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Expand Me 19. Gradient Elution Isotachophoresis with Direct Ultraviolet Absorption Detection for Sensitive Amino Acid Analysis
M. Mamunooru, R.J. Jenkins, N.I. Davis and J.G. Shackman. Journal of Chromatography A, 1202 (2008), 203-211.
ARTICLE LINK: This work demonstrates coupling of the newly described electrophoretic enrichment technique of gradient elution isotachophoresis (GEITP) to a low-cost, conventional ultraviolet absorbance detector to realize sensitive measurements with a universal detector, eliminating the need for fluorescent analytes or derivatization. The effects of various parameters on enrichment were studied, including current density varied by leading electrolyte concentration, current density varied by applied electric field, and counter-flow acceleration across varying capillary inner diameters. Optimized parameters were applied to the enrichment and separation of the amino acids tryptophan (Trp) and tyrosine (Tyr). Limits of detection for Trp and Tyr were 51 and 215 nM, respectively, reflecting sensitivity enhancements of 860- and 1900-fold. Analysis times were less than 6 min, and peak height RSDs were less than 4%. A demonstration of enrichment and separation of these amino acids from artificial cerebrospinal fluid is additionally shown as a first step to realizing biochemical monitoring by GEITP.

Expand Me 18. Finite Sample Effect in Temperature Gradient Focusing
H. Lin, J.G. Shackman and D. Ross. Lab on a Chip, 8 (2008), 969-978.
ARTICLE LINK: Temperature gradient focusing (TGF) is a new and promising equilibrium gradient focusing method which can provide high concentration factors for improved detection limits in combination with high-resolution separation. In this technique, temperature-dependent buffer chemistry is employed to generate a gradient in the analyte electrophoretic velocity. By the application of a convective counter-flow, a zero-velocity point is created within a microchannel, at which location the ionic analytes accumulate or focus. In general, the analyte concentration is small when compared with buffer ion concentrations, such that the focusing mechanism works in the ideal, linearized regime. However, this presumption may at times be violated due to significant sample concentration growth or the use of a low-concentration buffer. Under these situations the sample concentration becomes non-negligible and can induce strong nonlinear interactions with buffer ions, which eventually lead to peak shifting and distortion, and the loss of detectability and resolution. In this work we combine theory, simulation, and experimental data to present a detailed study on nonlinear sample-buffer interactions in TGF. One of the key results is the derivation of a generalized Kohlrausch regulating function (KRF) that is valid for systems in which the electrophoretic mobilities are not constant but vary spatially. This generalized KRF greatly facilitates analysis, allowing reduction of the problem to a single equation describing sample concentration evolution, and is applicable to other problems with heterogeneous electrophoretic mobilities. Using this sample evolution equation we have derived an understanding of the nonlinear peak deformation phenomenon observed experimentally in TGF. We have used numerical simulations to validate our theory and to quantitatively predict TGF. Our simulation results demonstrate excellent agreement with experimental data, and also indicate that the proper inclusion of Taylor dispersion is important for the accurate modeling of TGF. This work is an important first step towards the understanding and prediction of the more complex, nonlinear, and multi-species interactions which often occur in on-chip electrophoretic assays such as TGF.

Expand Me 17. Gradient Elution Isotachophoresis for Rapid Enrichment and Separation of Biomolecules
J.G. Shackman and D. Ross. Analytical Chemistry, 79 (2007), 6641-6649.
ARTICLE LINK: A novel format for performing capillary isotachophoresis (ITP) is described - gradient elution ITP (GEITP). GEITP merges the recently described electrophoretic separation technique of gradient elution moving boundary electrophoresis (GEMBE) with an ITP enrichment step. GEMBE utilizes a combination of continuous sample injection with a pressure controlled counter flow; as the counter flow is reduced, analytes are sequentially eluted onto the separation column and detected as boundary interfaces. By incorporating leading electrolytes into the counter flow and terminating electrolytes into the sample matrix, an ionic interface can be formed near the capillary inlet. The discontinuous buffer system forms highly enriched analyte zones outside of the capillary, which are then eluted onto the separation capillary as the counter flow is reduced. Separation of fluorescent analytes was achieved either through discrete electrolyte spacers added to the sample or by using ampholyte mixtures to form a continuum of spacers. As the ITP process occurs off-column, extremely short length separations can be achieved, as demonstrated by a separation in 30 µm. The effects of various parameters on the GEITP enrichment process are investigated, including initial counter flow rates, electric field, leading electrolyte concentration, and counter flow acceleration, which is an adjustable parameter allowing for highly flexible separations. Typical enhancements in limits of detection (LOD) and sensitivity were greater than 10000-fold and were achieved in less than 2 min, yielding low picomolar detection limits using arc lamp illumination and low cost CCD detection. An optimized system afforded greater than 100000-fold improvement in detection of carboxyfluorescein in 8 min. Specific examples of enrichment and separation demonstrated include: small dye molecules, DNA, amino acid mixtures, and protein mixtures.

Expand Me 16. Temperature Gradient Focusing with Field-Amplified Continuous Sample Injection for Dual-Stage Analyte Enrichment and Separation
M.S. Munson, G. Danger, J.G. Shackman and D. Ross. Analytical Chemistry, 79 (2007), 6201-6207.
ARTICLE LINK: We describe the serial combination of temperature gradient focusing (TGF) and field-amplified continuous sample injection (FACSI) for improved analyte enrichment and electrophoretic separation. TGF is a counterflow equilibrium gradient method for the simultaneous concentration and separation of analytes. When TGF is implemented with a low conductivity sample buffer and a (relatively) high conductivity separation buffer, a form of sample enrichment similar to field-amplified sample stacking (FASS) or field-amplified sample injection (FASI) is achieved in addition to the normal TGF sample enrichment. FACSI-TGF differs from FASI in two important respects: continuous sample injection, versus a discrete injection, is utilized; because of the counterflow employed for TGF, the stacking interface exists in a pseudo-stationary region outside of the separation column. Notably, analyte concentration enrichment factors greater than the ratio of separation and sample conductivities (gamma) were achieved in this method. For gamma = 6.1, the concentration factor for one model analyte (Oregon Green 488) was found to be 36-fold higher with FACSI-TGF as compared to TGF without FACSI. A separation of five fluorescently labeled amino acids is also demonstrated with the technique, yielding an average enrichment of greater than 1000-fold.

Expand Me 15. Counter-flow Gradient Electrofocusing
J.G. Shackman and D. Ross. Electrophoresis, 28 (2007), 556-571.
ARTICLE LINK: Counter-flow gradient electrofocusing techniques are methods whereby a combination of electrophoresis and a bulk solution counter-flow is used to accumulate or focus analytes at stationary points along a separation column. This review first describes the various forms of counter-flow gradient electrofocusing that have been demonstrated in the literature and then compares figures of merit for counter-flow focusing methods and conventional CE methods. In an effort to compare the concentration enhancement of the various focusing techniques against each other, as well as of stacking methods, the parameter of analyte-accumulation velocity is introduced and employed to normalize the efficacy of the techniques.

Expand Me 14. Gradient Elution Moving Boundary Electrophoresis for High-Throughput Multiplexed Microfluidic Devices
J.G. Shackman, M.S. Munson, and D. Ross. Analytical Chemistry, 79 (2007), 565-571.
ARTICLE LINK: A novel method for performing electrophoretic separations is described-gradient elution moving boundary electrophoresis (GEMBE). The technique utilizes the electrophoretic migration of chemical species in combination with variable hydrodynamic bulk counterflow of the solution through a separation capillary or microfluidic channel. Continuous sample introduction is used, eliminating the need for a sample injection mechanism. Only analytes with an electrophoretic velocity greater than the counterflow velocity enter the separation channel. The counterflow velocity is varied over time so that each analyte is brought into the separation column at different times, allowing for high-resolution separations in very short channels. The new variable of bulk flow acceleration affords a new selectivity parameter to electrophoresis analogous to gradient elution compositions in chromatography. Because it does not require extra channels or access ports to form an injection zone and because separations can be performed in very short channels, GEMBE separations can be implemented in much smaller areas on a microfluidic chip as compared to conventional capillary electrophoresis. Demonstrations of GEMBE separations of small dye molecules, amino acids, DNA, and immunoassay products are presented. A low-cost, polymeric, eight-channel multiplexed microfluidic device was fabricated to demonstrate the reduced area requirements of GEMBE; the device was less than 1 in squared in area and required only n + 1 fluidic access ports per n analyses (in this instance, nine ports for eight analyses). Parallel separations of fluorescein and carboxyfluorescein yielded less than 3% relative standard deviation (RSD) in interchannel migration times and less than 5% RSD in both peak and height measurements. The device was also used to generate a calibration curve for a homogeneous insulin immunoassay using each of the eight channels as a calibration point with less than 5% RSD at each point with replicate analyses.

Expand Me 13. Temperature Gradient Focusing for Microchannel Separations
J.G. Shackman, M.S. Munson, and D. Ross. Analytical and Bioanalytical Chemistry, 387 (2007), 155-158.
ARTICLE LINK: Abstract unavailable.

Expand Me 12. Quantitative Temperature Gradient Focusing Performed Using Background Electrolytes at Various pH Values
J.G. Shackman, M.S. Munson, C-W. Kan, and D. Ross. Electrophoresis, 27 (2006), 3420-3427.
ARTICLE LINK: Temperature gradient focusing (TGF) has previously been shown to be a practical technique for simultaneous concentration and separation of a variety of samples. In this paper, we demonstrate that TGF can be conducted at a wide range of pH values. Techniques for first-order prediction of the suitability of a given BGE for focusing are discussed. Buffer suitability for TGF is assessed experimentally by simultaneously concentrating and separating a pair of fluorescent analytes. One analyte is held at constant concentration for use as an internal standard while the concentration of the other dye is varied. Peak area is shown to vary linearly with the input dye concentration. A high degree of resolution (R-sub-S >3) of fluorescein and carboxyfluorescein, as well as for two LysoSensor-based dyes, is also observed. Focusing and separation by TGF was successfully conducted quantitatively in BGE solutions of pH from 3.0 to 10.5.

Expand Me 11. Total Insulin and IGF-I Resistance in Pancreatic Beta Cells Causes Overt Diabetes
K. Ueki, T. Okada, J. Hu, C.W. Liew, A. Assmann, G.M. Dahlgren, J.L. Peters, J.G. Shackman, M. Zhang, I. Artner, L.S. Satin, R. Stein, M. Holzenberger, R.T. Kennedy, C.R. Kahn, and R.N. Kulkarni. Nature Genetics, 38 (2006), 583-588.
ARTICLE LINK: An appropriate beta cell mass is pivotal for the maintenance of glucose homeostasis. Both insulin and IGF-1 are important in regulation of beta cell growth and function. To define the roles of these hormones directly, we created a mouse model lacking functional receptors for both insulin and IGF-1 only in beta cells (beta DKO), as the hormones have overlapping mechanisms of action and activate common downstream proteins. Notably, beta DKO mice were born with a normal complement of islet cells, but 3 weeks after birth, they developed diabetes, in contrast to mild phenotypes observed in single mutants. Normoglycemic 2-week-old beta DKO mice manifest reduced beta cell mass, reduced expression of phosphorylated Akt and the transcription factor MafA, increased apoptosis in islets and severely compromised beta cell function. Analyses of compound knockouts showed a dominant role for insulin signaling in regulating beta cell mass. Together, these data provide compelling genetic evidence that insulin and IGF-I-dependent pathways are not critical for development of beta cells but that a loss of action of these hormones in beta cells leads to diabetes. We propose that therapeutic improvement of insulin and IGF-I signaling in beta cells might protect against type 2 diabetes.

Expand Me 10. Negative Mode Sheathless Capillary Electrophoresis Electrospray Ionization-Mass Spectrometry for Metabolite Analysis of Prokaryotes
J.L. Edwards, C.N. Chisolm, J.G. Shackman, and R.T. Kennedy. Journal of Chromatography A, 1106 (2006), 80-88.
ARTICLE LINK: Capillary electrophoresis (CE) was coupled to negative mode electrospray ionisation-mass spectrometry (MS) for separation and detection of phosphorylated and acidic metabolites in extracts of prokaryotes. Unlike previous CE-MS systems for metabolite analysis, a sheathless interface was used to improve sensitivity. To accomplish this, the separation capillary was modified by creating a porous junction near the outlet where the electrospray voltage and cathodic voltage for CE were applied. The outlet of the capillary was pulled to a 5 micron inner diameter to form an electrospray emitter and had a frit fabricated near the exit to prevent clogging. During analysis pressure was applied at the inlet of the separation column to create sufficient flow towards the detector. Limits of detection for 19 metabolites in full scan mode ranged from 20 nanomolar for ADP ribose to 2.5 micromolar for alpha-ketoglutarate for 40 nL injections. Extracts of Escherichia coli, strain DH5-alpha, were analyzed using this system. In full scan mode, 118 different metabolites were detected. Tandem mass spectrometry was also employed to attempt identification. Reproducible fragmentation of 19 parent peaks was found and 10 of these produced spectra that were consistent with identification obtained from matching to compounds in the MetaCyc database. These results demonstrate the utility of a sensitive CE-MS system for large scale metabolite detection in biological samples.

Expand Me 9. Microfluidic Electrophoresis Chip Coupled to Microdialysis for In Vivo Monitoring of Amino Acid Neurotransmitters
Z.D. Sandlin, M.S. Shou, J.G. Shackman, and R.T. Kennedy. Analytical Chemistry, 77 (2005), 7702-7708.
ARTICLE LINK: Microfluidic electrophoresis devices were coupled on-line to microdialysis for in vivo monitoring of primary amine neurotransmitters in rat brain. The devices contained a sample introduction channel for dialysate, a precolumn reactor for derivatization with o-phthaldialdehyde, a flow-gated injector, and a separation channel. Detection was performed using confocal laser-induced fluorescence. In vitro testing revealed that the initial device design had detection limits for amino acids of approximately 200 nM, relative standard deviation of peak heights of 2%, and separations within 95 s with up to 30,200 theoretical plates when applying an electric field of 370 V/cm. A second device design that allowed electric fields of 1320 V/cm to be applied while preserving the reaction time allowed separations within 20 s with up to 156,000 theoretical plates. Flow splitting into the electrokinetic network from hydrodynamic flow in the sample introduction channel was made negligible for sampling flow rates from 0.3 to 1.2 microliters/min by placing a 360-micron-diameter fluidic access hole that had flow resistance (0.15-7.2) x 10^8-fold lower than that of the electrokinetic network at the junction of the sample introduction channel and the electrokinetic network. Using serial injections, the device allowed the dialysate stream to be analyzed at 130-s intervals. In vivo monitoring was demonstrated by using the microdialysis/microfluidic device to record glutamate concentrations in the striatum of an anesthetized rat during infusion of the glutamate uptake inhibitor l-trans-pyrrolidine-2,4-dicarboxylic acid. These results prove the feasibility of using a microfabricated fluidic system coupled to sampling probes for chemical monitoring of complex media such as mammalian brain.

Expand Me 8. LXR Beta is Required for Adipocyte Growth, Glucose Homeostasis, and Beta Cell Function
I. Gerin, V.W. Dolinsky, J.G. Shackman, R.T. Kennedy, S.H. Chiang, C.F. Burant, K.R. Steffensen, J-A. Gustafsson, and O.A. MacDougald. Journal of Biological Chemistry, 280 (2005), 23024-23031.
ARTICLE LINK: Liver X receptors (LXR) alpha and beta are nuclear oxysterol receptors with established roles in cholesterol, lipid, and carbohydrate metabolism. Although LXRs have been extensively studied in liver and macrophages, the importance for development and metabolism of other tissues and cell types is not as well characterized. We demonstrate here that although LXR alpha and LXR beta are not required for adipocyte development per se, LXR beta is required for the increase in adipocyte size that normally occurs with aging and diet-induced obesity. Similar food intake and oxygen consumption in LXR beta-/- mice suggests that reduced storage of lipid in adipose tissue is not due to altered energy balance. Despite reduced amounts of adipose tissue, LXR beta-/- mice on a chow diet have insulin sensitivity and levels of adipocyte hormones similar to wild type mice. However, these mice are glucose-intolerant due to impaired glucose-induced insulin secretion. Lipid droplets in pancreatic islets may result from accumulation of cholesterol esters as analysis of islet gene expression reveals that LXR beta is required for expression of the cholesterol transporters, ABCA1 and ABCG1. Our data establish novel roles for LXR beta in adipocyte growth, glucose homeostasis, and beta cell function.

Expand Me 7. Capillary Liquid Chromatography with MS3 for the Determination of Enkephalins in Microdialysis Samples from the Striatum of Anesthetized and Freely-Moving Rats
H.M. Baseski, C.J. Watson, N.A. Cellar, J.G. Shackman, and R.T. Kennedy. Journal of Mass Spectrometry, 40 (2005), 146-153.
ARTICLE LINK: In vivo microdialysis sampling was coupled to capillary liquid chromatography (LC)/electrospray ionization quadrupole ion trap mass spectrometry (MS) to monitor [Met]enkephalin and [Leu]enkephalin in the striatum of anesthetized and freely-moving rats. The LC system utilized a high-pressure pump to load 2.5 microliter samples and desalt the 25 micron i.d. by 2 cm long column in 12 min. Samples were eluted with a separate pump at 100 nanoliter/min. A rapid gradient effectively separated the endogenous neuropeptides in 4 min. A comparison was made for operating the mass spectrometer in the MS2 and MS3 modes for detection of the peptides. In standard solutions, the detection limits were similar at 1-2 pM (2-4 amol injected); however, the reproducibility was improved with MS3 as the relative standard deviation was <5% compared with 20% for MS2 for 60 PM samples. For dialysate solutions, reconstructed ion chromatograms and tandem mass spectra had much higher signal-to-noise ratios in the MS3 mode, resulting in more confident detection at in vivo concentrations. The method was successfully used to monitor the peptides under basal conditions and with stimulation of peptide secretion by infusion of elevated K+ concentration.

Expand Me 6. Perfusion and Chemical Monitoring of Living Cells on a Microfluidic Chip
J.G. Shackman, G.M. Dahlgren, J.L. Peters, and R.T. Kennedy. Lab on a Chip, 5 (2005), 56-63.
ARTICLE LINK: A microfluidic device that incorporates continuous perfusion and an on-line electrophoresis immunoassay was developed, characterized, and applied to monitoring insulin secretion from single islets of Langerhans. In the device, a cell chamber was perfused with cell culture media or a balanced salt solution at 0.6 to 1.5 microliters/min. The flow was driven by gas pressure applied off-chip. Perfusate was continuously sampled at 2 nanoliters/min by electroosmosis through a separate channel on the chip. The perfusate was mixed on-line with fluorescein isothiocyanate-labeled insulin (FITC-insulin) and monoclonal anti-insulin antibody and allowed to react for 60 s as the mixture traveled down a 4 cm long reaction channel. The cell chamber and reaction channel were maintained at 37 degrees C. The reaction mixture was injected onto a 1.5 cm separation channel as rapidly as every 6 s, and the free FITC-insulin and the FITC-insulin-antibody complex were separated under an electric field of 500 to 600 V/cm. The immunoassay had a detection limit of 0.8 nM and a relative standard deviation of 6% during 2 h of continuous operation with standard solutions. Individual islets were monitored for up to 1 h while perfusing with different concentrations of glucose. The immunoassay allowed quantitative monitoring of classical biphasic and oscillatory insulin secretion with 6 s sampling frequency following step changes in glucose from 3 to 11 mM. The 2.5 cm x 7.6 cm microfluidic system allowed for monitoring islets in a highly automated fashion. The technique should be amenable to studies involving other tissues or cells that release chemicals.

Expand Me 5. In Vivo Monitoring of Amino Acids by Microdialysis Sampling with On-Line Derivatization by Naphthalene-2,3-Dicarboxyaldehyde and Rapid Micellar Electrokinetic Capillary Chromatography
M. Shou, A.D. Smith, J.G. Shackman, J. Peris, and R.T. Kennedy. Journal of Neuroscience Methods, 138 (2004), 189-197.
ARTICLE LINK: An analytical method was developed to monitor amino acids collected by in vivo microdialysis. Microdialysate was continuously derivatized on-line by mixing 6 mm naphthalene-2,3-dicarboxyaldehyde (NDA) and 10 mm potassium cyanide with the dialysate stream in a fused silica capillary to form fluorescent products. Reaction time, determined by the flow rate and volume of reaction capillary, was 3 min. Derivatized amino acids were continuously delivered into a flow-gated interface and periodically injected onto a capillary electrophoresis unit equipped with a laser-induced fluorescence detection based on a commercial microscope. Separation was performed in the micellar electrokinetic chromatography mode using 30 mm sodium dodecyl sulfate in 15 mm phosphate buffer at pH 8.0 as the separation media. An electric field of 1.3 kV/cm was applied across a 10 cm long, 10 micron internal diameter separation capillary. These conditions allowed 17 amino acid derivatives to be resolved in less than 30 s. On-line injections could be performed at 30 s intervals for in vivo samples. Detection limits were from 10 to 30 nM for the amino acids. The method was applied to monitor the acute ethanol-induced amino acid level changes in freely moving rats. The results demonstrate the utility of the method to reveal dynamics of amino acid concentration in vivo.

Expand Me 4. High-Throughput Automated Post-Processing of Separation Data
J.G. Shackman, CJ Watson, and R.T. Kennedy. Journal of Chromatography A, 1040 (2004), 273-282.
ARTICLE LINK: The development of an efficient method for high-throughput analysis of multiple electropherograms or chromatograms collected in series is presented. The method, encoded in a computer program designated "Cutter", utilizes batch processing for determining chromatographic figures of merit (CFOM) including peak centroid times, heights, areas, signal-to-noise ratios (S/N), variance (sigma squared), skew, excess, and plate number (N) across a set of separations collected serially. The software was validated using simulated data with varying S/N, skew, and excess. The accuracy of the analysis was comparable to or improved over commercial software with area calculation relative errors (RE) below 5% for simulated data with S/N = 5. File sets containing 1300 electropherograms were analyzed in 5 min, representing a nearly 200-fold reduction in analysis time from other methods. Incorporated within the program is a novel method for automated peak deconvolution using an Empirically Transformed Gaussian function. Area measurements of deconvoluted peaks were within 3% of the true value of a simulated data set with S/N = 5 and resolution (R-sub-S) = 1 for equivalent peaks, and within 10% when the ratio of the overlapped peak heights was 10:1.

Expand Me 3. Microfluidic Chip for Continuous Monitoring of Hormone Secretion from Live Cells using an Electrophoresis-Based Immunoassay
M.G. Roper, J.G. Shackman, GM Dahlgren, and R.T. Kennedy. Analytical Chemistry, 75 (2003), 4711-4717.
ARTICLE LINK: A microfluidic device has been developed for the determination of insulin secreted from islets of Langerhans by a capillary electrophoresis competitive immunoassay. Online assays were performed by electrophoretically sampling anti-insulin antibody (Ab), fluorescein isothiocyanate-labeled insulin (FITC-insulin), and insulin from separate reservoirs and allowing them to mix as they traveled through a 4-cm reaction channel heated to 38 degrees C. From the reaction channel, samples were injected onto a 1.5-cm-long electrophoresis channel where the FITC-insulin and FITC-insulin-Ab complex were separated in 5 s using an electric field of 500 V/cm. Detection limits for insulin were 3 nM in this mode of operation. Assays could be collected at 15-s intervals with continuous sampling and online mixing for up to 30 min with no intervention. Relative standard deviation was 2-6% depending on the insulin concentration. Response time to a step change in insulin concentration was 30 s. For live cell monitoring, single islets were placed into a reservoir on the chip and fluid in the immediate vicinity was continuously sampled to detect insulin secretion from the islet. Monitoring of insulin secretion with electropherograms taken at 15-s intervals resolved secretory profiles characteristic of first- and second-phase insulin secretion. The method should be amenable to other cell or tissue types for measurements of release with high temporal resolution.

Expand Me 2. Pharmaceutical Reaction Monitoring by Raman Spectroscopy
J.G. Shackman, J.H. Giles, and M.B. Denton. In Further Developments in Scientific Optical Imaging. The Royal Chemical Society: Cambridge 2000; pp 186-201.
BOOK LINK: In recent years, major advances in lasers, optical systems, and detectors have led to the development of Raman spectrometers capable of sensitive and rapid analysis of a variety of samples. These spectrometers have many highly desirable advantages, such as low detection limits and the ability to analyze aqueous solutions. Raman spectroscopy has also demonstrated its ability to perform quantitative analysis of multicomponent mixtures. The application of Raman spectroscopy to qualitative and quantitative monitoring of pharmaceutically important reactions was investigated. Two model systems were chosen to demonstrate the effectiveness of Raman: the esterification of ethyl alcohol with acetic acid to form ethyl acetate, a pharmaceutical flavoring agent; and the acetylation of salicylic acid to form acetylsalicylic acid (aspirin). It was determined that quantitative reaction monitoring by Raman spectroscopy is possible. The method was also sensitive to impurities within the reaction.

Expand Me 1. The Impact of Raman - The Awakening Giant of Spectroscopy - On the Pharmaceutical Industry
J.H. Giles, J.G. Shackman, and MB Denton. American Pharmaceutical Review, Winter 1999, 44-51.
Abstract unavailable.


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