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Model discrimination and mechanistic interpretation of kinetic data in protein aggregation studies.

ABSTRACT: Given the importance of protein aggregation in amyloid diseases and in the manufacture of protein pharmaceuticals, there has been increased interest in measuring and modeling the kinetics of protein aggregation. Several groups have analyzed aggregation data quantitatively, typically measuring aggregation kinetics by following the loss of protein monomer over time and invoking a nucleated growth mechanism. Such analysis has led to mechanistic conclusions about the size and nature of the nucleus, the aggregation pathway, and/or the physicochemical properties of aggregation-prone proteins. We have examined some of the difficulties that arise when extracting mechanistic meaning from monomer-loss kinetic data. Using literature data on the aggregation of polyglutamine, a mutant beta-clam protein, and protein L, we determined parameter values for 18 different kinetic models. We developed a statistical model discrimination method to analyze protein aggregation data in light of competing mechanisms; a key feature of the method is that it penalizes overparameterization. We show that, for typical monomer-loss kinetic data, multiple models provide equivalent fits, making mechanistic determination impossible. We also define the type and quality of experimental data needed to make more definitive conclusions about the mechanism of aggregation. Specifically, we demonstrate how direct measurement of fibril size provides robust discrimination.

SUBMITTER: Bernacki JP

PROVIDER: S-EPMC2711288 | biostudies-literature | 2009 Apr

REPOSITORIES: biostudies-literature

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Model discrimination and mechanistic interpretation of kinetic data in protein aggregation studies.

Bernacki Joseph P JP Murphy Regina M RM

Biophysical journal 20090401 7

Given the importance of protein aggregation in amyloid diseases and in the manufacture of protein pharmaceuticals, there has been increased interest in measuring and modeling the kinetics of protein aggregation. Several groups have analyzed aggregation data quantitatively, typically measuring aggregation kinetics by following the loss of protein monomer over time and invoking a nucleated growth mechanism. Such analysis has led to mechanistic conclusions about the size and nature of the nucleus, ...[more]

PMID: 19348769

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Project description:Acetyl-CoA: alpha-glucosaminide N-acetyltransferase (N-acetyltransferase) is an integral lysosomal membrane protein which catalyses the transfer of acetyl groups from acetyl-CoA on to the terminal glucosamine in heparin and heparan sulphate chains within the lysosome. In vitro, the enzyme is capable of acetylating a number of mono- and oligo-saccharides derived from heparin, provided that a non-reducing terminal glucosamine is present. We have prepared highly enriched lysosomal membrane fractions from human placenta by a combination of differential centrifugation and density-gradient centrifugation in Percoll. This preparation was used to investigate the kinetics of the enzyme with three acetyl-acceptor substrates, i.e. glucosamine and a disaccharide and a tetrasaccharide derived from heparin, each containing a terminal glucosamine residue. The enzyme showed a pH optimum at 6.5, extending to 8.0 for the mono- and di-saccharide substrates but falling off sharply above pH 6.5 for the tetrasaccharide substrate. We identified two distinct Km values for the glucosamine substrate at both pH 7.0 and pH 5.0, whereas the tetrasaccharide substrate displayed only a single Km value at each pH. The Km values were found to be highly pH-dependent, and at pH 5.0 the values for the acetyl-acceptor substrates showed a decreasing trend as the size of the substrate increased, suggesting that the enzyme recognizes an extended region of the non-reducing terminus of the heparin or heparan sulphate polysaccharides. Double-reciprocal analysis, isotope exchange between N-acetylglucosamine and glucosamine, and inhibition studies with desulpho-CoA indicate that the enzyme operates by a random-order ternary-complex mechanism. Product inhibition studies display a complex pattern of dead-end inhibition. Taken in context with what is known about lysosomal utilization and physiological levels of acetyl-CoA, these results suggest that in vivo the enzyme operates via a random-order ternary-complex mechanism which involves the utilization of cytosolic acetyl-CoA to transfer acetyl groups on to the terminal glucosamine residues of heparin within the lysosome.

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Model discrimination and mechanistic interpretation of kinetic data in protein aggregation studies.

Publications

Model discrimination and mechanistic interpretation of kinetic data in protein aggregation studies.

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