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).

• Identification and analysis of co-occurrence networks with NetCutter.

  PMID 18781200 · PMC2526157 · PloS one · 2008 · 8 claims · 4 setups

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  Random sampling from a complete permutation set of the bipartite graph permits co-occurrence analysis with optimal stringency, and the edge-swapping (ES) model closely approximates this and is the preferred null-model among six tested.

  publime bipartite randomized co-occurrence null-model signal-to-noise

• PubMatrix: a tool for multiplex literature mining.

  PMID 14667255 · PMC317283 · BMC bioinformatics · 2003 · 8 claims · 3 setups

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  PubMatrix is a web-based CGI tool that queries PubMed with two lists of terms (search terms vs modifier terms) and returns a matrix of pairwise co-occurrence frequency counts

  pubmed ovarian genome literature cdna

• Electroacupuncture reshapes the microbial co-occurrence networks related to the behavioral and psychological symptoms of dementia in Alzheimer's disease.

  PMID 41676443 · PMC12806058 · iMetaOmics · 2025 · 6 claims · 7 setups

  Has reproduction · 77

  Electroacupuncture reshapes microbial co-occurrence network topology and drives keystone species in AD-related BPSD, with R. gnavus emerging as a likely keystone species post-intervention.

  appswe app gut 16s open picrust2

• Information extraction from full text scientific articles: where are the keywords?

  PMID 12775220 · PMC166134 · BMC bioinformatics · 2003 · 8 claims · 5 setups

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  The keyword content of the five article sections (A, I, M, R, D) is heterogeneous, i.e., different sections carry different kinds of information.

  corpus same articles keyword validation qualitative

• Discovery of protein-protein interactions using a combination of linguistic, statistical and graphical information.

  PMID 15941473 · PMC1164402 · BMC bioinformatics · 2005 · 8 claims · 5 setups

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  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.

  yeast yeast-related interaction random dictionary-based manual graph

• Evolutionary cores of domain co-occurrence networks.

  PMID 15788102 · PMC1079808 · BMC evolutionary biology · 2005 · 8 claims · 4 setups

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  The innermost (globally central) cores of protein domain co-occurrence networks gradually grow in size with increasing evolutionary/developmental complexity of the organism.

  cerevisiae domain weighted comparative

• Integration of text- and data-mining using ontologies successfully selects disease gene candidates.

  PMID 15767279 · PMC1065256 · Nucleic acids research · 2005 · 7 claims · 6 setups

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  Integrating eVOC anatomical ontology-based text-mining of PubMed abstracts with data-mining of gene expression annotation successfully selects and prioritizes candidate disease genes

  biomedical refseq training independent text-mining data-mining candidate

• Exploration of the omics evidence landscape: adding qualitative labels to predicted protein-protein interactions.

  PMID 17880677 · PMC2375035 · Genome biology · 2007 · 7 claims · 8 setups

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  Combining pairs of omics evidence types into two-dimensional 'evidence landscapes' allows regions to be identified that specifically and purely predict either physical or metabolic protein interactions

  saccharomyces correlated chip-chip gene

• MILANO--custom annotation of microarray results using automatic literature searches.

  PMID 15661078 · PMC547913 · BMC bioinformatics · 2005 · 7 claims · 4 setups

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  MILANO annotates microarray gene lists by counting literature co-occurrences of each gene with user-defined secondary terms

  well-known list over-producing known medline generif microarray

• Identification of BRCA1 missense substitutions that confer partial functional activity: potential moderate risk variants?

  PMID 18036263 · PMC2246181 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

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  Revised multifactorial likelihood analysis incorporating ER, CK5/6, and CK14 tumor immunohistochemistry improves classification of BRCA1 unclassified variants

  archival kconfab myriad lymphoblastoid immunohistochemistry multifactorial co-occurrence

• Unusual linkage patterns of ligands and their cognate receptors indicate a novel reason for non-random gene order in the human genome.

  PMID 16277660 · PMC1309615 · BMC evolutionary biology · 2005 · 8 claims · 5 setups

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  Ligands are not more closely linked (shorter physical distance) to their cognate receptors than expected by chance

  genome genomic chromosome randomization

• A modular analysis framework for blood genomics studies: application to systemic lupus erythematosus.

  PMID 18631455 · PMC2727981 · Immunity · 2008 · 7 claims · 8 setups

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  Transcriptional modules constructed from coordinately expressed genes across 8 diseases form stable, biologically coherent functional units

  pbmc genes monocytes original microarray literature stimulation

• Commonality of functional annotation: a method for prioritization of candidate genes from genome-wide linkage studies.

  PMID 18263617 · PMC2275105 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  Genes correlated with a common complex trait are more likely to share GO functional annotations than genes not correlated with that trait

  genes candidate simulated alzheimer's genome-wide term null-hypothesis

• BRENDA, AMENDA and FRENDA: the enzyme information system in 2007.

  PMID 17202167 · PMC1899097 · Nucleic acids research · 2007 · 7 claims · 6 setups

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  BRENDA is the largest publicly available enzyme information system worldwide, manually curated from primary literature and covering all identified enzymes regardless of source.

  pubmed randomly enzyme full text-mining manual transmembrane

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• WebGestalt: an integrated system for exploring gene sets in various biological contexts.

  PMID 15980575 · PMC1160236 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  WebGestalt is an integrated web-based system composed of four modules: gene set management, information retrieval, organization/visualization, and statistics.

  genes gene est-based enrichment kegg

• BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments.

  PMID 16845052 · PMC1538844 · Nucleic acids research · 2006 · 8 claims · 8 setups

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  Babelomics is presented as an updated, complete suite of web tools for functional analysis of genome-scale experiments with new and improved modules

  pre-selected pre-tabulated genes ranked kegg expression text-mining

• Minimal metabolic pathway structure is consistent with associated biomolecular interactions.

  PMID 24987116 · PMC4299494 · Molecular systems biology · 2014 · 8 claims · 8 setups

  Has reproduction · 30

  MinSpan, a mixed-integer linear optimization algorithm, computes the shortest, linearly independent pathways (sparsest basis of the null space of the stoichiometric matrix S) for genome-scale metabolic networks, which convex approaches (extreme pathways, elementary flux modes) cannot do at genome scale.

  simplified genome-scale cerevisiae coli minspan spearman comparative

• Seeded Bayesian Networks: constructing genetic networks from microarray data.

  PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups

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  Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed

  leukemia interactome pubmed-indexed computational microarray yeast literature

• 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

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  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