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Long-term time series analysis of quantum dot encoded cells by deconvolution of the autofluorescence signal
The monitoring of cells labeled with quantum dot endosome-targeted markers in a highly proliferative population provides a quantitative approach to determine the redistribution of quantum dot signal as cells divide over generations. We demonstrate that the use of time-series flow cytometry in conjunction with a stochastic numerical simulation to provide a means to describe the proliferative features and quantum dot inheritance over multiple generations of a human tumor population. However, the core challenge for long-term tracking where the original quantum dot fluorescence signal over time becomes redistributed across a greater cell number requires accountability of background fluorescence in the simulation. By including an autofluorescence component, we are able to continue even when this signal predominates (i.e., >80% of the total signal) and obtain valid readouts of the proliferative system. We determine the robustness of the technique by tracking a human osteosarcoma cell population over 8 days and discuss the accuracy and certainty of the model parameters obtained. This systems biology approach provides insight into both cell heterogeneity and division dynamics within the population and furthermore informs on the lineage history of its members. © 2010 International Society for Advancement of Cytometry
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Single cell phospho-specific flow cytometry can detect dynamic changes of phospho-Stat1 level in lung cancer cells
Single cell phospho-specific flow cytometry (SCPFC) enables the investigation of signaling network interactions and the categorization of disease outcome. While this method has been successfully used to study hematologic disorders, its application on solid tumors has not been examined. This study aimed to demonstrate the ability of SCPFC to detect dynamic changes of Tyrosine phospho-Stat1 (pStat1) in solid tumor models and in human tumor samples. In the human lung cancer cell line PC14PE6/AS2, the fluorescence intensity changes of pStat1 after IFN-γ stimulation were compatible to results obtained by Western blot analysis. In metastatic animal models, cancer cells from subcutaneous tumors, malignant ascites, and peritoneal tumors responded to IFN-γ. The pStat1 was activated in these cells after IFN-γ stimulation, with a 1.5- to 2.5-fold increase in fluorescence intensity compared to the unstimulated control. To examine the potential clinical application of SCPFC, cancer cells were collected from malignant pleural effusions (MPEs) of lung cancer patients to observe the activation of pStat1 after IFN-γ stimulation. Cell apoptosis after cisplatin treatment was evaluated by Annexin V staining, which showed that MPE cancer cells with higher pStat1 changes after IFN-γ stimulation were more resistant to cisplatin. In conclusion, there is a preliminary application of SCPFC to solid tumors and links to drug sensitivity are promising. © 2010 International Society for Advancement of Cytometry
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The snake venom peptide Bj-PRO-7a is a M1 muscarinic acetylcholine receptor agonist
Proline-rich peptides from Bothrops jararaca venom (Bj-PRO) were characterized based on the capability to inhibit the somatic angiotensin-converting enzyme. The pharmacological action of these peptides resulted in the development of Captopril, one of the best examples of a target-driven drug discovery for treatment of hypertension. However, biochemical and biological properties of Bj-PROs were not completely elucidated yet, and many recent studies have suggested that their activity relies on angiotensin-converting enzyme-independent mechanisms. Here, we show that Bj-PRO-7a (
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A simple method to sort ESC-derived adipocytes
Because of the increasing incidence of worldwide obesity, cell culture models which enable the study of adipose tissue development are of particular importance. The murine embryonic stem cell (ESC) line CGR8 differentiates into adipocytes with a differentiation efficiency of up to 15%. A critical step for the analysis of stem cell-derived adipogenesis is the reliable separation of adipocytes. Here we report on how to (i) gently separate the cells of embryoid bodies (EBs) and (ii) identify and sort adipocytes from the rest of the heterogeneous cell mixture. Up to the present, no adipocyte specific surface marker is known for fluorescence activated cell sorting (FACS). After separation we employed two independently existing FACS methods for adipocyte cell sorting. These methods are based on Nile red staining and granularity. For stem cell-derived adipocytes only the combination of both methods led to a reliable, efficient, and highly reproducible FACS analysis, as shown by the presence and absence of adipocyte specific markers in positively and negatively sorted cells. © 2010 International Society for Advancement of Cytometry
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Improved detection of nicotinamide adenine dinucleotide phosphate oscillations within human neutrophils
Kinetic studies of nicotinamide adenine dinucleotide phosphate autofluorescence have been conducted in adherent neutrophils using an improved microscopic photometry system incorporating low noise excitation and detection systems. Dynamic autofluorescence oscillations were found with periods ranging from ∼4 min to ∼10 s. The largest portion of the population of oscillating neutrophils (32%) had periods near 2 min. The next largest group at 25% exhibited periods of 1 min or less. These oscillations could not be accounted for by instrument artifacts, cell shape changes away from the focal plane, or other factors. They disappeared when detergent was added to oscillating cells. Higher-frequency oscillations disappeared as cells changed shape, indicating a correlation between these two processes. This approach provides a reliable method to monitor this cellular property. © 2010 International Society for Advancement of Cytometry
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Ex vivo analysis of SIV-infected cells by flow cytometry
Deciphering the complex interactions between human and simian immunodeficiency viruses (HIV/SIV) and their host cells is crucial to the development of improved therapies and vaccines. Investigating these relationships has been complicated by the inability to directly analyze infected cells among freshly isolated peripheral blood lymphocytes. Here, we describe a method to detect cells productively infected with SIVmac239 ex vivo from the blood or lymph nodes by flow cytometry. Using this method, we show a close correlation between the frequency of productively infected cells in both sample type and the plasma viral load. We define that the minimum threshold for detecting productively infected cells in lymph nodes by flow cytometry requires a plasma virus concentration of ∼2.5 × 104 vRNA copy Equivalents (Eq)/ml. Conversely, an approximately 2 logs higher plasma viral load is needed to detect productively infected cells in the peripheral blood. This novel protocol provides a direct analytical tool to assess interactions between SIV and host cells, which is of key importance to investigators in AIDS research. © 2010 International Society for Advancement of Cytometry.
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Hyperthermia alters the interaction of proteins of the Mre11 complex in irradiated cells
Radiosensitization of mammalian cells by heat is believed to involve the inhibition of repair of DNA double-strand breaks (DSBs). The Mre11 complex (composed of Mre11, Rad50, and Nbs1) is involved in DSB repair and forms foci at sites of radiation-induced DSBs. Heat induces the translocation of a significant amount of Mre11, Rad50, and Nbs1 from the nucleus to the cytoplasm, but little is known about how heat affects the integrity of the proteins still remaining in nuclei, or alters kinetics of formation/disappearance of DNA repair foci in heated, irradiated cells. Here, we show that hyperthermia alters the interaction between proteins of the Mre11 complex in irradiated human melanoma cells and inhibits the formation of repair foci. At various times after X-irradiation and/or heating (2 h at 41.5 or 42.5°C), the cells were fixed and stained for Mre11, Rad50, and Nbs1. Colocalization of proteins and formation and disappearance of nuclear foci in heated and/or irradiated cells, determined using confocal microscopy, were compared. In heated, irradiated cells, focus formation was inhibited for 2–8 h, and colocalization of the proteins of the Mre11 complex was reduced for 12–24 h post-treatment. Colocalization was recovered in irradiated cells within 24 h after heating at 41.5°C, but was inhibited longer after heating at 42.5°C. The decreased colocalization in heated, irradiated cells suggests that there is a decrease in protein interaction, and Mre11 complexes in nuclei disassemble after heating. Such changes could be involved, at least in part, in heat radiosensitization and inhibition of DSB repair. Also, the kinetics of disassembly and reassembly of Mre11 complexes appears to be dependent upon treatment temperature. © 2010 International Society for Advancement of Cytometry.
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Automated Sholl analysis of digitized neuronal morphology at multiple scales: Whole cell Sholl analysis versus Sholl analysis of arbor subregions
The morphology of dendrites and the axon determines how a neuron processes and transmits information. Neurite morphology is frequently analyzed by Sholl analysis or by counting the total number of neurites and branch tips. However, the time and resources required to perform such analysis by hand is prohibitive for the processing of large data sets and introduces problems with data auditing and reproducibility. Furthermore, analyses performed by hand or using course-grained morphometric data extraction tools can obscure subtle differences in data sets because they do not store the data in a form that facilitates the application of multiple analytical tools. To address these shortcomings, we have developed a program (titled “Bonfire”) to facilitate digitization of neurite morphology and subsequent Sholl analysis. Our program builds upon other available open-source morphological analysis tools by performing Sholl analysis on subregions of the neuritic arbor, enabling the detection of local level changes in dendrite and axon branching behavior. To validate this new tool, we applied Bonfire analysis to images of hippocampal neurons treated with 25 ng/ml brain-derived neurotrophic factor (BDNF) and untreated control neurons. Consistent with prior findings, conventional Sholl analysis revealed that global exposure to BDNF increases the number of neuritic intersections proximal to the soma. Bonfire analysis additionally uncovers that BDNF treatment affects both root processes and terminal processes with no effect on intermediate neurites. Taken together, our data suggest that global exposure of hippocampal neurons to BDNF results in a reorganization of neuritic segments within their arbors, but not necessarily a change in their number or length. These findings were only made possible by the neurite-specific Sholl data returned by Bonfire analysis. © 2010 International Society for Advancement of Cytometry
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A method of quantifying cell sorting yield in “real time”
Cell sorting flow cytometers sort cells by applying electrical charges to a stream that forms liquid droplets containing the cells at a set time after sample interrogation. The correct time to apply these charges is determined based on calibration beads and automated technology. The central tenet of this method is that beads accurately indicate the yield of cells sorted using the same instrument parameters. HEK293T cells were incubated with Accudrop™ calibration beads. Cell incorporation of beads by phagocytosis was confirmed by imaging cytometry. Cells containing beads were analyzed and sorted on unmodified commercially available cell sorters that have automated technology for setting drop delay times. Based on cell sorter drop delay times optimized using beads, sorting experiments demonstrate that yield can be assessed in real time using bead loaded cells and existing technology. Here, data presented show that cells have lower sorting yields than indicated using beads. Further, this data show clear trends related to nozzle tip diameter and sorting yield. The present study demonstrates a method to quantify yield “on the fly” during cell sorting, that is separated from drop charge counts and removes the variables associated with yield assessment from collection tubes. These data have implications for the expected recovery of cells from sorting experiments. © 2010 International Society for Advancement of Cytometry
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Optimizing the setup of a flow cytometric cell sorter for efficient quantitative sorting of long filamentous cyanobacteria
Heterogeneity within natural phytoplankton communities makes it very difficult to analyze parameters at the single-cell level. Flow cytometric sorting is therefore a useful tool in aquatic sciences, as it provides material for post-sort analysis and culturing. Sorting subpopulations from natural communities, however, often requires handling morphologically diverse and complex particles with various abundances. Long particles, such as filament-forming cyanobacteria (>100-μm long), prove very difficult to handle. These potentially toxic organisms are widespread in eutrophic systems and have important ecological consequences. Being able to sort filamentous cyanobacteria efficiently and as viable cells is therefore highly desirable when studying factors associated with their toxicity and occurrence. This unconventional sorting requires extensive user experience and special instrument setup. We have investigated the effect of hydrodynamic and electromechanical components of a flow cytometer, and sorting protocol on the quantitative sorting efficiency of these long particles using two filamentous cyanobacterial strains with average lengths of ∼100 and ∼300 μm. Sorting efficiency ranged from 9.4 to 96.0% and was significantly affected by filament length, sorting envelope, drop delay (dd), and for the long species also by tip size, but not by cycle time. Filaments survived sorting and were not damaged. The optimal settings found for the modular MoFlo® cell-sorter to sort the filaments were a 100-μm flow tip at 30 psi (207 kPa) with a three-droplet envelope in Enrich mode while using an extended analysis time of 17.6 μs and an intermediate plate charge and deflection percentage combination of 3,000 V/60%, combined with a dd 0 for the cultures with 100-μm filaments and dd +1 for the culture with 300-μm filaments. To the best of our knowledge, the filaments up to 1063.5 μm sorted in this study are the longest ever sorted. © 2010 International Society for Advancement of Cytometry
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Proinflammatory activation pattern of human umbilical vein endothelial cells induced by IL-1β, TNF-α, and LPS
Endothelial cells play a critical role in inflammation by responding to several endogenous and exogenous proinflammatory stimuli. The three most studied factors that provide inflammatory signals to endothelial cells are lipopolysaccharide (LPS), tumor necrosis factor (TNF)-α, and interleukin (IL)-1β; however, their effects on endothelial cells were thoroughly compared at the level of gene expression only. Therefore, our aim was to assess the differences in the signaling pathways, adhesion molecules, and cytokines induced by proinflammatory factors in human umbilical vein endothelial cells (HUVEC). In this study, we demonstrated that signaling of LPS was less effective than that of IL-1β, and was significantly slower than that ofTNF-α and IL-1β, which can be partially explained by the special localization of Toll-like receptor 4 (TLR4). We showed that TLR4 is mainly localized in Golgi apparatus in HUVEC. The proinflammatory capacity of TNF-α was similar to that of IL-1β in inducing NF-κB nuclear translocation, while IL-1β was the strongest activator of MAPK pathways. Moreover, expression of E-selectin, IL-6, and IL-8 was induced most efficiently by IL-1β, while LPS and TNF-α had less effect, whereas we did not find such a difference in ICAM-1 and MCP-1 expression. Due to the higher induction of E-selectin and IL-8, IL-1β might have more important role in neutrophil recruitment than LPS and TNF-α. By above-mentioned parameters we identified a signaling and expression pattern for the three proinflammatory molecules. This pattern illustrates how complex a proinflammatory process can be, and may enable us to predict and compare the pathomechanism of various inflammatory diseases. © 2010 International Society for Advancement of Cytometry
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Robust gridding of TMAs after whole-slide imaging using template matching
Tissue microarrays (TMAs) represent an important approach for the high-throughput cellular analysis of large numbers of tissue samples on one single slide in research related to diagnostics and oncology. Whole-slide imaging now enables full scanning and subsequent image analysis of such TMAs. In contrast to automatically spotted RNA microarrays, TMAs are fabricated manually and mechanically by arranging hundreds of tissue cores in a single paraffin block. This procedure frequently results in quality problems severely hampering the later automatic image analysis of TMAs after whole-slide imaging. We therefore set out to (a) determine the extent of these quality issues in exemplary TMAs and (b) to develop a robust gridding method to identify the logical position coordinates of each TMA core on a virtual TMA slide. We present the first robust method identifying these coordinates by shifting a template grid over all cores of the TMA (template matching) and thereby measuring in how far the grid matches a predefined list of cores on the virtual TMA Slide. Analysis of 20 TMAs from Breast Cancer as well as 40 Head-and-Neck Cancer showed that frequent TMA layout issues comprise low staining, debris, core displacement, nonuniform background, missing cores, and rotated subarrays. On this highly demanding test comprising chromogen as well as fluorescence stained TMAs, our template matching method achieved an excellent position analysis. Of 8900 cores, 8864 (99.59%) were assigned properly. In all 60 slides of the test set, no localization error occurred. The automatic grid analysis of TMAs after whole-slide imaging is highly demanding and requires dedicated algorithms. We demonstrate such a method and evaluate its performance. © 2010 International Society for Advancement of Cytometry
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Flow cytometric analysis of the uptake of low-density lipoprotein by endothelial cells in microfluidic channels
Acceptance of microfluidic technology in everyday laboratory practice by biologists is still low. One of the reasons for this is that the technology combines poorly with standard cell biological and biochemical analysis tools. Flow cytometry is an example of a conventional analytical tool that is considered to be incompatible with microfluidic technology and its inherent small sample sizes. In this study, it is shown that properly designed microfluidic devices contain cell populations that are large enough to be analyzed by flow cytometry. To illustrate this, the uptake of fluorescent human low-density lipoprotein (LDL) by human endothelial cells that were cultured in a microfluidic channel was analyzed. It was found that the uptake of LDL by the cells increased linearly over time. Moreover, the uptake decreased when cells were pretreated with fluid shear stress inside the microfluidic devices. This study shows that microfluidic technology can be combined with conventional flow cytometry, while retaining the advantages of working with microfluidics such as low reagent use and dynamic cell culture conditions. This approach of combining microfluidic technology with conventional laboratory tools may contribute to greater acceptance of microfluidic devices in biological research. © 2010 International Society for Advancement of Cytometry
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Helping flow cytometry communities grow
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An improved technique for calculating relative response in cellular proliferation experiments
Investigating the response of cells to specific agonists may involve the use of cell tracking dyes to assess the extent of stimulated proliferation, frequently reported as the proliferation index (PI). Calculation of PI uses a model for cell division that expects the cell number to double as cells proliferate through each successive generation. It is often useful to compare the PI of a stimulated control population with that of a population in the presence of some agent, whether chemical, pharmacologic, or cellular. For such comparison studies, the nature of the metric being used must be taken into account to accurately assess the extent of inhibition. Specifically, the metric used in ModFit LT (Verity Software House, Topsham, ME) and in FCS Express (De Novo Software, Los Angeles, CA) uses a metric with a lower limit of unity, whereas the metric used in FlowJo (Treestar, Ashland, OR) has a lower limit of zero. For studies involving cell proliferation comparisons using tracking dye dilution, a new equation is proposed as the appropriate calculation to use when determining the percent of relative response based on proliferation index values for a metric whose lower limit is unity.
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Analysis of quantum dot fluorescence stability in primary blood mononuclear cells
A quantitative assessment of fluorescence signal generation and persistence in blood cells, measured at multiple points over a time course, is presented. Quantum dots (QDs) are inorganic fluorophores that are photostable and nonmetabolized and so can provide quantitative measures of cell biology over multiple cell generations. However, if the potential of these nanoparticles for long-term reporting is to be realized, an understanding of the stability of their fluorescence in living cells is essential. CdTe/ZnS and CdSe/ZnS core/shell dots with peak emission wavelengths of 705 nm and 585 nm, respectively, were loaded, via endocytosis into mononuclear cells extracted from primary blood and flow cytometry used to measure the average fluorescence intensity per cell within populations >104. Time-based study showed a saturation-limited uptake of QDs with a characteristic time of 20 min and a maximum fluorescence signal that is linearly proportional to dot solution concentration. The fluorescence signal decreases after attachment and internalization within cells and is accurately described by a biexponential decay with a rapid initial decay followed by a much slower signal loss with characteristic times of 435 and 7,000 min respectively. Comparison with control samples indicates that interaction with the culture media is a major contributory factor to the initial signal decay. These results provide phenomenological descriptions of the evolving QD fluorescence within live cells with associated analytical equations that allow quantitative assessment of QD-based assays. © 2010 International Society for Advancement of Cytometry
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Volume 77A, Number 9 September, 2010 Cover Image
Cells have many facets related to their phenotype and function. Depending on your observational perspective, they appear different. This dodecahedron symbolizes the polychromatic nature of cells once they have been labeled and measured as outlined in detail in the focus topic of this issue.
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In this issue
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Journal roundup
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OMIPs—Orchestrating multiplexity in polychromatic science
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Minimum information about a flow cytometry experiment (MIFlowCyt) checklist (Numbered in accordance with MIFlowCyt 1.0 document)
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Publication of optimized multicolor immunofluorescence panels
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OMIP-001: Quality and phenotype of Ag-responsive human T-cells
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OMIP-002: Phenotypic analysis of specific human CD8+ T-cells using peptide-MHC class I multimers for any of four epitopes
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Standardized single-platform assay for human monocyte subpopulations: Lower CD14+CD16++ monocytes in females
We present a novel single-platform assay for determination of the absolute number of human blood monocyte subpopulations, i.e., the CD14++CD16− and the CD14+CD16++ monocytes. A four-color combination of antibodies to CD14, CD16, CD45, and HLA-DR reduces the spill-over of natural killer cells and of granulocytes into the CD14+CD16++ monocyte gate. For these CD14+CD16++ monocytes, the intra-assay coefficient of variation (CV) was 4.1% and the inter-assay CV was 8.5%. Looking at a cohort of 40 donors aged 18–60 years, we found no age dependence. There was however an effect of gender in that females had lower CD14+CD16++ monocytes (45.4 ± 13.5 cells/μl) compared with males (59.1 ± 20.3 cells/μl) (P < 0.02). Using this novel approach, we can confirm that exercise will lead to more than three-fold increase of the CD14+CD16++ monocytes. Also, we show that therapy with low doses of glucocorticoids will deplete these cells. This robust single-platform assay may be a useful tool for monitoring the absolute number of monocyte subpopulations in health and disease. © 2010 International Society for Advancement of Cytometry
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Application of polychromatic flow cytometry to identify novel subsets of circulating cells with angiogenic potential
Defining whether human circulating proangiogenic cells represent a subset of the hematopoietic system and express CD45 or are hematopoietic derivatives that do not express CD45 (and are called endothelial progenitor cells) remains controversial. We have previously developed a polychromatic flow cytometry (PFC) protocol to isolate subsets of hematopoietic cells and we now identify the circulating pool of CD34+CD45dim cells representing functional circulating hematopoietic stem and progenitor cells (CHSPCs) that can be separated on the basis of AC133 expression and report that the AC133+ subset of the CHSPCs enhances the growth of tumor blood vessels in vivo in immunodeficient mice. In addition, the ratio of AC133+ proangiogenic CHSPCs to AC133− nonangiogenic CHSPCs unambiguously correlates with the severity of the clinical state of patients with peripheral arterial disease. In sum, a PFC protocol validated via in vitro and in vivo analyses, can be used to interrogate the roles of human hematopoietic elements in the growth and maintenance of the vasculature. © 2010 International Society for Advancement of Cytometry
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Detection of molecular targets on the surface of CD34+CD38− bone marrow cells in myelodysplastic syndromes
Myelodysplastic syndrome (MDS) is a kind of clonal stem-cell disorder in which aberration within a hematopoietic stem cell (HSC) gives rise to the entire disease as in acute myeloid leukemia (AML). Studies have showed that contrasting normal stem cells, AML stem cells express CD96 and CD123, but lack of CD90, although both of them reside within the CD34+CD38− population. So far, little is known about expression of the markers on MDS HSC. In this study, we analyzed the immunophenotypic characteristics of CD34+CD38− bone marrow (BM) cells by multicolor flow cytometry in 38 patients with MDS and 10 control patients. We found that CD34+CD38− BM cells coexpressed CD13, CD33, CD117, CD133, and HLA-DR almost in all patients, but in MDS they expressed higher amounts of CD13 (79% ± 16% vs. 36% ± 13%, P < 0.05) and CD133 (66% ± 20% vs. 25% ± 13%, P < 0.05). CD90 was expressed in all control patients but just in 63% of patients with MDS. No control patients had an expression of CD2, CD5, CD7, CD44, CD96, and CD123, which expressed variable amounts in 17–53% of patients with MDS. The level of CD13 in RCMD (89% ± 7%), RAEB-1 (88% ± 11%), and RAEB-2 (81% ± 13%) were obviously higher than that of RA (63% ± 16%, P < 0.05). CD2, CD5, and CD7 were more frequently observed in RAEB or INT and HIGH-R cases. Taken together, we demonstrate MDS stem cells display deranged phenotypic abnormalities that may make them particularly difficult to eradicate using therapies targeted against surface antigens, and the percentage of cells expressing CD13 is notably higher in patients with high-grade MDS that may be a potential prognostic indicator of MDS in the future. © 2010 International Society for Advancement of Cytometry
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Measurement of conatumumab-induced apoptotic activity in tumors by fine needle aspirate sampling
Conatumumab is a monoclonal antibody specific for death receptor 5 (DR5) that activates caspases leading to DNA fragmentation and tumor-cell death. Like other Tumor Necrosis Factor-Related Apoptosis-Inducing Ligand (TRAIL) receptor therapies, conatumumab is currently being evaluated in clinical trials across a variety of tumor types. However, molecular evidence of on-target drug activity in tumors is often an elusive goal for clinical investigation. Here we evaluated a translational approach using a relevant biopsy method, fine needle aspirates (FNAs), to study the on-target pharmacodynamics of conatumumab pre-clinically. As detected by laser scanning cytometry, drug-induced caspase-3 activation in FNA biopsies of Colo205 xenografts correlated well with activated caspase-3 in conventional section-based samples. Furthermore, in tumor-bearing mice, surrogate assays of serum caspase-3/7 activity and serum drug exposure correlated with in situ caspase-3 activation. We found that one advantage of FNA sampling over other sampling techniques was the ability to measure caspase activity on a per cell basis using DNA content information. To adapt the utility of FNAs for measuring pharmacodynamic markers in humans, detection of activated caspase-3 was multiplexed with EpCAM to characterize mock and clinical FNAs from colorectal and nonsmall cell lung cancer patients. These data suggest that FNA sampling is a practical method to cytometrically evaluate tumors for pharmacological impact in a clinical setting. © 2010 International Society for Advancement of Cytometry
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Digital analysis and sorting of fluorescence lifetime by flow cytometry
Frequency-domain flow cytometry techniques are combined with modifications to the digital signal-processing capabilities of the open reconfigurable cytometric acquisition system (ORCAS) to analyze fluorescence decay lifetimes and control sorting. Real-time fluorescence lifetime analysis is accomplished by rapidly digitizing correlated, radiofrequency (RF)-modulated detector signals, implementing Fourier analysis programming with ORCAS' digital signal processor (DSP) and converting the processed data into standard cytometric list mode data. To systematically test the capabilities of the ORCAS 50 MS/sec analog-to-digital converter (ADC) and our DSP programming, an error analysis was performed using simulated light scatter and fluorescence waveforms (0.5–25 ns simulated lifetime), pulse widths ranging from 2 to 15 μs, and modulation frequencies from 2.5 to 16.667 MHz. The standard deviations of digitally acquired lifetime values ranged from 0.112 to >2 ns, corresponding to errors in actual phase shifts from 0.0142° to 1.6°. The lowest coefficients of variation (<1%) were found for 10-MHz modulated waveforms having pulse widths of 6 μs and simulated lifetimes of 4 ns. Direct comparison of the digital analysis system to a previous analog phase-sensitive flow cytometer demonstrated similar precision and accuracy on measurements of a range of fluorescent microspheres, unstained cells, and cells stained with three common fluorophores. Sorting based on fluorescence lifetime was accomplished by adding analog outputs to ORCAS and interfacing with a commercial cell sorter with a RF-modulated solid-state laser. Two populations of fluorescent microspheres with overlapping fluorescence intensities but different lifetimes (2 and 7 ns) were separated to ∼98% purity. Overall, the digital signal acquisition and processing methods we introduce present a simple yet robust approach to phase-sensitive measurements in flow cytometry. The ability to simply and inexpensively implement this system on a commercial flow sorter will allow both better dissemination of this technology and better exploitation of the traditionally underutilized parameter of fluorescence lifetime. Published 2010 Wiley-Liss, Inc.
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Correlation analysis of intracellular and secreted cytokines via the generalized integrated mean fluorescence intensity
The immune response in humans is usually assessed using immunogenicity assays to provide biomarkers as correlates of protection (CoP). Flow cytometry is the assay of choice to measure intracellular cytokine staining (ICS) of cell-mediated immune (CMI) biomarkers. For CMI analysis, the integrated mean fluorescence intensity (iMFI) was introduced as a metric to represent the total functional CMI response as a CoP. iMFI is computed by multiplying the relative frequency (percent positive) of cells expressing a particular cytokine with the MFI of that population, and correlates better with protection in challenge models than either the percentage or the MFI of the cytokine-positive population. While determination of the iMFI as a CoP can readily be accomplished in animal models that allow challenge/protection experiments, this is not feasible in humans for ethical reasons. As a first step toward extending the iMFI concept to humans, we investigated the correlation of the iMFI derived from a human innate immune response ICS assay with functional cytokine release into the culture supernatant, as innate cytokines need to be released to have a functional impact. Next, we developed a quantitatively more correlative mathematical approach for calculating the functional response of cytokine-producing cells by incorporating the assignment of different weights to the magnitude (frequency of cytokine-positive cells) and the quality (the MFI) of the observed innate immune response. We refer to this model as generalized iMFI. © 2010 International Society for Advancement of Cytometry
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