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Alzheimer'S & Dementia : the Journal of the Alzheimer'S Association
|December 26, 2025
PubMed
Summary
This summary is machine-generated.

Quantitative systems pharmacology (QSP) models aid Alzheimer's disease (AD) therapy evaluation. A review of nine AD QSP models revealed low quality, highlighting needs for improved validation and code sharing to advance anti-amyloid treatments.

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Area of Science:

  • Pharmacology
  • Systems Biology
  • Neuroscience

Background:

  • Quantitative systems pharmacology (QSP) models are valuable for evaluating Alzheimer's disease (AD) therapies.
  • These models integrate clinical and mechanistic insights, suiting AD's complexity for predicting outcomes and supporting regulatory processes.
  • Anti-amyloid therapies, including monoclonal antibodies, have been central to recent AD drug development.

Purpose of the Study:

  • To systematically review published QSP models for amyloid-targeting AD therapies.
  • To inform and facilitate future QSP model development for AD.
  • To identify shared and contrasting features and assess the quality of existing models.

Main Methods:

  • A systematic literature review of PubMed and Web of Science databases was conducted.
  • Search results were screened at title, abstract, and full-text levels using predefined inclusion/exclusion criteria.
  • Nine distinct QSP models for AD were identified, and their structure, development, predictions, and quality were summarized and scored.

Main Results:

  • Nine QSP models simulating anti-amyloid therapies for AD were identified from 494 candidate publications.
  • Seven models used compartmental approaches for amyloid aggregation/clearance, while two employed network models.
  • Model quality scores were generally low (6-9/15), with significant issues in validation and reproducibility, notably the absence of executable model code.

Conclusions:

  • The review of nine QSP models provides context for refining future model development in AD.
  • Enhancing focus on model quality, particularly validation and reproducibility, is crucial.
  • Improved QSP models will better inform therapeutic strategies for Alzheimer's disease.