Systematic in silico analysis of clinically tested drugs for reducing amyloid-beta plaque accumulation in Alzheimer's disease

Alzheimers Dement. 2021 Sep;17(9):1487-1498. doi: 10.1002/alz.12312. Epub 2021 May 2.

Abstract

Introduction: Despite strong evidence linking amyloid beta (Aβ) to Alzheimer's disease, most clinical trials have shown no clinical efficacy for reasons that remain unclear. To understand why, we developed a quantitative systems pharmacology (QSP) model for seven therapeutics: aducanumab, crenezumab, solanezumab, bapineuzumab, elenbecestat, verubecestat, and semagacestat.

Methods: Ordinary differential equations were used to model the production, transport, and aggregation of Aβ; pharmacology of the drugs; and their impact on plaque.

Results: The calibrated model predicts that endogenous plaque turnover is slow, with an estimated half-life of 2.75 years. This is likely why beta-secretase inhibitors have a smaller effect on plaque reduction. Of the mechanisms tested, the model predicts binding to plaque and inducing antibody-dependent cellular phagocytosis is the best approach for plaque reduction.

Discussion: A QSP model can provide novel insights to clinical results. Our model explains the results of clinical trials and provides guidance for future therapeutic development.

Keywords: aducanumab; amyloid beta pathway; amyloid plaque reduction; bapineuzumab; crenezumab; elenbecestat; model-informed drug development; quantitative systems pharmacology model; semagacestat; solanezumab; verubecestat.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Alzheimer Disease* / drug therapy
  • Alzheimer Disease* / immunology
  • Amyloid Precursor Protein Secretases / therapeutic use
  • Amyloid beta-Peptides* / drug effects
  • Amyloid beta-Peptides* / metabolism
  • Antibodies, Monoclonal, Humanized / therapeutic use
  • Computer Simulation*
  • Humans
  • Network Pharmacology*
  • Pharmaceutical Preparations*

Substances

  • Amyloid beta-Peptides
  • Antibodies, Monoclonal, Humanized
  • Pharmaceutical Preparations
  • aducanumab
  • solanezumab
  • Amyloid Precursor Protein Secretases
  • bapineuzumab
  • crenezumab