DebarcodeR increases fluorescent cell barcoding capacity and accuracy.

Fluorescent cell barcoding (FCB) enables efficient collection of tens to hundreds of flow cytometry samples by covalently marking cells with varying concentration of spectrally distinct dyes. A key consideration in FCB is to balance the density of dye barcodes, the complexity of cells in the sample, and the desired accuracy of the debarcoding. Unfortunately, barcoding bench and computational methods have not benefited from the high dimensional revolution in cytometry due to a lack of automated computational tools that effectively balance these common cytometry needs. DebarcodeR addresses these unmet needs by providing a framework for computational debarcoding augmented by improvements to experimental methods. Adaptive regression modeling accounted for differential dye uptake between different cell types and Gaussian mixture modeling provided a robust method to probabilistically assign cells to samples. Assignment tolerance parameters are available to allow users to balance high cell recovery with accurate assignments. Improvements to experimental methods include: (1) inclusion of an "external standard" control where a pool of all cells was stained a single level of each barcoding dyes and (2) an "internal standard" where each cell is stained with a single level of a separate dye. DebarcodeR significantly improved speed, accuracy, and reproducibility of FCB while avoiding selective loss of unusual cell subsets when debarcoding microtiter plates of cell lines and heterogenous mixtures of primary cells. DebarcodeR is available on Github as an R package that works with flowCore and Cytoverse packages at github.com/cytolab/DebarcodeR.

Combining fluorescent cell barcoding and flow cytometry-based phospho-ERK1/2 detection at short time scales in adherent cells.

Detection of levels of intracellular phospho-proteins is key to analyzing the dynamics of signal transduction in cellular systems. Cell-to-cell variability in the form of differences in protein level in each cell affects signaling and is implicated in prognosis of many diseases. Quantitative analysis of such variability necessitate measuring the protein levels at single-cell resolution. Single-cell intracellular protein abundance detection in statistically significant number of adherent cells for short time sampling points post stimulation using classical flow cytometry (FCM) technique has thus far been a challenge due to the detrimental effects of cell detachment methods on the cellular machinery. We systematically show that cell suspension obtained by noninvasive temperature-sensitive detachment of adherent cells is amenable to high-throughput phospho-ERK1/2 protein detection at single-cell level using FCM in these short time sampling points. We demonstrate this on three adherent cell lines, viz., HeLa, A549, and MCF7, from distinct lineages having characteristically different elasticity at 37 °C. In particular, we use a right combination of multiplexing via fluorescent cell barcoding (FCB) and intracellular antibody staining for simultaneous detection of phospho-ERK1/2 (pERK) stimulated by epidermal growth factor (EGF) in multiple samples. Based on systematic characterization using Alexa 350 dye, we arrive at two conditions that must be satisfied for correct implementation of FCB. Our study reveals that the temperature-sensitive detachment of HeLa cells correctly captures the expected pronounced bimodal pERK distribution as an early response to EGF, which the enzymatic treatment methods fail to detect. © 2018 International Society for Advancement of Cytometry.

Rapid comparative immunophenotyping of human mesenchymal stromal cells by a modified fluorescent cell barcoding flow cytometric assay.

Flow cytometry immunophenotyping is a sensitive technique allowing rapid characterization of single cells within heterogeneous populations, but it includes several subjective steps during sample analysis that impact the development of standardized methodology. Proposed strategies to overcome these limitations include fluorescent cell barcoding (FCB), which facilitates multiplexed sample evaluation with increased data reproducibility whilst reducing labeling variation, materials, and time. To date, the FCB assay has found utility for analyzing the phosphorylation status of intracellular targets but has not been intensively employed for cellular immunophenotypic analyses using cell surface markers. In this study we developed a modified FCB assay for multiplexed analysis of human mesenchymal stromal cells (hMSCs) to evaluate the quality of these cells during bioprocessing. A panel of fluorochrome-conjugated antibodies was used to target 15 ubiquitously expressed or stage-specific markers together with a fixable viability dye eFluor 506 acting as the cell barcoding agent. Critical technical considerations and validation steps were presented in the context of monitoring hMSC status, defined by generic, and specific surface markers for cell identity and quality. It was found that at discrete passages, inter-analyst expression patterns between hMSCs cultures were similar, but in contrast, diverse marker expression was evident between passages. A side-by-side analysis of barcoded and non-barcoded cells demonstrated the potential of this technique for the rapid phenotypic characterization of cells exposed to different bioprocessing conditions. Additionally, the method incorporates fewer subjective factors; including sample preparation and instrument day-to-day variations and is customizable across a diversity of cell types. © 2017 International Society for Advancement of Cytometry.

Optimization and standardization of fluorescent cell barcoding for multiplexed flow cytometric phenotyping.

Fluorescent cell barcoding (FCB) is a cell-based multiplexing technique for high-throughput flow cytometry. Barcoded samples can be stained and acquired collectively, minimizing staining variability and antibody consumption, and decreasing required sample volumes. Combined with functional measurements, FCB can be used for drug screening, signaling profiling, and cytokine detection, but technical issues are present. We optimized the FCB technique for routine utilization using DyLight 350, DyLight 800, Pacific Orange, and CBD500 for barcoding six, nine, or 36 human peripheral blood specimens. Working concentrations of FCB dyes ranging from 0 to 500 µg/ml were tested, and viability dye staining was optimized to increase robustness of data. A five-color staining with surface markers for Vß usage analysis in CD4+ and CD8+ T cells was achieved in combination with nine sample barcoding. We provide improvements of the FCB technique that should be useful for multiplex drug screening and for lymphocyte characterization and perturbations in the diagnosis and during the course of disease. Published 2017 by Wiley Periodicals, Inc., on behalf of International Society for Advancement of Cytometry. This article is a US government work and as such, is in the public domain in the United States of America.

Cell Viability Multiplexing: Quantification of Cellular Viability by Barcode Flow Cytometry and Computational Analysis.

Fluorescent cell barcoding (FCB) is a useful flow cytometric technique for high-throughput multiplexed analyses and can minimize technical variations after preliminary optimization and validation of protocols. To date, FCB is widely used for measurement of phosphorylation status of certain proteins, while it can be also employed for cellular viability assessment. In this chapter, we describe the protocol to perform FCB combined with viability assessment on lymphocytes and monocytes using manual and computational analysis. We also provide recommendations for FCB protocol optimization and validation for clinical sample analysis.

High-Throughput, Parallel Flow Cytometry Screening of Hundreds of Cell Surface Antigens Using Fluorescent Barcoding.

Multicolor flow cytometry allows for analysis of tens of cellular parameters in millions of cells at a single-cell resolution within minutes. The lack of technologies that would facilitate feasible and relatively cheap profiling of such a number of cells with an antibody-based approach led us to the development of a high-throughput cytometry-based platform for surface profiling. We coupled the fluorescent cell barcoding with preexisting, commercially available screening tools to analyze cell surface fingerprint at a large scale. This powerful approach will help to identify novel biomarkers and druggable targets and facilitate the discovery of new concepts in immunology, oncology, and developmental biology.

Multiplex Cell Fate Tracking by Flow Cytometry.

Measuring differences in cell cycle progression is often essential to understand cell behavior under different conditions, treatments and environmental changes. Cell synchronization is widely used for this purpose, but unfortunately, there are many cases where synchronization is not an option. Many cell lines, patient samples or primary cells cannot be synchronized, and most synchronization methods involve exposing the cells to stress, which makes the method incompatible with the study of stress responses such as DNA damage. The use of dual-pulse labelling using EdU and BrdU can potentially overcome these problems, but the need for individual sample processing may introduce a great variability in the results and their interpretation. Here, we describe a method to analyze cell proliferation and cell cycle progression by double staining with thymidine analogues in combination with fluorescent cell barcoding, which allows one to multiplex the study and reduces the variability due to individual sample staining, reducing also the cost of the experiment.

High throughput pSTAT signaling profiling by fluorescent cell barcoding and computational analysis.

Fluorescent cell barcoding (FCB) is a multiplexing technique for high-throughput flow cytometry (FCM). Although powerful in minimizing staining variability, it remains a subjective FCM technique because of inter-operator variability and differences in data analysis. FCB was implemented by combining two-dye barcoding (DyLight 350 plus Pacific Orange) with five-color surface marker antibody and intracellular staining for phosphoprotein signaling analysis. We proposed a robust method to measure intra- and inter-assay variability of FCB in T/B cells and monocytes by combining range and ratio of variability to standard statistical analyses. Data analysis was carried out by conventional and semi-automated workflows and built with R software. Results obtained from both analyses were compared to assess feasibility and reproducibility of FCB data analysis by machine-learning methods. Our results showed efficient FCB using DyLight 350 and Pacific Orange at concentrations of 0, 15 or 30, and 250 µg/mL, and a high reproducibility of FCB in combination with surface marker and intracellular antibodies. Inter-operator variability was minimized by adding an internal control bridged across matrices used as rejection criterion if significant differences were present between runs. Computational workflows showed comparable results to conventional gating strategies. FCB can be used to study phosphoprotein signaling in T/B cells and monocytes with high reproducibility across operators, and the addition of bridge internal controls can further minimize inter-operator variability. This FCB protocol, which has high throughput analysis and low intra- and inter-assay variability, can be a powerful tool for clinical trial studies. Moreover, FCB data can be reliably analyzed using computational software.

Fluorescent Cell Barcoding for Immunophenotyping.

Immunophenotyping using flow cytometry highly benefits from multiplexing samples for generation of more robust data, because of reduction of antibody consumption, batch effect and technical variations. One way to multiplex is via fluorescent cell barcoding (FCB) prior to staining procedure.FCB is a high-throughput multiplexed assay using various concentrations of different fluorescent dyes. Individual samples are uniquely labeled, then mixed together, stained and analyzed as a single sample, decreasing technical variations and increasing throughput and speed of acquisition. In addition, FCB simplifies implementation of normalization using a bridge control sample.In this chapter, we illustrate the protocol for FCB and recommendations for choosing barcoding dyes and concentrations among other technical considerations.

Multiplex flow cytometry-based assay to study the breadth of antibody responses against E1E2 glycoproteins of hepatitis C virus.

Hepatitis C virus (HCV) infection is a major global public health problem. Early induction of cross-reactive neutralizing antibodies during acute infection correlates with the spontaneous clearance of HCV. Understanding the antibody response in multiple subjects in large-scale studies would greatly benefit vaccine development. To determine the breadth of a polyclonal-serum antibody response, and or, the monoclonal antibodies against the different HCV E1E2 genotypes, we developed a quick and high throughput flow cytometry assay using fluorescent cell barcoding to distinguish cells transfected with different E1E2 sequences in a single measurement. HCV-specific antibodies recognizing conformational epitopes were tested for binding to cells transfected with E1E2 from six genotypes. In this assay, 1500 samples can be analyzed for specific binding to 6 different HCV E1E2 sequences within 8h. Plasma of HCV infected subjects were tested in our assay allowing us to determine the breadth of their antibody response. In summary, we developed a quick and high throughput assay to study the specificity of an antibody response against multiple HCV E1E2 sequences simultaneously. This assay can also be used to facilitate the discovery of novel antibodies, and because other flavi- and picornaviruses have similar intracellular assembly mechanisms, this approach can be used to study the antibody response against such viruses.

High-Throughput and Cost-Effective Characterization of Induced Pluripotent Stem Cells.

Reprogramming somatic cells to induced pluripotent stem cells (iPSCs) offers the possibility of studying the molecular mechanisms underlying human diseases in cell types difficult to extract from living patients, such as neurons and cardiomyocytes. To date, studies have been published that use small panels of iPSC-derived cell lines to study monogenic diseases. However, to study complex diseases, where the genetic variation underlying the disorder is unknown, a sizable number of patient-specific iPSC lines and controls need to be generated. Currently the methods for deriving and characterizing iPSCs are time consuming, expensive, and, in some cases, descriptive but not quantitative. Here we set out to develop a set of simple methods that reduce cost and increase throughput in the characterization of iPSC lines. Specifically, we outline methods for high-throughput quantification of surface markers, gene expression analysis of in vitro differentiation potential, and evaluation of karyotype with markedly reduced cost.

Phosphoprotein Detection by High-Throughput Flow Cytometry.

Phospho flow cytometry is a powerful technique for the detection of protein phosphorylation events that, like Western blotting, relies on phospho-epitope-specific antibodies. In contrast to the latter, however, multidimensional and directly quantifiable data is obtained at the single-cell level allowing separate analysis of small cell populations in complex cellular mixtures. Furthermore, up to 30 phospho-specific antibodies or antibodies identifying other posttranslational modifications in combination with cell surface markers can be analyzed in a single experiment. Utilizing a technique called fluorescent cell barcoding that enables combination of up to 64 samples into one tube for multiplex analysis and later data deconvolution, phospho flow cytometry is turned into a medium- to high-throughput technology.

Feasibility study: phosphospecific flow cytometry enabling rapid functional analysis of bone marrow samples from patients with multiple myeloma.

BACKGROUND: Multiple myeloma (MM) is an incurable cancer accounting for about 2% of cancer deaths. Its diagnosis is based on a combination of criteria, which are not always easily measurable. Flow cytometry now allows multiplex analysis of intracellular signaling at the single cell level. We investigated the feasibility of using intracellular protein phosphorylation analysis by flow cytometry on primary plasma cells from bone marrow and its usefulness in MM diagnosis. METHODS: Cells from frozen bone marrow of five MM patients and four normal donors were stimulated with LPS, IL-6, IL-21, IFNα and TNFα. Cells were stained by fluorescent cell barcoding to allow multiplex analysis. Staining with antibodies against phosphorylated NFkB-p65, Stat1, Stat3, and p38 were used to identify cellular responses following stimulation. RESULTS: Activation profiles of MM and normal plasma cells have been established. MM cells showed heterogeneous response profiles while normal cells responses were homogeneous between donors. We also noticed that many MM samples seemed to show elevated basal level of Stat3 phosphorylation. These results suggest that different response profiles in primary MM cells might correspond to different subtypes of the disease. Thus, we provide an example of how these results may be used as a criterion for MM subtypes classification. CONCLUSIONS: We demonstrate that flow cytometry can be used to study signaling pathways in primary MM cells. The heterogeneity observed in MM cells from different patients can prove valuable for MM characterization and represents an interesting avenue for future research in MM diagnosis.

Rapid determination of IL-6 specific activity by flow cytometry.

Current methods to measure the specific activity of cytokines are based on the time-consuming determination of the growth curve of a sensitive cell line. Here, we present a faster alternative based on flow cytometry, by determining the dose-response curve of cellular response to a cytokine. By using World Health Organization (WHO) cytokine standards, rapid determination of cytokine specific activity is now possible, as it takes only a few hours to achieve, in comparison to days with the classical method thus allowing laboratories to rapidly and easily assess the potency of their cytokines.

Feasibility study: phospho-specific flow cytometry enabling rapid functional analysis of bone marrow samples from patients with multiple myeloma.

Background: Multiple myeloma (MM) is an incurable cancer accounting for about 2% of cancer deaths. Its diagnosis is based on a combination of criteria, which are not always easily measurable. Flow cytometry now allows multiplex analysis of intracellular signaling at the single cell level. We investigated the feasibility of using intracellular protein phosphorylation analysis by flow cytometry on primary plasma cells from bone marrow and its usefulness in MM diagnosis. Methods: Cells from frozen bone marrow of five MM patients and four normal donors were stimulated with LPS, IL-6, IL-21, IFN? and TNF?. Cells were stained by fluorescent cell barcoding to allow multiplex analysis. Staining with antibodies against phosphorylated NFkB-p65, Stat1, Stat3 and p38 were used to identify cellular responses following stimulation. Results: Activation profile of MM and normal plasma cells have been established. MM cells showed heterogeneous response profiles while normal cells responses were homogeneous between donors. We also noticed that many MM samples seemed to show elevated basal level of Stat3 phosphorylation. These results suggest that different response profiles in primary MM cells might correspond to different subtypes of the disease. Thus, we provide an example of how these results may be used as a criterion for MM subtypes classification. Conclusions: We demonstrate that flow cytometry can be used to study signaling pathways in primary MM cells. The heterogeneity observed in MM cells from different patients can prove valuable for MM characterization and represents an interesting avenue for future research in MM diagnosis. © 2013 Clinical Cytometry Society.

Quantitative profiling of tyrosine phosphorylation revealed changes in the activity of the T cell receptor signaling pathway upon cisplatin-induced apoptosis.

In order to better understand the cellular responses to the chemotherapeutic drug cisplatin and the mechanisms leading to apoptosis and potential side effects, we performed a SILAC-based quantitative phosphotyrosine analysis of Jurkat T cells exposed to cisplatin. Signaling molecules in the T cell receptor (TCR) pathway were enriched among proteins displaying reduced phosphorylation levels. The results were verified by immunoblotting and/or phospho-flow cytometry for a selected set of proteins, including the tyrosine kinases Lck and Zap70, and downstream targets Itk, Plcγ1 and Erk. In contrast to the effects on the T cell signaling pathways, the dually phosphorylated form of p38α MAPK was increased in treated cells, and activation of this signaling pathway was verified by immunoblot analysis of phosphorylation levels of p38α MAPK and the downstream targets Atf2 and MAPKAPK2. Activation of the p38α MAPK signaling pathway has been suggested to be one of the main mechanisms by which cisplatin induces apoptosis. Our results indicate that cisplatin may reduce the activity of proteins involved in the TCR signaling pathway, which has an important role in regulating proliferation of T cells, and may contribute to explain previous observations where cisplatin has been reported to inhibit proliferation of T cells. BIOLOGICAL SIGNIFICANCE: In this study, a quantitative phosphotyrosine analysis was performed to identify changes of the phosphoproteome during exposure of Jurkat T cells by cisplatin. The results of the phosphoproteome analysis were complemented with immunoblotting and temporal phospho-flow analysis. An initial activation of the p38α MAPK signaling pathway was detected at early time points of cisplatin treatment, a response previously suggested to be part of the mechanism by which cisplatin induces apoptosis. Furthermore, reduced phosphorylation levels of proteins involved in signaling downstream of the TCR during apoptosis were found by the phosphotyrosine proteome analysis. Our study can support to elucidate the mechanism behind the previously observed immunosuppressive effect of cisplatin.

Diverse phosphorylation patterns of B cell receptor-associated signaling in naïve and memory human B cells revealed by phosphoflow, a powerful technique to study signaling at the single cell level.

Following interaction with cognate antigens, B cells undergo cell activation, proliferation, and differentiation. Ligation of the B cell receptor (BCR) leads to the phosphorylation of BCR-associated signaling proteins within minutes of antigen binding, a process with profound consequences for the fate of the cells and development of effector immunity. Phosphoflow allows a rapid evaluation of various signaling pathways in complex heterogenous cell subsets. This novel technique was used in combination with multi-chromatic flow cytometry (FC) and fluorescent-cell barcoding (FCB) to study phosphorylation of BCR-associated signaling pathways in naïve and memory human B cell subsets. Proteins of the initiation (Syk), propagation (Btk, Akt), and integration (p38MAPK and Erk1/2) signaling units were studied. Switched memory (Sm) CD27+ and Sm CD27- phosphorylation patterns were similar when stimulated with anti-IgA or -IgG. In contrast, naïve and unswitched memory (Um) cells showed significant differences following IgM stimulation. Enhanced phosphorylation of Syk was observed in Um cells, suggesting a lower activation threshold. This is likely the result of higher amounts of IgM on the cell surface, higher pan-Syk levels, and enhanced susceptibility to phosphatase inhibition. All other signaling proteins evaluated also showed some degree of enhanced phosphorylation in Um cells. Furthermore, both the phospholipase C-γ2 (PLC-γ2) and phosphatidylinositol 3-kinase (PI3K) pathways were activated in Um cells, while only the PI3K pathway was activated on naïve cells. Um cells were the only ones that activated signaling pathways when stimulated with fluorescently labeled S. Typhi and S. pneumoniae. Finally, simultaneous evaluation of signaling proteins at the single cell level (multiphosphorylated cells) revealed that interaction with gram positive and negative bacteria resulted in complex and diverse signaling patterns. Phosphoflow holds great potential to accelerate vaccine development by identifying signaling profiles in good/poor responders.