bioRxivAnimal Behavior & CognitionPreprint
Life-long behavioral screen reveals an architecture of vertebrate aging
Claire N. BedbrookiD, Ravi David NathiD, Libby ZhangiD, Scott W. LindermaniD, Anne BrunetiD, Karl A. DeisserothiD
Abstract
Mapping behavior of individual vertebrate animals across lifespan is challenging, but if achieved, could provide an unprecedented view into the life-long process of aging. We created the first platform for high-resolution continuous behavioral tracking of a vertebrate animal across natural lifespan from adolescence to death--here, of the African killifish. This behavioral screen revealed that animals follow distinct individual aging trajectories. The behaviors of long-lived animals differed markedly from those of short-lived animals, even relatively early in life, and were linked to organ-specific transcriptomic shifts. Machine learning models accurately predicted age and even forecasted an individuals future lifespan, given only behavior at a young age. Finally, we found that animals progressed through adulthood in a sequence of stable and stereotyped behavioral stages with abrupt transitions suggesting a novel structure for the architecture of vertebrate aging.
- organism: zebrafish
- assay: behavioral assay
- research focus: development & morphogenesis
- approach: machine learning (classical)
- Citations
- 1
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