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Deciphering shared molecular dysregulation across Parkinson's disease variants using a multi-modal network-based data

Alise Zagare1, Irina Balaur2, Adrien Rougny2

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Summary

This study reveals common molecular pathways in Parkinson's disease (PD) by analyzing patient-specific brain organoids. Glial cell gene expression in idiopathic PD mirrors monogenic forms, suggesting shared disease mechanisms.

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Area of Science:

  • Neuroscience
  • Systems Biomedicine
  • Genetics

Background:

  • Parkinson's disease (PD) is a progressive neurodegenerative disorder with limited treatment options.
  • Patient-specific in vitro models and computational tools are advancing PD research.
  • Understanding PD heterogeneity is crucial for developing effective therapies.

Purpose of the Study:

  • To identify common biomedical features across different forms of monogenic Parkinson's disease.
  • To integrate multi-omics data from PD patient-specific midbrain organoids.
  • To stratify idiopathic PD (IPD) patients by comparing them to monogenic PD models.

Main Methods:

  • Developed a knowledge graph (KG) integrating high-content imaging and RNA sequencing data.
  • Utilized PD patient-specific midbrain organoids with known mutations (LRRK2, SNCA, GBA, MIRO1).
  • Generated single-cell RNA sequencing data from idiopathic PD patient-derived midbrain organoids.

Main Results:

  • Identified common transcriptomic dysregulation in glial cells of IPD organoids, mirroring monogenic PD forms.
  • Found shared pathophysiology between monogenic and idiopathic PD.
  • Highlighted potential involvement of ROBO signaling dysregulation in PD.

Conclusions:

  • Despite PD heterogeneity, common molecular pathways exist across different genetic forms.
  • Glial cells in IPD organoids exhibit transcriptomic changes similar to monogenic PD.
  • ROBO signaling dysregulation may contribute to shared PD pathology.