Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

Publications 1.3k Datasets 392.5k Experiments 4

System / cell line: pancreatic ✕ Assay: cell-type ✕ Clear

ICE: robust detection of cellular senescence from weak single-cell signatures using imputation-based marker refinement.

PMID 41668152 · PMC12990438 · Genome biology · 2026 · 8 claims · 7 setups

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Senescence-associated marker genes show weak, non-specific expression across human tissues and cell types compared to canonical tissue/cell-type markers

tissues pancreas pancreatic brain bulk scrna-seq train
Learning collective multicellular dynamics with an interacting mean field neural SDE model.

PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

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scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

zebrafish embryonic pancreatic temporal umap cell-wise
Multimodal profiling of pancreatic cancer reveals a TIMP-1-dominated secretory profile determining pro-tumor immunoinstruction in human cancers.

PMID 41564862 · PMC12866174 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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A 19-factor cancer-immunoinstructive secretory signature (CISS) is present across multiple human cancers and correlates with pro-tumorigenic tumor microenvironments and poor patient survival.

pancreatic kpc pdac tcga-paad rna-seq bulk proteomics
Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

PMID 39682743 · PMC11640164 · Cells · 2024 · 8 claims · 5 setups

Has reproduction

Estimated T-cell infiltration differs significantly across melanoma, bladder, ovarian, and pancreatic cancers, tracking known immunogenic potential.

tumor melanoma orien bulk gene kaplan-meier

Experiments

ICE: robust detection of cellular senescence from weak single-cell signatures using imputation-based marker refinement.

Learning collective multicellular dynamics with an interacting mean field neural SDE model.

Multimodal profiling of pancreatic cancer reveals a TIMP-1-dominated secretory profile determining pro-tumor immunoinstruction in human cancers.

Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.