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).

• Uncertainty-aware genomic deep learning with knowledge distillation.

  PMID 41523993 · PMC12779563 · NPJ artificial intelligence · 2026 · 7 claims · 6 setups

  Full-text index only

  DEGU distills an ensemble of teacher DNNs into a single student model by jointly predicting the ensemble mean and the variability (epistemic uncertainty) across ensemble predictions.

  drosophila k562 deepstarr starr-seq starr-seq-derived lentimpra base-resolution

• Base editing in human cells with monomeric DddA-TALE fusion deaminases.

  PMID 35821233 · PMC9276701 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 95

  mDdCBEs built from non-toxic full-length DddA_tox variants enable mitochondrial DNA base editing with efficiencies of up to 50% upon transient expression in human cells

  hek293t nih3t3 targeted clonal aav2

• Comparing the utility of in vivo transposon mutagenesis approaches in yeast species to infer gene essentiality.

  PMID 32681306 · PMC7599172 · Current genetics · 2020 · 7 claims · 7 setups

  Has reproduction · 81

  A machine-learning (Random Forest) approach trained on transposon insertion features can predict gene essentiality genome-wide in yeast species

  saccharomyces schizosaccharomyces candida computational transposon random

• Genetic requirement for pneumococcal ear infection.

  PMID 18670623 · PMC2593789 · PloS one · 2007 · 7 claims · 8 setups

  Full-text index only

  STM screening of 5,280 S. pneumoniae ST556 mutants in a chinchilla middle ear infection model identified 169 genes required for ear infection

  pneumoniae bioluminescent balb signature-tagged bioluminescent transmission

• Essential Genes of Vibrio anguillarum and Other Vibrio spp. Guide the Development of New Drugs and Vaccines.

  PMID 34745063 · PMC8564382 · Frontiers in microbiology · 2021 · 7 claims · 7 setups

  Has reproduction · 67

  Tn-seq using the TnSC189 mariner transposon identified 329 essential genes in V. anguillarum NB10Sm from a library of 52,662 insertion mutants.

  vibrio coli anguillarum transposon-insertion conjugative functional

• Searching for interpretable rules for disease mutations: a simulated annealing bump hunting strategy.

  PMID 16984653 · PMC1618409 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  The proposed feature set outperforms existing published feature sets for predicting effects of amino acid substitutions

  coli bacteriophage lac proteins svm simulated pearson

• Defective splicing, disease and therapy: searching for master checkpoints in exon definition.

  PMID 16855287 · PMC1524908 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Splicing-affecting genomic variations can account for up to 50% of mutations leading to gene dysfunction in some genes

  random trans-acting tpo fibronectin minigene selex cdna

• Translating genome sequences into biological understanding.

  PMID 12801409 · PMC193614 · Genome biology · 2003 · 8 claims · 7 setups

  Full-text index only

  Gene-trap insertional mutagenesis in mouse ES cells (BayGenomics) generates a large resource of cell lines and knockout mice for studying gene expression patterns and function.

  embryonic transfectable drosophila computational gene-trap pooled cross-species

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical

• Willing to do the math: an interview with David Botstein. Interview by Jane Gitschier.

  PMID 16733551 · PMC1464829 · PLoS genetics · 2006 · 8 claims · 5 setups

  Full-text index only

  Highly polymorphic, multiallelic DNA markers spaced across the genome could be used to build a complete human genetic linkage map

  families bacteria genome family genetic transposon

• A cell biological perspective on genome research.

  PMID 8522596 · PMC2120688 · The Journal of cell biology · 1995 · 7 claims · 7 setups

  Full-text index only

  Genome sequencing represents a sixth stage in the historical progression of structural biology (comparative anatomy through crystallography), and will be similarly valuable once related to function.

  saccharomyces caenorhabditis selected fruit genomic saturation physical

• NeMeSys: a biological resource for narrowing the gap between sequence and function in the human pathogen Neisseria meningitidis.

  PMID 19818133 · PMC2784325 · Genome biology · 2009 · 8 claims · 5 setups

  Full-text index only

  Determined and manually annotated the complete genome sequence of N. meningitidis clinical isolate strain 8013

  meningitidis archived strain neisseria whole-genome transposon targeted

• Biocomputing enters its adolescence.

  PMID 15960815 · PMC1175967 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  A 'match augmentation' algorithm efficiently matches structural motifs by prioritizing functionally significant residues, enabling function prediction between evolutionarily unrelated proteins

  bank antibody-antigen yeast genome protein-protein empirical integrative