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A new integrated statistical approach to the diagnostic use of two-dimensional maps

โœ Scribed by Emilio Marengo; Elisa Robotti; Valentina Gianotti; Pier Giorgio Righetti; Daniela Cecconi; Enrico Domenici


Publisher
John Wiley and Sons
Year
2003
Tongue
English
Weight
673 KB
Volume
24
Category
Article
ISSN
0173-0835

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โœฆ Synopsis


Abstract

Twoโ€dimensional (2โ€D) electrophoresis is a very useful technique for the analysis of proteins in biological tissues. The complexity of the 2โ€D maps obtained causes many difficulties in the comparison of different samples. A new method is proposed for comparing different 2โ€D maps, based on five steps: (i) the digitalisation of the image; (ii) the transformation of the digitalised map in a fuzzy entity, in order to consider the variability of the 2โ€D electrophoretic separation; (iii) the calculation of a similarity index for each pair of maps; (iv) the analysis by multidimensional scaling of the previously obtained similarity matrix; (v) the analysis by classification or cluster analysis techniques of the resulting map coโ€ordinates. The method adopted was first tested on some simulated samples in order to evaluate its sensitivity to small changes in the spots position and size. The optimal setting of the method parameters was also investigated. Finally, the method was successfully applied to a series of real samples corresponding to the electrophoretic bidimensional analysis of sera from normal and nicotineโ€treated rats. Multidimensional scaling allowed the separation of the two classes of samples without any misclassification.


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