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).

• Empirical Bayes analysis of quantitative proteomics experiments.

  PMID 19829701 · PMC2759080 · PloS one · 2009 · 8 claims · 4 setups

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  Developed a new empirical Bayes framework that models log2 SILAC protein ratios and is robust to non-Gaussian tails and data sparsity, unlike Gaussian mixture models or Efron's original spline-based approach

  hela predicted computational silac utr gaussian

• Genome-wide prioritization of disease genes and identification of disease-disease associations from an integrated human functional linkage network.

  PMID 19728866 · PMC2768980 · Genome biology · 2009 · 6 claims · 6 setups

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  Integrating 16 genomic features (32 sub-features) via a naïve Bayes classifier produces a genome-scale FLN of 21,657 human genes and 22,388,609 weighted links that outperforms any individual data source for inferring functional linkages.

  genome gene omim known naïve linkage disease-centric

• A parsimony approach to biological pathway reconstruction/inference for genomes and metagenomes.

  PMID 19680427 · PMC2714467 · PLoS computational biology · 2009 · 8 claims · 6 setups

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  The naïve mapping approach (present if ≥1 associated function is found) leads to an inflated estimate of biological pathways and overestimates functional diversity of a sample.

  complete genome escherichia environmental comparative pathway local

• Predicting the protein interaction landscape of a free-living bacterium with pooled-AlphaFold3.

  PMID 41559189 · PMC13047044 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  Pooled-AlphaFold3 prediction improves accuracy of genome-scale PPI screens compared to a paired approach while reducing inference time (~2-fold) and job count (~100-fold)

  mycoplasma subset genitalium simulated pooled paired benchmarking

• Exploring the regulatory potential of RNA structures in 202 cyanobacterial genomes.

  PMID 41641705 · PMC12873609 · Nucleic acids research · 2026 · 7 claims · 8 setups

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  Screening 202 cyanobacterial genomes identified 402 CRSs matching known RNA families (Rfam and Rho-independent terminators) and 409 novel CRSs.

  cyanobacterial peptide aligned local comparative genome sequence

• Evaluating deep learning based structure prediction methods on antibody-antigen complexes.

  PMID 41863324 · PMC13061134 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  Increased sampling improves the chance of generating a correct antibody-antigen model in a roughly log-linear manner with sample size

  alphafold2.3 alphafold3 boltz-1 chai-1 complex structural

• SeqBuster, a bioinformatic tool for the processing and analysis of small RNAs datasets, reveals ubiquitous miRNA modifications in human embryonic cells.

  PMID 20008100 · PMC2836562 · Nucleic acids research · 2010 · 8 claims · 6 setups

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  SeqBuster is a versatile web-based and stand-alone bioinformatic toolkit for processing and analyzing large-scale small RNA deep sequencing datasets.

  embryonic hesc small sequence adapter