Method Profile

Longitudinal Imaging of Pancreatic Organoid Responses to CAR T Cells

Measure organoid number and area over time, then combine those data with T-cell proximity and endpoint flow cytometry.

Tumor ModelsOrganoids
Image segmentation and nearby T-cell measurements in pancreatic organoid cocultures with CAR or control T cells.
Image segmentation and nearby T-cell measurements in pancreatic organoid cocultures with CAR or control T cells. (Ferreira et al., Journal of Translational Medicine, 2026, Figure 3, CC BY 4.0)

Research Applications

Compare candidate CAR-T activity across patient-derived pancreatic cancer organoids.

Model & Design

Seven PDAC organoids with healthy-donor CAR or nontransduced T cells; CD318 and TSPAN8 target comparisons used relevant subsets.

Experimental Format

Pretrained OrganoIDNet organoid segmentation, a separate T-cell detection pipeline and endpoint cytometry.

Model Components

  • Component

    Tumor models

    Description

    Patient-derived pancreatic ductal adenocarcinoma organoids in a Matrigel-based coculture.

  • Component

    Immune cells

    Description

    CAR and nontransduced T cells from three independent healthy donors in the main comparisons.

  • Component

    Specificity controls

    Description

    Antigen knockout cell lines and TSPAN8-positive/negative organoids.

Measurements & Endpoints

  • Organoid count and area over time
  • T-cell density in an external organoid neighborhood
  • Live tumor-cell fraction by flow cytometry

Analysis

Interpret organoid morphology, T-cell proximity and endpoint killing as complementary measurements, with technical wells averaged within donor.

Published Evidence

  • Study Design

    Repeated imaging with orthogonal functional and antigen controls.

    Study Sample

    Two primary PDOs, four additional CD318 models and TSPAN8 organoid comparisons within a seven-model collection.

    Comparison

    CAR T cells versus nontransduced T cells or no T cells; antigen-positive versus relevant negative controls.

    Finding

    Main-model killing increased with effector-to-target ratio, reaching approximately 45% and 40% at 8:1 after three days.

    Interpretation & Limits
    • The T-cell neighborhood measurement describes proximity, not direct intratissue infiltration.
    • OrganoIDNet was used for inference without retraining in this study.
    • The short healthy-donor coculture did not assess long-term CAR-T persistence or clinical response.

Sources

  1. Ferreira et al. Real-time monitoring of CAR T cell dynamics in tumor patient-derived organoids using the OrganoIDNet algorithm. Journal of Translational Medicine. First published 2026-09-09. DOI: 10.1186/s12967-026-08929-x. ↗