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Hallmarks of aging
Research brief

RootMap: a proposed blood-methylation framework linking aging hallmarks to organ-aging patterns

RootMap is a proposed blood DNA-methylation framework that scored hallmark–organ dependencies in 656 discovery and 1,394 replication participants; the authors call these blood-score patterns, not proof of biological control. [1]

Automatic summary · not editorially reviewed

The key findings

  1. RootMap is a proposed blood DNA-methylation framework applied to 656 discovery and 1,394 replication participants, scoring 332 gene modules. [1]

  2. Among people with higher age-adjusted stem-cell-maintenance mIC, bone-marrow mIC was negatively associated with age (r = −0.241); with lower mIC it was near zero (r = +0.005). [1]

  3. The benchmark gain from layer-label filtering was not distinguishable from draws matched for drug-target number (p = 0.18). [1]

The source at a glance

Study type / format
Proposed computational framework applied to two cohorts (abstract).
Population / context
656 discovery and 1,394 replication participants with blood DNA-methylation data.
Summary based on
Study abstract
Publication status
Preprint · peer-review status not confirmed
Original publication
September 28, 2026

Proposed framework tested in two blood cohorts

The authors present RootMap as a proposed framework, not a validated product. It uses blood DNA-methylation data to map conditional dependencies: whether an organ module's association with age differs between people with higher versus lower age-adjusted module-level intrinsic capability (mIC) for a hallmark module. They applied it to 656 discovery and 1,394 replication participants, scoring 332 gene modules.

Supporting source [1]

Asymmetric hallmark–organ patterns and bone-marrow example

Twenty-two hallmark–organ pairs passed four artifact checks; 17 of 20 pairs on the replication list kept their direction in the second cohort, including all 10 testable organ-line pairs. The pattern was asymmetric: hallmark modules more often marked differences in organ–age associations than the reverse. In bone marrow, among people with higher age-adjusted stem-cell-maintenance mIC, bone-marrow mIC was negatively associated with age (r = −0.241); among those with lower mIC it was close to zero (r = +0.005).

Supporting source [1]

Benchmark gain not distinguishable from matched draws

In a benchmark, filtering a protein-interaction-ranked anti-aging candidate list by functional-layer labels made it 2.8 times more compact and raised hit enrichment from 3.19-fold to 8.87-fold. This gain was not distinguishable from draws matched for the number of drug targets (p = 0.18), and the filter used layer labels rather than learned dependency edges. The authors say this supports testing layer information alongside protein interaction, not that dependency edges have improved drug discovery.

Supporting source [1]

How to interpret this

Abstract only; the full text was not reviewed. The authors state these are patterns in blood-based scores, not proof of biological control. Learned dependency edges and absolute mIC values still need validation and calibration.

Based on the study abstract; the full paper, tables and supplementary data were not reviewed.

Source & supporting passages

Read the quoted passagesIn the language of the original source
  1. Finding 1 ↑

    656 discovery and 1,394 replication participants
  2. Finding 2 ↑

    bone-marrow mIC was negatively associated with age
  3. Finding 3 ↑

    p = 0.18

AI-assisted summary with linked source passages. No independent editorial or clinical review.

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