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).

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• 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

• High-throughput crystallography for structural genomics.

  PMID 19765976 · PMC2764548 · Current opinion in structural biology · 2009 · 8 claims · 8 setups

  Full-text index only

  SG programs use genomic sequence data to select structurally novel protein targets, avoiding proteins with known structural homologues

  recombinant recalcitrant hundred family hydrogen situ site-directed

• A global proteomics approach identifies novel phosphorylated signaling proteins in GPVI-activated platelets: involvement of G6f, a novel platelet Grb2-binding membrane adapter.

  PMID 16941570 · PMC1869047 · Proteomics · 2006 · 8 claims · 7 setups

  Full-text index only

  96 proteins undergo post-translational modification (phosphorylation) in response to CRP stimulation of human platelets, including 11 proteins not previously identified in platelets

  washed 293t g6f-transfected hek phosphotyrosine 2-de western

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted

• Towards the identification of essential genes using targeted genome sequencing and comparative analysis.

  PMID 17052348 · PMC1624830 · BMC genomics · 2006 · 8 claims · 8 setups

  Full-text index only

  Phyletic retention (ortholog presence across organisms) is the single most predictive feature of gene essentiality in both E. coli and S. cerevisiae.

  coli cerevisiae comparative machine single-gene

• Towards alignment independent quantitative assessment of homology detection.

  PMID 17205117 · PMC1762415 · PloS one · 2006 · 8 claims · 6 setups

  Full-text index only

  The Fhom Estimator uses the prevalence of a conserved protein feature (X) in two protein sets to estimate the fraction of true homologs among paired proteins, independent of alignment quality.

  curated homologene swiss-prot fruit signalp homologene-based fhom

• Interaction profile-based protein classification of death domain.

  PMID 15189571 · PMC459208 · BMC bioinformatics · 2004 · 7 claims · 6 setups

  Full-text index only

  An SVM-based classifier using Residue Pair Interaction Profiles (RPIPs) can classify death domain superfamily members into subfamilies with 89% average cross-validation accuracy

  homology-modeled death homology putative rigid-body homology model

• MACSIMS: multiple alignment of complete sequences information management system.

  PMID 16792820 · PMC1539025 · BMC bioinformatics · 2006 · 8 claims · 5 setups

  Full-text index only

  MACSIMS is a multiple alignment-based information management system combining knowledge-based database mining with ab initio sequence predictions

  balibase-derived sequences same query automatic database initio

• NCBI Reference Sequence (RefSeq): a curated non-redundant sequence database of genomes, transcripts and proteins.

  PMID 15608248 · PMC539979 · Nucleic acids research · 2005 · 7 claims · 5 setups

  Full-text index only

  RefSeq provides a curated, non-redundant, explicitly linked collection of genomic, transcript and protein sequences spanning prokaryotes, eukaryotes and viruses.

  refseq honey sequence computational conserved

• 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

• Boosting accuracy of automated classification of fluorescence microscope images for location proteomics.

  PMID 15207009 · PMC449699 · BMC bioinformatics · 2004 · 8 claims · 8 setups

  Full-text index only

  New classifiers (SVMs, ensembles) and new wavelet-derived (Gabor, Daubechies) features improve recognition of protein subcellular location patterns over the previous neural network approach

  hela automated stepwise training-set-size

• Proteomics as a tool for biomarker discovery.

  PMID 18057524 · PMC3851415 · Disease markers · 2007 · 8 claims · 7 setups

  Full-text index only

  A useful clinical biomarker must be easily attainable, have adequate sensitivity, have adequate specificity, and lead to patient benefit through intervention

  serum laser ovarian seldi-tof two-dimensional gene

• BioHealthBase: informatics support in the elucidation of influenza virus host pathogen interactions and virulence.

  PMID 17965094 · PMC2238987 · Nucleic acids research · 2008 · 7 claims · 5 setups

  Full-text index only

  BioHealthBase BRC is a public integrated bioinformatics database and analysis resource for influenza virus, Francisella tularensis, Mycobacterium tuberculosis, Microsporidia species and ricin toxin.

  avian pb2 dkxi35 ns1 sequence genome t-cell

• Identification of deleterious non-synonymous single nucleotide polymorphisms using sequence-derived information.

  PMID 18588693 · PMC2446391 · BMC bioinformatics · 2008 · 8 claims · 5 setups

  Full-text index only

  A decision tree built on 10 selected sequence-derived features classifies SAPs as Disease or Polymorphism with 82.6% accuracy and 0.607 MCC in cross-validation.

  sap sequence-derived humvar same decision independent greedy

• Natural selection of protein structural and functional properties: a single nucleotide polymorphism perspective.

  PMID 18397526 · PMC2643940 · Genome biology · 2008 · 8 claims · 8 setups

  Full-text index only

  The SNP A/S ratio is a robust measure of selective constraint, correlating with interspecies Ka/Ks ratios and with protein sequence conservation.

  sequence genes proteins sequences snp interspecies sequence

• Phenotypic categorization of genetic skin diseases reveals new relations between phenotypes, genes and pathways.

  PMID 19744994 · PMC2773259 · Bioinformatics (Oxford, England) · 2009 · 8 claims · 5 setups

  Full-text index only

  560 genetic skin diseases can be decomposed into 71 elementary phenotypic features (42 dermatologic, 29 systemic) that combine to represent each disease as a point in a multidimensional phenotype space

  genodermatoses phenotype disease gene-phenotype manual correlation principal

• Sequence variation in G-protein-coupled receptors: analysis of single nucleotide polymorphisms.

  PMID 15784611 · PMC1069129 · Nucleic acids research · 2005 · 7 claims · 8 setups

  Full-text index only

  Position-specific phylogenetic features describing evolutionary conservation at a site (e.g. SIFT score, normalized site entropy, residue frequency change) are the best individual discriminators of disease-causing versus neutral GPCR mutations.

  dbsnp gpcr transmembrane sequence six-frame sift logistic

• NCBI Reference Sequences: current status, policy and new initiatives.

  PMID 18927115 · PMC2686572 · Nucleic acids research · 2009 · 7 claims · 5 setups

  Full-text index only

  RefSeq is a curated, non-redundant, explicitly linked database of nucleotide and protein sequences spanning genomes, transcripts and proteins across prokaryotes, eukaryotes and viruses

  microbial bacterial prokaryotic refseq spliced structural functional

• Transcription-coupled and epigenome-encoded mechanisms direct H3K4 methylation.

  PMID 35953471 · PMC9372134 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 83

  ATX1, ATX2, and ATXR7 redundantly mediate H3K4 monomethylation genome-wide

  arabidopsis chip-seq western random