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).

• Deep learning from phylogenies to uncover the epidemiological dynamics of outbreaks.

  PMID 35794110 · PMC9258765 · Nature communications · 2022 · 8 claims · 5 setups

  Has reproduction · 94

  Deep learning (FFNN-SS and CNN-CBLV) enables accurate and fast likelihood-free estimation of epidemiological parameters and model selection from phylogenies

  simulated same hiv-1 simulation-based bayesian maximum-likelihood

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

  Full-text index only

  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• TrEMOLO: accurate transposable element allele frequency estimation using long-read sequencing data combining assembly and mapping-based approaches.

  PMID 37013657 · PMC10069131 · Genome biology · 2023 · 6 claims · 6 setups

  Has reproduction · 89

  TrEMOLO combines an assembly-based INSIDER module and a mapping-based OUTSIDER module to detect TE insertions/deletions from long-read sequencing data and estimate their allele frequency

  melanogaster simulated long-read whole-genome genome

• Mutational landscape and molecular bases of echinocandin resistance in Saccharomyces cerevisiae.

  PMID 41766466 · PMC13147539 · Genetics · 2026 · 8 claims · 5 setups

  Full-text index only

  The three echinocandin resistance hotspots of Fks1 form a single, solvent-exposed, water-filled binding cavity spanning hotspot 1, 2, and 3

  fks1 cerevisiae fks explicit-solvent site-directed deep-mutational

• Genetic drift acts strongly on influenza virus populations within acute human infections but is obscured by other factors within acutely infected swine.

  PMID 42027246 · PMC13100903 · Virus evolution · 2026 · 8 claims · 4 setups

  Full-text index only

  Within-host human IAV populations have a very small effective population size (N_E = 49, 95% CI [28, 84])

  within-host swine simulated population diffusion simulation

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome