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).

• 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

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

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

  Full-text index only

  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

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

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

  Full-text index only

  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

• A Meta-Analysis of the Effects of Chronic Stress on the Prefrontal Transcriptome in Animal Models and Convergence With Existing Human Data.

  PMID 41566898 · PMC12824456 · Brain and behavior · 2026 · 8 claims · 8 setups

  Has reproduction · 64

  Chronic stress induces a robust, cross-paradigm PFC transcriptional signature characterized by downregulation of glia/myelin and vascular pathways and suppression of immediate-early gene activity

  c57 c57bl post-weaning pfc microarray rna-seq random

• A curated collection of transcriptome datasets to investigate the molecular mechanisms of immunoglobulin E-mediated atopic diseases.

  PMID 31290545 · PMC6616200 · Database : the journal of biological databases and curation · 2019 · 5 claims · 8 setups

  Has reproduction · 62

  A curated collection of 33 GEO transcriptome datasets relevant to IgE-mediated atopic diseases (allergies to primary immunodeficiencies) was assembled, encompassing 1860 transcriptome profiles.

  pbmc bronchial nasal skin expression rna-seq microarray

• Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.

  PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 8 setups

  Has reproduction · 49

  S100A3 is a robust candidate biomarker showing consistent discriminatory performance across the acute sleep deprivation training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort.

  peripheral blood normal integrated bulk interpretable immune

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

  Full-text index only

  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation

• GeneTrail--advanced gene set enrichment analysis.

  PMID 17526521 · PMC1933132 · Nucleic acids research · 2007 · 8 claims · 2 setups

  Full-text index only

  GeneTrail is a comprehensive, easy-to-use web-based tool for gene set enrichment analysis supporting both Over-Representation Analysis (ORA) and Gene Set Enrichment Analysis (GSEA)

  example sorted over-representation gene

• g:Profiler--a web-based toolset for functional profiling of gene lists from large-scale experiments.

  PMID 17478515 · PMC1933153 · Nucleic acids research · 2007 · 8 claims · 5 setups

  Full-text index only

  g:Profiler integrates four modules (g:Profiler core, g:Convert, g:Orth, g:Sorter) into a single cross-linked web tool for gene list analysis

  input 1000-bp microarray organisms functional transcription gene

• Deep learning based protocol to construct an immune-related gene network of host-pathogen interactions in plants.

  PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 6 claims · 6 setups

  Has reproduction · 96

  A deep-learning protocol (DLNet) ranks genes by their contribution to classifying treatment versus control expression data, identifying genes involved in host defense against pathogens.

  oryza rice merged top-ranked affymetrix microarray batch

• Gene- and evidence-based candidate gene selection for schizophrenia and gene feature analysis.

  PMID 19944577 · PMC2826526 · Artificial intelligence in medicine · 2010 · 8 claims · 5 setups

  Full-text index only

  The SCOR method outperforms the CCOR method for prioritizing schizophrenia candidate genes

  schizophrenia genes ranked gene-based gene expression

• 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

• Newborn sex-specific transcriptome signatures and gestational exposure to fine particles: findings from the ENVIRONAGE birth cohort.

  PMID 28583124 · PMC5458481 · Environmental health : a global access science source · 2017 · 7 claims · 6 setups

  Has reproduction · 71

  Gestational PM2.5 exposure is associated with sex-specific gene expression changes in newborn cord blood, with major differences between boys and girls.

  cord maternal genes significant genome pm2.5 isolation

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).

  metabric scan-b gene rna-seq feature

• Recent additions and improvements to the Onto-Tools.

  PMID 15980579 · PMC1160233 · Nucleic acids research · 2005 · 7 claims · 3 setups

  Full-text index only

  The Onto-Tools back-end database was redesigned around the Entrez Gene data model after NCBI phased out LocusLink in February 2005.

  homo example mus functional pathway cross-database

• Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning.

  PMID 37415981 · PMC10320004 · Frontiers in immunology · 2023 · 7 claims · 8 setups

  Has reproduction · 58

  EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD

  pbmc intersected candidate wgcna differential kegg

• 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

• 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

• 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

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 7 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more associated with immune-related gene expression than TAA/BAV, with two WGCNA gene modules (brown and blue) enriched for immune functions.

  aortic brown genes training wgcna biological gsva