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).
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NetworKIN: a resource for exploring cellular phosphorylation networks.
PMID 17981841 · PMC2238868 · Nucleic acids research · 2008 · 8 claims · 4 setups
NetworKIN integrates consensus substrate motifs with probabilistic network context modelling to predict cellular kinase-substrate relations.
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Protein ranking by semi-supervised network propagation.
PMID 16723003 · PMC1810311 · BMC bioinformatics · 2006 · 8 claims · 5 setups
RankProp, a diffusion-based network propagation algorithm on a PSI-BLAST-derived protein similarity network, significantly outperforms local search methods (BLAST/PSI-BLAST) at detecting remote homologs.
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Has reproduction · 94
Systematic assessment of pathway databases, based on a diverse collection of user-submitted experiments.
PMID 36088548 · PMC9487593 · Briefings in bioinformatics · 2022 · 8 claims · 6 setups
Well-established, hierarchically organized pathway annotation systems (e.g. GO, Reactome, KEGG) yield the best overall enrichment performance despite covering much of the human genome only in general terms.
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Peptide bioinformatics: peptide classification using peptide machines.
PMID 19065810 · PMC7122642 · Methods in molecular biology (Clifton, N.J.) · 2008 · 8 claims · 4 setups
The bio-basis function, which converts peptides into numerical vectors using nongapped pairwise homology alignment scores against indicator peptides, can statistically quantify peptide similarity for classification.
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SUPERFAMILY--sophisticated comparative genomics, data mining, visualization and phylogeny.
PMID 19036790 · PMC2686452 · Nucleic acids research · 2009 · 7 claims · 6 setups
SUPERFAMILY provides structural, functional and evolutionary annotation for proteins from all completely sequenced genomes using SCOP-based hidden Markov models
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Discovery of protein-protein interactions using a combination of linguistic, statistical and graphical information.
PMID 15941473 · PMC1164402 · BMC bioinformatics · 2005 · 8 claims · 5 setups
A combined linguistic+statistical+rule-based method achieves precision 0.61 and recall 0.97 (f=0.74) detecting yeast protein-protein interactions across 12,300 Medline abstracts.
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Has reproduction · 55
Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.
PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups
352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples
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Systems integration of biodefense omics data for analysis of pathogen-host interactions and identification of potential targets.
PMID 19779614 · PMC2745575 · PloS one · 2009 · 8 claims · 8 setups
A protein-centric data integration approach (Master Protein Directory) enables integration and mining of heterogeneous pathogen-host omics data across multiple research centers
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NovelFam3000--uncharacterized human protein domains conserved across model organisms.
PMID 16533400 · PMC1440326 · BMC genomics · 2006 · 8 claims · 7 setups
NovelFam3000 is an online data centre unifying bioinformatics resource links, news, comments, and user-submitted experimental data (including a Gene Characterization Index) for ~3000 uncharacterized Pfam-B/DUF domain families conserved across worm, fly, and human
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Has reproduction · 95
Determining virus-host interactions and glycerol metabolism profiles in geographically diverse solar salterns with metagenomics.
PMID 28097058 · PMC5228507 · PeerJ · 2017 · 8 claims · 8 setups
Similar virus-host interactions and glycerol metabolism gene associations (notably dihydroxyacetone kinase with Haloquadratum/Halorubrum) exist across geographically diverse solar salterns