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Jacobberger JW, Sramkoski RM, Stefan T, Bray C, Bagwell CB. Analysis of the multiparametric cell cycle data. Methods Cell Biol 2024; 186:271-309. [PMID: 38705604 DOI: 10.1016/bs.mcb.2024.02.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/07/2024]
Abstract
This chapter was originally written in 2011. The idea was to give some history of cell cycle analysis before and after flow cytometry became widely accessible; provide references to educational material for single parameter DNA content analysis, introduce and discuss multiparameter cell cycle analysis in a methodological style, and in a casual style, discuss aspects of the work over the last 40years that we have given thought, performing some experiments, but didn't publish. It feels like there is a linear progression that moves from counting cells for growth curves, to counting labeled mitotic cells by autoradiography, to DNA content analysis, to cell cycle states defined by immunofluorescence plus DNA content analysis, to extraction of cell cycle expression profiles, and finally to probability state modeling, which should be the "right" way to analyze cytometric cell cycle data. This is the sense of this chapter. In 2023, we have updated it, but the exciting, expansive aspects brought about by spectral and mass cytometry are still young and developing, and thus have not been vetted, reviewed, and presented in mature form.
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Affiliation(s)
| | | | - Tammy Stefan
- Case Comprehensive Cancer Center, Cleveland, OH, United States
| | - Chris Bray
- Verity Software House, Topsham, ME, United States
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Zhang Y, Enden G, Wei W, Zhou F, Chen J, Merchuk JC. Baculovirus transit through insect cell membranes: A mechanistic approach. Chem Eng Sci 2020; 223:115727. [PMID: 32362678 PMCID: PMC7195021 DOI: 10.1016/j.ces.2020.115727] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2020] [Revised: 03/15/2020] [Accepted: 04/16/2020] [Indexed: 12/12/2022]
Abstract
A novel mechanistic model of the early stages of viral infection. Excellent fit to experimental evidence. The maximum number of virions that Sf9 cells can carry: 55 viruses/cell, is reported. Cells that carry virions on their surface, in their interior, or both are distinguished. Analytical mathematical solution renders satisfactory results.
Baculovirus systems are used for various purposes, but the kinetics of the infection process is not fully understood yet. We investigated the dynamics of virion movement from a medium toward the interior of insect cells and established a mechanistic model that shows an excellent fit to experimental results. It also makes possible a description of the viral dynamics on the cell surface. A novel measurement method was used to distinguish between infected cells that carry virions on their surfaces, cells that carry virions in their interior, and those carrying virions both inside and on their surface. The maximum number of virions carried by a cell: 55 viruses/cell, and the time required for viral internalization, 0.8h, are reported. This information is particularly useful for assessing the infection efficacy and the required number of virions needed to infect a given cell population. Although our model specifically concerns the infection process of Sf9 insect cells by baculovirus, it describes general features of viral infection. Some of the model features may eventually be applicable in the studies towards palliation of the COVID-19 outbreak.
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Affiliation(s)
- Youhong Zhang
- School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, LiuFang Campus, Guanggu 1st Road, Wuhan 430205 China.,Key Laboratory for Green Chemical Process of Ministry of Education, Wuhan Institute of Technology, LiuFang Campus, Guanggu 1st Road, Wuhan 430205 China
| | - Giora Enden
- Department of Biomedical Engineering, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Wei Wei
- Institute of Marine Microbes and Ecospheres, Xiamen University (Xiang'an), Xiamen 361102, China
| | - Feng Zhou
- School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, LiuFang Campus, Guanggu 1st Road, Wuhan 430205 China
| | - Jie Chen
- School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, LiuFang Campus, Guanggu 1st Road, Wuhan 430205 China
| | - Jose C Merchuk
- Department of Chemical Engineering, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
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Wood JCS. Non-Parametric Comparison of Single Parameter Histograms. CURRENT PROTOCOLS IN CYTOMETRY 2018; 83:10.20.1-10.20.20. [PMID: 29345330 DOI: 10.1002/cpcy.33] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
A number of methods have been developed to compare single parameter histograms. Some perform a channel-by-channel analysis and others give a single statistic about how the histograms may or may not differ. If they do differ, then the significance of the difference or confidence limit is usually provided. The specific location(s) for the greatest deviations may also be given. Some are more effective at resolving severely overlapping populations and others work poorly when there is any significant overlap. Each method makes certain assumptions about the data. It is important to understand the assumptions being made and to understand the limitations of each method. It is essential to know how to identify when a comparison method will work for a given set of histograms. This unit explores the different methods, and provides a guide for the reader to choose the most appropriate method(s) to use for a specific data set(s). © 2018 by John Wiley & Sons, Inc.
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Affiliation(s)
- James C S Wood
- Wake Forest University School of Medicine, Winston-Salem, North Carolina
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Selby LI, Kongkatigumjorn N, Such GK, Johnston APR. HD Flow Cytometry: An Improved Way to Quantify Cellular Interactions with Nanoparticles. Adv Healthc Mater 2016; 5:2333-8. [PMID: 27377570 DOI: 10.1002/adhm.201600445] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2016] [Revised: 06/02/2016] [Indexed: 11/12/2022]
Abstract
Histogram deconvolution flow cytometry enables improved quantification of nanomaterial-cell interactions. The algorithm identifies the positive cells in highly overlapped populations and calculates the fluorescence intensity of the positive population. This technique performs better than commercially available methods with the additional benefit of visualizing the output.
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Affiliation(s)
- Laura I. Selby
- Drug Delivery, Disposition and Dynamics; Monash Institute of Pharmaceutical Sciences; Monash University; Parkville Victoria 3052 Australia
| | | | - Georgina K. Such
- Department of Chemistry; The University of Melbourne; Parkville Victoria 3010 Australia
| | - Angus P. R. Johnston
- Drug Delivery, Disposition and Dynamics; Monash Institute of Pharmaceutical Sciences; Monash University; Parkville Victoria 3052 Australia
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Dynamic epitope expression from static cytometry data: principles and reproducibility. PLoS One 2012; 7:e30870. [PMID: 22347408 PMCID: PMC3275612 DOI: 10.1371/journal.pone.0030870] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2011] [Accepted: 12/22/2011] [Indexed: 11/25/2022] Open
Abstract
Background An imprecise quantitative sense for the oscillating levels of proteins and their modifications, interactions, and translocations as a function of the cell cycle is fundamentally important for a cartoon/narrative understanding for how the cell cycle works. Mathematical modeling of the same cartoon/narrative models would be greatly enhanced by an open-ended methodology providing precise quantification of many proteins and their modifications, etc. Here we present methodology that fulfills these features. Methodology Multiparametric flow cytometry was performed on Molt4 cells to measure cyclins A2 and B1, phospho-S10-histone H3, DNA content, and light scatter (cell size). The resulting 5 dimensional data were analyzed as a series of bivariate plots to isolate the data as segments of an N-dimensional “worm” through the data space. Sequential, unidirectional regions of the data were used to assemble expression profiles for each parameter as a function of cell frequency. Results Analysis of synthesized data in which the true values where known validated the approach. Triplicate experiments demonstrated exceptional reproducibility. Comparison of three triplicate experiments stained by two methods (single cyclin or dual cyclin measurements with common DNA and phospho-histone H3 measurements) supported the feasibility of combining an unlimited number of epitopes through this methodology. The sequential degradations of cyclin A2 followed by cyclin B1 followed by de-phosphorylation of histone H3 were precisely mapped. Finally, a two phase expression rate during interphase for each cyclin was robustly identified. Conclusions Very precise, correlated expression profiles for important cell cycle regulating and regulated proteins and their modifications can be produced, limited only by the number of available high-quality antibodies. These profiles can be assembled into large information libraries for calibration and validation of mathematical models.
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Lampariello F. Ratio analysis of cumulatives for labeled cell quantification from immunofluorescence histograms derived from cells expressing low antigen levels. Cytometry A 2009; 75:665-74. [DOI: 10.1002/cyto.a.20755] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Lampariello F. Watson's analytical approach for immunofluorescence histogram analysis. Cytometry A 2009; 75:798-802. [PMID: 19598238 DOI: 10.1002/cyto.a.20757] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In this short note, the key points of the histogram analysis method proposed by Watson (Cytometry 2001;43:55-68) were examined. The complete relationship among the mean values of the distributions on which that method is based was derived analytically. It was shown that the symmetry assumption is not necessary, and that the assumption of equal variances of the unlabeled and labeled cell distributions cannot be verified a posteriori. Moreover, a possible shift between the unlabeled cell distribution in the test and the negative control may greatly influence the estimation of the labeled cell percentage. Finally, by using an experimental set of histograms, it was shown that the assumptions underlying Watson's analytical method are likely not to be fulfilled in real immunofluorescence data.
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Abstract
UNLABELLED Flow cytometers collect data in an attempt to understand some aspect of a biological system. Mathematical models are developed to extract relevant population features from the data, to help users attain their goals. This unit examines what models are and how they are routinely used. KEYWORDS flow cytometry; listmode data; data analysis; modeling Flow cytometers collect data in an attempt to understand some aspect of a biological system.
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Perez-Feito R, Peccia J, Noguera DR. Comparison between direct microscopy and flow cytometry for rRNA-based quantification of Candidatus Accumulibacter phosphatis in activated sludge. WATER ENVIRONMENT RESEARCH : A RESEARCH PUBLICATION OF THE WATER ENVIRONMENT FEDERATION 2006; 78:181-8. [PMID: 16566525 DOI: 10.2175/106143005x89634] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
A comparison of the quantification of a specific microbial group in activated sludge by fluorescent in-situ hybridization, coupled with either direct microscopic counting or flow cytometry, was performed using an enhanced-biological-phosphorus-removal, sequencing-batch reactor. The population dynamics of Candidatus Accumulibacter phosphatis (Cand. A. phosphatis) was evaluated during two separate runs of the reactor. With the operational conditions used, Cand. A. phosphatis was enriched until a failure in the pH controller eliminated its ecological advantage. As a result, the comparison of quantification techniques included Cand. A. phosphatis concentrations as low as 11% and as high as 96% of the total cells in the samples. The analysis demonstrated that, regardless of the particular limitations of each technique, both provided similar results when the activated-sludge flocs were easily dispersed. However, when the activated-sludge samples contained flocs that were difficult to disperse, flow cytometry failed to provide quantitative results.
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Affiliation(s)
- Rafael Perez-Feito
- Department of Civil and Environmental Engineering, University of Wisconsin-Madison, USA
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10
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Yilmaz LS, Okten HE, Noguera DR. Making all parts of the 16S rRNA of Escherichia coli accessible in situ to single DNA oligonucleotides. Appl Environ Microbiol 2006; 72:733-44. [PMID: 16391113 PMCID: PMC1352245 DOI: 10.1128/aem.72.1.733-744.2006] [Citation(s) in RCA: 71] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2005] [Accepted: 09/21/2005] [Indexed: 11/20/2022] Open
Abstract
rRNA accessibility is a major sensitivity issue limiting the design of working probes for fluorescence in situ hybridization (FISH). Previous studies empirically highlighted the accessibility of target sites on rRNA maps by grouping probes into six classes according to their brightness levels. In this study, a recently proposed mechanistic model of FISH, based on the thermodynamics of secondary nucleic acid interactions, was used to evaluate the accessibility of the 16S rRNA of Escherichia coli to fluorescein-labeled oligonucleotides when thermodynamic and kinetic barriers were eliminated. To cover the entire 16S rRNA, 109 probes were designed with an average thermodynamic affinity (DeltaGo (overall)) of -13.5 kcal/mol. Fluorescence intensity was measured by flow cytometry, and a brightness threshold between classes 3 and 4 was used as the requirement for proof of accessibility. While 46% of the probes were above this threshold with conventional 3-h hybridizations, extending the incubation period to 96 h dramatically increased the fraction of bright probes to 86%. Insufficient thermodynamic affinity and/or fluorophore quenching was demonstrated to cause the low fluorescence intensity of the remaining 14% of the probes. In the end, it was proven that every nucleotide in the 16S rRNA of E. coli could be targeted with a bright probe and, therefore, that there were no truly inaccessible target regions in the 16S rRNA. Based on our findings and mechanistic modeling, a rational design strategy involving DeltaGo(overall), hybridization kinetics, and fluorophore quenching is recommended for the development of bright probes.
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Affiliation(s)
- L Safak Yilmaz
- Department of Civil and Environmental Engineering, University of Wisconsin-Madison, 1415 Engineering Drive, Madison, WI 53706-1691, USA
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11
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Chow S, Hedley D, Grom P, Magari R, Jacobberger JW, Shankey TV. Whole blood fixation and permeabilization protocol with red blood cell lysis for flow cytometry of intracellular phosphorylated epitopes in leukocyte subpopulations. Cytometry A 2005; 67:4-17. [PMID: 16080188 DOI: 10.1002/cyto.a.20167] [Citation(s) in RCA: 100] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
BACKGROUND Previous studies of intracellular expression of phospho-epitopes in human leukocytes using flow cytometry have used erythrocyte removal or lysis before fixation. Because many of the phospho-epitopes of interest are part of signaling networks that respond to the environment and turn over rapidly, the interval and manipulations used to eliminate erythrocytes from samples have the potential to introduce artifacts. We report a procedure to fix samples containing red blood cells with formaldehyde and then remove erythrocytes by lysis. Detection of phospho-Thr 202/Tyr 204-p44/42 extracellular-regulated kinase (ERK) after phorbol ester acetate (PMA) stimulation was used as a model to measure phospho-epitopes in leukocyte populations in whole blood. METHODS Normal blood samples were activated with PMA followed by formaldehyde fixation and subsequent treatments with detergents and protein denaturants. The effects of each treatment were monitored by light scatter, selected CD expression intensity, and phosphorylated ERK (pERK) expression. RESULTS Red cells could be lysed using 0.1% Triton X-100 after brief fixation of whole blood with 2% or 4% formaldehyde. Light scatter improved as a function of formaldehyde concentration and inversely with MeOH concentration. CD3 signal intensity increased when MeOH concentration was reduced. The ratio of pERK immunofluorescence in PMA-stimulated versus nonstimulated (control) samples was highest with high MeOH (90%) and lowest without MeOH treatment. This pattern is consistent with epitope unmasking by alcohol. The pERK epitope could also be unmasked by treatment with high salt, urea, acid, or heat, but none of these produced the level of unmasking of MeOH and each of these was associated with degradation of light scatter and CD3 staining intensity. The final procedure employed 4% formaldehyde, 0.1% Triton X-100, followed by 50% methanol denaturation. Samples prepared in this way demonstrated good preservation of light scatter and surface immunophenotypic patterns, similar to those obtained using a commercial whole blood/red blood cell lysing system (Q-Prep) and an acceptable PMA-stimulated pERK signal (essentially 100% of CD3+ cells that are pERK positive). CONCLUSIONS Brief fixation of whole blood in 4% formaldehyde followed by treatment with Triton X-100 results in erythrocyte lysis and leukocyte light scatter and immunophenotypic features equivalent to those of other commercial lysis reagents. Intracellular pERK staining is significantly improved by treatment with methanol, but levels of MeOH above 50% degrade light scatter and CD3 expression. This protocol (formaldehyde/Triton X-100/MeOH) circumvents potential artifactual changes in phospho-epitopes due to removal of erythrocytes or erythrocyte lysis followed by fixation, and results in a pERK signal that resolves positive from negative cell populations.
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Affiliation(s)
- Sue Chow
- Department of Pathology, Princess Margaret Hospital, Toronto, Ontario, Canada
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Frisa PS, Jacobberger JW. Cell density related gene expression: SV40 large T antigen levels in immortalized astrocyte lines. BMC Cell Biol 2002; 3:10. [PMID: 11960551 PMCID: PMC111187 DOI: 10.1186/1471-2121-3-10] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2002] [Accepted: 04/17/2002] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND Gene expression is affected by population density. Cell density is a potent negative regulator of cell cycle time during exponential growth. Here, we asked whether SV40 large T antigen (Tag) levels, driven by two different promoters, changed in a predictable and regular manner during exponential growth in clonal astrocyte cell lines, immortalized and dependent on Tag. RESULTS Expression and cell cycle phase fractions were measured and correlated using flow cytometry. T antigen levels did not change or increased during exponential growth as a function of the G1 fraction and increasing cell density when Tag was transcribed from the Moloney Murine Leukemia virus (MoMuLV) long terminal repeat (LTR). When an Rb-binding mutant T antigen transcribed from the LTR was tested, levels decreased. When transcribed from the herpes thymidine kinase promoter, Tag levels decreased. The directions of change and the rates of change in Tag expression were unrelated to the average T antigen levels (i.e., the expression potential). CONCLUSIONS These data show that Tag expression potential in these lines varies depending on the vector and clonal variation, but that the observed level depends on cell density and cell cycle transit time. The hypothetical terms, expression at zero cell density and expression at minimum G1 phase fraction, were introduced to simplify measures of expression potential.
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Affiliation(s)
- Phyllis S Frisa
- Comprehensive Cancer Center, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 4106-4944, USA
| | - James W Jacobberger
- Comprehensive Cancer Center, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 4106-4944, USA
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Sladek TL, Laffin J, Lehman JM, Jacobberger JW. A subset of cells expressing SV40 large T antigen contain elevated p53 levels and have an altered cell cycle phenotype. Cell Prolif 2001; 33:115-25. [PMID: 10845255 PMCID: PMC6496574 DOI: 10.1046/j.1365-2184.2000.00168.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Cells transformed by the simian virus 40 (SV40) large T antigen (Tag) contain elevated levels of cellular p53 protein. To quantify this relationship, levels of p53 were measured in NIH 3T3 cells that expressed different concentrations of Tag. Using immunoblotting, average p53 levels were shown to increase linearly with Tag concentrations in these cell lines. Single-cell measurements were also performed using flow cytometry to measure p53 immunofluorescence. Surprisingly, the flow cytometry experiments showed that two distinct cell populations, based on p53 content, were present in cells expressing high levels of Tag. One cell population contained elevated p53 levels. A second population did not contain elevated p53, even though high concentrations of Tag were present in the cells. This latter cell population did not appear to arise because of mutations in either Tag or p53. The two cell populations also had phenotypic differences. In exponentially growing cells, Tag alters the cell cycle distribution (decreases the percentage of G1 phase cells and increases the percentages of S and G2 + M phase cells). This phenotype was maximum in the cell population containing elevated p53. A lesser phenotype was found in the cell population that did not contain elevated p53. These data show, firstly, that cells can express significant levels of Tag and not contain elevated levels of p53 and, secondly, that elevated p53 correlates with the altered cell cycle distribution produced by Tag in growing cells.
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Affiliation(s)
- T L Sladek
- Department of Microbiology and Immunology, Finch University of Health Sciences, The Chicago Medical School, North Chicago, IL 60064, USA.
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Nguyen LT, Wong D, Ramanathan M. Cross-correlation for flow cytometric histogram background subtractions. J Immunol Methods 2000; 238:151-60. [PMID: 10758245 DOI: 10.1016/s0022-1759(00)00157-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Background subtraction is a widely encountered problem in flow cytometry applications for which the currently available analysis techniques are unsatisfactory. The 99% division line method, also referred to as the threshold or marker method, is widely used because it is computationally simple but it has poor accuracy and tends to underestimate the percentage of positive cells when there is overlap between histograms. Model-based approaches are preferred when there are overlapping peaks, but these methods require curve fitting and strong assumptions regarding the shape of the underlying distributions. This report assesses a mathematically rigorous, computationally facile, non-parametric technique called cross correlation for the background subtraction problem. A metric, positivity, derived from cross correlation is shown to overcome the disadvantages of both the 99% division line and model-based methods without compromise.
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Affiliation(s)
- L T Nguyen
- Department of Pharmaceutics, 543 Cooke Hall, State University of New York at Buffalo, Buffalo, NY 14260-1200, USA
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15
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Abstract
BACKGROUND Immunofluorescence cytometry of antigen and DNA content provides relative measurements of the cell cycle phase distribution of a specific epitope. Measurement of correlated expression of epitopes on signaling and regulatory proteins will be useful in the study of the complex pathways involved in cell cycle regulation and carcinogenesis. However, to formulate regulatory pathway models, measurements of molecules per cell would be more useful than relative measurements of intensity. Here, we report on a system in which the relationship between molecules and fluorescence is determined for a reference set of cell lines that are then used to directly calculate the number of molecules for unknowns. To demonstrate the process, we calculated the cell cycle phase distribution of SV40 large T antigen (Tag) in the reference cells. METHODS A set of cell line clones expressing different levels of Tag were isolated. Quantitative Western blots of these cells and purified, recombinant Tag were performed. Cells from the same sample were stained and analyzed by flow cytometry for Tag and DNA. The relationship between molecules and fluorescence was established and calculations were performed for the phase distributions of Tag. RESULTS The five cell lines had 0.11, 0.27, 1.06, 2.44, and 2.63 x 10(6) molecules of Tag per cell, determined by Western blot. The average coefficient of variation was 10.6%. The relationship of molecules to fluorescence fit a linear equation (r(2) = 0.96) over the range, 0.11 - 2.63 x 10(6) molecules, however, the same equation did not fit the relationship between 0 molecules, defined by isotype staining controls, and the lowest expressing cell line. To calculate the phase distributions of molecules in the lowest cell line, a second linear equation from 0 to 110,000 molecules was used. CONCLUSIONS This work describes a system where fixed cells expressing various levels of a target antigen quantified by Western blots can be used to standardize flow cytometric measurements of gene expression in absolute terms.
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Affiliation(s)
- P S Frisa
- Cancer Research Center, Case Western Reserve University, Cleveland, Ohio 44106-4944, USA
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Jacobberger JW, Sramkoski RM, Zhang D, Zumstein LA, Doerksen LD, Merritt JA, Wright SA, Shults KE. Bivariate analysis of the p53 pathway to evaluate Ad-p53 gene therapy efficacy. ACTA ACUST UNITED AC 1999. [DOI: 10.1002/(sici)1097-0320(19991015)38:5<201::aid-cyto2>3.0.co;2-f] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Muller Kobold AC, Kallenberg CG, Tervaert JW. Monocyte activation in patients with Wegener's granulomatosis. Ann Rheum Dis 1999; 58:237-45. [PMID: 10364903 PMCID: PMC1752857 DOI: 10.1136/ard.58.4.237] [Citation(s) in RCA: 79] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE Wegener's granulomatosis (WG) is an inflammatory disorder characterised by granulomatous inflammation, vasculitis, and necrotising vasculitis and is strongly associated with anti-neutrophil cytoplasmic antibodies (ANCA). Activated monocytes/macrophages are present in renal biopsy specimens and participate in granuloma formation by synthesising and secreting a variety of chemoattractants, growth factors, and cytokines. In view of these findings, in vivo monocyte activation was evaluated in patients with WG and the findings related to parameters of clinical disease activity. METHODS Monocyte activation was analysed by measuring plasma concentrations of soluble products of monocyte activation, that is neopterin and interleukin 6 (IL6), by ELISA, and by quantitating the surface expression of activation markers on circulating monocytes by flow cytometry. RESULTS Twenty-four patients with active WG were included in this study. Ten of these patients were also analysed at the time of remission. Twelve patients with sepsis served as positive controls, and 10 healthy volunteers as negative controls for monocyte activation. Patients with active disease had increased monocyte activation compared with healthy controls as shown by increased concentrations of neopterin (p < 0.0001) and increased surface expression of CD11b (p < 0.05) and CD64 (p < 0.05). In those patients with increased concentrations of IL6 during active disease plasma concentrations of IL6 decreased during follow up when patients went into remission (p < 0.0001). In addition, neopterin (r = 0.37, r = 0.44), IL6 (r = 0.37, r = 0.60) and CD63 expression (r = 0.39, r = 0.45) correlated significantly with disease activity as measured by the Birmingham Vasculitis Activity Score and C reactive protein values, respectively. Compared with patients with sepsis, all markers of monocyte activation in patients with vasculitis were lower. CONCLUSION It is concluded that disease activity in WG correlates with the extent of activation of monocytes, compatible with their role in the pathophysiology of this disease.
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Affiliation(s)
- A C Muller Kobold
- Department of Clinical Immunology, University Hospital Groningen, The Netherlands
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Muller Kobold AC, Mesander G, Stegeman CA, Kallenberg CG, Tervaert JW. Are circulating neutrophils intravascularly activated in patients with anti-neutrophil cytoplasmic antibody (ANCA)-associated vasculitides? Clin Exp Immunol 1998; 114:491-9. [PMID: 9844062 PMCID: PMC1905131 DOI: 10.1046/j.1365-2249.1998.00748.x] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Vascular injury in vasculitis may be due to activation of circulating neutrophils resulting in their increased adhesiveness to locally activated endothelium (Shwartzman phenomenon). Previously, we demonstrated up-regulation of endothelial intercellular adhesion molecule-1 (ICAM-1) and vascular cell adhesion molecule-1 (VCAM-1) in biopsies from patients with ANCA-associated vasculitis. In the present study, we investigated the expression of adhesion molecules (CD11b, ICAM-1, VLA-4, L-selectin) and activation markers (CD66b, CD64, CD63) on circulating neutrophils from patients with ANCA-associated vasculitis in comparison with their expression on cells from healthy volunteers and patients with sepsis. We related these findings to parameters of disease activity. Surface marker expression was determined by using a non-activating whole blood flow cytometric assay. The expression of activation markers, but not the expression of adhesion molecules, was increased on neutrophils from patients with active vasculitis. The expression of CD63 and CD66b on neutrophils correlated with disease activity as determined by the Birmingham Vasculitis Activity Score (BVAS). In contrast to patients with active vasculitis, patients with sepsis showed up-regulation of all markers, including adhesion molecules, suggesting that circulating neutrophils are fully activated in sepsis. We conclude that in ANCA-associated vasculitis, circulating neutrophils are not fully activated, since they do not express increased levels of adhesion molecules as sepsis or in the Shwartzman reaction. These findings are compatible with the concept that in vivo vascular damage in ANCA-associated vasculitides does not occur due to a Shwarzman-like reaction but only after ANCA-induced neutrophil activation at the endothelial cell surface.
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Affiliation(s)
- A C Muller Kobold
- Department of Clinical Immunology, University Hospital Groningen, RB Groningen, The Netherlands
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Muller Kobold AC, Zijlstra JG, Koene HR, de Haas M, Kallenberg CG, Tervaert JW. Levels of soluble Fc gammaRIII correlate with disease severity in sepsis. Clin Exp Immunol 1998; 114:220-7. [PMID: 9822280 PMCID: PMC1905102 DOI: 10.1046/j.1365-2249.1998.00727.x] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Neutrophil activation is thought to play a crucial role in the pathogenesis of sepsis. During activation, neutrophils adhere to and migrate through the endothelium. Therefore, the amount of circulating neutrophils does not adequately reflect the total amount of neutrophils that are involved in the pathophysiologic process of this condition. In this study we test the hypothesis that the severity of sepsis is associated with the total body mass of neutrophils as reflected in the plasma concentration of soluble Fc gamma receptor type III (sFc gammaRIII). Nineteen patients with sepsis (12 male, seven female, median age of 69 years, range 29-87 years) were included in this study. Ten healthy volunteers served as controls. Plasma sFc gammaRIII concentrations were measured by ELISA. Other parameters that were studied were leucocyte count, plasma concentrations of lactoferrin and soluble L-selectin, and surface expression of CD11b and CD66b on circulating neutrophils. Disease activity was measured using the Acute Physiology and Chronic Health Evaluation (APACHE) II score. Soluble Fc gammaRIII levels were elevated in sepsis patients whereas soluble L-selectin levels were moderately decreased compared with healthy controls. Markers of cell activation were significantly increased in sepsis patients. Soluble Fc gammaRIII correlated with disease severity as measured by the APACHE score (P<0.05, r=0.53), whereas the other parameters did not correlate with the APACHE score. In conclusion, this study demonstrates that soluble Fc gammaRIII is a useful marker for disease severity in patients with sepsis.
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Affiliation(s)
- A C Muller Kobold
- Department of Clinical Immunology, University Hospital Groningen, The Netherlands
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20
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Natarajan A, Subramanian S, Srienc F. Comparison of mutant forms of the green fluorescent protein as expression markers in Chinese hamster ovary (CHO) and Saccharomyces cerevisiae cells. J Biotechnol 1998; 62:29-45. [PMID: 9684340 DOI: 10.1016/s0168-1656(98)00040-6] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Several green fluorescent protein (Gfp) mutants with increased cellular fluorescence compared to the wildtype protein have recently been generated. We have expressed and compared wildtype Gfp and mutants S65T, F100S/ M154T/V164A, F64L/S65T, and S65A/V68L/S72A under identical growth conditions in CHO and Saccharomyces cerevisiae cells. The results suggest that the last two Gfp mutants are the best candidates as reporter proteins, and they provide a high signal-to-noise ratio in both systems. Single gene copy expression of these mutant forms is easily detectable over background autofluorescence. All Gfps are highly stable within cells, with an estimated 1/2-life between 7 h (wildtype) and 70 h (F100S/M154T/V164A) in S. cerevisiae cells. Although this limits their use in examining rapid cellular events without further modification, Gfp is expected to be a useful marker for monitoring the physiological state of cells in bioreactors using on-line probes.
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Affiliation(s)
- A Natarajan
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, USA
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21
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Subramanian S, Srienc F. Quantitative analysis of transient gene expression in mammalian cells using the green fluorescent protein. J Biotechnol 1996; 49:137-51. [PMID: 8879169 DOI: 10.1016/0168-1656(96)01536-2] [Citation(s) in RCA: 70] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
The green fluorescent protein (Gfp) has been used as a reporter, along with flow cytometric analysis, to follow the dynamics of gene expression in transiently transfected mammalian cells. Gene transfer conditions for lipofection were optimized. The highest fraction of transfectants were obtained when lipid-DNA complexes were formed with 6 microliters lipid and 1 microgram DNA for chinese hamster ovary (CHO) cells and with 9 microliters lipid and 2 micrograms DNA for NIH/3T3 cells. Chinese hamster ovary cells were monitored for Gfp expression and growth for 6 days following transfection. An initial decrease in viability for 36 h was observed after which cell growth followed exponential kinetics with increasing viability. Intracellular accumulation of recombinant protein peaked at 24 h post-transfection and then decreased with first order kinetics at a rate comparable to the specific growth rate. It appears that dilution by growth accounts for the decrease of Gfp in the biomass. Immunofluorescent staining of Gfp and subsequent flow cytometric analysis of transfected cells revealed a linear correlation between the green fluorescence and immunofluorescence. This indicates that green fluorescence is a quantitative measure of intracellular Gfp in single cells in spite of the dynamics of post-translational modifications involved in the conversion of expressed protein into its fluorescent form. A structured model has been formulated to describe the observed kinetics of gene expression and fluorophore formation. The model accurately predicts experimental trends and suggests that the fraction of non-fluorescent Gfp is significant only during the initial period of gene expression.
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Affiliation(s)
- S Subramanian
- Institute for Advanced Studies in Biological Process Technology, University of Minnesota, St. Paul 55108, USA
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22
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Zhang D, Jacobberger JW. TGF-beta 1 perturbation of the fibroblast cell cycle during exponential growth: switching between negative and positive regulation. Cell Prolif 1996; 29:289-307. [PMID: 8809121 DOI: 10.1111/j.1365-2184.1996.tb01581.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
We have demonstrated previously that SV40 T antigen and serum regulate the length of G1 in exponentially growing NIH-3T3 cells in part by inhibiting density dependent negative cell cycle regulation. In these studies it was suggested that T antigen positively regulated G1 in a density independent manner as well. In this report we show that, 24 h after treatment, TGF-beta 1 perturbs the cell cycle of exponentially growing fibroblasts in a manner similar to T antigen. However, prior to 24 h, TGF-beta 1 produced a negative response, elongating the G1 phase of the cell cycle that was followed by a positive response, both of which were density independent. This biphasic response was measured between 0 and 12 h post-treatment and was relative to responses from serum. This switch from an early inhibitory effect to a late stimulatory effect was associated with changes in Rb phosphorylation, the timing and magnitude of which indicated that Rb may be directly regulating TG1 rather than reporting changes in the population. This is further substantiated by abrogation of the inhibitory effect by expression of wild-type SV40 T antigen and retention of the effect in cells that express an Rb-binding mutant of T antigen (K1). The biphasic regulatory effects of TGF-beta 1 were also displayed in WI-38 and IMR-90 human fibroblasts. This suggests that this biphasic effect is a property of fibroblasts.
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Affiliation(s)
- D Zhang
- Cancer Research Center, School of Medicine, Case Western Reserve University, Cleveland, Ohio 44106, USA
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23
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Abstract
The bacterial flora in the human colon, although extremely diverse, has a relatively stable composition and non-infectious anaerobic bacteria are dominant. The flora forms a pool of numerous different antigens separated from mucosal immunocompetent cells by just a single layer of epithelial cells. Despite this thin barrier, however, the colonic mucosa is physiologically only mildly inflamed. This study looked at the mucosal humoral immune response against faecal anaerobes. By flow cytometric analysis the in vivo immunoglobulin coating of anaerobic bacteria in faecal samples of 22 healthy human volunteers was determined. In a previous study flow cytometric analysis of faecal bacteria has been found to be a very sensitive method to detect immunoglobulins on faecal bacteria. This technique showed that in vivo many bacteria are coated with IgA (24-74%) and less with IgG and IgM. The presence of many bacteria coated with IgA implies that IgA coating does not result in permanent removal of the species from the colon. The absence of immunoglobulin coating suggests that there is immunological unresponsiveness for anaerobic bacterial antigens. It is concluded that both immunological unresponsiveness and preferential coating with IgA are responsible for the relative absence of colonic mucosal inflammation.
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Affiliation(s)
- L A van der Waaij
- Department of Medical Microbiology, University of Groningen, Netherlands
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24
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Langendijk PS, Schut F, Jansen GJ, Raangs GC, Kamphuis GR, Wilkinson MH, Welling GW. Quantitative fluorescence in situ hybridization of Bifidobacterium spp. with genus-specific 16S rRNA-targeted probes and its application in fecal samples. Appl Environ Microbiol 1995; 61:3069-75. [PMID: 7487040 PMCID: PMC167584 DOI: 10.1128/aem.61.8.3069-3075.1995] [Citation(s) in RCA: 730] [Impact Index Per Article: 25.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
Three 16S rRNA hybridization probes were developed and tested for genus-specific detection of Bifidobacterium species in the human fecal flora. Variable regions V2, V4, and V8 of the 16S rRNA contained sequences unique to this genus and proved applicable as target sites for oligodeoxynucleotide probes. Determination of the genus specificity of the oligonucleotides was performed by whole-cell hybridization with fluorescein isothiocyanate-labelled probes. To this end, cells were fixed on glass slides, hybridized with the probes, and monitored by videomicroscopy. In combination with image analysis, this allowed quantification of the fluorescence per cell and objective evaluation of hybridization experiments. One of the probes developed was used to determine the population of Bifidobacterium spp. in human fecal samples. A comparison was made with results obtained by cultural methods for enumeration. Since both methods gave similar population estimates, it was concluded that all bifidobacteria in feces were culturable. However, since the total culturable counts were only a fraction of the total microscopic counts, the contribution of bifidobacteria to the total intestinal microflora was overestimated by almost 10-fold when cultural methods were used as the sole method for enumeration.
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Affiliation(s)
- P S Langendijk
- Department of Medical Microbiology, University of Groningen, The Netherlands
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25
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Del Poeta G, Stasi R, Venditti A, Cox C, Aronica G, Masi M, Bruno A, Simone MD, Buccisano F, Papa G. CD7 expression in acute myeloid leukemia. Leuk Lymphoma 1995; 17:111-9. [PMID: 7539657 DOI: 10.3109/10428199509051710] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
The clinical significance of the expression of CD7 antigen on the blasts of 207 consecutive patients with de novo acute myeloid leukemia (AML) was evaluated. For this purpose, fifty-three CD7+ patients (23 females and 30 males; mean age 52 years) were analyzed and classified into the following subtypes according to French-American-British (FAB) classification: 7 M0, 13 M1, 9 M2, 1 M3, 9 M4, 14 M5. Immunophenotypic studies were carried out by flow cytometry and blast cells were selected on the basis of forward light scatter gating and pan-myeloid marker, either CD13 or CD33. All the CD7+ patients were negative for surface CD3 and T-cell-receptor (TCR) molecules. We found no correlation between CD7 expression and sex, age, hepatosplenomegaly and/or central nervous system involvement. The immaturity of CD7+ leukemic cells was supported by the high expression of CD34 (P = 0.001). CD7 positivity was significantly associated with a white blood cell count (WBC) greater than 100 x 10(9)/L (P = 0.003). P-Glycoprotein (P-170) expression was also evaluated in 135 patients by a flow-cytometric assay: there was a close relationship between CD7 and P-170 positivity (P < 0.001). For remission induction, all patients received therapeutic regimens routinely used for AML. The complete remission (CR) rate was significantly lower in CD7+ cases (32% vs 74%, P = 0.001). The overall survival and disease free survival rate of CD7+ AML was lower than those of CD7- patients (P < 0.001 and = 0.002, respectively). CD7+ AML with coexpression of CD14 had a particularly unfavourable response and prognosis in comparison with CD7+ patients without CD14.(ABSTRACT TRUNCATED AT 250 WORDS)
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MESH Headings
- ATP Binding Cassette Transporter, Subfamily B, Member 1/physiology
- Acute Disease
- Adolescent
- Adult
- Aged
- Aged, 80 and over
- Antigens, CD/analysis
- Antigens, CD/genetics
- Antigens, CD7
- Antigens, Differentiation, T-Lymphocyte/analysis
- Antigens, Differentiation, T-Lymphocyte/genetics
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- Biomarkers, Tumor/analysis
- Female
- Humans
- Immunophenotyping
- Karyotyping
- Leukemia, Myeloid/drug therapy
- Leukemia, Myeloid/genetics
- Leukemia, Myeloid/metabolism
- Male
- Middle Aged
- Phenotype
- Prognosis
- Risk Factors
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Affiliation(s)
- G Del Poeta
- Department of Hematology, University Tor Vergata, Ospedale S. Eugenio, Rome, Italy
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26
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Sladek TL, Fisher SD, Rubenstein BN. Dose-response of two cellular proliferation phenotypes produced by simian virus 40 large T antigen. Cell Prolif 1994. [DOI: 10.1111/j.1365-2184.1994.tb01386.x] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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27
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van der Waaij LA, Mesander G, Limburg PC, van der Waaij D. Direct flow cytometry of anaerobic bacteria in human feces. CYTOMETRY 1994; 16:270-9. [PMID: 7924697 DOI: 10.1002/cyto.990160312] [Citation(s) in RCA: 51] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
We describe a flow cytometry method for analysis of noncultured anaerobic bacteria present in human fecal suspensions. Nonbacterial fecal compounds, bacterial fragments, and large aggregates could be discriminated from bacteria by staining with propidium iodide (PI) and setting a discriminator on PI fluorescence and by exclusion of events with large forward scatter. Since anaerobic bacteria, which account for over 99.9% of all fecal bacteria, die during sample preparation, a fixation step was not necessary. A second aim of this study was to investigate the technical possibility of measurement of in vivo IgA coating of fecal anaerobic bacteria as well as their bacterial size. Fecal samples of 22 healthy human volunteers were analyzed. The fluorescence distribution of IgA-coated bacteria labeled with fluorescein isothiocyanate (FITC)-anti-Hu-IgA had overlap with noncoated bacteria. However, with match region subtraction, detection of low levels of specific FITC fluorescence on IgA-coated bacteria was achieved. The median bacterial two-dimensional surface area was 1.0 microns2. To validate flow cytometry data, all samples were analyzed with an image analysis system as well. With this new method, a rapid evaluation of fecal flora with high sensitivity for specific FITC fluorescence is possible without culturing.
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Affiliation(s)
- L A van der Waaij
- Department of Medical Microbiology, University of Groningen, The Netherlands
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28
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Müller MR, Lennartz K, Nowrousian MR, Dux R, Tsuruo T, Rajewsky MF, Seeber S. Improved flow-cytometric detection of low P-glycoprotein expression in leukaemic blasts by histogram subtraction analysis. CYTOMETRY 1994; 15:64-72. [PMID: 7512893 DOI: 10.1002/cyto.990150111] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Expression of the drug efflux pump P-glycoprotein (PGP) was determined by flow cytometry in human lung cancer cell lines and in leukaemic blasts derived from 60 patients with acute myeloid leukaemia (AML). Cells from the PGP-negative parent cell line H69/P and the multidrug resistant (MDR)-variant H69/LX4 could be clearly distinguished by immunostaining with the anti-PGP monoclonal antibody MRK16. In leukaemic blasts, the differences in fluorescence intensities between samples incubated with the idiotypic nonspecific (control sample) and specific antibody (test sample) were small, resulting in nondisjunct distributions. Only in a few leukaemia specimens were PGP-expressing cells detectable by simple subtraction of histograms using a threshold. Therefore, an improved histogram subtraction analysis, based on curve fitting and a statistical test, was applied to distinguish antigen-positive from antigen-negative cells. Moreover, a multiparametric staining procedure employing propidium iodide (PI) and Hoechst 33342 was used to reduce staining artefacts. By this approach, leukaemic cells with low expression of PGP were detected in 39 out of 60 cases. Subpopulations with strong PGP expression, resulting in disjunct fluorescence distributions, were not observed. Only in 5 out of 60 specimens were PGP expressing cells detected by a conventional subtraction of histograms using a threshold. Comparison of data obtained with or without the multiparametric gating procedure indicated that the increase in sensitivity was mainly due to the application of the data analysis. However, exclusion of cell debris using PI and Hoechst staining properties reduced the deviation of data from mean values. No relation between PGP expression and cell cycle position was observed in either cell lines or in leukaemic blasts.(ABSTRACT TRUNCATED AT 250 WORDS)
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MESH Headings
- ATP Binding Cassette Transporter, Subfamily B, Member 1
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- Carcinoma, Small Cell/pathology
- Carrier Proteins/analysis
- DNA, Neoplasm/analysis
- Drug Resistance
- Flow Cytometry
- Humans
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/metabolism
- Leukemia, Myeloid, Acute/pathology
- Lung Neoplasms/pathology
- Membrane Glycoproteins/analysis
- Neoplasm Proteins/analysis
- Neoplastic Stem Cells/metabolism
- Neoplastic Stem Cells/pathology
- Palliative Care
- Remission Induction
- Salvage Therapy
- Subtraction Technique
- Tumor Cells, Cultured
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Affiliation(s)
- M R Müller
- Department of Medical Oncology, West German Cancer Centre, Essen
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29
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Affiliation(s)
- K D Bauer
- Department of Immunology, Genentech, Inc., South San Francisco, California 94080
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