ArticleCell press blue2026
Quantitative 3D histology reveals localized immune remodeling during early pancreatic cancer progression.
Article in Cell press blue, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
4 citing papers in PubMed.
- Scalable 3D cell-interaction analysis via supercell graphs for prostate cancer risk stratification.bioRxiv : the preprint server for biology · 2026Article
- ISPAT-3D: Spatially Varying Conditional Volumetric Network Estimation for 3D Tumor Imaging.Research square · 2026Article
- ISPAT-3D: Spatially Varying Conditional Volumetric Network Estimation for 3D Tumor Imaging.bioRxiv : the preprint server for biology · 2026Article
- Virtual multiplex staining of the pancreatic islets across type 1 diabetes progression using a Schrödinger bridge.bioRxiv : the preprint server for biology · 2026Article
Corrections and comments
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Authors and funding
19 authors.
Funding
Abstract
Pancreatic cancer features a dense, immune-excluded stroma whose origins remain unclear. In this work, we extended CODA, a cellular-resolution three-dimensional (3D) histology pipeline, to map inflammation around more than 1,000 pancreatic precancers in large human pancreas specimens. Bulk analyses reproduce prior associations between overall inflammation and precancer burden, fibrosis, and acinar dropout, implicating ductal obstruction and stromal remodeling in early immune changes. Crucially, 3D mapping reveals that inflammation around individual precancers is highly heterogeneous, with immune hotspots and cold spots interchanging over tens of microns. Hotspots are found around regions of higher-grade dysplasia and ductal obstruction and are enriched for regulatory T cells and macrophages, indicating focal emergence of immunosuppression at the precancer stage. Integration with spatially resolved DNA sequencing implicated mutation in inflammation. These results position 3D mapping as a framework to identify rare sites of active microenvironmental priming and highlight focal immunosuppressive niches as candidate sites for early interception.
Identifiers
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.