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Content: Starving Myxococcus xanthus cells use their motility systems to aggregate into multicellular fruiting bodies via a multi-stage, self-organization process.In early aggregation, the process can be characterized by quantifying changes in spatial patterns of cell-density corresponding to changes in gray-scale intensities of time-lapse images.