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A multi-tissue full lifespan epigenetic clock for mice.

Michael J Thompson1, Karolina Chwiałkowska2, Liudmilla Rubbi1

  • 1Molecular, Cell and Developmental Biology, University of California Los Angeles, Los Angeles, CA 90095, USA.

Aging
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Researchers developed novel mouse epigenetic clocks using DNA methylation. While highly accurate clocks exist, simpler models are better for detecting anti-aging effects of interventions like calorie restriction.

Keywords:
DNA methylationbiological ageepigenetic clockmouse

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Area of Science:

  • Aging research
  • Epigenetics
  • Mammalian biology

Background:

  • Epigenetic clocks are accurate human aging biomarkers.
  • Mouse epigenetic clocks can be slowed by interventions like calorie restriction.
  • Novel mouse epigenetic clocks are needed to study aging and interventions.

Purpose of the Study:

  • To develop and compare novel mouse epigenetic clocks.
  • To assess the impact of different regression models and CpG sets on clock accuracy and intervention detection.
  • To investigate trade-offs between clock accuracy and sensitivity to anti-aging effects.

Main Methods:

  • Utilized DNA methylation data from 1189 mouse samples.
  • Developed four novel epigenetic clocks using elastic net and ridge regression.
  • Compared clocks built on all CpG sites versus highly conserved CpG sites.

Main Results:

  • Accurate age estimators were developed using conserved CpGs.
  • The most accurate clock used elastic net regression on all CpGs.
  • Calorie restriction's anti-aging effects were detected by all clocks.
  • Ridge regression clocks detected slow aging in dwarf mice, unlike elastic net clocks.

Conclusions:

  • Mouse epigenetic clocks offer insights into aging and interventions.
  • Trade-offs exist between clock accuracy and sensitivity to anti-aging interventions.
  • Highly accurate clocks may not be optimal for detecting intervention benefits.