Title :
Fuzzy temporal random sets with an application to cell biology
Author :
León, Teresa ; Sebastian, Rafael ; Ayala, Guillermo ; Diaz, María Elena ; Zoncu, Roberto ; Toomre, Derek
Author_Institution :
Valencia Univ., Valencia
Abstract :
Total Internal Reflection Fluorescence Microscopy (TIRFM) greatly facilitates to imaging the first steps of endocytosis, a process whereby cells traffic cargo from the cell surface to endosomes. Using TIRFM, fluorescent-tagged endocytic proteins are observed as overlapped areas forming random clumps of different sizes, shapes and durations. A common procedure to segment these objects consists of thresholding the original gray-level images to produce binary sequences in which a pixel is covered or not by a given fluorescent-tagged protein. This binary logic is not appropriate because it leaves a free tuning parameter to be set by the user which can influence on the conclusions of the statistical analysis. Instead, we have adopted a more realistic approach, in which segmented binary images are modelled as a fuzzy temporal random set. Here, we propose some measures of spatio-temporal interactions based on the fuzzy counterparts of the pair-correlation function and the Ripley K-function. We used a randomization procedure to test for independence. Our results show that this procedure will permit biologists to examine and quantify the interactions between endocytic proteins robustly.
Keywords :
binary sequences; cellular biophysics; fuzzy set theory; image colour analysis; image segmentation; macromolecules; medical image processing; Ripley K-function; binary logic; binary sequences; cell biology; endosomes; fluorescent-tagged endo-cytic proteins; fuzzy temporal random sets; pair-correlation function; random clumps; statistical analysis; total internal reflection fluorescence microscopy; Binary sequences; Biological cells; Fluorescence; Fuzzy sets; Image segmentation; Microscopy; Pixel; Proteins; Reflection; Shape;
Conference_Titel :
Fuzzy Systems Conference, 2007. FUZZ-IEEE 2007. IEEE International
Conference_Location :
London
Print_ISBN :
1-4244-1209-9
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2007.4295484