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Quantitating fluorescence intensity from fluorophores: practical use of MESF values.


The present work uses fluorescein fluorescein /flu·o·res·ce·in/ (fldbobr-res´en) a fluorescing dye; its sodium salt is used as a tracer in retinal angiography and as a diagnostic aid for revealing corneal trauma and fitting contact lenses.  as the model fluorophore and points Out critical steps in the use of MESF MESF Mobile Electronics and Security Federation (UK trade association)
MESF Maritime Expeditionary Security Force
MESF Minimum Engineered Safety Feature
 (Molecules of Equivalent Soluble Fluorophores) values for quantitative flow cytometric measurements. It has been found that emission spectrum emission spectrum: see spectrum.  matching between a reference solution and an analyte and normalization In relational database management, a process that breaks down data into record groups for efficient processing. There are six stages. By the third stage (third normal form), data are identified only by the key field in their record.  by the corresponding extinction coefficient are required for quantifying fluorescence signals using flow cytometers. Because of the use of fluorescein, the pH value of the medium is also critical for accurate MESF assignments. Given that the emission spectrum shapes of microbead suspensions and stained biological cells are not significantly different, the percentage of error due to spectrum mismatch is estimated. We have also found that the emission spectrum of a microbead with a seven-methylene linker between the fluorescein and the bead surface (bead7) provides the best match with the spectra from biological cells. Therefore, bead7 is potentially a better calibration standard for flow cytomet ers than the existing one that is commercially available and used in the present study.

Key words: emission spectrum matching; extinction coefficient; fluorescein; lymphocyte lymphocyte: see blood; immunity.
lymphocyte

Type of leukocyte fundamental to the immune system, regulating and participating in acquired immunity. Each has receptor molecules on its surface that bind to a specific antigen.
; MESF value; microbead; pH; quantitative flow cytometry flow cytometry (flōˑ sī·tˑ·m .

1. Introduction

Quantitative flow cytometry, QFCM, has been advocated for the interlaboratory data comparison and the quality control of clinical flow cytometry for about a decade (1, 2). It has made it possible to express not only the percentage of positive cells in a sample but also the absolute number of antibodies bound to a single cell. There are, for example, reports demonstrating the feasibility of assessing CD38 expression levels on CD8 + T lymphocytes through quantitative cytometric analyses (3-5). Further applications of quantitative cytometry will depend on some means of standardizing immunophenotyping across a wide range of products in a variety of clinical settings with a variety of possible fluorescence reference material choices.

The present work is a follow-up investigation on the practical use of Molecules of Equivalent Soluble Fluorophore values, MESF, defined and published earlier (6). The MESF approach relies on the equivalency between the number of fluorophores in two solutions, where one solution may be a suspension of labeled microbeads. To simplify the assignment of MESF values to labeled microbeads in a suspension using a fluorophore solution, for instance, the use of the same fluorophore was suggested. This prerequisite ensures a minimum change in molar absorptivity The molar extinction coefficient, also known as molar absorptivity, is a measure of how strongly a chemical species at a given wavelength absorbs light at that wavelength.  in both environments. For the same instrument setting, the equality of fluorescence intensities of two solutions or suspensions integrated over entire emission spectra is equivalent to the equality of fluorescence yields of those two solutions or suspensions. The fluorescence yield is a product of the number of fluorophores in solution or the number of labeled beads in suspension and the corresponding fluorescence quantum yield The quantum yield of a radiation-induced process is the number of times that a defined event occurs per photon absorbed by the system. Thus, the quantum yield is a measure of the efficiency with which absorbed light produces some effect. . The MESF value of the bead suspe nsion is the ratio between the number of fluorophores in solution and the number of beads in suspension. The assignments of MESF values to a set of labeled beads with different fluorophore densities allow for construction of a calibration curve In analytical chemistry, a calibration curve is a general method for determining the concentration of a substance in an unknown sample by comparing the unknown to a set of standard samples of known concentration.  for an instrument, such as a flow cytometer. The procedure allows one to obtain MESF values of biological cells stained with the same fluorophore-labeled monoclonal antibodies This is a list of monoclonal antibodies, antibodies which are clones of a single parent cell. When used as medications, the generic names end in -mab (see "Nomenclature of monoclonal antibodies"). , the goal of the present study. Practically, if one uses antibodies with known MESF values, which are assigned using the same methodology for obtaining MESF values of beads, the number of antibody binding sites per cell is equal to the ratio of the MESF value per cell and the MESF value per antibody. This number, defined as Antibody Binding Capacity (ABC ABC
 in full American Broadcasting Co.

Major U.S. television network. It began when the expanding national radio network NBC split into the separate Red and Blue networks in 1928.
), is the ultimate biological objective associated with quantitative cytometric measurements.

Although both concepts, MESF and ABC, are well accepted in the flow cytometry community (7), there seems to be a lack of solid foundations as to the limits for the use of MESF values and choice of cytometric reference standards. In the present study, we use Fluorescein Solution SRM (1) (Storage Resource Management) The management of the storage resources in an organization in order to avoid duplication of files and to determine space utilization across all servers. [R] 1932, a NIST (National Institute of Standards & Technology, Washington, DC, www.nist.gov) The standards-defining agency of the U.S. government, formerly the National Bureau of Standards. It is one of three agencies that fall under the Technology Administration (www.technology.  fluorescence standard reference solution, as the primary standard, and focus on the spectral properties of beads labeled with fluorescein with different linker lengths, fluorescein-labeled antibodies, and biological cells such as leukocytes and lymphocytes Lymphocytes
Small white blood cells that bear the major responsibility for carrying out the activities of the immune system; they number about 1 trillion.
 stained with fluorescein-labeled antibodies. We have also used the existing microbead calibration standard to construct calibration curves for MESF assignments of the stained lymphocytes. The assignments were made independently using two different flow cytometers. Given that fluorescein is the only fluorophore used throughout the study, cytometric variations in the MESF values obtained are largely due to both procedure error and systematic error. The former is hi ghly related to the measurement procedures. The later is caused by the spectral mismatch between the bead standard and the stained lymphocytes because of the use of the bandpass filter An electronic circuit that accepts a signal and filters out unwanted frequencies, allowing only a particular frequency or frequency range (band of frequencies) to reach the output side.  in the cytometer and wavelength-dependent instrument detection responses as explained below. Mathematical modeling is used to simulate the actual data and to establish the percentage of the systematic error. We demonstrate that such error can be avoided by using a better microbead reference material. This investigation is important for the evaluation of the existing fluorescein-based bead standard and for the establishment of the correct use of MESF values.

2. Materials and Methods

2.1 Experimental Details

Beads labeled with fluorescein having different linker lengths were obtained from Flow Cytometry Standards Corporation (1) (San Juan San Juan, city, Argentina
San Juan (săn wän, Span. sän hwän), city (1991 pop. 353,476), capital of San Juan prov., W Argentina. It is a commercial and industrial center in an agricultural region.
, PR). Quantum[TM] FITC FITC

fluorescein isothiocyanate; used as a fluorescent label for proteins, especially antibodies.
 MESF Kit (medium level), which is composed of a set of microbeads with different amounts of fluorescein labeled via a three-methylene linker to the bead surface, was obtained from Bangs Laboratories, Inc. (Fishers, IN). Monoclonal antibodies CD45, CD3, CD8, and CD45RA, all labeled with fluorescein, were purchased from BD Immunocytometry Systems (San Jose San Jose, city, United States
San Jose (sănəzā`, săn hōzā`), city (1990 pop. 782,248), seat of Santa Clara co., W central Calif.; founded 1777, inc. 1850.
, CA). In addition, 25 different fluorescein-labeled monoclonal antibodies used in this study were provided by Dr. Thomas Fleisher at NIH "Not invented here." See digispeak.

NIH - The United States National Institutes of Health.
.

Cells were stained with various monoclonal antibodies followed widely used procedures. Briefly, the whole blood was first washed with 10 % Fetal Bovine Serum Fetal bovine serum ( or foetal bovine serum) is serum taken from the fetuses of cows. Fetal Bovine Serum (or FBS) is the most widely used serum in the culturing of cells. In some papers the expression foetal calf serum is used.  in 1X Phosphate Buffered Saline Phosphate buffer saline (abbreviated PBS) is a buffer solution commonly used in biochemistry. It is a salty solution containing sodium chloride, sodium phosphate and potassium phosphate. The buffer helps to maintain a constant pH.  (PBS PBS
 in full Public Broadcasting Service

Private, nonprofit U.S. corporation of public television stations. PBS provides its member stations, which are supported by public funds and private contributions rather than by commercials, with educational, cultural,
, pH 7.2, containing 9.0 g/L of NaCl, 0.726 g/L of [Na.sub.2][HPO HPO

1. hyperbaric (high-pressure) oxygenation.

2. hypertrophic pulmonary osteodystrophy.
.sub.4].7[H.sub.2]O, and 0.21 g/L of [KH.sub.2][PO.sub.4]), and then stained with various fluorescein-labeled antibodies for 30 min at 4[degrees]C. The stained cells were subsequently lysed with 1X FACS FACS Fellow of the American College of Surgeons.

FACS
abbr.
Fellow of the American College of Surgeons



FACS

fluorescence-activated cell sorter.
[TM] Lysing Solution and the obtained leukocytes were resuspended in 1 mL of 1 % fixative fixative /fix·a·tive/ (fik´sit-iv) an agent used in preserving a histological or pathological specimen so as to maintain the normal structure of its constituent elements.

fix·a·tive
adj.
 (Formaldehyde, Electron Microscopy electron microscopy

Technique that allows examination of samples too small to be seen with a light microscope. Electron beams have much smaller wavelengths than visible light and hence higher resolving power.
 Sciences, Fort Washington Fort Washington, military post during the American Revolution, situated on the highest point of Manhattan island, New York City, overlooking the Hudson River opposite Fort Lee, N.J. , PA) after washing twice with 1X PBS/0.1 % sodium azide sodium azide NaN3 Microbiology A toxic salt added–concentration, 0.01%, to a transport medium of lab specimens–eg, urine for culturing bacteria, which prevents oxidative phosphorylation and bacterial overgrowth .

The mononuclear mononuclear /mono·nu·cle·ar/ (-noo´kle-er)
1. having but one nucleus.

2. a cell having a single nucleus, especially a monocyte of the blood or tissues.


mon·o·nu·cle·ar
adj.
 cells from the whole blood were obtained using the Ficoll-Hypaque separation procedure (8, 9). A 15 mL quantity of Lymphocyte Separation Medium (ICN ICN International Council of Nurses.  Biomedical bi·o·med·i·cal
adj.
1. Of or relating to biomedicine.

2. Of, relating to, or involving biological, medical, and physical sciences.
 Inc., Aurora, OH) was gently laid beneath 30 mL of diluted blood in a 50 mL conical centrifuge centrifuge (sĕn`trəfyj), device using centrifugal force to separate two or more substances of different density, e.g., two liquids or a liquid and a solid.  tube. The tube was spun at 900 g for 5 min. The top plasma layer was aspirated to within 1 mL to 2 mL of the mononuclear cell layer, and the white cell layer was subsequently transferred into a clear tube. A small amount of red cells in the white cell layer was cleaned out by lysing with ammonium chloride ammonium chloride (əmō`nēəm klôr`īd), chemical compound, NH4Cl, a white or colorless, odorless, water-soluble, cubic crystalline salt with a biting taste, commonly known as sal ammoniac.  followed by centrifuging at 400 g for 10 min. The mononuclear cells were stained with antibodies following the above procedure except the lysing step.

The emission spectra were measured using a custom-made calibrated cal·i·brate  
tr.v. cal·i·brat·ed, cal·i·brat·ing, cal·i·brates
1. To check, adjust, or determine by comparison with a standard (the graduations of a quantitative measuring instrument):
 spectrofluorimeter described previously (6). The flow cell configuration was adapted such that approximately 6 mL of sample passed through the excitation beam at the rate of 9 mL/min by means of a peristaltic pump A peristaltic pump is a type of positive displacement pump used for pumping a variety of fluids. The fluid is contained within a flexible tube fitted inside a circular pump casing (though linear peristaltic pumps have been made).  from Gilson, Inc., Middleton, WI. The flow system minimizes photodegradation of the fluorophores.

A flow cytometer is an instrument capable of measuring the fluorescence of fluorescently labeled particles and biological cells one at a time (10). Because of the design of the flow system in cytometers, fluorescence of the individual cell type, such as lymphocytes, can be measured and quantified in the presence of other cell types. However, such measurement can not be accomplished using typical spectrofluorimeters unless the cells of interest are physically separated from other cell types. In the present study, two flow cytometers were used to obtain MESF values of stained human lymphocytes. One is a FACScan[TM] flow cytometer from BD Immunocytometry Systems (San Jose, CA), and the other is a custom research cytometer with only two channels, a side scatter channel and a fluorescein fluorescence channel. A schematic of the research cytometer is given in Fig. 1. By comparison, the FACScan flow cytometer is more sophisticated with two scattering channels and three fluorescence channels. The operating procedures for both cytometers are similar except that QC3[TM] (FITC/PE/PE-Cy5, fluorescein-isothiocyanate/phycoerythrin/phycoerythrin-Cy5) beads (Bangs Laboratories, Inc., Fishers, IN) are run in the FACScan cytometer for the purpose of multi-channel instrumental quality control. The voltage of the photo-multiplier tube (PMT See photomultiplier tube. ) for the fluorescence channel was kept the same for the cell measurements as for MESF microbead measurements in both instruments. However, the PMT voltage for the scattering channel was adjusted for different analytes.

2.2 Modeling Methodology

The assignment of MESE MESE. An ancient word used to signify house, probably from the French maison; it is said that by this word the buildings, curtilage, orchards and gardens will pass. Co. Litt. 56.  values to the beads, which is accomplished using a calibrated spectrofluorimeter, is independent of the spectral properties of the fluorophore in the reference solution compared to when the fluorophore is bound to the bead. This is ensured by integrating over the entire corrected emission spectra of the fluorophore in solution and on the bead. However in the bead case, the measuring instrument, such as a cytometer, may sample over a limited range of emission wavelengths using various bandpass filters. Furthermore the instrument response will usually not be corrected for spectral response The variable output of a light-sensitive device that is based on the color of the light it perceives. . The response of an instrument employing a PMT or charge coupled device (CCD CCD
 in full charge-coupled device

Semiconductor device in which the individual semiconductor components are connected so that the electrical charge at the output of one device provides the input to the next device.
) at a specific wavelength can be modeled as:

R([lambda]) = AN[[epsilon].sub.ex][phi]Q([lambda])s([lambda])T([lambda]), (1)

where A includes illumination, sensing volume, and other wavelength independent parameters associated with the detection system (6). Since the instrument is a flow cytometer, N represents the number of fluorophore on the particle passing the detection region. The parameters, [[epsilon].sub.ex] and [phi], are the extinction coefficient at the excitation wavelength The excitation wavelength describes the light shone on a sample to transfer energy to ("to excite") a light-reactive chemical group in any compound. Its unit is usually given in nanometers (nm).  and the fluorescence quantum efficiency, respectively. The function Q([lambda]) describes the relative spectral response of the detector, s([lambda]) is the relative emission function, and T([lambda]) describes the optical filter used in the instrument. In the present study, the responsivity of the detection system (6) has been separated in two parts, the relative spectral response of the detector Q ([lambda]) and the optical filter T([lambda]), based on the applications using flow cytometers (Fig. 1). To quantify the response of a biological cell, we find a bead such that the fluorescence intensities of the cell and the bead are equal. The equality of the two signals is modeled by the following equation (6):

[N.sub.c][[epsilon].sub.ex,c][[phi].sub.c][integral]Q([lambda])[S.sub .c]([lambda])T([lambda])d[lambda]

= [N.sub.b][[epsilon].sub.ex,b][[phi].sub.b][integral]Q ([lambda])[s.sub.b]([lambda])T([lambda])d[lambda] (2)

where the subscripts C and b stand for cell and calibration bead, respectively. The above equation holds for the situation where the cell and the bead give the same response on the instrument. The equality of the two fluorescence signals is used to assign the same MESF value to the cell as the bead. Equation (2) points out that MESF assignments to biological cells depend on the instrument properties Q and T. This could lead to problems in assignment of MESF values since different instruments would give different assignments. The instrument factors drop out of Eq. (2) only if the fluorophores on the analyte and bead have the same spectral functions s([lambda]). Moreover, if the extinction coefficient is assumed to be the same for the fluorophore immobilized on both the beads and the cells, Eq. (2) reduces to an equality of fluorescence yields (products of bead or cell number and fluorescence quantum yield).

In the following we present estimates of the error in the assigned MESF values if the conditions that are necessary for rigorous (ideal) application of the MESF concept are not met. Equation (2) will serve as the model of the expected response. We assume that the same instrument settings are used for the cell and bead measurements, and ignore the variation of Q ([lambda]) over the narrow range of wavelengths passed by the bandpass filter (T([lambda]) > 0). We investigate in detail the consequences of the optical filters and mismatch of emission spectra and extinction coefficients.

3. Results

To demonstrate the correct use of MESF values and appropriate usage of Fluorescein Solution Standard Reference Material (SRM) 1932 (approximately 60 [mu]M fluorescein dissolved in 0.1 M borate borate /bo·rate/ (bor´at) a salt of boric acid.

bo·rate
n.
A salt or ester of boric acid.



borate

any salt of boric acid.
 buffer, pH 9.1), a NIST fluorescence standard reference solution, we chose fluorescein as the model fluorophore for the study. It is well known that fluorescence of fluorescein depends highly on its microenvironment microenvironment /mi·cro·en·vi·ron·ment/ (-en-vi´ron-ment) the environment at the microscopic or cellular level.  (11, 12), thus the logic of the choice is that if one knows how to deal with the complexities of fluorescein, then the same methodologies can be extended to other fluorophores.

Figure 2 shows how absorbance absorbance /ab·sor·bance/ (-sor´bans)
1. in analytical chemistry, a measure of the light that a solution does not transmit compared to a pure solution. Symbol .

2.
 and fluorescence of fluorescein change with solution pH. According to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 Kubista (11) and Sawyer (12), seven protolytic forms of fluorescein exist for solution pH values ranging from 0 to 10. Only two forms exhibit fluorescence with a quantum yield of 0.93 for the fluorescein dianion and 0.37 for the monoanion. As shown in Fig. 2, fluorescence intensity decreases as solution pH value decreases. There is no detectable change in the shape of the emission spectrum with pH. The absorption spectrum absorption spectrum: see spectrum.  shape, however, changes significantly with pH. The changes in absorption and emission spectra with solution pH are consistent with the two reports (11, 12). While taking fluorescein in borate buffer at pH 9.1 with a quantum yield of 0.93 as the reference, the relative quantum yields for fluorescein in PBS at pH 7.2 and in 2-4-Morpholino-Ethane Sulfonic sul·fon·ic
adj.
Of or relating to the chemical group SO2OH.
 (MES (Manufacturing Execution Software) Software that provides real time access to plant activities that include equipment, labor, orders and inventory. An MES integrates the data with enterprise resource planning (ERP) systems so that management has complete control of ) buffer at pH 5.8 were determined to be 0.88 and 0.62, respectively. Fluorescein dianion and monoanion species coexist in PBS at pH 7.2 at 91 % and 9 %, respectively, based on the two quantum yields given in the literatures (11, 12).

In principle, a reference standard for calibrating flow cytometers should have similar size as biological analytes such as fluorescently stained lymphocytes. The fluorophores immobilized on the reference material and biological cells should also experience similar microenvironments. Since polymer microbeads (about 7.2 [mu]m in diameter) with fluorescein covalently attached have been developed and used to calibrate To adjust or bring into balance. Scanners, CRTs and similar peripherals may require periodic adjustment. Unlike digital devices, the electronic components within these analog devices may change from their original specification. See color calibration and tweak.  flow cytometers for over a decade, we have adopted the microbead approach with a systematical evaluation of the methodology. The investigations are aimed to build a foundation for fluorescence quantitation and to demonstrate the merits of a particular fluorescence reference material. The chemical structures of fluorescein-labeled microbeads used in the study are shown in Fig. 3 with different linker lengths2. When fluorescein is immobilized on the surface of the microbeads, its emission maximum shifts towards the red with respect to that of fluorescein in solution (Fig. 4). The shift is sensitive to the length of the linker. The shorter the linker, the greater this bathochromic shift Bathochromic shift is a change of spectral band position in the absorption, reflectance, transmittance, or emission spectrum of a molecule to a longer wavelength (lower frequency). . A modified Lippert equation (13) was used in a separate study to correlate the spectral shifts in terms of the dielectric properties of the solvent and polymer bead materials (the result is not published yet).

Figure 5 shows the emission spectra of three fluorescein-labeled monoclonal antibodies from different vendors compared with that of fluorescein in borate buffer. About 30 fluorescein-labeled monoclonal antibodies have been measured, including the same antibody produced by different companies and by the same company but in different lots. There is little spectral shift among these antibodies, but the spectra are shifted to the red when compared to fluorescein in solution. When leukocytes were stained with several fluorescein-labeled antibodies, CD3, CD8, CD45, and CD45RA, the spectra of the stained cells shift further to the red with respect to those of the antibodies (Fig. 6). The reason for choosing these four antibodies is that the surface receptors for the four antibodies on leukocytes are relatively abundant compared to those for other antibodies in the study. Therefore, it's relatively easy to measure their emission spectra using the calibrated spectrofluorimeter with low laser power. The spectra of stai ned leukocytes show large deviation from fluorescein, especially CD3-stained cells. Since the measurements were carried out with low power from an Ar ion laser An ion laser is a gas laser which uses an ionized gas as its lasing medium.[1] Like other gas lasers, ion lasers feature a sealed cavity containing the laser medium and mirrors forming a Fabry-Perot resonator.  ([less than or equal to] 0.5 mW) and a flow cell to minimize photodegradation effects, any other light source including room light would contribute to the spectral background which might not be subtracted fully due to the heterogeneity of leukocyte leukocyte (l`kəsīt'): see blood.
leukocyte
 or white blood cell or white corpuscle
 suspensions. In the inset of Fig. 6, the emission spectrum of CD45-stained mononuclear cells is shown to match well with that of the same antibody-stained leukocytes. Unlike leukocytes, mononuclear cells include lymphocytes and monocytes monocytes,
n.pl the largest of the white blood cells. They have one nucleus and a large amount of grayish-blue cytoplasm. Develop into macrophages and both consume foreign material and alert T cells to its presence.
, but exclude granulocytes Granulocytes
White blood cells.

Mentioned in: Blood Donation and Registry

granulocytes (granˑ·y
. The measurement further demonstrates that the obtained spectra can best represent that of pure lymphocytes. Historically, lymphocytes have been the focal interest in cytometric measurements.

Figure 7 displays the spectral comparison between fluorescein in solution, microbeads with different linker lengths, and stained leukocytes. The figure includes the emission spectrum of bead3, a commercially available and widely used calibration standard for flow cytometers. For the purpose of visualization, leukocytes stained with CD45 and CD8 are also shown, and their spectra match most closely with that of bead7. In the following, we will use the commercial calibration bead, bead3, to perform the assignments of MESF values to the lymphocytes stained with fluorescein-labeled CD45 monoclonal antibodies using two different flow cytometers as described earlier. Mathematical modeling is used to assess the systematic error associated with the spectrum mismatch between bead3 and lymphocytes and the optical components used in the flow cytometers.

Figure 8 gives an example of how to derive a calibration curve and to make a MESF assignment to CD45-stained lymphocytes. Figure 8A displays the intensities of four MESF beads and one blank bead in term of counts in the green fluorescence channel. The acquisition software, CELLQuest[TM] from BD Immunocytometry Systems (San Jose, CA) gives the mean of the individual population assuming a log normal distribution. In Fig. 8C we see the mean values determined by the measurement serving as the x axis, and the known MESF values of the four fluorescein-labeled beads provided by the manufacturer serving as the y axis Y axis,
n See axis, Y.
, to obtain the calibration curve using a program named QuickCal[R] (Flow Cytometry Standards Corporation, San Juan, PR). Figure 8B shows the histogram histogram
 or bar graph

Graph using vertical or horizontal bars whose lengths indicate quantities. Along with the pie chart, the histogram is the most common format for representing statistical data.
 of CD45stained lymphocytes. The same analysis provides the mean channel number of the stained cells. Thus, its position on the calibration curve is located (Fig. 8C). The horizontal line (Descriptive Geometry & Drawing) a constructive line, either drawn or imagined, which passes through the point of sight, and is the chief line in the projection upon which all verticals are fixed, and upon which all vanishing points are found.

See also: Horizontal
 points to the MESF value of the stained lymphocytes. We performed an experiment to determine the MESF values of the same lymphocytes stained with fluorescein-labeled CD45 antibodies using the two cytometers specified in the experimental section. The MESF values were 500646 with a Coefficient of Variation Coefficient of Variation

A measure of investment risk that defines risk as the standard deviation per unit of expected return.
 (CV) (10) of 1.76 % for the research cytometer and 477079 (CV, 0.39 %) for the FACScan flow cytometer (3). Both CVs were obtained from four consecutive measurements of the same sample. The two MESF values differ by 4.9%.

In the following, we present estimates of the error in the assigned MESF values based on Eq. (2). The research cytometer (Fig. 1) serves as the model cytometer because it's easy to model. We ignore the variation of Q([lambda]) given that a Hamamatsu R3896 PMT is employed as the fluorescence detector, and this PMT shows a negligible variation of the spectral response over the narrow range of wavelengths (515 nm [less than or equal to] [lambda] [less than or equal to] 545 nm) passed by the bandpass filter, centered at 530 nm with bandwidth at half height of 30 nm. The filter transmits approximately 80% of light with a [+ or -] 5% variation in the range of wavelengths specified. Thus, we also ignore the deviation ([+ or -] 5%) caused by the bandpass filter. The consequences of the dichroic filter A dichroic filter or thin-film filter is a very accurate color filter used to selectively pass light of a small range of colors while reflecting other colors. By comparison, Dichroic mirrors and dichroic reflectors , mismatch of emission spectra reflected in s([lambda]), and disparity of the extinction coefficients are examined.

The inset of Fig. 9 exhibits a change in the transmission efficiency of the dichroic filter over the wavelength range from 515 nm to 545 nm. We have chosen the emission spectrum of CD45-stained mononuclear cells shown in the inset of Fig. 6 as the model spectrum because it best represents that of the lymphocytes in the cytometric measurements. Using Mathcad 2001 software from MathSoft Inc., Cambridge, MA, the "cspline" function was used to mimic the spectrum of the stained cells. By shifting the model spectrum to the red where the emission spectrum of the currently used calibration standard, bead3, stands, the possible error due to the spectral shift combined with variation in transmission of the dichroic filter in the observation window was modeled (Fig. 9). The error for a given shift results from the integration term shown in Eq. (2) and depends on the specific instrument used.

It's well known that measurement of the extinction coefficient in a highly scattering environment is extremely challenging (14). In our case, for example, the absorption spectrum of bead 12 could not be obtained with satisfaction by simple subtraction subtraction, fundamental operation of arithmetic; the inverse of addition. If a and b are real numbers (see number), then the number ab is that number (called the difference) which when added to b (the subtractor) equals  of the absorbance from the blank beadl2 to which no fluorescein was attached. The attachment of fluorescein to the outer surface of the microbead results in significant changes in the transmitting and scattering properties of the bead. Given that the absorption of fluorescein attached to the bead should be proportional to the fluorescence signal obtained at the same excitation wavelength when the emission wavelength is held constant, we measured the excitation spectra of the beads and CD45-stained cells with respect to fluorescein in solution. The excitation spectra shown in Fig. 10 are normalized. To our surprise, the excitation (Fig. 10) and emission (Fig. 4) spectra of the microbeads lack a mirror-image relationship. The maximum of the excitation spectrum of bead7 slightly shifts to the red compared to that of bead3. The experiment was repeated, and the same results were obtained. Figure 10 also shows the excitation spectrum of CD45-stained leukocytes. The spectrum mimics that of fluorescein in solution except that the spectral shape expands toward the red. The spectral shapes of various beads are also wider than that of the stained cells although the same PBS is used as the medium for the measurements. If we assume that these spectra represent the profiles of relative extinction coefficients of beads and cells, the extinction coefficient of bead3 at 488 nm is 7.5 % lower than that of the stained leukocytes. In other words Adv. 1. in other words - otherwise stated; "in other words, we are broke"
put differently
, the MESF assignment of the cells based on bead3 as the calibration standard will cause as much as a 7.5 % error in the assigned value.

4. Discussion

As shown in Fig. 1, fluorescein fluorescence is very sensitive to the solution pH. To serve as a calibration standard for flow cytometers, the microbeads labeled with fluorescein need to be suspended in the same buffer solution as biological cells to maintain the similar microenvironments for the fluorophore. Since PBS, pH 7.2, is commonly used for biological cells, it should be used to make bead and cell suspensions. On the other hand, Fluorescein Solution SRM 1932 is made of fluorescein dissolved in borate buffer, pH 9.1. Since two fluorescein species exist in PBS with different quantum yields and only the fluorescein dianion is present in borate buffer solution, MESF values can not be assigned to microbeads suspended in PBS using the calibration curve made by a series of dilutions of Fluorescein Solution SRM in borate buffer. In the following we present the measurement model which provides a framework for clarifying pH dependence of the MESF assignments. The superscript Any letter, digit or symbol that appears above the line. For example, 10 to the 9th power is written with the 9 in superscript (109). Contrast with subscript.  "s" refers to properties in solution and the superscript "b" refers to properties of fluorescein on the bead. Thus, [f.sup.s] and [f.sup.b] will give the fraction of fluorescein in the dianion form in solution and on the bead, respectively. The equality of fluorescence radiance from a solution and suspension, both at some specified pH, gives the following equality:

[[epsilon].sup.b.sub.d][[phi].sup.b.sub.d][f.sup.b][N.sup.b] + [[epsilon].sup.b.sub.m][[phi].sup.b.sub.m](1 - [f.sup.b])[N.sup.b]

= [[epsilon].sup.s.sub.d][[phi].sup.s.sub.d][f.sup.s][N.sup.s] + [[epsilon].sup.s.sub.m][[phi].sup.s.sub.m](1 - [f.sup.s])[N.sup.s] (3)

where the subscripts "d" and "m" refer to dianion and monoanion forms of fluorescein. [N.sup.b] and [N.sup.s] are the number concentrations of beads in suspension and fluorescein molecules in solution, respectively. The MESF values are assigned using a specified series of operations. The fluorescein concentration in solution is varied until the normalized fluorescence radiance is the same as that of the bead suspension. Then the ratio of solution concentration to bead concentration yields the MESF value for the bead. Assuming the extinction coefficients of the fluorescein dianion in solution and on beads are equal, Eq. (3) can be used to obtain the MESF value for the bead.

[MESF.sup.Buffer] = [([N.sup.s]/[N.sup.b]).sup.Buffer]

[MATHEMATICAL EXPRESSION A group of characters or symbols representing a quantity or an operation. See arithmetic expression.  NOT REPRODUCIBLE IN ASCII ASCII or American Standard Code for Information Interchange, a set of codes used to represent letters, numbers, a few symbols, and control characters. Originally designed for teletype operations, it has found wide application in computers. ] (4)

where the ratio of concentrations is obtained from measurements and the quantity in brackets is an estimate of the ratio of concentrations of fluorescein in the two environments with two ionic forms. For the case of borate buffer, pH 9.1, [f.sup.s] = 1 and [f.sup.b] [congruent con·gru·ent  
adj.
1. Corresponding; congruous.

2. Mathematics
a. Coinciding exactly when superimposed: congruent triangles.

b.
 to] 1. Eq. (4) reduces to

[MESF.sup.Borate] = [N.sup.Borate.sub.s]/[N.sub.b] [([[phi].sup.b.sub.d]/[[phi].sup.s.sub.d]).sup.Borate.sub.MODEL] (5)

which corresponds to the idealized i·de·al·ize  
v. i·de·al·ized, i·de·al·iz·ing, i·de·al·iz·es

v.tr.
1. To regard as ideal.

2. To make or envision as ideal.

v.intr.
1.
 case discussed in the previous paper (6). The ratio of concentrations is the ratio of quantum yields. Since the quantum yield is higher in solution we see that the model predicts that there will be fewer soluble fluorophores needed to give the same fluorescence yield as the bead. If the MESF assignment is performed in PBS, pH 7.2, Eq. (4) gives the expected change in MESF values

[MATHEMATICAL EXPRESSION NOT REPRODUCIBLE IN ASCII] (6)

Here we reasonably assume that

[([[phi].sup.b.sub.d]/[[phi].sup.s.sub.d]).sup.Borate] = ([[phi].sup.b.sub.d]/[[phi].sup.s.sub.d]).sup.PBS]. (7)

The internal conversion processes predominantly affect quantum yield of fluorescein through changes in molecular symmetry Molecular symmetry in chemistry describes the symmetry present in molecules and the classification of molecules according to their symmetry. Molecular symmetry is a fundamental concept in chemistry, as many of a molecule's chemical properties, such as its dipole moment and its . The quantum efficiencies of a single fluorescein species, fluorescein dianion, in solution and on bead would not depend on the pH of the medium. In Eq. (6) the values, [f.sup.s] and [f.sup.b], will be different in PBS if the protonation protonation (prō`tənā'shən), in chemistry, addition of a proton to an atom, molecule, or ion. The proton is the nucleus of the hydrogen atom; the positive hydrogen ion, H+, consists of a single proton.  equilibrium is different on the bead surface from that in solution. Figure 11 shows the pH titration titration (tītrā`shən), gradual addition of an acidic solution to a basic solution or vice versa (see acids and bases); titrations are used to determine the concentration of acids or bases in solution.  curves for both fluorescein in solution and bead3 conjugated conjugated
adj.
Conjugate.


estrogens, conjugated Warning - Hazardous drug!

C.E.S.
 with fluorescein. The protonation equilibrium for the beads shifts to higher pH by about one pH unit compared to that for fluorescein in solution. This indicates that at pH 7.2[f.sup.s] > [f.sup.b], meaning the dianion form is more dominant in solution relative to the bead form. Such differences are expected due to surface charge, steric effects
See also: intramolecular forces


Steric effects arise from the fact that each atom within a molecule occupies a certain amount of space. If atoms are brought too close together, there is an associated cost in energy due to overlapping electron
, and transport differences. We have obtained calibration curves (fluorescence intensity vs concentration) for Fluorescein Solution SRM diluted in borate b uffer and in PBS. These two curves are used to assign MESF values to bead3 suspended in borate buffer and in PBS, respectively. The ratio of the MESF values assigned for the same bead3 in PBS and in borate buffer [Eq. (6)] is 0.76. The same experiment was repeated for bead3 labeled with a different amount of fluorescein, and the ratio was found to be 0.72. It appears experimentally that the quantity in the bracket in Eq. (6) is close to a constant for bead3 labeled with different amounts of fluorescein. This result is consistent with the fact that the quantity in the bracket in Eq. (6) is determined by the molecular properties of fluorescein and bead3 at pH 7.2, and should be a constant. Since PBS, pH 7.2, is the preferred medium for the biological cells, it is a good practice to determine MESF values of biological cells in PBS, pH 7.2, using assigned MESF microbeads (bead3) in PBS, pH 7.2, using flow cytometers. This ensures that fluorescein molecules conjugated to cells and beads experience similar microenv ironments. Equation (6) points out that any change in the pH value of the medium will give rise to deviation in the assigned MESF values using flow cytometers.

In the previous paper, emission spectrum matching between beads and biological cells was emphasized so that the MESF values assigned to cells by flow cytometers will be instrument independent (6). We have found in the present study that the emission spectrum of bead7 matches those of stained cells the best (Fig. 6). Relative to bead7 and stained cell spectra, the spectrum of bead3, which is widely used as the cytometric calibration standard for fluorescein based assays in clinical and research laboratories, shifts to the red by approximately 5 nm. The spectrum shift of bead3 with respect to that of biological cells causes the MESF value assigned to cells to be lower by 11.5 % using the research flow cytometer as the model instrument (Fig. 9). The error is attributed to both the spectral mismatch between cells and bead3 and transmission efficiency variation of the dichroic filter in the observation window. It's worthy of mention that commercial instruments, FACScan cytometer from BD Immunocytometry Systems as an example, have more complex and sophisticated optical components with various efficiencies within the observation window (515 nm/545 nm). Thus, the systematic error may be larger than shown here. Importantly the systematic error due to the spectrum shift can be minimized with the use of bead7 as the calibration standard.

Using the existing microbead calibration standard, bead3, the MESF values of CD45-stained lymphocytes were determined and compared. The MESF value determined using the research cytometer is 4.9 % higher than that obtained using the FACScan cytometer as described in the results section. To verify the source of fluctuation in the assigned MESF values, this experiment was repeated. The values obtained were 407519 (CV, 1.83 %) for the research cytometer and 465156 (CV, 0.44 %) for the FACScan cytometer. The MESF value determined by the research cytometer is 12.4 % lower than that of the commercial cytometer. These two experiments clearly show the existence of procedure error given that the systematic errors associated with two flow cytometers are similar in the two experiments. Vogt et al. have reported the error in the interlaboratory study of cellular fluorescence intensity measurements made on 43 different flow cytometers in 34 laboratories (1). In their studies, the same fluorescein-labeled microbead calibra tor and biological samples were used in all 34 laboratories, and the CV in the assigned MESF was found to be 24 %. This error is highly related to measurement procedures because the systematic error should be similar between different laboratories with the use of the same microbead calibrator calibrator

an instrument for dilating a tubular structure or for determining the caliber of such a structure.
 and biological samples. The flow cytometers from different manufacturers follow different quality control procedures recommended by the manufacturers for performing the measurements. This step attributes to the procedure error of the measurements. Hence, standardizing the measurement procedures would be an important step subsequent to reducing the systematic error to reach the goal of quantitative flow cytometry.

When MESF values obtained by two different cytometers are compared, we assume that the extinction coefficients of fluorescein on the surfaces of beads and lymphocytes are equal. In fact, the beads and lymphocytes may not absorb equally at 488 nm as seen from their peak-normalized excitation spectra in Fig. 10. The excitation spectrum is proportional to the absorption spectrum assuming that the relative emission function, s ([lambda]), does not change over the wavelength range. It's possible to obtain relative extinction coefficients of fluorescein on beads and cells through fluorescence measurements. However, one has to be extremely careful about issues like background subtraction and measurement methodology. As shown in Fig. 10, the signals of bead 12 at lower wavelengths ([lambda] [less than or equal to] 470 nm) are much higher than those of bead3 and bead7 although the background from blank beadl2 has been subtracted.

The large signal is likely due to interactions between fluorescein molecules and between fluorescein and the polymer surface. The long linker may allow fluorescein molecules to interact and form complexes (15). For turbid tur·bid
adj.
Having sediment or foreign particles stirred up or suspended; muddy; cloudy.



tur·bidi·ty n.
 bead and biological cell suspensions, front-face fluorescence measurement may be implemented to decrease inner filtering effects (13). On the other hand, recent reports point out that measurements of resonance light scattering combined with absorbance leads to the determination of extinction coefficients of the fluorophores that form particles through self-assembly over the wavelength range measured in the scattering environment (16, 17). The absorption spectrum of a turbid solution, as measured by a conventional spectrophotometer spectrophotometer, instrument for measuring and comparing the intensities of common spectral lines in the spectra of two different sources of light. See photometry; spectroscope; spectrum. , is the sum of two extinction components due to absorption and scattering, respectively. Light scattering measurements can be performed on a spectrofluorimeter in the synchronous scanning mode in which the emission and excitation monochromators are preset to ident ical wavelengths. This allows the scattering profile of the solution to be obtained and used to correct the scattering intensity from the absorption spectrum. In our case, fluorophores occupy only a fraction of the surface area; therefore, care has to be taken to correct for optical field distortion near the particle surface.

In summary, the emission spectrum matching between calibration microbeads and biological cells is extremely important. It ensures that the instrument dependence of the measurements is minimized. Furthermore, accurate measurements of the extinction coefficients of beads and cells at the excitation wavelength of flow cytometers, usually 488 nm, are equally valuable. Until these two prerequisites are met, fluorescence quantitation in cytometric measurements can not be accomplished.

5. Conclusions

The present investigation is an extension of the conceptual framework For the concept in aesthetics and art criticism, see .

A conceptual framework is used in research to outline possible courses of action or to present a preferred approach to a system analysis project.
 for assigning a MESF value for a suspension in terms of a reference solution. The goal of the study is to address crucial steps to make MESF assignments of biological cells as accurate as possible. As described in the earlier paper (6), the MESF assignments can be made to suspensions of beads to which fluorophores are attached using a reference solution and a calibrated spectrofluorimeter. Since the instrument allows the integration of the whole emission spectrum, the types of fluorophores used in the reference solution and the suspension can be different as long as the normalization of their extinction coefficients at the excitation wavelength is applied. In measurements using flow cytometers, however, only a limited range of emission wavelengths is sampled because of the use of a bandpass filter. In this case, emission spectrum matching between a reference and an analyte becomes extremely important. The present study points out an 11.5 % error caused by a mismatch of the two spectra using the simple research cytometer as the model instrument and fluorescein as the model fluorophore. Since fluorescein fluorescence depends on solution pH, MESF assignments must be made under the same pH condition. In regard to spectrum matching, the work also shows that the emission spectrum of bead7 matches those of biological cells better than bead3, the calibration standard currently used for flow cytometers. To better ensure that measurements are instrument independent, use of bead7 as the reference standard is advised. Furthermore, we have emphasized the importance of accurate extinction coefficient measurements. Based on the excitation measurements of the apparent extinction coefficients of bead3 and cells, the MESF values assigned to the cells could be lower by as much as 7.5 %. Combining the two errors caused by spectral mismatch and the discrepancy in the extinction coefficients, the systematic error in assigned MESF values is approximately 18.1 % usin g bead3 as the calibration standard. The statistical error associated with the assignments is less than 1 %. Although it's logical to assume equal extinction coefficients with use of the same fluorophore in reference solution and analytes, accurate measurements are crucial for reliable quantitative flow cytometry. While fluorescein is used throughout the investigation because of the availability of the Fluorescein Solution SRM, the same principle of MESF assignment can be applied to other fluorophores. The MESF unit as a practical methodology for quantifing fluorescence signal can also be applied to other fluorescence-based assays, such as DNA microarrays.

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[FIGURE 2 OMITTED]

[FIGURE 3 OMITTED]

[FIGURE 4 OMITTED]

[FIGURE 5 OMITTED]

[FIGURE 6 OMITTED]

[FIGURE 7 OMITTED]

[FIGURE 8 OMITTED]

[FIGURE 9 OMITTED]

[FIGURE 10 OMITTED]

[FIGURE 11 OMITTED]

Accepted: June 14, 2002

Available online: http://www.nist.gov/jres

(1.) Certain commercial equipment, instruments, or materials are identified in this paper to foster understanding. Such identification does not imply recommendation or endorsement by the National Institute of Standards and Technology National Institute of Standards and Technology, governmental agency within the U.S. Dept. of Commerce with the mission of "working with industry to develop and apply technology, measurements, and standards" in the national interest. , nor does it imply that the materials or equipment identified are necessarily the best available for the purpose.

(2.) Fluorescein-labeled microbeads are obtained through the labeling reaction between fluorescein-6-isothiocyanate (FITC) and aminefunctionalized microbeads. So are the fluorescein-labeled monoclonal antibodies used in the study.

(3.) These MESF values were determined through gated analysis [10] and without compensation [10].

6. References

(1.) R. F. Vogt, G. D. Cross, D. L. Phillips, L.O. Henderson, and W. H. Hannon, Interlaboratory Study of Cellular Fluorescence Intensity Measurements With Fluorescein-Labeled Microbead Standards, Cytometry 12, 525-536 (1991).

(2.) A. Schwartz, E. Fernandez-Repollet, R. F. Vogt, and J. W. Gratama, Standardizing Flow Cytometry: Construction of a Standardized Fluorescence Calibration Plot Using Matching Spectral Calibrators, Cytometry (Comm. Clin. Cytometry) 26, 22-31 (1996).

(3.) J. V. Giorgi, Z. Liu, L. E. Hultin, W. G. Cumberland, K. Hennessey, and R. Detels, Multicencer AIDS Cohort Study A cohort study is a form of longitudinal study used in medicine and social science. It is one type of study design.

In medicine, it is usually undertaken to obtain evidence to try to refute the existence of a suspected association between cause and disease; failure to refute
: Elevated Levels of [CD38.sup.+] [CD8.sup.+] T Cells T cells
A type of white blood cell produced in the thymus gland. T cells are an important part of the immune system. Infants born with an underdeveloped or absent thymus do not have a normal level of T cells in their blood.
 in HIV HIV (Human Immunodeficiency Virus), either of two closely related retroviruses that invade T-helper lymphocytes and are responsible for AIDS. There are two types of HIV: HIV-1 and HIV-2. HIV-1 is responsible for the vast majority of AIDS in the United States.  Infection Add to the Prognostic prog·nos·tic
adj.
1. Of, relating to, or useful in prognosis.

2. Of or relating to prediction; predictive.

n.
1. A sign or symptom indicating the future course of a disease.

2.
 Value of Low [CD4.sup.+] T Cell Levels: Results of 6 Years of Follow-up, J. Acquir. Immune. Defic. Syndr. 6, 904-912 (1993).

(4.) L. E. Hultin, J. L. Matud, and J. V. Giorgi, Quantitation of CD38 Activation Antigen Expression on [CD8.sup.+] T Cells in HIV-1 Infection Using CD4 Expression on [CD4.sup.+] T Lymphocytes as a Biological Calibrator, Cytometry 33, 123-132 (1998).

(5.) S. B. Iyer, L. E. Hultin, J. A. Zawadzki, K. A. Davis, and J. V. Giorgi, Quantitation of CD38 Expression Using QuantiBRITE[TM] Beads, Cytometry 33, 206-212 (1998).

(6.) A. Schwartz, L. Wang, E. Early, A. K. Gaigalas, Yu-zhong Zhang, G. E. Marti, and R. F. Vogt, Quantitating Fluorescence Intensity from Fluorophores: The Definition of MESF Assignment, J. Res. Natl. Inst. Stand. Technol. 107, 83-91 (2002).

(7.) L. O. Henderson, O. E. Marti, A. K. Gaigalas, W. H. Hannon, and R. F. Vogt, Terminology and Nomenclature for Standardization in Quantitative Fluorescence Cytometry, Cytometry 33, 97-105 (1998).

(8.) A. W. S. Ritchie, R. A. Gray, and H. S. Micklem, Right Angle Light Scatter: A Necessary Parameter in Flow Cytofluorimetric Analysis of Human Peripheral Blood peripheral blood Cardiology Blood circulating in the system/body  Mononuclear Cells, J. Immunol. Meth. 64, 109-117 (1983).

(9.) P. Renzi and L. C. Ginns, Analysis of T-cell Subsets in Normal Adults. Comparison of Whole Blood Lysis lysis /ly·sis/ (li´sis)
1. destruction or decomposition, as of a cell or other substance, under influence of a specific agent.

2. mobilization of an organ by division of restraining adhesions.

3.
 Technique to Ficoll-Hypaque Separation by Flow Cytometry, J. Immunol. Meth. 98, 53-56 (1987).

(10.) H. M. Shapiro, Practical Flow Cytometry, Third Edition, Wiley-Liss, Inc., New York New York, state, United States
New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
 (1995) P. 194.

(11.) R. Sjoback, J. Nygren, and M. Kubista, Absorption and Fluorescence Properties of Fluorescein, Spectrochim. Acta Part A 51, L7-L21 (1995).

(12.) N. Klonis and W. H. Sawyer, Spectral Properties of the Prototropic Forms of Fluorescein in Aqueous Solution, J. Fluorese. 6, 147-157 (1996).

(13.) J. R. Lakowicz, Chap. 2 in Principles of Fluorescence Spectroscopy Fluorescence spectroscopy or fluorometry or spectrofluorimetry is a type of electromagnetic spectroscopy which analyzes fluorescence from a sample. It involves using a beam of light, usually ultraviolet light, that excites the electrons in molecules of certain , Kluwer Academic/Plenum Publishers, New York (1999).

(14.) S. J. Madsen, B. C. Wilson, M. S. Patterson, Y. D. Park, S. L. Jacques, and Y. Hefetz, Experimental Tests of a Simple Diffusion-Model for the Estimation of Scattering and Absorption-Coefficients of Turbid Media from Time-Resolved Diffuse Reflectance Measurements, Appl. Optics 31, 3509-3517 (1992).

(15.) C. A. Bortolato, T. D. Z. Atvars, and D. Dibbernbrunelli, Exciton Exciton

A fundamental quantum of electronic excitation in condensed matter, consisting of a negatively charged electron and a positively charged hole bound to each other by electrostatic attraction.
 Splitting of Fluorescein Disodium in Polyethylene Glycol-600, J. Photochem. Photobiol. A 59, 123-130 (1991).

(16.) P. J. Collings, E. J. Gibbs, T. E. Starr, O. Vafek, C. Yee, L. A. Pomerance, and R. F. Pasternack, Resonance Light Scattering and Its Application in Determining the Size, Shape, and Aggregation Number Is the number of molecules that are associated to form a micelle once the surface in a solution is full of molecules of surfactant, this occurs when Critical micelle concentration is reached.  for Supramolecular Assemblies of Chromophores, J. Phys. Chem. B 103, 8474-8481 (1999).

(17.) N. Micali, F. Mallamace, M. Castriciano, A. Romeo, and L. M. Scolaro, Separation of Scattering and Absorption Contributions in UV/Visible Spectra of Resonant Systems, Anal. Chem. 73, 4958-4963 (2001).

About the authors: Lili Wang Lili Wang (March 6 1971 - October 12 2002) was a graduate student at North Carolina State University murdered by another graduate student named Richard Anderson. On that day, Anderson shot and killed her while she was playing tennis.  is presently a guest scientist and Adolfas K Gaigalas is a physicist, both working in the area of fluorescence quantitation of bioassays in the Biotechnology Division of the NIST Chemical Science and Technology Laboratory. Abe Schwartz
For the wrestling character Abe "Knuckleball" Schwartz, see Steve Lombardi


Abe Schwartz (1881-1963) was a well-known klezmer musician of the 1920s.

Abe was born outside of Bucharest, Romania, and moved to the United States in 1899.
 is a chemist at the Center for Quantitative Cytometry of Puerto Rico Puerto Rico (pwār`tō rē`kō), island (2005 est. pop. 3,917,000), 3,508 sq mi (9,086 sq km), West Indies, c.1,000 mi (1,610 km) SE of Miami, Fla. . Fatima Abbasi is a researcher at the Center for Biologics Evaluation and Research The Center for Biologics Evaluation and Research (CBER) is one of six main centers for the Food and Drug Administration, which is in the United States Department of Health and Human Services.  (CBER CB·er  
n.
One that uses a CB radio.
), FDA FDA
abbr.
Food and Drug Administration


FDA,
n.pr See Food and Drug Administration.

FDA,
n.pr the abbreviation for the Food and Drug Administration.
, Bethesda, MD. Gerald E. Marti is a review and research officer at CBER, FDA and an attending physician at the National Cancer Institute (NCI See Liberate. ). Robert F. Vogt is a chemist at the Center for Disease Control, Atlanta, GA. The National Institute of Standards and Technology is an agency of the Technology Administration, U.S. Department of Commerce.
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Author:Schwartz, Abe
Publication:Journal of Research of the National Institute of Standards and Technology
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Date:Jul 1, 2002
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