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).

• A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.

  PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups

  Has reproduction · 92

  The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network

  case-control gene-gene fictional familial snp-phenotype gene-level network-guided

• Update of the G2D tool for prioritization of gene candidates to inherited diseases.

  PMID 17478516 · PMC1933178 · Nucleic acids research · 2007 · 8 claims · 4 setups

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  G2D is a web server that prioritizes candidate genes for inherited diseases using three distinct algorithms based on different input information.

  genome genomic etrb computational literature go-similarity

• Structure of protein interaction networks and their implications on drug design.

  PMID 19876376 · PMC2760708 · PLoS computational biology · 2009 · 8 claims · 6 setups

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  Budding yeast and human PINs are scale-rich and configured as highly optimized tolerance (HOT) networks similar to Internet router-level topology, rather than scale-free networks formed by preferential attachment.

  budding pin yeast protein-protein graph-theoretic gene

• C-terminal mutants of apolipoprotein L-I efficiently kill both Trypanosoma brucei brucei and Trypanosoma brucei rhodesiense.

  PMID 19997494 · PMC2778949 · PLoS pathogens · 2009 · 8 claims · 8 setups

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  The C-terminal helix of apoL1 is entirely responsible for its interaction with SRA

  coli brucei computational papio bacterial trypanolytic nickel-bead

• Assembling a jigsaw puzzle with 20,000 parts.

  PMID 12801408 · PMC193613 · Genome biology · 2003 · 8 claims · 8 setups

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  Re-routing the intracellular interaction domains of receptor tyrosine kinases can redirect their signaling output, e.g. converting a growth signal into an apoptosis signal.

  yeast caenorhabditis escherichia proteome-wide microarray yeast rnai

• Predicting candidate genes for human deafness disorders: a bioinformatics approach.

  PMID 16854223 · PMC1564145 · BMC genomics · 2006 · 8 claims · 4 setups

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  A bioinformatic approach combining expression databases and protein interaction data narrows ~2400 candidate genes across deafness loci to a manageable set of candidates.

  genomic developing proteins positional expression protein-protein

• Broad network-based predictability of Saccharomyces cerevisiae gene loss-of-function phenotypes.

  PMID 18053250 · PMC2246260 · Genome biology · 2007 · 8 claims · 4 setups

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  Loss-of-function phenotypes in yeast are predictable from a gene's connections in a functional gene network via guilt-by-association.

  saccharomyces guilt-by-association comparison network-guided

• Genome-wide prediction of functional gene-gene interactions inferred from patterns of genetic differentiation in mice and men.

  PMID 18270580 · PMC2217631 · PloS one · 2008 · 8 claims · 6 setups

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  Pairs of unlinked SNPs showing excess genetic differentiation (LD in mouse RILs, Fst in human populations) beyond what simulations/coalescent models predict by chance represent candidate functionally interacting (epistatic) gene pairs.

  bxd simulated subset populations genome-wide simulation genotype-phenotype

• Identification of gene interactions associated with disease from gene expression data using synergy networks.

  PMID 18234101 · PMC2258206 · BMC systems biology · 2008 · 8 claims · 4 setups

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  Synergy of a gene pair with respect to disease, defined as I(G1,G2;C) - [I(G1;C)+I(G2;C)], identifies gene pairs that interact cooperatively with respect to a phenotype rather than independently.

  prostate simulated microarray simulated permutation

• A restricted spectrum of NRAS mutations causes Noonan syndrome.

  PMID 19966803 · PMC3118669 · Nature genetics · 2010 · 8 claims · 6 setups

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  Germline NRAS mutations (T50I, G60E) cause a subset of Noonan syndrome cases via enhanced MAPK activation

  cohort cos-7 recombinant nras mutation western ras

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 5 claims · 8 setups

  Has reproduction · 55

  Several co-expressed gene modules are significantly associated with left ventricle ejection fraction (LVEF) and the DCM phenotype, enriched in fibrosis-related, small molecule transporting-related, and immune response-related pathways.

  heart degs gene rna-seq bulk differential gene

• Integrating proteomic, transcriptional, and interactome data reveals hidden components of signaling and regulatory networks.

  PMID 19638617 · PMC2889494 · Science signaling · 2009 · 8 claims · 6 setups

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  Pathway reconstruction can be modeled as a prize-collecting Steiner tree problem, balancing penalties for excluding terminal nodes against costs for including edges, controlled by a parameter β.

  saccharomyces phosphoproteomic expression curated

• Variants in LRRC7 lead to intellectual disability, autism, aggression and abnormal eating behaviors.

  PMID 39256359 · PMC11387733 · Nature communications · 2024 · 8 claims · 7 setups

  Has reproduction · 87

  Heterozygous missense or loss-of-function variants in LRRC7 cause a dominant neurodevelopmental disorder in 33 identified individuals

  genomes genematcher affected 293t genetic exome phenotype

• 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

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Nutrigenomics: the genome--food interface.

  PMID 18087577 · PMC2137135 · Environmental health perspectives · 2007 · 8 claims · 8 setups

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  Nutrigenomics integrates genomic science with nutrition to study how dietary components affect gene expression, the proteome, and the metabolome.

  general humans lymphocytes healthy snp controlled micronucleus

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• Genetic architecture of natural variation of cardiac performance from flies to humans.

  PMID 36383075 · PMC9668334 · eLife · 2022 · 8 claims · 7 setups

  Has reproduction · 74

  Natural genetic variation significantly influences cardiac performance traits (rhythmicity and contractility) across 167 DGRP lines

  drosophila dgrp gene induced high-speed genome-wide epistasis

• What makes species unique? The contribution of proteins with obscure features.

  PMID 16859532 · PMC1779552 · Genome biology · 2006 · 7 claims · 8 setups

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  POFs constitute 18-38% (average 26%) of a typical eukaryotic proteome

  eukaryotic animal cerevisiae homo hmmpfam blast tblastn

• Visual exploration of genetic association with voxel-based imaging phenotypes in an MCI/AD study.

  PMID 19963597 · PMC2928997 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2009 · 6 claims · 4 setups

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  Developed an imaging genomic browsing system allowing whole genome and entire brain analyses via visual exploration

  mci same voxel-based snp genotype