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).

• The Mammalian Phenotype Ontology as a tool for annotating, analyzing and comparing phenotypic information.

  PMID 15642099 · PMC549068 · Genome biology · 2005 · 7 claims · 1 setups

  Full-text index only

  The MP Ontology enables robust, standardized annotation of mammalian phenotypes for mutations, QTLs, and strains used as models of human biology and disease.

  genome free-text

• PubMatrix: a tool for multiplex literature mining.

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

  Full-text index only

  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

• Wide-Open: Accelerating public data release by automating detection of overdue datasets.

  PMID 28594819 · PMC5464523 · PLoS biology · 2017 · 7 claims · 5 setups

  Has reproduction · 74

  Wide-Open is a general text-mining approach that automatically detects overdue datasets by scanning PubMed articles for dataset accession identifiers and querying repositories to determine if the datasets remain private.

  open-access geo sra text database web

• The archives are half-empty: an assessment of the availability of microbial community sequencing data.

  PMID 32859925 · PMC7455719 · Communications biology · 2020 · 8 claims · 5 setups

  Has reproduction · 95

  More than half of surveyed amplicon sequencing studies were affected by lack of data deposition, improper file formatting, or inconsistent labeling that impede reuse.

  microbiology randomly insdc v3-v4 literature manual repository

• An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.

  PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups

  Has reproduction · 75

  GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO

  geo time-course researcher filtered regular metamap ode-based

• StatsDB: platform-agnostic storage and understanding of next generation sequencing run metrics.

  PMID 24627795 · PMC3938176 · F1000Research · 2013 · 8 claims · 6 setups

  Has reproduction · 43

  StatsDB is an open-source software package for storage and analysis of next generation sequencing run metrics, backed by an SQL (MySQL) database with Perl and Java APIs.

  fastq mysql perl java fastqc relational programmatic

• CGMIM: automated text-mining of Online Mendelian Inheritance in Man (OMIM) to identify genetically-associated cancers and candidate genes.

  PMID 15796777 · PMC1274267 · BMC bioinformatics · 2005 · 8 claims · 2 setups

  Full-text index only

  CGMIM is a Perl program that text-mines OMIM entries to identify cancer-gene associations and genetically-related cancer type pairs.

  omim automated manual

• Genome annotation errors in pathway databases due to semantic ambiguity in partial EC numbers.

  PMID 16034025 · PMC1179732 · Nucleic acids research · 2005 · 7 claims · 4 setups

  Full-text index only

  Partial EC numbers are semantically ambiguous, and databases that assign a gene to all reactions sharing the same partial EC number make a faulty inference, causing systematic misannotation.

  e.coli biocyc vimss specific database comparative manual

• KARAJ: An Efficient Adaptive Multi-Processor Tool to Streamline Genomic and Transcriptomic Sequence Data Acquisition.

  PMID 36430895 · PMC9694301 · International journal of molecular sciences · 2022 · 8 claims · 6 setups

  Has reproduction · 57

  KARAJ automates end-to-end querying and downloading of genomic/transcriptomic sequence data from a list of PMCIDs, URLs, or accession numbers

  fastq gse126379 research sequence download parallel literature

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

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

  Full-text index only

  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

• Computational disease gene identification: a concert of methods prioritizes type 2 diabetes and obesity candidate genes.

  PMID 16757574 · PMC1475747 · Nucleic acids research · 2006 · 6 claims · 8 setups

  Full-text index only

  Applying seven independent computational disease-gene prioritization methods in concert to 9556 positional candidate genes identifies a prioritized set of likely T2D and obesity candidate genes

  pubmed genes same randomly geneseeker evoc disease

• An integrated database-pipeline system for studying single nucleotide polymorphisms and diseases.

  PMID 19091018 · PMC2638159 · BMC bioinformatics · 2008 · 6 claims · 5 setups

  Full-text index only

  Existing SNP/disease databases are fragmented; no combined resource widely supports gene-, SNP-, and disease-related information together

  private disease uniprot snps database controlled sequence

• An XML standard for the dissemination of annotated 2D gel electrophoresis data complemented with mass spectrometry results.

  PMID 15005801 · PMC341449 · BMC bioinformatics · 2004 · 7 claims · 3 setups

  Full-text index only

  An XML schema called Annotated Gel Markup Language (AGML) is proposed to manage, analyze, and disseminate annotated 2D gel electrophoresis and MS results.

  biological 2de agml gel mass visualization

• Fungal metabarcoding data integration framework for the MycoDiversity DataBase (MDDB).

  PMID 32463383 · PMC7734503 · Journal of integrative bioinformatics · 2020 · 6 claims · 5 setups

  Has reproduction · 78

  The MycoDiversity DataBase (MDDB) is a curated repository integrating public fungal metabarcoding data of environmental samples to study fungal biodiversity patterns in space and time.

  fungal pubmed pdf sra metabarcoding acquisition regular-expression

• Linking disease-associated genes to regulatory networks via promoter organization.

  PMID 15701758 · PMC549397 · Nucleic acids research · 2005 · 8 claims · 7 setups

  Full-text index only

  Pairs of TFBSs conserved both vertically (orthologous genes) and horizontally (co-regulated genes) can serve as seeds to build promoter models representing potential co-regulation networks

  orthologous eukaryotic genomatix pubmed promoter model additional

• G2Cdb: the Genes to Cognition database.

  PMID 18984621 · PMC2686544 · Nucleic acids research · 2009 · 7 claims · 7 setups

  Full-text index only

  G2Cdb integrates experimentally validated synapse proteome datasets with mouse/human genomic annotation, phenotype, and human disease data in a gene-centric database.

  brain nervous genome synaptic proteomic large-scale sequence

• Extraction of human kinase mutations from literature, databases and genotyping studies.

  PMID 19758464 · PMC2745582 · BMC bioinformatics · 2009 · 7 claims · 6 setups

  Full-text index only

  A literature mining pipeline combining MutationFinder, false-positive filtering, and SVM-based classification can extract and disambiguate single-point mutation mentions from abstracts and full text

  pubmed large labeled swissprot literature supervised comparative

• The systematic assessment of completeness of public metadata accompanying omics studies in the Gene Expression Omnibus data repository.

  PMID 40926267 · PMC12421755 · Genome biology · 2025 · 8 claims · 3 setups

  Has reproduction · 99

  Over 25% of critical metadata are omitted, with only 74.8% of relevant phenotypes available in publications or public repositories.

  randomly repository genomics manual automated large-scale

• DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.

  PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups

  Has reproduction · 40

  DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.

  simulated real-world simulation scrna-seq-based

• Prediction, syntax and semantic grounding in the brain and large language models.

  PMID 41807493 · PMC12979642 · Scientific reports · 2026 · 8 claims · 6 setups

  Has reproduction · 86

  Nouns show significant pre-onset neural activity, suggesting enhanced anticipatory processing of this word class.

  healthy cortex german pre-trained magnetoencephalography electroencephalography source