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).

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

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

  Full-text index only

  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

• Methylation patterns of the nasal epigenome of hospitalized SARS-CoV-2 positive patients reveal insights into molecular mechanisms of COVID-19.

  PMID 40170038 · PMC11963311 · BMC medical genomics · 2025 · 7 claims · 7 setups

  Has reproduction

  Differential DNA methylation occurs predominantly in intergenic regions and low methylated regions (LMRs), highlighting the role of distal regulatory elements in COVID-19 severity.

  nasal aggregated genes differentially whole-genome methylation tiling

• Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.

  PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 8 claims · 8 setups

  Has reproduction · 83

  Metabolite-centric reporter pathway analysis (RPAm) computes reporter metabolites and reporter pathways from transcriptome P-values by aggregating Z-scores of neighboring genes in a genome-scale metabolic network

  arabidopsis gene-metabolite-pathway tripartite microarray metabolite-centric reporter