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1.
Vaccine ; 29(31): 5031-9, 2011 Jul 12.
Article in English | MEDLINE | ID: mdl-21616113

ABSTRACT

As a result of thermal instability, some live attenuated viral (LAV) vaccines lose substantial potency from the time of manufacture to the point of administration. Developing regions lacking extensive, reliable refrigeration ("cold-chain") infrastructure are particularly vulnerable to vaccine failure, which in turn increases the burden of disease. Development of a robust, infectivity-based high throughput screening process for identifying thermostable vaccine formulations offers significant promise for vaccine development across a wide variety of LAV products. Here we describe a system that incorporates thermal stability screening into formulation design using heat labile measles virus as a prototype. The screening of >11,000 unique formulations resulted in the identification of liquid formulations with marked improvement over those used in commercial monovalent measles vaccines, with <1.0 log loss of activity after incubation for 8h at 40°C. The approach was shown to be transferable to a second unrelated virus, and therefore offers significant promise towards the optimization of formulation for LAV vaccine products.


Subject(s)
Chemistry, Pharmaceutical/methods , Measles Vaccine/chemistry , Measles virus/drug effects , Measles virus/radiation effects , Drug Stability , Excipients/chemistry , High-Throughput Screening Assays/methods , Humans , Measles virus/pathogenicity , Temperature
2.
Cytometry A ; 71(1): 16-27, 2007 Jan.
Article in English | MEDLINE | ID: mdl-17211881

ABSTRACT

BACKGROUND: This study examined whether hierarchical clustering could be used to detect cell states induced by treatment combinations that were generated through automation and high-throughput (HT) technology. Data-mining techniques were used to analyze the large experimental data sets to determine whether nonlinear, non-obvious responses could be extracted from the data. METHODS: Unary, binary, and ternary combinations of pharmacological factors (examples of stimuli) were used to induce differentiation of HL-60 cells using a HT automated approach. Cell profiles were analyzed by incorporating hierarchical clustering methods on data collected by flow cytometry. Data-mining techniques were used to explore the combinatorial space for nonlinear, unexpected events. Additional small-scale, follow-up experiments were performed on cellular profiles of interest. RESULTS: Multiple, distinct cellular profiles were detected using hierarchical clustering of expressed cell-surface antigens. Data-mining of this large, complex data set retrieved cases of both factor dominance and cooperativity, as well as atypical cellular profiles. Follow-up experiments found that treatment combinations producing "atypical cell types" made those cells more susceptible to apoptosis. CONCLUSIONS Hierarchical clustering and other data-mining techniques were applied to analyze large data sets from HT flow cytometry. From each sample, the data set was filtered and used to define discrete, usable states that were then related back to their original formulations. Analysis of resultant cell populations induced by a multitude of treatments identified unexpected phenotypes and nonlinear response profiles.


Subject(s)
Cluster Analysis , Flow Cytometry/methods , Algorithms , Data Interpretation, Statistical , HL-60 Cells , Humans
3.
J Biol Chem ; 280(39): 33101-8, 2005 Sep 30.
Article in English | MEDLINE | ID: mdl-16020540

ABSTRACT

The hematopoietic stem cell (HSC) gives rise to all mature, terminally differentiated cells of the blood. Here we show that calmodulin-dependent protein kinase IV (CaMKIV) is present in c-Kit+ ScaI+ Lin(-/low) hematopoietic progenitor cells (KLS cells) and that its absence results in hematopoietic failure, characterized by a diminished KLS cell population and by an inability of these cells to reconstitute blood cells upon serial transplantation. KLS cell failure in the absence of CaMKIV is correlated with increased apoptosis and proliferation of these cells in vivo and in vitro. In turn, these cell biological defects are correlated with decreases in CREB-serine 133 phosphorylation as well as in CREB-binding protein (CBP) and Bcl-2 levels. Re-expression of CaMKIV in Camk4-/- KLS cells results in the rescue of the proliferation defects in vitro as well as in the restoration of CBP and Bcl-2 to wild type levels. These studies show that CaMKIV is a regulator of HSC homeostasis and suggest that its effects may be in part mediated via regulation of CBP and Bcl-2.


Subject(s)
Calcium-Calmodulin-Dependent Protein Kinases/metabolism , Gene Expression Regulation, Enzymologic , Hematopoietic Stem Cells/cytology , Hematopoietic Stem Cells/enzymology , Homeostasis , Animals , Apoptosis , Calcium-Calmodulin-Dependent Protein Kinase Type 4 , Calcium-Calmodulin-Dependent Protein Kinases/genetics , Cell Proliferation , Cell Transplantation , Cells, Cultured , Hematopoietic Stem Cells/physiology , Mice , Mice, Congenic , Mice, Knockout , Models, Biological , Phosphorylation , Proto-Oncogene Proteins c-bcl-2/metabolism , Serine/metabolism , Time Factors , Transplantation, Homologous
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