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Classification and clustering analysis of pyruvate dehydrogenase enzyme based on their physicochemical properties.

ABSTRACT: Biological systems are highly organized and enormously coordinated maintaining greater complexity. The increment of secondary data generation and progress of modern mining techniques provided us an opportunity to discover hidden intra and inter relations among these non linear dataset. This will help in understanding the complex biological phenomenon with greater efficiency. In this paper we report comparative classification of Pyruvate Dehydrogenase protein sequences from bacterial sources based on 28 different physicochemical parameters (such as bulkiness, hydrophobicity, total positively and negatively charged residues, ? helices, ? strand etc.) and 20 type amino acid compositions. Logistic, MLP (Multi Layer Perceptron), SMO (Sequential Minimal Optimization), RBFN (Radial Basis Function Network) and SL (simple logistic) methods were compared in this study. MLP was found to be the best method with maximum average accuracy of 88.20%. Same dataset was subjected for clustering using 2*2 grid of a two dimensional SOM (Self Organizing Maps). Clustering analysis revealed the proximity of the unannotated sequences with the Mycobacterium and Synechococcus genus.

SUBMITTER: Banerjee AK

PROVIDER: S-EPMC2951700 | biostudies-literature | 2010 Apr

REPOSITORIES: biostudies-literature

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Classification and clustering analysis of pyruvate dehydrogenase enzyme based on their physicochemical properties.

Banerjee Amit Kumar AK M Sunita S M Naveen N Murty Upadhyayula Suryanarayana US

Bioinformation 20100430 10

Biological systems are highly organized and enormously coordinated maintaining greater complexity. The increment of secondary data generation and progress of modern mining techniques provided us an opportunity to discover hidden intra and inter relations among these non linear dataset. This will help in understanding the complex biological phenomenon with greater efficiency. In this paper we report comparative classification of Pyruvate Dehydrogenase protein sequences from bacterial sources base ...[more]

PMID: 20975910

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Project description:Recombinant urate oxidase (UOX, E.C.1.7.3.3) is an important therapeutic enzyme used in preventing and treating chemotherapy-induced hyperuricemia and severe gout. However, UOX use is limited due to the poor stability and short plasma half-life. To solve this problem, we designed three PASylated variants of Aspergillus flavus UOX with different PAS sequences at the C- or N-terminus. The genes of native and PASylated variants (UOX-PAS20, PAS24-UOX, and UOX-PAS100) were designed and produced in Escherichia coli strain BL21 (DE3). The expressed recombinant native and PASylated enzymes were compared in terms of biophysical properties, kinetics parameters, and pharmacokinetics behavior using standard methods. PASylation of UOX with PAS100 polymer caused a 1.24-fold reduction in K m to 52.61 μM, and a 3.87-fold increase in K cat/K m for uric acid compared to the native variant. UOX-PAS100 retained its activity in different temperatures (20-55 °C); however, other variants lost nearly 50% of their original activity at 55 °C. UOX-PAS100 exhibited a 1.78-fold increase in hydrodynamic radius and a 1.64-fold larger apparent molecular size in comparison to the native UOX. Circular dichroism (CD) spectroscopy demonstrated that the addition of the PAS tag does not change the secondary structure of the fusion enzyme. The tryptophan fluorescence emission spectra for PASylated enzymes showed a significant modification in the conformational state of UOX by the PAS polymer presence. UOX-PAS100 retained 89.0% of the original activity following 72 h incubation in the presence of plasma at 37 °C. However, only about 61.0%, 57.0%, 50.0%, and 52.0% of activity from PAS24-UOX, UOX-PAS20, native UOX, and rasburicase (Fasturtec, Italy) remained, respectively, at the identical time. UOX-PAS100 had an increased biological half-life (8.21 h) when compared with the rasburicase (3.12 h) and native UOX (2.87 h) after being injected into a rat. Having considering everything, our results suggest that the UOX-PAS100, an A. flavus UOX fused with a C-terminally 100 amino acid PAS-residue, is a proper candidate with enhanced biological activity and extended plasma half-life for clinical therapy in patients suffering from hyperuricemia.

Dataset Information

Classification and clustering analysis of pyruvate dehydrogenase enzyme based on their physicochemical properties.

Publications

Classification and clustering analysis of pyruvate dehydrogenase enzyme based on their physicochemical properties.

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