Kp. Pleissner et al., New algorithmic approaches to protein spot detection and pattern matching in two-dimensional electrophoresis gel databases, ELECTROPHOR, 20(4-5), 1999, pp. 755-765
Protein spot identification in two-dimensional electrophoresis gels can be
supported by the comparison of gel images accessible in different World Wid
e Web two-dimensional electrophoresis (2-DE) gel protein databases. The com
parison may be performed either by visual cross-matching between gel images
or by automatic recognition of similar protein spot patterns. A prerequisi
te for the automatic point pattern matching approach is the detection of pr
otein spots yielding the x(s),y(s) coordinates and integrated spot intensit
ies i(s). For this purpose an algorithm is developed based on a combination
of hierarchical watershed transformation and feature extraction methods. T
his approach reduces the strong over-segmentation of spot regions normally
produced by watershed transformation. Measures for the ellipticity and curv
ature are determined as features of spot regions. The resulting spot lists
containing x(s),y(s),i(s)triplets are calculated for a source as well as fo
r a target gel image accessible in 2-DE gel protein databases. After spot d
etection a matching procedure is applied. Both the matching of a local patt
ern vs, a full 2-DE gel image and the global matching between full images a
re discussed. Preset slope and length tolerances of pattern edges serve as
matching criteria. The local matching algorithm relies on a data structure
derived from the incremental Delaunay triangulation of a point set and a tw
o-step hashing technique. For the incremental construction of triangles the
spot intensities are considered in decreasing order. The algorithm needs n
either landmarks nor an a priori image alignment. A graphical user interfac
e for spot detection and gel matching is written in the Java programming la
nguage for the Internet. The software package called CAROL (http://gelmatch
ing.inf.fu-berlin.de) is realized in a client-server architecture.