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).

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

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

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  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

• 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

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  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

• L2L: a simple tool for discovering the hidden significance in microarray expression data.

  PMID 16168088 · PMC1242216 · Genome biology · 2005 · 8 claims · 4 setups

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  L2L systematically compares a user's differentially expressed gene list against a database of published differentially expressed gene lists to find statistically significant overlaps and generate hypotheses about shared mechanisms

  mammalian user-supplied diabetic uniprot compiled l2l re-analysis

• 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

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

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  Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.

  ensembl training same hgmd comparative machine tenfold

• KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.

  PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups

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  KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.

  diffuse-type liver renal anaplastic differential proteomic proteomics

• Gene Prospector: an evidence gateway for evaluating potential susceptibility genes and interacting risk factors for human diseases.

  PMID 19063745 · PMC2613935 · BMC bioinformatics · 2008 · 8 claims · 5 setups

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  Gene Prospector is a Web-based application that selects and prioritizes potential disease-related genes using a curated, updated literature database of genetic association studies

  huge pdgene snps3d dbsnp curated comparative snp

• 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

• Multi-organ expression profiling uncovers a gene module in coronary artery disease involving transendothelial migration of leukocytes and LIM domain binding 2: the Stockholm Atherosclerosis Gene Expression (STAGE) study.

  PMID 19997623 · PMC2780352 · PLoS genetics · 2009 · 8 claims · 6 setups

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  Functionally associated gene modules, not individual genes, underlie CAD development and can be identified via multi-organ expression clustering

  liver atherosclerotic 128-gene independent two-way gene bioinformatic

• Nursing advocacy in a postgenomic age.

  PMID 19850180 · PMC2766592 · The Nursing clinics of North America · 2009 · 8 claims · 3 setups

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  Nurses need genetics/genomics competency (knowledge, reasoning, and action) to be effective patient advocates in the post-genomic era

  young individuals registered qualitative expert

• Quantitative mass spectrometry of diabetic kidney tubules identifies GRAP as a novel regulator of TGF-beta signaling.

  PMID 19836472 · PMC2829334 · Biochimica et biophysica acta · 2010 · 8 claims · 7 setups

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  Label-free 2D-LC-MS/MS quantitative proteomics identified 476 significantly differentially expressed proteins in kidney tubules of diabetic OVE26 mice versus control mice

  kidney hk11 list 2d-lc-ms immunoblot immunohistochemistry

• Involvement of potential pathways in malignant transformation from oral leukoplakia to oral squamous cell carcinoma revealed by proteomic analysis.

  PMID 19691830 · PMC2746235 · BMC genomics · 2009 · 7 claims · 6 setups

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  85 proteins are differentially and consistently expressed (>2-fold change, P<0.05) between paired OLK and OSCC tissues, including 52 up-regulated and 33 down-regulated proteins

  paired list differentially oscc 2-de gene interaction

• Integrated Analysis of Multiple Microarrays Based on Raw Data Identified Novel Gene Signatures in Recurrent Implantation Failure.

  PMID 35197930 · PMC8859149 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups

  Has reproduction · 85

  Robust Rank Aggregation (RRA) can integrate DEG lists from multiple independent RIF microarray datasets to identify robust DEGs.

  endometrium integrated robust ppi microarray robust gene

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Integrated weighted gene co-expression network analysis with an application to chronic fatigue syndrome.

  PMID 18986552 · PMC2625353 · BMC systems biology · 2008 · 8 claims · 6 setups

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  Integrated WGCNA (IWGCNA), which adds genetic marker-based causality testing to standard WGCNA, can identify a disease-related module and its causal drivers

  cfs most candidate second microarray snp weighted

• Function2Gene: a gene selection tool to increase the power of genetic association studies by utilizing public databases and expert knowledge.

  PMID 18631403 · PMC2500032 · BMC bioinformatics · 2008 · 6 claims · 5 setups

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  Function2Gene is a set of Perl programs that queries public databases (NCBI, GeneCards, Harvester, with Uniprot/Ensembl also supported) using expert-selected keywords to rank genes by prior probability of disease association.

  gene nuclear sle tdt keyword-based snp transmission

• 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

• The Edinburgh human metabolic network reconstruction and its functional analysis.

  PMID 17882155 · PMC2013923 · Molecular systems biology · 2007 · 8 claims · 7 setups

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  EHMN is a high-quality, manually curated human metabolic network combining genome-based and literature-based (EMP) reconstruction, containing nearly 3000 reactions and over 2000 metabolic genes.

  enzyme emp kegg humancyc genome literature-based comparative

• Babelomics: advanced functional profiling of transcriptomics, proteomics and genomics experiments.

  PMID 18515841 · PMC2447758 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  Babelomics is a web suite offering both conventional functional enrichment methods and more advanced gene set analysis (GSA) methods, a combination offered by only one other tool (FuncAssociate) among competitors.

  user-supplied ranked gene fasta-formatted functional gene novo

• MALDI profiling of human lung cancer subtypes.

  PMID 19890392 · PMC2767501 · PloS one · 2009 · 8 claims · 8 setups

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  PIMAC/MALDI-TOF peptide profiles combined with classification models can distinguish normal lung from tumor and differentiate NSCLC histological subtypes

  lung tryptic peak ffpe maldi-tof parallel stepwise