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).

• Prediction of specificity-determining residues for small-molecule kinase inhibitors.

  PMID 19032760 · PMC2655090 · BMC bioinformatics · 2008 · 8 claims · 5 setups

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  S-Filter is a novel method combining sequence and structural information (within PFAAT) to predict specificity-determining residues and selectivity profiles for small-molecule kinase inhibitors

  panel kinase-inhibitor sequence erk2 caliper radiometric solvent

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

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  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• SNAP predicts effect of mutations on protein function.

  PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups

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  SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.

  mutant insulin neural alanine mutation

• Efficient algorithms for probing the RNA mutation landscape.

  PMID 18688270 · PMC2475669 · PLoS computational biology · 2008 · 8 claims · 4 setups

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  RNAmutants generalizes McCaskill's partition function algorithm to sum over the grand canonical ensemble of all secondary structures of all k-point mutants, simultaneously computing MFE(k) and Z(k) for each k

  element hepatitis hiv utr partition deleterious mutation

• Uncertainty-aware genomic deep learning with knowledge distillation.

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

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  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

• An efficient method for the prediction of deleterious multiple-point mutations in the secondary structure of RNAs using suboptimal folding solutions.

  PMID 18445289 · PMC2386494 · BMC bioinformatics · 2008 · 8 claims · 6 setups

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  Using RNAsubopt suboptimal solutions computed once for the wild-type sequence, specific multiple-point mutations likely to cause conformational rearrangement can be selected without brute-force enumeration.

  example hepatitis minimum suboptimal multiple-point

• 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

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• Evaluation of the OPTC gene in primary open angle glaucoma: functional significance of a silent change.

  PMID 17359525 · PMC1838427 · BMC molecular biology · 2007 · 8 claims · 8 setups

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  OPTC is a candidate gene involved in POAG pathogenesis

  genomic pcr optc retinal pcr-sscp dhplc sequencing

• A MANBA mutation resulting in residual beta-mannosidase activity associated with severe leukoencephalopathy: a possible pseudodeficiency variant.

  PMID 19728872 · PMC2745377 · BMC medical genetics · 2009 · 8 claims · 7 setups

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  A novel homozygous missense mutation, c.1922G>A (p.Arg641His), in MANBA was identified in a patient with severe neurological disease featuring pyramidal and cerebellar involvement, a phenotype not previously reported in β-mannosidosis.

  family hek293t lymphoid pcr-amplified fluorometric site-directed western

• Biocomputing enters its adolescence.

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

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  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

• 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

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

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  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

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  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• A cross-species approach to identify transcriptional regulators exemplified for Dnajc22 and Hnf4a.

  PMID 28642491 · PMC5481429 · Scientific reports · 2017 · 8 claims · 8 setups

  Has reproduction · 76

  Hnf4a is a major transcriptional regulator of Dnajc22

  atlas roadmap liver-specific kidney co-expression transcription reanalysis

• Common variants of the beta and gamma subunits of the epithelial sodium channel and their relation to plasma renin and aldosterone levels in essential hypertension.

  PMID 15661075 · PMC547905 · BMC medical genetics · 2005 · 8 claims · 7 setups

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  Heterozygous carriage of common βENaC/γENaC variants (G589S, i12-17CT, V546I) is significantly more prevalent in essential hypertension patients (9.2%) than in normotensive males (2.9%) or blood donors (3.0%)

  hypertensive lymphocytes βenac xenopus targeted pcr-rflp plasma