Resources: Posters

Paired Single-Cell Imaging and Transcriptomics Provide a Functional Alignment Layer for Virtual Cell Models

May 30, 2026

Cold Spring Harbor Laboratory - AI in Biology

Keywords: Virtual cell models, DINOv2, morphology-transcriptomics integration, phagocytosis, cellular senescence

This research introduces a functional alignment layer that pairs longitudinal live-cell imaging with endpoint transcriptomics to train virtual cell foundation models on cellular function, not just gene expression. Utilizing the R3200 Platform and CellCage technology alongside DINOv2 morphological embeddings, the study identifies genes driving microglial phagocytosis and preadipocyte senescence that are invisible to unsupervised transcriptomic clustering alone. By anchoring supervised models on same-cell imaging readouts, the work establishes a new framework for building function-predictive foundation models in biology.

Back to Posters

Case Study: Functional Profiling of Microglia in Neuroinflammation

Link microglial behavior to gene expression at single-cell resolution, for insight into neuroinflammation, drug response, and immune dysfunction in CNS disease.

View Case Study Details

Phagocytosis assay in CellCage enclosures - (click to expand image).

Researchers used the Cellanome R3200 to enclose individual microglia with fluorescent particles and track phagocytosis over 12 hours via fluorescent imaging. Each cell’s transcriptome was then sequenced, linking activity levels to gene expression.

What They Found:

High-activity microglia upregulated genes in complement signaling, lipid metabolism, and lysosomal function — key pathways in neuroinflammation and repair.

Why it Matters:

This approach overcomes key limitations in standard assays by capturing phagocytic function and gene expression in the same individual cells without dissociation, pooling, or inference. It enables a direct, scalable readout of immune heterogeneity, and reveals the transcriptional programs driving effective or impaired microglial responses.

‍What’s Next:

Extend to co-cultures by layering enclosed microglia over intact neuronal networks. Study how cell-cell interactions shape phagocytic behavior and fate. Combine with cytokines, CRISPR libraries, or immunotherapies to generate longitudinal datasets linking live-cell behavior with molecular readouts for MoA analysis, early biomarker discovery, and AI-guided modeling in CNS disease.

View Poster

Case Study: Modeling Synapse Formation and Developmental Trajectories in 3D

Track development, function, and gene expression in intact neurospheres, a human-relevant 3D model increasingly vital as regulators move away from animal studies.

View Case Study Details

Neurospheres in windowed cages that allow them to reach out to form a synapse - (click to expand image).

Stem-cell-derived neurospheres offer a robust 3D model of early brain development, but standard assays disrupt their structure and miss critical dynamics.

Approach:

Using the Cellanome R3200, the research team explored:

Hundreds of intact neurospheres (100–200 cells each) were cultured inside individual CellCage™ enclosures.
Axon extension, synapse formation and calcium activity were tracked over multiple days.
End-point RNA-Seq was linked back to each neurosphere’s functional behavior.
UMAP clustering revealed lineage-specific gene programs, validated by fluorescent markers.

‍What's Next:

This approach supports CRISPR-based screens to probe mechanisms of development, degeneration, and repair by linking perturbations to longitudinal functional and molecular readouts within preserved 3D architecture.

‍Why it Matters:

As the FDA and others move to reduce reliance on animal models, human-relevant in vitro systems like this are increasingly essential.

View Poster

View Poster Presentation

FAQ's

Explore Applications

See a Demo