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Published in: Orphanet Journal of Rare Diseases 1/2010

Open Access 01-12-2010 | Methodology

Prediction of the responsiveness to pharmacological chaperones: lysosomal human alpha-galactosidase, a case of study

Authors: Giuseppina Andreotti, Mario R Guarracino, Marco Cammisa, Antonella Correra, Maria Vittoria Cubellis

Published in: Orphanet Journal of Rare Diseases | Issue 1/2010

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Abstract

Background

The pharmacological chaperones therapy is a promising approach to cure genetic diseases. It relies on substrate competitors used at sub-inhibitory concentration which can be administered orally, reach difficult tissues and have low cost. Clinical trials are currently carried out for Fabry disease, a lysosomal storage disorder caused by inherited genetic mutations of alpha-galactosidase. Regrettably, not all genotypes respond to these drugs.

Results

We collected the experimental data available in literature on the enzymatic activity of ninety-six missense mutants of lysosomal alpha-galactosidase measured in the presence of pharmacological chaperones. We associated with each mutation seven features derived from the analysis of 3D-structure of the enzyme, two features associated with their thermo-dynamic stability and four features derived from sequence alone. Structural and thermodynamic analysis explains why some mutants of human lysosomal alpha-galactosidase cannot be rescued by pharmacological chaperones: approximately forty per cent of the non responsive cases examined can be correctly associated with a negative prognostic feature. They include mutations occurring in the active site pocket, mutations preventing disulphide bridge formation and severely destabilising mutations. Despite this finding, prediction of mutations responsive to pharmacological chaperones cannot be achieved with high accuracy relying on combinations of structure- and thermodynamic-derived features even with the aid of classical and state of the art statistical learning methods.
We developed a procedure to predict responsive mutations with an accuracy as high as 87%: the method scores the mutations by using a suitable position-specific substitution matrix. Our approach is of general applicability since it does not require the knowledge of 3D-structure but relies only on the sequence.

Conclusions

Responsiveness to pharmacological chaperones depends on the structural/functional features of the disease-associated protein, whose complex interplay is best reflected on sequence conservation by evolutionary pressure. We propose a predictive method which can be applied to screen novel mutations of alpha galactosidase. The same approach can be extended on a genomic scale to find candidates for therapy with pharmacological chaperones among proteins with unknown tertiary structures.
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Metadata
Title
Prediction of the responsiveness to pharmacological chaperones: lysosomal human alpha-galactosidase, a case of study
Authors
Giuseppina Andreotti
Mario R Guarracino
Marco Cammisa
Antonella Correra
Maria Vittoria Cubellis
Publication date
01-12-2010
Publisher
BioMed Central
Published in
Orphanet Journal of Rare Diseases / Issue 1/2010
Electronic ISSN: 1750-1172
DOI
https://doi.org/10.1186/1750-1172-5-36

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