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dc.contributor.authorTam, Kimberley
dc.contributor.authorPoon, Zhiyong
dc.contributor.authorVan Vliet, Krystyn J
dc.contributor.authorLiu, Frances D.
dc.contributor.authorLiu, Frances Deen
dc.contributor.authorPishesha, Novalia
dc.date.accessioned2018-11-02T19:13:47Z
dc.date.available2018-11-02T19:13:47Z
dc.date.issued2018-10
dc.date.submitted2018-03
dc.identifier.issn1757-6512
dc.identifier.urihttp://hdl.handle.net/1721.1/118853
dc.description.abstractBackground Efficient and sustained hematopoietic recovery after hematopoietic stem cell or bone marrow transplantation is supported by paracrine signaling from specific subpopulations of mesenchymal stromal cells (MSCs). Here, we considered whether in vitro mechanopriming of human MSCs could be administered to predictively and significantly improve in vivo hematopoietic recovery after irradiation injury. Methods First, we implemented regression modeling to identify eight MSC-secreted proteins that correlated strongly with improved rescue from radiation damage, including hematopoietic recovery, in a murine model of hematopoietic failure. Using these partial least squares regression (PLSR) model parameters, we then predicted recovery potential of MSC populations that were culture expanded on substrata of varying mechanical stiffness. Lastly, we experimentally validated these predictions using an in vitro co-culture model of hematopoiesis and using new in vivo experiments for the same irradiation injury model used to generate survival predictions. Results MSCs grown on the least stiff (elastic moduli ~ 1 kPa) of these polydimethylsiloxane (PDMS) substrata secreted high concentrations of key proteins identified in regression modeling, at concentrations comparable to those secreted by minor subpopulations of MSCs shown previously to be effective in supporting such radiation rescue. We confirmed that these MSCs expanded on PDMS could promote hematopoiesis in an in vitro co-culture model with hematopoietic stem and progenitor cells (HSPCs). Further, MSCs cultured on PDMS of highest stiffness (elastic moduli ~ 100 kPa) promoted expression of CD123+ HSPCs, indicative of myeloid differentiation. Systemic administration of mechanoprimed MSCs resulted in improved mouse survival and weight recovery after bone marrow ablation, as compared with both standard MSC expansion on stiffer materials and with biophysically sorted MSC subpopulations. Additionally, we observed recovery of white blood cells, platelets, and red blood cells, indicative of complete recovery of all hematopoietic lineages. Conclusions These results demonstrate that computational techniques to identify MSC biomarkers can be leveraged to predict and engineer therapeutically effective MSC phenotypes defined by mechanoprimed secreted factors, for translational applications including hematopoietic recovery. Keywords: mesenchymal stromal cells; secretome; mechanobiology; hematopoietic recovery; radiation injuryen_US
dc.description.sponsorshipNational Institutes of Health (U.S.) (Grant 2 P01 HL032262–25)en_US
dc.publisherBioMed Centralen_US
dc.relation.isversionofhttps://doi.org/10.1186/s13287-018-0982-2en_US
dc.rightsCreative Commons Attributionen_US
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en_US
dc.sourceBioMed Centralen_US
dc.titleImproving hematopoietic recovery through modeling and modulation of the mesenchymal stromal cell secretomeen_US
dc.typeArticleen_US
dc.identifier.citationLiu, Frances D. et al. "Improving hematopoietic recovery through modeling and modulation of the mesenchymal stromal cell secretome." Stem Cell Research & Therapy 2018, 9 (October 2018): 268 © 2018 The Author(s)en_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Biological Engineeringen_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Materials Science and Engineeringen_US
dc.contributor.mitauthorLiu, Frances Deen
dc.contributor.mitauthorPishesha, Novalia
dc.contributor.mitauthorVan Vliet, Krystyn J
dc.relation.journalStem Cell Research & Therapyen_US
dc.eprint.versionFinal published versionen_US
dc.type.urihttp://purl.org/eprint/type/JournalArticleen_US
eprint.statushttp://purl.org/eprint/status/PeerRevieweden_US
dc.date.updated2018-10-28T14:26:09Z
dc.language.rfc3066en
dc.rights.holderThe Author(s).
dspace.orderedauthorsLiu, Frances D.; Tam, Kimberley; Pishesha, Novalia; Poon, Zhiyong; Van Vliet, Krystyn J.en_US
dspace.embargo.termsNen_US
dc.identifier.orcidhttps://orcid.org/0000-0002-0467-7882
dc.identifier.orcidhttps://orcid.org/0000-0001-9306-8271
dc.identifier.orcidhttps://orcid.org/0000-0001-5735-0560
mit.licensePUBLISHER_CCen_US


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