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).

• Disease-aging network reveals significant roles of aging genes in connecting genetic diseases.

  PMID 19779549 · PMC2739292 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  Human disease genes are much closer to aging genes in the PPI network than expected by chance

  protein-protein randomized dan aging network degree-conserved closeness

• Predictive screening for regulators of conserved functional gene modules (gene batteries) in mammals.

  PMID 15882449 · PMC1134656 · BMC genomics · 2005 · 8 claims · 4 setups

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  A predictive computational screen covering ~40% of annotated protein-coding genes identified 21 co-expressed gene clusters with statistically supported sharing of cis-regulatory motifs.

  upstream co-expression pre-b microarray-based motif gene

• 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

• A map of human protein interactions derived from co-expression of human mRNAs and their orthologs.

  PMID 18414481 · PMC2387231 · Molecular systems biology · 2008 · 8 claims · 6 setups

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  Comparing human mRNA co-expression with co-expression of orthologous gene pairs in five other organisms identifies proteins that physically associate

  genes hela proteins worm co-expression quantitative functional

• GeneSetCart: assembling, augmenting, combining, visualizing, and analyzing gene sets.

  PMID 40208796 · PMC11984350 · GigaScience · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  GeneSetCart is a web-based platform that lets users assemble, augment, combine, visualize, and analyze gene sets from multiple sources in one place

  user-assembled archs4 generif-derived aggregated gene gene-gene literature

• The use of edge-betweenness clustering to investigate biological function in protein interaction networks.

  PMID 15740614 · PMC555937 · BMC bioinformatics · 2005 · 8 claims · 7 setups

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  Edge-Betweenness clustering separates protein interaction graphs into subgraphs whose GO term distributions show significant correlations, revealing biologically meaningful functional modules.

  interaction yeast edge-betweenness chi-squared robustness

• Identification of candidate disease genes by integrating Gene Ontologies and protein-interaction networks: case study of primary immunodeficiencies.

  PMID 19073697 · PMC2632920 · Nucleic acids research · 2009 · 8 claims · 5 setups

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  Combining high protein-interaction network scores with significant PID-related GO terms identifies novel PID candidate genes

  immunome known protein-interaction gene comparative

• 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

• FatiGO +: a functional profiling tool for genomic data. Integration of functional annotation, regulatory motifs and interaction data with microarray experiments.

  PMID 17478504 · PMC1933151 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  FatiGO+ is a web-based tool for functional profiling of genome-scale experiments that integrates functional annotation, regulatory motifs and interaction data

  user-supplied gene predicted interactome gene kegg transcription

• A protein interaction based model for schizophrenia study.

  PMID 19091023 · PMC2638163 · BMC bioinformatics · 2008 · 8 claims · 4 setups

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  Products of 36 schizophrenia candidate genes cluster together into a single connected component within a PPI sub-network of 831 proteins

  proteins clusters brain ppi network gene

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

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  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene

• Recruitment of the m(6)A/m6Am demethylase FTO to target RNAs by the telomeric zinc finger protein ZBTB48.

  PMID 39300486 · PMC11414060 · Genome biology · 2024 · 8 claims · 8 setups

  Has reproduction · 78

  ZBTB48 physically interacts with the m6A/m6Am demethylase FTO

  hek293 inducible polyadenylated ap-ms co-immunoprecipitation clip

• Improvements to cardiovascular gene ontology.

  PMID 19046747 · PMC2706316 · Atherosclerosis · 2009 · 8 claims · 8 setups

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  Gene Ontology (GO) provides a controlled vocabulary that links current functional knowledge of genes to high-throughput genomic and proteomic datasets, aiding data interpretation.

  coronary phospholamban mammalian lines gene expression large-scale

• VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.

  PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups

  Has reproduction · 64

  VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction

  blood lists differentially individual differential pathway functional

• Reconstruction of human protein interolog network using evolutionary conserved network.

  PMID 17493278 · PMC1885812 · BMC bioinformatics · 2007 · 8 claims · 7 setups

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  A relative conservation score derived from maximal quasi-cliques in protein interaction networks, combined with other interaction features, can score and rank predicted human interologs for confidence.

  ppi sequences interaction predicted interolog orthology quasi-clique

• Global sequencing of proteolytic cleavage sites in apoptosis by specific labeling of protein N termini.

  PMID 18722006 · PMC2566540 · Cell · 2008 · 7 claims · 8 setups

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  A subtiligase-based N-terminal biotinylation and enrichment method enables global identification and sequencing of protease cleavage sites in complex mixtures

  jurkat computational immunoblotting structural protein-protein

• Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.

  PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups

  Has reproduction · 73

  Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.

  peripheral overlapping geo pbmcs bulk kegg protein-protein

• Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.

  PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 84

  TEPs in NSCLC show 111 upregulated and 108 downregulated genes versus non-cancer control platelets, enriched in ECM interaction, cytoskeleton, immune signaling, and platelet activation pathways.

  platelets degs platelet tep bulk pathway k-means

• Functional module detection through integration of single-cell RNA sequencing data with protein-protein interaction networks.

  PMID 33138772 · PMC7607865 · BMC genomics · 2020 · 8 claims · 6 setups

  Has reproduction · 83

  scPPIN integrates scRNA-seq-derived p-values with PPINs to detect maximum-weight connected subgraphs (active/functional modules) via an exact Steiner-tree approach

  liver hepatocyte detected adipose single-cell differential protein-protein

• Extensive transgressive gene expression in testis but not ovary in the homoploid hybrid Italian sparrow.

  PMID 35726533 · PMC9542029 · Molecular ecology · 2022 · 7 claims · 8 setups

  Has reproduction · 93

  Italian sparrow testis exhibits extensive transgressive gene expression relative to both parental species

  testis ovary house differentially bulk gene protein-protein