KARAMBIOSCIENCE
EST. 2026
EVIDENCE / 02
K04 / Proposed research direction

Senescence precision

Distinguish the cell states before choosing a response.

AI-generated cellular concept illustration
Concept illustration · not experimental data

The decisive question

How do we identify persistent harmful states without treating every nondividing cell as a problem?

Why this direction

This proposed program starts with measurement heterogeneity. A single stain, secreted factor, or image feature should not decide whether a cell needs removal, repair, or no intervention. Context and tissue function come first.

What a useful result would need

  • Agreement and disagreement among independent cell-state readouts
  • Clear separation of quiescence, injury responses, and persistent dysfunction
  • Evidence of tissue-relevant harm or benefit
  • Effects on neighboring cells and normal recovery

Advance and stop conditions

Document the cell type and trigger for every senescence claim.

Keep classification performance separate from therapeutic efficacy.

Reject a universal senescence score without external validation.

What is not being claimed

No senolytic drug regimen, human testing, or diagnostic senescence score is available from Karam.

Source-linked research

Follow the evidence

Original publisher links and access limits are included in every brief. Artwork is conceptual, not a reproduction of study figures.