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1.
Article in English | MEDLINE | ID: mdl-28182540

ABSTRACT

Inspired by the ideas from the mutual cooperation of symbiosis in natural ecosystem, this paper proposes a new variant of PSO, named Symbiosis-based Alternative Learning Multi-swarm Particle Swarm Optimization (SALMPSO). A learning probability to select one exemplar out of the center positions, the local best position, and the historical best position including the experience of internal and external multiple swarms, is used to keep the diversity of the population. Two different levels of social interaction within and between multiple swarms are proposed. In the search process, particles not only exchange social experience with others that are from their own sub-swarms, but also are influenced by the experience of particles from other fellow sub-swarms. According to the different exemplars and learning strategy, this model is instantiated as four variants of SALMPSO and a set of 15 test functions are conducted to compare with some variants of PSO including 10, 30 and 50 dimensions, respectively. Experimental results demonstrate that the alternative learning strategy in each SALMPSO version can exhibit better performance in terms of the convergence speed and optimal values on most multimodal functions in our simulation.


Subject(s)
Algorithms , Biomimetics/methods , Learning/physiology , Machine Learning , Models, Statistical , Symbiosis/physiology , Animals , Computer Simulation , Cooperative Behavior , Ecosystem , Humans , Models, Biological
2.
J Cell Biol ; 207(1): 91-105, 2014 Oct 13.
Article in English | MEDLINE | ID: mdl-25287303

ABSTRACT

In selective autophagy, degradation targets are specifically recognized, sequestered by the autophagosome, and transported into the lysosome or vacuole. Previous studies delineated the molecular basis by which the autophagy machinery recognizes those targets, but the regulation of this process is still poorly understood. In this paper, we find that the highly conserved multifunctional kinase Hrr25 regulates two distinct selective autophagy-related pathways in Saccharomyces cerevisiae. Hrr25 is responsible for the phosphorylation of two receptor proteins: Atg19, which recognizes the assembly of vacuolar enzymes in the cytoplasm-to-vacuole targeting pathway, and Atg36, which recognizes superfluous peroxisomes in pexophagy. Hrr25-mediated phosphorylation enhances the interactions of these receptors with the common adaptor Atg11, which recruits the core autophagy-related proteins that mediate the formation of the autophagosomal membrane. Thus, this study introduces regulation of selective autophagy as a new role of Hrr25 and, together with other recent studies, reveals that different selective autophagy-related pathways are regulated by a uniform mechanism: phosphoregulation of the receptor-adaptor interaction.


Subject(s)
Autophagy/physiology , Casein Kinase I/metabolism , Receptors, Cell Surface/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/metabolism , Vesicular Transport Proteins/metabolism , Aminopeptidases/metabolism , Autophagy-Related Proteins , Binding Sites/genetics , COP-Coated Vesicles/metabolism , Casein Kinase I/genetics , GTPase-Activating Proteins/metabolism , Membrane Proteins/metabolism , Mitochondria/metabolism , Mutation , Peroxins , Peroxisomes/metabolism , Phosphorylation , Promoter Regions, Genetic , Protein Binding , Protein Transport , Saccharomyces cerevisiae Proteins/genetics
3.
Glycobiology ; 20(6): 668-78, 2010 Jun.
Article in English | MEDLINE | ID: mdl-20118071

ABSTRACT

Gangliosides are target receptors for bacterial entry, yet those present in human milk exhibit a protective role against bacterial infection. Here, we show that treatment with ganglioside mixture at a concentration of 100 microg/mL resulted in significant inhibition of the vacuole formation activity of Helicobacter pylori vacuolating cytotoxin (VacA) in gastric epithelial cancer AZ-521 cells. All gangliosides (GM1, GM2, GM3, GD1a, GD1b, GD3 and GT1b) examined showed good neutralizing capacity against VacA. A pull-down assay was performed using lyso-GM1 coupled to Sepharose as the tagged polysaccharide polymer to capture VacA from H. pylori culture supernatant. GM1-VacA complexes were successfully precipitated, suggesting that GM1 binds directly to VacA. The hydrodynamic binding of lyso-GM1 and VacA measured by fluorescence correlation spectroscopy had a K(d) value of 190 nM. VacA also bound to lyso-GM1 at pH 2 corresponding to the physiological pH of human stomach. Collectively, these results showed that direct binding of H. pylori VacA to free gangliosides neutralizes the toxin activity of VacA. These findings offer an alternative insight into the role of gangliosides in VacA toxicity and the pathogenesis of H. pylori.


Subject(s)
Bacterial Proteins/antagonists & inhibitors , Bacterial Proteins/toxicity , Gangliosides/metabolism , Bacterial Proteins/metabolism , Binding Sites , Cell Line, Tumor , Gangliosides/pharmacology , Humans , Spectrometry, Fluorescence
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