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Neuroscience & Neurotechnology

Controlling, Mapping, and Modeling Neural Circuits

An independent primer on optogenetics, neural activity measurement, CLARITY, spatial transcriptomics, brain-wide circuit dynamics, human cortical organoids, and xenocortication, designed around research themes relevant to the Karl Deisseroth Lab.

3 modules · 9 lessons · 1h · mastery threshold 80

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About this course

Background for Research in the Deisseroth Lab This independent educational primer introduces scientific concepts relevant to research themes in the Karl Deisseroth Lab at Stanford University. It is not an official Stanford University or Deisseroth Lab course and does not imply endorsement or affiliation. For ambitious high-school students and early undergraduates. Prerequisites: high-school biology; no neuroscience background required. About 48 minutes of video, a two-question check per lesson, and a 12-question final assessment. Total learner time: about one hour. No lab, capstone, or Research Defense is required; certificate eligibility is mastery-only. Course framework: genes → cell types → circuits → network dynamics → behavior, studied by mapping, recording, perturbing, and modeling.

Syllabus

Module 1

Controlling and Reading Neural Circuits

Causal intervention, optogenetics, and measuring neural activity during behavior.

Module 2

Mapping the Brain Across Space and Cell Type

CLARITY, STARmap spatial transcriptomics, and brain-wide dynamics linked to behavior.

Module 3

Human Neural Models and Xenocortication

Human cortical organoids and what the 2026 xenocortication study did and did not show.

Concepts you'll master

  • Connecting cells, networks, models, and behavior

    Evaluate what a computational model fitted to neural data does and does not establish.

  • Correlation versus causal intervention

    Distinguish an observed correlation from a causal intervention.

  • Distributed neural population dynamics

    Describe distributed population activity using neural states and trajectories.

  • Electrophysiology and optical activity measurements

    Compare electrophysiological and optical methods for measuring neural activity.

  • Human cortical organoids as developmental models

    Trace how cortical organoids are derived from pluripotent stem cells.

  • Human-organoid development and integration in a host brain

    Describe how human organoid-derived tissue was studied as it developed and integrated in a host brain.

  • Interpreting artificial neural perturbations

    Interpret what an optogenetic perturbation does and does not show.

  • Interpreting xenocortication evidence

    Identify which conclusions the xenocortication evidence supports.

  • Linking gene expression to anatomical location

    Relate cell type and anatomical location to circuit function.

  • Necessity, sufficiency, and circuit hypotheses

    Explain necessity and sufficiency as separate circuit hypotheses.

  • Optogenetic targeting and opsin-based control

    Trace how a light-sensitive protein expressed in selected neurons changes their activity.

  • Relating neural dynamics to behavior

    Explain why neural signals aligned to behavior can have several interpretations.

  • Scientific limitations, translation, and ethical interpretation

    Distinguish supported findings from claims the study did not show, including ethical considerations.

  • Spatial transcriptomics and molecular cell identity

    Explain why spatial transcriptomics combines molecular identity with tissue location.

  • Strengths and limitations of in-vitro organoid systems

    Weigh the strengths and limitations of in-vitro organoid systems.

  • Structural versus functional information

    Distinguish the structural information CLARITY provides from functional activity measurements.

  • Tissue clearing and intact-system mapping

    Explain how hydrogel stabilization and lipid removal make fixed tissue optically accessible.

  • Xenocortication experimental design

    Explain the experimental logic of the 2026 xenocortication study.