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Related Experiment Video

Updated: Feb 22, 2026

Electroporation of Sliced Human Cortical Organoids for Studies of Gene Function
07:13

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Goal-directed learning in cortical organoids.

Ash Robbins1, Hunter E Schweiger2, Sebastian Hernandez1

  • 1Department of Electrical and Computer Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064, USA; Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA 95064, USA.

Cell Reports
|February 20, 2026
PubMed
Summary
This summary is machine-generated.

Brain organoids demonstrate goal-directed learning via feedback-driven neural plasticity. Reinforcement learning improved performance, but plasticity required intact glutamatergic transmission, suggesting potential for neural rehabilitation.

Keywords:
CP: neuroscienceCP: stem cell researchartificial intelligencebiocomputingcausal connectivityclosed-loop controlcortical organoidelectrical stimulationelectrophysiologyin vitroorganoid intelligencereinforcement learning

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Area of Science:

  • Neuroscience
  • Stem Cell Biology
  • Computational Neuroscience

Background:

  • Advancements in electrophysiology enable single-cell resolution recording and stimulation.
  • Cortical organoids are promising in vitro models for studying brain development and disease.

Purpose of the Study:

  • To demonstrate goal-directed learning in brain organoids using feedback-driven neural plasticity.
  • To investigate the role of reinforcement learning and glutamatergic transmission in this process.

Main Methods:

  • Developed a closed-loop electrophysiology framework to integrate mouse cortical organoids into a "cartpole" task.
  • Applied high-frequency training signals selected by artificial reinforcement learning.
  • Utilized pharmacological blockade of AMPA and NMDA receptors to assess glutamatergic transmission.

Main Results:

  • Organoids trained with reinforcement learning showed improved performance compared to random or no training.
  • Performance improvements were transient, disappearing after a 45-minute rest period.
  • Blockade of AMPA and NMDA receptors abolished training-induced performance gains, indicating dependence on glutamatergic transmission.

Conclusions:

  • Goal-directed learning can be achieved in brain organoids through feedback-driven plasticity.
  • This in vitro model system allows for systematic investigation of neural plasticity mechanisms.
  • Findings suggest potential applications in neural rehabilitation and biological computation.