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).

• Integrated reiterative pipeline for rapid epitope-based pan-alphavirus vaccines.

  PMID 41811958 · PMC12978219 · Science advances · 2026 · 6 claims · 7 setups

  Full-text index only

  An integrated pipeline combining ML-based epitope prediction (netMHCpan, EpiDope, BepiPred), TCRpMHC structural modeling/docking, and JessEV vaccine design can prioritize viral peptides by immunogenicity, allele coverage, solubility, and stability.

  preexposed alphaviral peptide-hla modeled peptide epitope structural

• WEPP: Phylogenetic placement achieves near-haplotype resolution in wastewater-based epidemiology.

  PMID 41911220 · PMC13048486 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  WEPP is a pathogen-agnostic pipeline that uses phylogenetic placement of sequencing reads onto mutation-annotated trees (MATs) to identify candidate haplotypes and estimate their abundances

  sars-cov-2 mutation-annotated simulated synthetic real-world

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

  PMID 33384902 · PMC7751412 · PeerJ · 2020 · 8 claims · 8 setups

  Has reproduction · 83

  Macrel introduces a novel set of 22 peptide features (6 local, 16 global), including a new Free Energy Transition (FET) feature group, for AMP and hemolytic activity classification

  curated hemopi-1 xiao peptide random benchmark homology-aware