Unravelling Convergent Signaling Mechanisms Underlying the Aging-Disease Nexus Using Computational Language Analysis

Marina Junyent1,2, Haki Noori1,3, Robin De Schepper1

  • 1Receptor Biology Lab., University of Antwerp, 2610 Wilrijk, Belgium.

Insights

Aging drives many diseases by accumulating molecular damage. Researchers used AI to find that Dual specificity tyrosine-phosphorylation-regulated kinase 3 (DYRK3) and epidermal growth factor receptor (EGFR) may be key targets for preventing age-related diseases.

Area of Science:

  • Biogerontology
  • Molecular Biology
  • Computational Biology

Background:

  • Aging is linked to numerous human diseases and mortality.
  • Cellular aging involves progressive molecular damage and dysfunction.
  • Common molecular etiologies may underlie diverse diseases like cancer and diabetes.

Purpose of the Study:

  • Identify novel signaling pathways for disease prevention.
  • Develop targeted prophylactic agents against aging mechanisms.
  • Utilize artificial intelligence for unbiased mechanism profiling.

Main Methods:

  • Artificial intelligence (AI) systems for mechanism profiling.
  • Combinatorial informatics approach.
  • Analysis of signaling pathways regulating cellular fate.

Main Results:

  • Identified a critical mechanism involving DYRK3 and EGFR.
  • DYRK3 and EGFR may regulate the transition from health to disease.
  • These kinases control cellular fate in response to stress.

Conclusions:

  • DYRK3 and EGFR represent potential targets for disease-preventing interventions.
  • Targeting this pathway could mitigate age-related disease progression.
  • AI-driven discovery offers new avenues for prophylactic drug development.

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