Purpose -The purpose of this paper is to provide Lean Six Sigma deployment champions with a structured approach to identify and prioritize parts of their business that are conducive to the Lean Six Sigma methodology. Design/methodology/approach -A five-step approach to Lean Six Sigma project identification is presented in this paper. The approach utilizes a clustering technique to group similar processes based on seven process characteristics. The clusters formed are then evaluated and prioritized for their compatibility to Lean Six Sigma. Findings -The clustering approach can be applied to any industry segment, including non-manufacturing, healthcare and financial-based organizations. A case study is presented in this paper in which the approach is applied to an IT based company. A total of 30 percent of the business processes were found to be Lean Six Sigma conducive.Research limitations/implications -The current model does not have provision to consider the current performance of a process as an evaluation criterion. This requires the deployment champion to use the model in conjunction with a Balanced Scorecard. Future research will address this limitation. Originality/value -There is a general lack of a mathematical approach to enable Lean Six Sigma practitioners to identify parts of their business that are conducive to the methodology. This research attempts to bridge this gap in the literature by using an unsupervised learning approach, using a clustering algorithm, to group processes based on seven process characteristics. The cluster evaluation helps the deployment champion identify key areas within the business to focus an LSS deployment.

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Rat liver cytosolic phosphoenolpyruvate carboxykinase (PEPCK) utilizes inosine 5'-(3-thiotriphosphate) (ITP gamma S) as an excellent substrate, with Km and V values of 0.08 mM and 37 mumol min-1 (mg of protein)-1, respectively, compared with the corresponding values of 0.168 mM and 76 mumol min-1 (mg of protein)-1 for ITP. Thus, the V/Km values for the two substrates are the same. Reaction of (RP)-[gamma-18O2]ITP gamma S with oxalacetate catalyzed by cytosolic PEPCK produces (SP)-thio[18O]phosphoenolpyruvate. Therefore, thiophosphoryl transfer catalyzed by this enzyme proceeds with overall inversion of configuration at P. The reaction mechanism involves an uneven number of phosphotransfer steps, most likely a single step transfer between bound substrates. The results do not support the involvement of a phosphoryl enzyme intermediate in the mechanism.

The phosphorus atoms of NAD+ bound within the active site of UDP-galactose 4-epimerase from Escherichia coli exhibit two NMR signals, one at delta = -9.60 +/- 0.05 ppm and one at delta = -12.15 +/- 0.01 ppm (mean +/- standard deviation of four experiments) relative to 85% H3PO4 as an external standard. Titration of epimerase.NAD+ with UMP causes a UMP-dependent alteration in the chemical shifts of the resulting exchange-averaged spectra, which extrapolate to delta = -10.51 ppm and delta = -11.06 ppm, respectively, for the fully liganded enzyme, with an interconversion rate between epimerase.NAD+ and epimerase.NAD+.UMP of at least 490 s-1. Conversely, the binding of 8-anilinonaphthalene-1-sulfonate, which is competitive with UMP, causes a significant sharpening of the epimerase.NAD+ resonances but very little alteration in their chemical shifts, to delta = -9.38 ppm and delta = -12.16 ppm, respectively. UMP-dependent reductive inactivation by glucose results in the convergence of the two resonances into a single signal of delta = -10.57 ppm, with an off-rate constant for UMP dissociation from the epimerase.NADH.UMP complex estimated at 8 s-1. Reductive inactivation by borohydride under anaerobic conditions yields a single, broad resonance centered at about delta = -10.2 ppm. The data are consistent with, and may reflect, the activation of NAD+ via a protein conformational change, which is known from chemical studies to be driven by uridine nucleotide binding. Incubation of epimerase.NAD+ with UMP in the absence of additional reducing agents causes a very slow reductive inactivation of the enzyme with an apparent pseudo-first-order rate constant of 0.013 +/- 0.001 h-1, which appears to be associated with liberation of inorganic phosphate from UMP.