Computational modeling of the expansion of human cord blood CD133+ hematopoietic stem/progenitor cells with different cytokine combinations

MOTIVATION Many important problems in cell biology require dense non-linear interactions between functional modules to be considered. The importance of computer simulation in understanding cellular processes is now widely accepted, and a variety of simulation algorithms useful for studying certain subsystems have been designed. Expansion of hematopoietic stem and progenitor cells (HSC/HPC) in ex vivo culture with cytokines and small molecules is a method to increase the restricted numbers of stem cells found in umbilical cord blood (CB), while also enhancing the content of early engrafting neutrophil and platelet precursors. The efficacy of the expanded product depends on the composition of the cocktail of cytokines and small molecules used for culture. Testing the influence of a cytokine or small molecule on the expansion of HSC/HPC is a laborious and expensive process. We therefore developed a computational model based on cellular signaling interactions that predict the influence of a cytokine on the survival, duplication and differentiation of the CD133(+) HSC/HPC subset from human umbilical CB. RESULTS We have used results from in vitro expansion cultures with different combinations of one or more cytokines to develop an ordinary differential equation model that includes the effect of cytokines on survival, duplication and differentiation of the CD133(+) HSC/HPC. Comparing the results of in vitro and in silico experiments, we show that the model can predict the effect of a cytokine on the fold expansion and differentiation of CB CD133(+) HSC/HPC after 8-day culture on a 3D scaffold. Supplementary data are available at Bioinformatics online.

[1]  E. Vellenga,et al.  In vitro generation of long-term repopulating hematopoietic stem cells by fibroblast growth factor-1. , 2003, Developmental cell.

[2]  K. Götze,et al.  Oncostatin M‐Mediated Regulation of KIT‐Ligand‐Induced Extracellular Signal‐Regulated Kinase Signaling Maintains Hematopoietic Repopulating Activity of Lin−CD34+CD133+ Cord Blood Cells , 2008, Stem cells.

[3]  M. Hirst,et al.  Analysis of the clonal growth and differentiation dynamics of primitive barcoded human cord blood cells in NSG mice. , 2013, Blood.

[4]  J. Zúñiga-Pflücker,et al.  Notch signals are required for in vitro but not in vivo maintenance of human hematopoietic stem cells and delay the appearance of multipotent progenitors. , 2014, Blood.

[5]  M. Lotze,et al.  FLT3: receptor and ligand. Biology and potential clinical application. , 1998, Cytokine & growth factor reviews.

[6]  J Wagner,et al.  Transplantation of unrelated donor umbilical cord blood in 102 patients with malignant and nonmalignant diseases: influence of CD34 cell dose and HLA disparity on treatment-related mortality and survival. , 2002, Blood.

[7]  H. Ramshaw,et al.  Increased Recruitment of Hematopoietic Progenitor Cells Underlies the Ex Vivo Expansion Potential of FLT3 Ligand , 1997 .

[8]  H. Miyazaki,et al.  Thrombopoietin augments ex vivo expansion of human cord blood-derived hematopoietic progenitors in combination with stem cell factor and flt3 ligand , 1997, Leukemia.

[9]  J. Dormand,et al.  A family of embedded Runge-Kutta formulae , 1980 .

[10]  B. Esterni,et al.  CD34+ progenitors are reproducibly recovered in thawed umbilical grafts, and positively influence haematopoietic reconstitution after transplantation , 2007, Bone Marrow Transplantation.

[11]  G. Sauvageau,et al.  Pyrimidoindole derivatives are agonists of human hematopoietic stem cell self-renewal , 2014, Science.

[12]  Y. Sasaki,et al.  CD133 is a positive marker for a distinct class of primitive human cord blood-derived CD34-negative hematopoietic stem cells , 2013, Leukemia.

[13]  W. Shi,et al.  Influence of infused cell dose and HLA match on engraftment after double-unit cord blood allografts. , 2011, Blood.

[14]  Igor Jurisica,et al.  Isolation of Single Human Hematopoietic Stem Cells Capable of Long-Term Multilineage Engraftment , 2011, Science.

[15]  Patrick W. Faloon,et al.  Basic fibroblast growth factor positively regulates hematopoietic development. , 2000, Development.

[16]  S. Watt,et al.  A novel application for a 3-dimensional timelapse assay that distinguishes chemotactic from chemokinetic responses of hematopoietic CD133+ stem/progenitor cells , 2013, Stem cell research.

[17]  P. Frenette,et al.  Hematopoietic stem cell niche maintenance during homeostasis and regeneration , 2014, Nature Medicine.

[18]  B. Lubin,et al.  Umbilical cord blood banking. , 1999, Advances in pediatrics.

[19]  V. Rocha,et al.  Improving Engraftment and Immune Reconstitution in Umbilical Cord Blood Transplantation , 2014, Front. Immunol..

[20]  Francesco Topputo,et al.  Induction of T-cell memory by a dendritic cell vaccine: a computational model , 2014, Bioinform..

[21]  善一 近江園 Thrombopoietin augments ex vivo expansion of human cord blood-derived hematopoietic progenitors in combination with stem cell factor and Flt3 ligand , 1997 .

[22]  Anthony E. Boitano,et al.  Aryl Hydrocarbon Receptor Antagonists Promote the Expansion of Human Hematopoietic Stem Cells , 2010, Science.

[23]  D. Haylock,et al.  Principal signalling complexes in haematopoiesis: structural aspects and mimetic discovery. , 2011, Cytokine & growth factor reviews.

[24]  Peter W Zandstra,et al.  Rapid expansion of human hematopoietic stem cells by automated control of inhibitory feedback signaling. , 2012, Cell stem cell.

[25]  H. Lodish,et al.  Angiopoietin-like 5 and IGFBP2 stimulate ex vivo expansion of human cord blood hematopoietic stem cells as assayed by NOD/SCID transplantation. , 2008, Blood.

[26]  A. Presson,et al.  Dynamics of HSPC repopulation in nonhuman primates revealed by a decade-long clonal-tracking study. , 2014, Cell stem cell.

[27]  H. Chun,et al.  Oxidative stress regulated genes in nigral dopaminergic neuronal cells: correlation with the known pathology in Parkinson's disease. , 2003, Brain research. Molecular brain research.

[28]  Francesco Pappalardo,et al.  Computational modelling approaches to vaccinology. , 2015, Pharmacological research.

[29]  J. Dürig,et al.  Revision of the human hematopoietic tree: granulocyte subtypes derive from distinct hematopoietic lineages. , 2013, Cell reports.

[30]  W. Piacibello,et al.  Extensive amplification and self-renewal of human primitive hematopoietic stem cells from cord blood. , 1997, Blood.

[31]  P. Martiat,et al.  Ex vivo expansion of megakaryocyte progenitor cells: cord blood versus mobilized peripheral blood. , 2005, Stem cells and development.

[32]  Maria F. Fragoso,et al.  Human CD34+ CD133+ Hematopoietic Stem Cells Cultured with Growth Factors Including Angptl5 Efficiently Engraft Adult NOD-SCID Il2rγ−/− (NSG) Mice , 2011, PloS one.

[33]  R. Humphries,et al.  CD34+ Expansion With Delta-1 and HOXB4 Promotes Rapid Engraftment and Transfusion Independence in a Macaca nemestrina Cord Blood Transplant Model. , 2013, Molecular therapy : the journal of the American Society of Gene Therapy.

[34]  L. Zon,et al.  Getting more for your marrow: boosting hematopoietic stem cell numbers with PGE2. , 2014, Experimental cell research.

[35]  Filippo Castiglione,et al.  A Modeling Framework For Immune-related Diseases , 2012 .

[36]  C. Eaves,et al.  Distinct but phenotypically heterogeneous human cell populations produce rapid recovery of platelets and neutrophils after transplantation. , 2012, Blood.

[37]  J. Wagner,et al.  Double unit grafts successfully extend the application of umbilical cord blood transplantation in adults with acute leukemia. , 2013, Blood.

[38]  S. Morrison,et al.  The bone marrow niche for haematopoietic stem cells , 2014, Nature.

[39]  M. Koller,et al.  flt-3 ligand is more potent than c-kit ligand for the synergistic stimulation of ex vivo hematopoietic cell expansion. , 1996, Journal of hematotherapy.

[40]  E. Shpall,et al.  Cord blood graft engineering. , 2013, Biology of blood and marrow transplantation : journal of the American Society for Blood and Marrow Transplantation.

[41]  Matteo Bellone,et al.  Critical impact of the kinetics of dendritic cells activation on the in vivo induction of tumor-specific T lymphocytes. , 2003, Cancer research.

[42]  E. Fuchs,et al.  Alternative transplant donor sources: is there any consensus? , 2013, Current opinion in oncology.

[43]  Shannon McWeeney,et al.  MIFlowCyt: The minimum information about a flow cytometry experiment , 2008, Cytometry. Part A : the journal of the International Society for Analytical Cytology.

[44]  Peter W Zandstra,et al.  Real-Time Monitoring and Control of Soluble Signaling Factors Enables Enhanced Progenitor Cell Outputs from Human Cord Blood Stem Cell Cultures , 2013, Biotechnology and bioengineering.

[45]  J. Hatzfeld,et al.  Gp130-Signaling synergizes with FL and TPO for the long-term expansion of cord blood progenitors , 1999, Leukemia.

[46]  H. Vu,et al.  Engraftment and lineage potential of adult hematopoietic stem and progenitor cells is compromised following short-term culture in the presence of an aryl hydrocarbon receptor antagonist. , 2014, Human gene therapy methods.

[47]  C. Schaniel,et al.  Epigenetic reprogramming induces the expansion of cord blood stem cells. , 2014, The Journal of clinical investigation.

[48]  I. Bernstein,et al.  Enhanced generation of cord blood hematopoietic stem and progenitor cells by culture with StemRegenin1 and Delta1Ext-IgG , 2014, Leukemia.

[49]  H. Enomoto,et al.  The neurotrophic factor receptor RET drives haematopoietic stem cell survival and function , 2014, Nature.

[50]  J. Kurtzberg,et al.  Total colony-forming units are a strong, independent predictor of neutrophil and platelet engraftment after unrelated umbilical cord blood transplantation: a single-center analysis of 435 cord blood transplants. , 2011, Biology of blood and marrow transplantation : journal of the American Society for Blood and Marrow Transplantation.

[51]  J. Adamson,et al.  CLINICAL OBSERVATIONS, INTERVENTIONS, AND THERAPEUTIC only. TRIALS , 2022 .

[52]  K. Ballen,et al.  Umbilical cord blood transplantation: the first 25 years and beyond. , 2013, Blood.

[53]  Martin Meier-Schellersheim,et al.  Systems biology in immunology: a computational modeling perspective. , 2011, Annual review of immunology.

[54]  Amnon Peled,et al.  Umbilical cord blood expansion with nicotinamide provides long-term multilineage engraftment. , 2014, The Journal of clinical investigation.

[55]  J. Harty,et al.  Impact of Inflammatory Cytokines on Effector and Memory CD8+ T Cells , 2014, Front. Immunol..

[56]  James W. Young,et al.  Cord blood units with low CD34+ cell viability have a low probability of engraftment after double unit transplantation. , 2010, Biology of blood and marrow transplantation : journal of the American Society for Blood and Marrow Transplantation.

[57]  Chuanfeng Wu,et al.  Clonal tracking of rhesus macaque hematopoiesis highlights a distinct lineage origin for natural killer cells. , 2014, Cell stem cell.

[58]  Ferdinando Chiacchio,et al.  Agent-Based Modeling of the Immune System: NetLogo, a Promising Framework , 2014, BioMed research international.