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FCS 3.2 is a revision of the flow cytometry data standard based on a decade of suggested improvements from the community as well as industry needs to capture instrument conditions and measurement features more precisely. The unchanged goal of the standard is to provide a uniform file format that allows files created by one type of acquisition hardware and software to be analyzed by any other type. The standard retains the overall FCS file structure and most features of previous versions, but also contains a few changes that were required to support new types of data and use cases efficiently. These changes are incompatible with existing FCS file readers. Notably, FCS 3.2 supports mixed data types to, for example, allow FCS measurements that are intrinsically integers (e.g., indices or class assignments) or measurements that are commonly captured as integers (e.g., time ticks) to be more represented as integer values, while capturing other measurements as floating-point values in the same FCS data set. In addition, keywords explicitly specifying dyes, detectors, and analytes were added to avoid having to extract those heuristically and unreliably from measurement names. Types of measurements were formalized, several keywords added, others removed, or deprecated, and various aspects of the specification were clarified. A reference implementation of the cyclic redundancy check (CRC) calculation is provided in two programming languages since a correct CRC implementation was problematic for many vendors. © 2020 International Society for Advancement of Cytometry.
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Almacenamiento y Recuperación de la Información , Programas Informáticos , Citometría de FlujoRESUMEN
A multistage clustering and data processing method, SWIFT (detailed in a companion manuscript), has been developed to detect rare subpopulations in large, high-dimensional flow cytometry datasets. An iterative sampling procedure initially fits the data to multidimensional Gaussian distributions, then splitting and merging stages use a criterion of unimodality to optimize the detection of rare subpopulations, to converge on a consistent cluster number, and to describe non-Gaussian distributions. Probabilistic assignment of cells to clusters, visualization, and manipulation of clusters by their cluster medians, facilitate application of expert knowledge using standard flow cytometry programs. The dual problems of rigorously comparing similar complex samples, and enumerating absent or very rare cell subpopulations in negative controls, were solved by assigning cells in multiple samples to a cluster template derived from a single or combined sample. Comparison of antigen-stimulated and control human peripheral blood cell samples demonstrated that SWIFT could identify biologically significant subpopulations, such as rare cytokine-producing influenza-specific T cells. A sensitivity of better than one part per million was attained in very large samples. Results were highly consistent on biological replicates, yet the analysis was sensitive enough to show that multiple samples from the same subject were more similar than samples from different subjects. A companion manuscript (Part 1) details the algorithmic development of SWIFT.
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Algoritmos , Células Sanguíneas/citología , Análisis por Conglomerados , Citometría de Flujo/métodos , Antígenos/sangre , Antígenos/inmunología , Células Sanguíneas/inmunología , Linaje de la Célula , Biología Computacional , Humanos , Distribución Normal , Linfocitos T/citología , Linfocitos T/inmunologíaRESUMEN
We present a model-based clustering method, SWIFT (Scalable Weighted Iterative Flow-clustering Technique), for digesting high-dimensional large-sized datasets obtained via modern flow cytometry into more compact representations that are well-suited for further automated or manual analysis. Key attributes of the method include the following: (a) the analysis is conducted in the multidimensional space retaining the semantics of the data, (b) an iterative weighted sampling procedure is utilized to maintain modest computational complexity and to retain discrimination of extremely small subpopulations (hundreds of cells from datasets containing tens of millions), and (c) a splitting and merging procedure is incorporated in the algorithm to preserve distinguishability between biologically distinct populations, while still providing a significant compaction relative to the original data. This article presents a detailed algorithmic description of SWIFT, outlining the application-driven motivations for the different design choices, a discussion of computational complexity of the different steps, and results obtained with SWIFT for synthetic data and relatively simple experimental data that allow validation of the desirable attributes. A companion paper (Part 2) highlights the use of SWIFT, in combination with additional computational tools, for more challenging biological problems.
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Algoritmos , Análisis por Conglomerados , Citometría de Flujo/métodos , Linaje de la Célula , Biología Computacional , Modelos TeóricosRESUMEN
BACKGROUND: Although relational databases are widely used in bioinformatics with deposited and finalized data, they have not received widespread usage among immunologists for managing raw laboratory data such as that generated by ELISpot or flow cytometry assays. Almost no published guidance exists for immunologists to design appropriate and useful data management systems. METHODS: We describe the design and implementation of a Microsoft Access relational database used in a clinical trial in which the primary immunogenicity measures were ELISpot and intracellular cytokine staining. RESULTS: Our data management system enabled us to perform sophisticated queries and to interpret our data as quantitatively as possible. It could easily be used without modification by other researchers using automated plate reading of ELISpot plates or four color flow cytometry. CONCLUSION: We illustrate in detail the use of a flexible data management system for two of the most widely used immunological techniques. Minor modifications for more colors or other outputs can easily be implemented. Based on this example, other modifications could be easily envisaged for any other quantitative output.
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Ensayos Clínicos como Asunto , Sistemas de Administración de Bases de Datos , Citometría de Flujo/métodos , Inmunoensayo/métodos , Bancos de Muestras Biológicas/organización & administración , Humanos , Modelos Inmunológicos , Programas InformáticosRESUMEN
BACKGROUND: Chronic HBV infects 350 million people causing cancer and liver failure. We aimed to assess the safety and efficacy of plasmid DNA (pSG2.HBs) vaccine, followed by recombinant modified vaccinia virus Ankara (MVA.HBs), encoding the surface antigen of HBV as therapy for chronic HBV. A secondary goal was to characterize the immune responses. METHODS: Firstly 32 HBV e antigen negative (eAg(-)) participants were randomly assigned to one of four groups: to receive vaccines alone, lamivudine (3TC) alone, both, or neither. Later 16 eAg(+) volunteers in two groups received either 3TC alone or both 3TC and vaccines. Finally, 12 eAg(-) and 12 eAg(+) subjects were enrolled into higher-dose treatment groups. Healthy but chronically HBV-infected males between the ages of 15-25 who lived in the western part of The Gambia were eligible. Participants in some groups received 1 mg or 2 mg of pSG2.HBs intramuscularly twice followed by 5×10(7) pfu or 1.5×10(8) pfu of MVA.HBs intradermally at 3-weekly intervals with or without concomitant 3TC for 11-14 weeks. Intradermal rabies vaccine was administered to a negative control group. Safety was assessed clinically and biochemically. The primary measure of efficacy was a quantitative PCR assay of plasma HBV. Immunity was assessed by IFN-γ ELISpot and intracellular cytokine staining. RESULTS: Mild local and systemic adverse events were observed following the vaccines. A small shiny scar was observed in some cases after MVA.HBs. There were no significant changes in AST or ALT. HBeAg was lost in one participant in the higher-dose group. As expected, the 3TC therapy reduced viraemia levels during therapy, but the prime-boost vaccine regimen did not reduce the viraemia. The immune responses were variable. The majority of IFN-γ was made by antigen non-specific CD16(+) cells (both CD3(+) and CD3(-)). CONCLUSIONS: The vaccines were well tolerated but did not control HBV infection. TRIAL REGISTRATION: ISRCTN ISRCTN67270384.
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Virus de la Hepatitis B/inmunología , Hepatitis B/prevención & control , Vacunas de ADN/efectos adversos , Vacunas de ADN/inmunología , Virus Vaccinia/genética , Proteínas Virales/efectos adversos , Proteínas Virales/inmunología , Adolescente , Adulto , Antígenos de Superficie/efectos adversos , Antígenos de Superficie/genética , Antígenos de Superficie/inmunología , Enfermedad Crónica/prevención & control , Hepatitis B/tratamiento farmacológico , Hepatitis B/inmunología , Hepatitis B/metabolismo , Antígenos e de la Hepatitis B/metabolismo , Virus de la Hepatitis B/fisiología , Humanos , Inmunidad Celular/inmunología , Interferón gamma/biosíntesis , Interferón gamma/metabolismo , Lamivudine/uso terapéutico , Masculino , Cumplimiento de la Medicación/estadística & datos numéricos , Seguridad , Pruebas Serológicas , Vacunación/efectos adversos , Vacunas de ADN/genética , Carga Viral/inmunología , Proteínas Virales/genética , Adulto JovenRESUMEN
PURPOSE: This work examines the effectiveness of synthetic peptide immunogens derived from immunodominant T-cell epitopes as replacements for their intact parent protein in vaccines. METHODS: Fluorescein was conjugated to hen egg lysozyme (FL-HEL, positive control) and three synthetic peptide immunogens: (a) murine B10.A (H-2a) immunodominant T-cell epitope of HEL [FL-(T-cell epitope)]; (b) multiple antigenic peptide (MAP) multimer of this epitope ([FL-(T epitope)]n-MAP, n = 2-4); and (c) negative control MAP with T-cell epitope residues replaced with glycine [(FL-Gly18)4-MAP]. The dose response of each immunogen was examined over a 300-fold range in B10.A mice. The immune response was monitored using antifluorescein ELISA assays. RESULTS: FL-(T epitope)'s immune response correlated positively with dose, with maximum response comparable to that of [FL-(T epitope)]n-MAP, or FL-HEL. This trend was consistent across 1 degrees, 2 degrees, and 3 degrees responses, although interanimal variability was higher in the latter two because of an all-or-none response in mice immunized with this peptide. [FL-(T epitope)]n-MAP's immune response was consistently high and nearly dose independent, a trend observed across 1 degrees, 2 degrees, and 3 degrees responses. FL-HEL's immune response correlated negatively to dose in the 1 degrees response but was nearly dose independent in the 2 degrees and 3 degrees responses. The magnitude of these latter responses was comparable to that observed for [FL-(T epitope)]n-MAP. (FL-Gly18)4-MAP did not elicit an immune response except at the highest dose. This trend was consistent across 1 degrees, 2 degrees, and 3 degrees responses. CONCLUSIONS: The monomeric epitope was 300-fold less potent than its parent carrier protein, but increasing immunogen valency using MAP technology compensated totally for reduced potency. (FL-Gly18)4-MAP's lack of response at all but the highest dose strongly suggests that a specific immunodominant T-cell epitope sequence for HEL is necessary for successful peptide mimicry of HEL. This work also demonstrates the importance of quality assessment of commercial MAP core resins.
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Proteínas Portadoras/inmunología , Relación Dosis-Respuesta Inmunológica , Epítopos de Linfocito T/inmunología , Epítopos Inmunodominantes/inmunología , Animales , Antígenos/administración & dosificación , Antígenos/inmunología , Ensayo de Inmunoadsorción Enzimática , Fluoresceína/administración & dosificación , Masculino , Ratones , Muramidasa/administración & dosificación , Péptidos/administración & dosificación , Péptidos/inmunologíaRESUMEN
PURPOSE: To determine whether a vaccine consisting of an idiotope peptide mimic of the third complementarity-determining region of the immunoglobulin heavy chain (CDR-H3) is an effective substitute for its parent idiotype. Such peptide vaccines could ultimately be used for targeting pathological B lymphocytes. METHODS: Hen egg lysozyme (HEL) conjugates of the Fab' fragment of monoclonal anti-fluorescein antibody 9-40 (Fab'-HEL) or a peptide mimic of the 9-40 CDR-H3 (referred to as the "B epitope" or "Bep," the conjugate is referred to as "Bep-HEL") were injected into separate cohorts of B10.A mice. Two additional control cohorts were injected with either the Bep peptide alone or a noncovalent mixture of Bep and HEL. Sera were assayed for both anti-idiotope and anti-idiotype activity by enzyme-linked immunosorbant assay (ELISA). Primary, secondary, and tertiary immune responses were examined. RESULTS: Both the Bep-HEL idiotope and the Fab-HEL idiotype immunogens elicited homologous, allogenic immune responses. No cross-reactivity was observed between anti-idiotope and anti-idiotype responses after primary immunization. With secondary immunization, 50% of mice immunized with the Bep-HEL conjugate exhibited a cross-reactive anti-idiotype response. Conversely, 100% of mice immunized with the Fab'-HEL conjugate exhibited a marginal, but statistically significant cross-reactive anti-idiotope response. Upon tertiary immunization, 100% of mice immunized with Bep-HEL exhibited a cross-reactive anti-idiotype response, and 55.6% of mice immunized with the Fab'-HEL conjugate exhibited a cross-reactive anti-idiotope response. CONCLUSIONS: Covalent coupling of a xenogenic carrier protein to an idiotype immunogen or its peptide mimic significantly enhances the intensity of homologous, allogenic anti-idiotype or anti-idiotope immune responses. Multiple immunizations are necessary to induce cross-reactivity between the peptide mimic and its parent idiotype.