Generalized fuzzy clustering for segmentation of multi-spectral magnetic resonance images.

An integrated approach for multi-spectral segmentation of MR images is presented. This method is based on the fuzzy c-means (FCM) and includes bias field correction and contextual constraints over spatial intensity distribution and accounts for the non-spherical cluster's shape in the feature space. The bias field is modeled as a linear combination of smooth polynomial basis functions for fast computation in the clustering iterations. Regularization terms for the neighborhood continuity of intensity are added into the FCM cost functions. To reduce the computational complexity, the contextual regularizations are separated from the clustering iterations. Since the feature space is not isotropic, distance measure adopted in Gustafson-Kessel (G-K) algorithm is used instead of the Euclidean distance, to account for the non-spherical shape of the clusters in the feature space. These algorithms are quantitatively evaluated on MR brain images using the similarity measures.

Redistribution of plasma membrane phosphatidylserine during erythroid development

Phosphatidylserine (PS) is not only one of the structural components of the plasma membrane, it also plays an important role in blood coagulation, and cell-cell interactions during aging and apoptosis.^ Here we studied some alterations that occur in membrane phosphatidylserine asymmetry during erythroid differentiation-associated apoptosis and erythrocyte aging and characterized some aspects in the regulation of PS asymmetry.^ Erythroleukemia cells, frequently used to study erythroid development, undergo apoptosis when induced to differentiate along the erythroid lineage. In the case of K562 cells induced to differentiate with hemin, this event is characterized by DNA fragmentation that correlates with downregulation of the survival protein BCL-xL and ultimately the result is cell death. We showed here that reorientation of PS from the inner-to-outer plasma membrane leaflet and inhibition of the aminophospholipid translocase are also events observed upon hemin treatment. We observed that constitutive expression of BCL-2 did not inhibit the alterations caused by hemin in membrane lipid asymmetry and only slightly prevented hemin-induced DNA fragmentation. On the other hand, BCL-2 effectively inhibited actinomycin D and staurosporine-induced DNA fragmentation and the appearance of PS at the outer leaflet of these cells. z.VAD.fmk, a widely used caspases inhibitor, blocked DNA fragmentation induced by both hemin and actinomycin D but only inhibited PS externalization in cells treated with actinomycin D.^ These results showed that PS externalization occurs during differentiation-related apoptosis. Unlike the pharmacologically-induced event, however, hemin-induced PS redistribution seems to be regulated by a mechanism independent of BCL-2 and caspases.^ Membrane PS is externalized not only during apoptosis but also during red blood cell senescence. To study this event, we artificially induced cellular aging by in vitro storage or vesiculation in the presence of the amphipathic lipid dilauroylphosphatidylcholine. These cells were monitored for age-dependent changes in cell density by Percoll gradient centrifugation and assessed for alterations in membrane lipid asymmetry and their ability to be cleared in vivo. These experiments demonstrated a progressive increase in red cell density upon vesiculation and in vitro aging. The clearance rate of cells obtained after vesiculation, was biphasic in nature, showing a very rapid component together with a second component consistent with the clearance rates of control populations. Quantitation of PS in the outer leaflet of red cells revealed that membrane redistribution of PS occurred upon in vitro storage and vesiculation. Inhibition of the aminophospholipid translocase with the sulfhydryl-oxidant reagent pyridyldithioethylamine resulted in higher PS externalization and enhanced clearance of vesiculated RBC.^ These observations not only suggest that vesiculation may be the mechanism responsible for some of the characteristic changes in cell density and PS asymmetry that occur upon cell aging, but also confirm the role of PS in the recognition and clearance of senescent cells. ^

A LAPLACE TRANSFORM PAIR MODEL TO DETERMINE BREMSSTRAHLUNG SPECTRA FROM ATTENUATION DATA (RADIATION, X-RAY, SPECTRAL MODELING)

Every x-ray attenuation curve inherently contains all the information necessary to extract the complete energy spectrum of a beam. To date, attempts to obtain accurate spectral information from attenuation data have been inadequate.^ This investigation presents a mathematical pair model, grounded in physical reality by the Laplace Transformation, to describe the attenuation of a photon beam and the corresponding bremsstrahlung spectral distribution. In addition the Laplace model has been mathematically extended to include characteristic radiation in a physically meaningful way. A method to determine the fraction of characteristic radiation in any diagnostic x-ray beam was introduced for use with the extended model.^ This work has examined the reconstructive capability of the Laplace pair model for a photon beam range of from 50 kVp to 25 MV, using both theoretical and experimental methods.^ In the diagnostic region, excellent agreement between a wide variety of experimental spectra and those reconstructed with the Laplace model was obtained when the atomic composition of the attenuators was accurately known. The model successfully reproduced a 2 MV spectrum but demonstrated difficulty in accurately reconstructing orthovoltage and 6 MV spectra. The 25 MV spectrum was successfully reconstructed although poor agreement with the spectrum obtained by Levy was found.^ The analysis of errors, performed with diagnostic energy data, demonstrated the relative insensitivity of the model to typical experimental errors and confirmed that the model can be successfully used to theoretically derive accurate spectral information from experimental attenuation data. ^