ArticleiScience2026
Stage-resolved gene drivers of pancreatic ductal adenocarcinoma progression and therapeutic vulnerabilities.
Article in iScience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Pathway-driven therapeutic stratification in pancreatic ductal adenocarcinoma.Translational oncology · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
28 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Pancreatic ductal adenocarcinoma shows early dissemination, stromal remodeling, and therapy resistance, but how tumor programs co-evolve with immune and stromal changes across stages remains unclear. We built a stage-resolved transcriptomic atlas using bulk RNA sequencing of FFPE samples from 443 untreated tumors spanning resectable, locally advanced, primary metastatic, and liver metastatic disease. Integrative modeling identified ten transcriptional programs with monotonic dynamics during progression. Early stages were enriched for epithelial differentiation and immune-stimulatory signals. Advanced stages showed increased cytoskeletal remodeling, vesicular trafficking, oxidative stress responses, and mitochondrial metabolism. Pathway analysis revealed enhanced PI3K-AKT-mTOR signaling and MYC target engagement in metastatic disease. Immune deconvolution showed loss of CD8
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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 Socratic graph.