Literature DB >> 25831522

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

Hélène Autefage1, Eileen Gentleman2, Elena Littmann1, Martin A B Hedegaard3, Thomas Von Erlach1, Matthew O'Donnell4, Frank R Burden5, David A Winkler6, Molly M Stevens7.   

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.

Entities:  

Keywords:  human mesenchymal stem cells; mevalonate pathway; microarray analysis; sparse feature selection analysis; strontium-releasing biomaterials

Mesh:

Substances:

Year:  2015        PMID: 25831522      PMCID: PMC4394289          DOI: 10.1073/pnas.1419799112

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  48 in total

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Journal:  Science       Date:  2000-12-01       Impact factor: 47.728

2.  Cell shape, cytoskeletal tension, and RhoA regulate stem cell lineage commitment.

Authors:  Rowena McBeath; Dana M Pirone; Celeste M Nelson; Kiran Bhadriraju; Christopher S Chen
Journal:  Dev Cell       Date:  2004-04       Impact factor: 12.270

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Journal:  Nature       Date:  1990-02-01       Impact factor: 49.962

Review 4.  Lipid rafts and signal transduction.

Authors:  K Simons; D Toomre
Journal:  Nat Rev Mol Cell Biol       Date:  2000-10       Impact factor: 94.444

Review 5.  Fluorescent sterols as tools in membrane biophysics and cell biology.

Authors:  Daniel Wüstner
Journal:  Chem Phys Lipids       Date:  2006-12-30       Impact factor: 3.329

6.  Phosphorylation and activation of myosin by Rho-associated kinase (Rho-kinase).

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Journal:  J Biol Chem       Date:  1996-08-23       Impact factor: 5.157

7.  Proteomic analysis of a detergent-resistant membrane skeleton from neutrophil plasma membranes.

Authors:  Thomas Nebl; Kersi N Pestonjamasp; John D Leszyk; Jessica L Crowley; Sang W Oh; Elizabeth J Luna
Journal:  J Biol Chem       Date:  2002-08-28       Impact factor: 5.157

8.  Integrins regulate Rac targeting by internalization of membrane domains.

Authors:  Miguel A del Pozo; Nazilla B Alderson; William B Kiosses; Hui-Hsien Chiang; Richard G W Anderson; Martin A Schwartz
Journal:  Science       Date:  2004-02-06       Impact factor: 47.728

9.  Proteins of peripheral myelin are associated with glycosphingolipid/cholesterol-enriched membranes.

Authors:  B Hasse; F Bosse; H W Müller
Journal:  J Neurosci Res       Date:  2002-07-15       Impact factor: 4.164

10.  The effects of strontium ranelate on the risk of vertebral fracture in women with postmenopausal osteoporosis.

Authors:  Pierre J Meunier; Christian Roux; Ego Seeman; Sergio Ortolani; Janusz E Badurski; Tim D Spector; Jorge Cannata; Adam Balogh; Ernst-Martin Lemmel; Stig Pors-Nielsen; René Rizzoli; Harry K Genant; Jean-Yves Reginster
Journal:  N Engl J Med       Date:  2004-01-29       Impact factor: 91.245

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  17 in total

Review 1.  QSAR without borders.

Authors:  Eugene N Muratov; Jürgen Bajorath; Robert P Sheridan; Igor V Tetko; Dmitry Filimonov; Vladimir Poroikov; Tudor I Oprea; Igor I Baskin; Alexandre Varnek; Adrian Roitberg; Olexandr Isayev; Stefano Curtarolo; Denis Fourches; Yoram Cohen; Alan Aspuru-Guzik; David A Winkler; Dimitris Agrafiotis; Artem Cherkasov; Alexander Tropsha
Journal:  Chem Soc Rev       Date:  2020-05-01       Impact factor: 54.564

2.  Sparse feature selection identifies H2A.Z as a novel, pattern-specific biomarker for asymmetrically self-renewing distributed stem cells.

Authors:  Yang Hoon Huh; Minsoo Noh; Frank R Burden; Jennifer C Chen; David A Winkler; James L Sherley
Journal:  Stem Cell Res       Date:  2015-01-06       Impact factor: 2.020

3.  Cellular Response to 3-D Printed Bioactive Silicate and Borosilicate Glass Scaffolds.

Authors:  Weitao Jia; Grace Y Lau; Wenhai Huang; Changqing Zhang; Antoni P Tomsia; Qiang Fu
Journal:  J Biomed Mater Res B Appl Biomater       Date:  2018-09-08       Impact factor: 3.368

Review 4.  Sparse QSAR modelling methods for therapeutic and regenerative medicine.

Authors:  David A Winkler
Journal:  J Comput Aided Mol Des       Date:  2018-02-14       Impact factor: 3.686

Review 5.  Biomimetic molecular design tools that learn, evolve, and adapt.

Authors:  David A Winkler
Journal:  Beilstein J Org Chem       Date:  2017-06-29       Impact factor: 2.883

Review 6.  Stepping into the omics era: Opportunities and challenges for biomaterials science and engineering.

Authors:  Nathalie Groen; Murat Guvendiren; Herschel Rabitz; William J Welsh; Joachim Kohn; Jan de Boer
Journal:  Acta Biomater       Date:  2016-02-11       Impact factor: 8.947

Review 7.  Material Cues as Potent Regulators of Epigenetics and Stem Cell Function.

Authors:  Spencer W Crowder; Vincent Leonardo; Thomas Whittaker; Peter Papathanasiou; Molly M Stevens
Journal:  Cell Stem Cell       Date:  2016-01-07       Impact factor: 24.633

Review 8.  Bioactive Glasses: Frontiers and Challenges.

Authors:  Larry L Hench; Julian R Jones
Journal:  Front Bioeng Biotechnol       Date:  2015-11-30

9.  Cobalt-containing bioactive glasses reduce human mesenchymal stem cell chondrogenic differentiation despite HIF-1α stabilisation.

Authors:  E Littmann; H Autefage; A K Solanki; C Kallepitis; J R Jones; M Alini; M Peroglio; M M Stevens
Journal:  J Eur Ceram Soc       Date:  2018-03       Impact factor: 5.302

10.  Widespread changes in transcriptome profile of human mesenchymal stem cells induced by two-dimensional nanosilicates.

Authors:  James K Carrow; Lauren M Cross; Robert W Reese; Manish K Jaiswal; Carl A Gregory; Roland Kaunas; Irtisha Singh; Akhilesh K Gaharwar
Journal:  Proc Natl Acad Sci U S A       Date:  2018-04-11       Impact factor: 11.205

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