Scoring CFU-GM colonies in vitro by data fusion: a first account.
OBJECTIVE: In vitro models of hematopoiesis used in investigative hematopathology and in safety studies on candidate drugs,involve clonogenic assays on colony-forming unit granulocyte macrophage (CFU-GM). These assays require live and unstained colonies to be counted. Most laboratories still rely on visual scoring,which is time-consuming and error-prone. As a consequence,automated scoring is highly desired. An algorithm that recognizes and scores CFU-GM colonies by data fusion has been developed. Some preliminary results are presented in this article. METHODS: CFU-GM assays were carried out on hematopoietic progenitors (human umbilical cord blood cells) grown in methylcellulose. Colony images were acquired by a digital camera and stored. RESULTS: The classifier was designed to process images of layers sampled from a three-dimensional (3D) domain and forming a stack. Structure and texture information was extracted from each image. Classifier training was based on a 3D colony model applied to the image stack. The number of scored colonies (assigned class) was required to match the count supplied by the human expert (class of belonging). The trained classifier was validated on one more stack and then applied to a stack with overlapping colonies. Scoring in distortion- and caustic-affected border areas was also successfully demonstrated. Because of hardware limitations,compact colonies in some cases were missed. CONCLUSIONS: The industry's scoring methods all rely on structure alone and process 2D data. Instead,the classifier here fuses data from a whole stack and is capable,in principle,of high-throughput screening.
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Zhang Q-S et al. (DEC 2010)
Blood 116 24 5140--8
Fancd2-/- mice have hematopoietic defects that can be partially corrected by resveratrol.
Progressive bone marrow failure is a major cause of morbidity and mortality in human Fanconi Anemia patients. In an effort to develop a Fanconi Anemia murine model to study bone marrow failure,we found that Fancd2(-/-) mice have readily measurable hematopoietic defects. Fancd2 deficiency was associated with a significant decline in the size of the c-Kit(+)Sca-1(+)Lineage(-) (KSL) pool and reduced stem cell repopulation and spleen colony-forming capacity. Fancd2(-/-) KSL cells showed an abnormal cell cycle status and loss of quiescence. In addition,the supportive function of the marrow microenvironment was compromised in Fancd2(-/-) mice. Treatment with Sirt1-mimetic and the antioxidant drug,resveratrol,maintained Fancd2(-/-) KSL cells in quiescence,improved the marrow microenvironment,partially corrected the abnormal cell cycle status,and significantly improved the spleen colony-forming capacity of Fancd2(-/-) bone marrow cells. We conclude that Fancd2(-/-) mice have readily quantifiable hematopoietic defects,and that this model is well suited for pharmacologic screening studies.
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Shi S et al. (SEP 2011)
Journal of Visualized Experiments 55 e3010
A high-throughput automated platform for the development of manufacturing cell lines for protein therapeutics
The fast-growing biopharmaceutical industry demands speedy development of highly efficient and reliable production systems to meet the increasing requirement for drug supplies. The generation of production cell lines has traditionally involved manual operations that are labor-intensive,low-throughput and vulnerable to human errors. We report here an integrated high-throughput and automated platform for development of manufacturing cell lines for the production of protein therapeutics. The combination of BD FACS Aria Cell Sorter,CloneSelect Imager and TECAN Freedom EVO liquid handling system has enabled a high-throughput and more efficient cell line development process. In this operation,production host cells are first transfected with an expression vector carrying the gene of interest (1),followed by the treatment with a selection agent. The stably-transfected cells are then stained with fluorescence-labeled anti-human IgG antibody,and are subsequently subject to flow cytometry analysis (2-4). Highly productive cells are selected based on fluorescence intensity and are isolated by single-cell sorting on a BD FACSAria. Colony formation from single-cell stage was detected microscopically and a series of time-laps digital images are taken by CloneSelect Imager for the documentation of cell line history. After single clones have formed,these clones were screened for productivity by ELISA performed on a TECAN Freedom EVO liquid handling system. Approximately 2,000 - 10,000 clones can be screened per operation cycle with the current system setup. This integrated approach has been used to generate high producing Chinese hamster ovary (CHO) cell lines for the production of therapeutic monoclonal antibody (mAb) as well as their fusion proteins. With the aid of different types of detecting probes,the method can be used for developing other protein therapeutics or be applied to other production host systems. Comparing to the traditional manual procedure,this automated platform demonstrated advantages of significantly increased capacity,ensured clonality,traceability in cell line history with electronic documentation and much reduced opportunity in operator error.
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Poulsen C et al. (AUG 2015)
Toxicology letters 237 1 21--9
Differential cytotoxicity of long-chain bases for human oral gingival epithelial keratinocytes, oral fibroblasts, and dendritic cells.
Long-chain bases are present in the oral cavity. Previously we determined that sphingosine,dihydrosphingosine,and phytosphingosine have potent antimicrobial activity against oral pathogens. Here,we determined the cytotoxicities of long-chain bases for oral cells,an important step in considering their potential as antimicrobial agents for oral infections. This information would clearly help in establishing prophylactic or therapeutic doses. To assess this,human oral gingival epithelial (GE) keratinocytes,oral gingival fibroblasts (GF),and dendritic cells (DC) were exposed to 10.0-640.0 μM long-chain bases and glycerol monolaurate (GML). The effects of long-chain bases on cell metabolism (conversion of resazurin to resorufin),membrane permeability (uptake of propidium iodide or SYTOX-Green),release of cellular contents (LDH),and cell morphology (confocal microscopy) were all determined. GE keratinocytes were more resistant to long-chain bases as compared to GF and DC,which were more susceptible. For DC,0.2-10.0 μM long-chain bases and GML were not cytotoxic; 40.0-80.0 μM long-chain bases,but not GML,were cytotoxic; and 80.0 μM long-chain bases induced cellular damage and death in less than 20 min. The LD50 of long-chain bases for GE keratinocytes,GF,and DC were considerably higher than their minimal inhibitory concentrations for oral pathogens,a finding important to pursuing their future potential in treating periodontal and oral infections.
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Young J et al. (SEP 2015)
Journal of Immunological Methods 424 91--99
A novel immunoassay to measure total serum lymphotoxin�?α levels in the presence of an anti-LTα therapeutic antibody
During drug development,measurement of suitable pharmacodynamic biomarkers is key to establishing in vivo drug activity. Binding of monoclonal antibody (mAb) therapeutics to soluble target proteins often results in elevated serum levels of their target antigen,and measuring total (free and bound) concentration of the target antigen can be an important means of demonstrating that the mAb has reached its specific target. However,accurately measuring soluble circulating antigen in preclinical or clinical samples in the presence of a therapeutic mAb presents a bioanalytical challenge. Particularly in the case of low molecular weight and/or multimeric targets,epitopes for capture and detection of the target by reagent antibodies can be obscured by bound therapeutic mAb. Lymphotoxin-alpha (LTα) is a cytokine in the TNF superfamily that has been implicated in the pathophysiology of autoimmune disease,and is a therapeutic target for neutralizing mAb. During preclinical safety studies in cynomolgus macaques,we encountered difficulties in measuring total LTα in serum of dosed animals. When serum LTα trimer was saturated with the anti-LTα mAb,binding of two reagent antibodies,as required for a classic sandwich ELISA,was not feasible,and dissociation methods were also found to be unsuitable. We therefore developed an approach in which excess anti-LTα mAb was added to the in vitro assay system to fully saturate all binding sites,and an anti-idiotypic antibody was used to detect bound therapeutic antibody. Using this method,total LTα could be accurately measured in cynomolgus macaque serum,and was observed to increase with increasing anti-LTα therapeutic mAb dose. Additional in vitro studies demonstrated that the method worked equally well in human serum. This assay strategy will be useful for quantifying total concentrations of other small and/or multimeric target proteins in the presence of a therapeutic antibody.
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Reichert AJ et al. (DEC 2015)
Protein Engineering Design and Selection 28 12 553--65
Optimisation of a system for the co-translational incorporation of a keto amino acid and its application to a tumour-specific Anticalin
The bioorthogonal keto group has attracted interest for the site-specific chemical conjugation of recombinant proteins under mild conditions,e.g. with aminooxy-functionalised fluorescent probes,radiometal chelates,toxins or polymers. However,the cotranslational incorporation of the corresponding non-canonical amino acid p-acetyl-L-phenylalanine (Apa) into proteins expressed in Escherichia coli by means of amber suppression using a previously described system with a mutated tRNA and an engineered tyrosyl-tRNA synthetase from Methanococcus jannaschii shows limited efficiency and considerable promiscuity towards endogenous amino acids. Employing a one-plasmid system that encodes all three components required for selection,i.e. the modified aminoacyl-tRNA synthetase (aaRS),the cognate amber suppressor tRNA and the enhanced green fluorescent protein equipped with an amber stop codon and serving as reporter,we have generated an Apa-specific aaRS&tRNA pair with considerably improved efficiency (17-fold increased expression) and also fidelity (6-fold). To this end,both the aaRS and the tRNA were subjected to doped random mutagenesis and selection in altogether four evolutionary cycles using fluorescence-activated bacterial cell sorting as well as automated screening of microcultures. The resulting aaRS&tRNA pair was applied to the functionalisation of an Anticalin with specificity towards oncofetal fibronectin by introducing a keto group at a permissible site for subsequent conjugation with a fluorescent dye,thus allowing visualisation of this tumour target under the microscope.
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Perna F et al. (OCT 2017)
Cancer cell 32 4 506--519.e5
Integrating Proteomics and Transcriptomics for Systematic Combinatorial Chimeric Antigen Receptor Therapy of AML.
Chimeric antigen receptor (CAR) therapy targeting CD19 has yielded remarkable outcomes in patients with acute lymphoblastic leukemia. To identify potential CAR targets in acute myeloid leukemia (AML),we probed the AML surfaceome for overexpressed molecules with tolerable systemic expression. We integrated large transcriptomics and proteomics datasets from malignant and normal tissues,and developed an algorithm to identify potential targets expressed in leukemia stem cells,but not in normal CD34+CD38- hematopoietic cells,T cells,or vital tissues. As these investigations did not uncover candidate targets with a profile as favorable as CD19,we developed a generalizable combinatorial targeting strategy fulfilling stringent efficacy and safety criteria. Our findings indicate that several target pairings hold great promise for CAR therapy of AML.
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Drowley L et al. (FEB 2016)
Stem cells translational medicine 5 2 164--74
Human Induced Pluripotent Stem Cell-Derived Cardiac Progenitor Cells in Phenotypic Screening: A Transforming Growth Factor-β Type 1 Receptor Kinase Inhibitor Induces Efficient Cardiac Differentiation.
Several progenitor cell populations have been reported to exist in hearts that play a role in cardiac turnover and/or repair. Despite the presence of cardiac stem and progenitor cells within the myocardium,functional repair of the heart after injury is inadequate. Identification of the signaling pathways involved in the expansion and differentiation of cardiac progenitor cells (CPCs) will broaden insight into the fundamental mechanisms playing a role in cardiac homeostasis and disease and might provide strategies for in vivo regenerative therapies. To understand and exploit cardiac ontogeny for drug discovery efforts,we developed an in vitro human induced pluripotent stem cell-derived CPC model system using a highly enriched population of KDR(pos)/CKIT(neg)/NKX2.5(pos) CPCs. Using this model system,these CPCs were capable of generating highly enriched cultures of cardiomyocytes under directed differentiation conditions. In order to facilitate the identification of pathways and targets involved in proliferation and differentiation of resident CPCs,we developed phenotypic screening assays. Screening paradigms for therapeutic applications require a robust,scalable,and consistent methodology. In the present study,we have demonstrated the suitability of these cells for medium to high-throughput screens to assess both proliferation and multilineage differentiation. Using this CPC model system and a small directed compound set,we identified activin-like kinase 5 (transforming growth factor-β type 1 receptor kinase) inhibitors as novel and potent inducers of human CPC differentiation to cardiomyocytes. Significance: Cardiac disease is a leading cause of morbidity and mortality,with no treatment available that can result in functional repair. This study demonstrates how differentiation of induced pluripotent stem cells can be used to identify and isolate cell populations of interest that can translate to the adult human heart. Two separate examples of phenotypic screens are discussed,demonstrating the value of this biologically relevant and reproducible technology. In addition,this assay system was able to identify novel and potent inducers of differentiation and proliferation of induced pluripotent stem cell-derived cardiac progenitor cells.
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