January 6th, 2026

Models are not reflections of real systems, but are better thought of as tools to help us understand how real systems might work under the hood. The production, assessment, and consideration of models over time helps researchers to constrain and guide research into real systems. Any individual model may not be all that helpful on its own. Certainly, its conclusions have to be considered in the context of the assumptions it makes and the behavior of different models in the same field.

Today's open access model discusses the Saturating-Removal model of aging, derived from observations of the growth in senescent cell burden with age and its contribution to degenerative aging. It is a form of damage accumulation model, perhaps more akin to reliability theory as applied to aging than other modeling in the field, though still quite different from that approach. The paper is an interesting read. As one might expect, the model of damage accumulation predicts that methods of damage repair - i.e. rejuvenation therapies that address issues such as senescent cell accumulation - will be needed to move the needle on human life span.

Maximal human lifespan in light of a mechanistic model of aging