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Statistical modelling of the geometry of planar sections of prostatic capillaries on the basis of stationary Strauss hard-core processes

Authors :
Torsten Mattfeldt
Stefanie Eckel
Volker Schmidt
Frank Fleischer
Source :
Journal of microscopy. 228(Pt 3)
Publication Year :
2007

Abstract

In a recent study, the capillarization of normal prostatic tissue and prostatic carcinoma tissue was characterized by means of explorative methods of spatial statistics. In the present paper, an attempt was made to go beyond the explorative approach and to characterize the observed point patterns of the capillary profiles on sections by means of a parametric model. For this purpose, the flexible class of Gibbs processes was considered. Specifically, stationary Strauss hard-core processes were fitted to the observed point patterns. The goodness of fit achieved by the model was checked by simulations with the Markov chain Monte Carlo method using the Metropolis-Hastings algorithm. Model fitting and simulations were performed with the help of the spatstat package under R. The observed point patterns were in some cases compatible with realizations of stationary Strauss hard-core processes for all ranges of spatial interaction. However, deviations from the model were found for one or more domains of ranges in other cases. In the tumour tissue, a highly significant decrease of the interaction parameter of the Strauss hard-core process could be found as compared to the normal prostatic tissue. This finding is discussed in terms of a loss of the normal lobular architecture of the glands in the tumour tissue.

Details

ISSN :
00222720
Volume :
228
Issue :
Pt 3
Database :
OpenAIRE
Journal :
Journal of microscopy
Accession number :
edsair.doi.dedup.....dd4a01983028751646978dc611304572