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).

• Consolidating the set of known human protein-protein interactions in preparation for large-scale mapping of the human interactome.

  PMID 15892868 · PMC1175952 · Genome biology · 2005 · 8 claims · 6 setups

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  Two quantitative benchmarks (functional-annotation-based and physical-interaction-based log likelihood ratio scores) can measure relative accuracy of human PPI datasets

  medline annotated interactions consolidated conditional co-citation bayesian

• 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

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

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

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  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

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  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

• Deducing topology of protein-protein interaction networks from experimentally measured sub-networks.

  PMID 18598366 · PMC2474618 · BMC bioinformatics · 2008 · 7 claims · 6 setups

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  Experimentally measured protein-protein interaction sub-networks are not random samples of their parent networks.

  yeast drosophila networks dppi reanalysis computer repeated

• Protein interaction networks by proteome peptide scanning.

  PMID 14737190 · PMC314469 · PLoS biology · 2004 · 8 claims · 7 setups

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  WISE (combining phage display-derived relaxed consensus patterns with SPOT peptide synthesis arrays) can identify proteome-wide binding partners of a peptide-recognition domain

  cerevisiae synthetic yeast tap-tagged phage spot surface

• Phylogenetic analysis of RhoGAP domain-containing proteins.

  PMID 17127216 · PMC5054073 · Genomics, proteomics & bioinformatics · 2006 · 7 claims · 6 setups

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  RhoGAP domain-containing proteins, sharing the conserved arginine residue, form a monophyletic group with a common ancestor.

  rhogap aligned bayesian domain sequence maximum bayesian

• An emerging cyberinfrastructure for biodefense pathogen and pathogen-host data.

  PMID 17984082 · PMC2239001 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  The Biodefense Proteomics Resource Center (RC) is a public cyberinfrastructure that stores, integrates, and disseminates experimental data from seven Proteomics Research Centers (PRCs) on biodefense pathogens and host interactions

  brucella toxoplasma bacillus homo label-free mass genomic

• A global view of protein expression in human cells, tissues, and organs.

  PMID 20029370 · PMC2824494 · Molecular systems biology · 2009 · 7 claims · 6 setups

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  A high fraction (>65%) of proteins is expressed in most human cells and tissues, while very few proteins (<2%) are detected in any single cell type.

  normal computational hepatocytes same immunohistochemistry immunofluorescence unsupervised

• Exploring the immunome: A brave new world for human vaccine development.

  PMID 20009527 · PMC2919815 · Human vaccines · 2009 · 7 claims · 7 setups

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  Screening the Mtb proteome in silico for epitopes ('fishing for antigens using epitopes as bait') revealed a remarkable diversity of human immune responses to Mtb proteins without an ascribed function, suggesting human immune response to Mtb is omnivorous rather than focused on single immunodominant proteins.

  mycobacterium subjects francisella autologous epitope-mapping response epitope

• Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.

  PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups

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  A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk

  ebv-transformed serum combined rf-filtered snp serum random

• Lipids join the post-genomic era.

  PMID 17076911 · PMC1794566 · Genome biology · 2006 · 8 claims · 8 setups

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  Infrared-laser MALDI-MS can image biological tissue while avoiding the matrix-preparation artifacts of UV-laser MALDI

  biological intact mixtures yeast maldi esi faims

• 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

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

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

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  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

• Computational verification of protein-protein interactions by orthologous co-expression.

  PMID 15740634 · PMC555590 · BMC bioinformatics · 2005 · 7 claims · 8 setups

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  Co-expression of orthologous protein pairs across multiple species can verify/predict S. cerevisiae PPIs with better performance than S. cerevisiae co-expression alone.

  cerevisiae orthologs cdc28 yeast co-expression ortholog orthologous

• Towards alignment independent quantitative assessment of homology detection.

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

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  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

• Antibody binding loop insertions as diversity elements.

  PMID 17023486 · PMC1635297 · Nucleic acids research · 2006 · 7 claims · 8 setups

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  A lysozyme-binding VHH CDR3 loop can be grafted into two surface-exposed loops of superfolder GFP, conferring lysozyme-binding activity while the protein remains fluorescent.

  gfp-anti-lysozyme coli full-length gfp-hcdr3 elisa flow surface

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 8 setups

  Has reproduction · 100

  A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity

  n×m common independent viral blood gene random

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

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  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• Network properties of complex human disease genes identified through genome-wide association studies.

  PMID 19956617 · PMC2779513 · PloS one · 2009 · 7 claims · 6 setups

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  Complex disease genes are significantly less central (lower degree/closeness, higher eccentricity) in the human interactome than essential and monogenic disease genes, occupying an intermediate niche between monogenic disease genes and non-disease genes

  complex interactome gene disease-sharing gene protein-protein