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).

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.

  gbm glioma gbm-focused glioma-related transcriptomic differential gene-regulatory

• Gene-Expression Profiling Suggests Impaired Signaling via the Interferon Pathway in Cstb-/- Microglia.

  PMID 27355630 · PMC4927094 · PloS one · 2016 · 8 claims · 8 setups

  Has reproduction · 54

  In Cstb-/- microglia, 184 genes were differentially expressed relative to control, of which 33 were identified by both microarray and RNA-seq.

  analysis microarray rna-seq quantitative

• MALDI profiling of human lung cancer subtypes.

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

  Full-text index only

  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

• 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

• Identification of intrinsic genes across general hypertension, hypertension with left ventricular remodeling, and uncontrolled hypertension.

  PMID 36277786 · PMC9582241 · Frontiers in cardiovascular medicine · 2022 · 7 claims · 8 setups

  Has reproduction · 73

  FBXW4 and 13 other genes are uniquely enriched in the general hypertension group

  peripheral white four gse75360 microarray gene weighted

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups

  Has reproduction · 59

  Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.

  metastatic tcga-brca homo gse40622 gene bulk rt-pcr

• Neonatal salivary analysis reveals global developmental gene expression changes in the premature infant.

  PMID 19959617 · PMC2853178 · Clinical chemistry · 2010 · 7 claims · 6 setups

  Full-text index only

  Salivary genomic microarray analysis reveals global developmental gene expression changes in premature infants over postnatal age

  saliva amplified extracted differentially genome quality extraction

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Pathway analysis of kidney cancer using proteomics and metabolic profiling.

  PMID 17123452 · PMC1665458 · Molecular cancer · 2006 · 8 claims · 8 setups

  Full-text index only

  31 proteins are differentially expressed with high statistical significance (p<0.05) in ccRCC tumor tissue compared to adjacent non-malignant kidney tissue

  ccrcc rcc computational random gel immunoblotting immunohistochemistry

• 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

• 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

  Full-text index only

  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

• Filling gaps in PPAR-alpha signaling through comparative nutrigenomics analysis.

  PMID 20003344 · PMC2801700 · BMC genomics · 2009 · 7 claims · 8 setups

  Full-text index only

  Meta-analysis of 16 microarray datasets across human, mouse, rat and yeast identifies 164 genes (MDEGs) consistently differentially expressed in response to high fat diet or PPAR signaling perturbation.

  liver saccharomyces mdeg independent microarray transcription chromosomal

• 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

  Full-text index only

  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

• Delineation of a gene network underlying the pulmonary response to oxidative stress in asthma.

  PMID 19730131 · PMC3328512 · Journal of investigative medicine : the official publication of the American Federation for Clinical Research · 2009 · 8 claims · 6 setups

  Full-text index only

  Integration of multiple public microarray datasets via a four-way Venn diagram identifies genes commonly expressed in asthma- and cigarette smoke-exposed lung

  respiratory lung a549 gene affymetrix network

• 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

  Full-text index only

  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

• 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

• Chemical genomics informs antibiotic and essential gene function in Acinetobacter baumannii.

  PMID 40153700 · PMC11975115 · PLoS genetics · 2025 · 8 claims · 6 setups

  Has reproduction · 71

  The vast majority of A. baumannii essential genes show significant chemical-gene interactions upon knockdown

  baumannii ranked lpta representative pooled string mic

• Hobbes: optimized gram-based methods for efficient read alignment.

  PMID 22199254 · PMC3315303 · Nucleic acids research · 2012 · 8 claims · 4 setups

  Has reproduction · 83

  Hobbes, a gram-based short-read mapper supporting Hamming and edit distance, is faster than all other read-mapping programs tested while maintaining high mapping quality.

  genome hg18 example reference read-mapping character-substitution algorithmic

• CLEAN: CLustering Enrichment ANalysis.

  PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).

  four breast combined hierarchical cluster csimm-based