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April 30, 2026npj Systems Biology and Applications0 citationsOpen Access

From genes to germ layers: virtual twins of gastruloids

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LILeona M. IrwinSCShaun M. CowleyHKHimanshu Kaul

Key Points

  • This research aims to explore the barriers to understanding gastrulation and propose solutions using virtual models.
  • Discusses the limitations of current gastrulation models.
  • Describes the agent-driven multi-paradigm approach for modeling.
  • Provides examples and best practices for creating virtual twins.
  • Identifies key challenges in recapitulating multiscale biology of gastrulation.
  • Demonstrates how virtual twins enhance understanding of gastruloids.
  • Suggests improvements in gastrulation research methodologies.

Abstract

Abstract Human gastrulation remains a black box due to ethical and technical reasons. Human pluripotent stem cell-based 2D micropatterns and 3D organoids (gastruloids) recapitulate aspects of human gastrulation. Understanding the integrated multiscale biology of gastrulation, however, remains elusive. We explain the barriers to recapitulating the multiscale biology of gastrulation in silico, how agent-driven multi-paradigm approach can overcome these challenges, provide relevant examples, and share best practices on developing the virtual twins.

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Cite This Study

Irwin et al. (2026) studied this question.

synapsesocial.com/papers/69f2a4da8c0f03fd67763f45https://doi.org/10.1038/s41540-026-00709-z
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