, Humans, Lipids/chemistry, Materials Testing, Membrane Microdomains, Mesenchymal Stem Cells/cytology, Mesenchymal Stem Cells/drug effects, Mevalonic Acid/chemistry, Microarray Analysis, Myosins/chemistry, Phosphorylation, Proteins/chemistry, RNA, Messenger/metabolism, Spectrum Analysis, Raman, Strontium/chemistry, Up-Regulation, human mesenchymal stem cells, mevalonate pathway, microarray analysis, sparse feature selection analysis, strontium-releasing biomaterials
Pubmed
Web of science
Open Access
Yes
Create date
12/01/2024 10:14
Last modification date
13/01/2024 7:10