K. Jensen et al., FROM IMAGE-PROCESSING TO CLASSIFICATION .1. MODELING DISTURBANCES OF ISOELECTRIC-FOCUSING PATTERNS, Electrophoresis, 16(6), 1995, pp. 921-926
In order to optimize the conditions for evaluation of isoelectric focu
sing (IEF) patterns by digital image processing, the sources of error
in determination of the pi values were analyzed together with the infl
uence of a varying background. The effects of band distortions, in the
spectra of the individual lanes, were examined. In order to minimize
the effect of these distortions, optimal conditions for handling IEF p
atterns by digital image processing were elucidated. The systematic pa
rt of the global deformation on the gels was investigated and an algor
ithm was developed by which it was possible to correct for a part of t
he individual distortions. The effects of various corrections for lane
distortions were illustrated by classification, using different types
of discriminant analysis. Finally the background disturbances were ex
amined, and described by a mathematical model.