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 field of tissue injury in the lung and airway.

  PMID 19138985 · PMC2705781 · Cancer prevention research (Philadelphia, Pa.) · 2008 · 8 claims · 8 setups

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  Field cancerization and the field of injury reflect molecular changes (genomic, epigenomic, transcriptomic, proteomic) present in histologically normal-appearing tissue distant from and independent of a tumor, throughout the carcinogen-exposed respiratory epithelium

  bronchial saliva resected paraffin-embedded whole-genome mtdna methylation-specific

• 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

• The proteogenomic path towards biomarker discovery.

  PMID 18764911 · PMC2574627 · Pediatric transplantation · 2008 · 8 claims · 8 setups

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  Serum creatinine is a widely used but non-ideal biomarker for renal transplant monitoring because it lacks specificity and sensitivity for graft injury

  renal urine breast chronic microarray immunoassay gel

• Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.

  PMID 35901020 · PMC9333302 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 83

  Non-reproducibility is a common problem in biomarker discovery: independently derived biomarker sets for the same phenotype frequently share very few features across studies

  gse7390 geo ega tcga-brca t-test-based reproducibility genome-wide

• Tissue compartment analysis for biomarker discovery by gene expression profiling.

  PMID 19901995 · PMC2771357 · PloS one · 2009 · 8 claims · 5 setups

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  TCA method quantifies the fractional volume of constitutive structures in a heterogeneous tissue sample by comparing marker mRNA levels in the whole sample to those in pure isolated structures

  kidney pure serial rt-pcr sage histo-morphometry

• Validation of analytic methods for biomarkers used in drug development.

  PMID 18829475 · PMC2744124 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 8 setups

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  Analytical method validation (assessing assay performance/reproducibility) is a distinct process from clinical qualification (linking a biomarker to biological processes and clinical endpoints), though the two are intertwined.

  specified biological cancer-associated biofluids immunohistochemistry immunoassay microarray

• Identification of TYR, TYRP1, DCT and LARP7 as related biomarkers and immune infiltration characteristics of vitiligo via comprehensive strategies.

  PMID 34107850 · PMC8806433 · Bioengineered · 2021 · 7 claims · 8 setups

  Has reproduction · 55

  131 robust DEGs (89 upregulated, 42 downregulated) were identified by RRA integration of three vitiligo datasets and are closely associated with melanogenesis and vitiligo development

  lesional merged robust verification gene robust weighted

• Expanding the vision of environmental health at UNC-CH.

  PMID 15248304 · PMC1247395 · Environmental health perspectives · 2004 · 8 claims · 8 setups

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  Human breast tumors arise from at least two distinct cell types, basal and luminal epithelial, with different clinical behavior

  breast chinese carolina rodent microarray functional genetic

• Identification of novel markers for liver fibrosis in HIV/hepatitis C virus coinfected individuals using genomics-based approach.

  PMID 18614866 · PMC2654216 · AIDS (London, England) · 2008 · 8 claims · 6 setups

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  An 8-marker model combining six serum markers, age, and ART experience predicts liver fibrosis stage with an AUROC of 0.904.

  pbmcs liver serum blood microarray liver serum

• Interpretation of genomic data: questions and answers.

  PMID 18582627 · PMC2528831 · Seminars in hematology · 2008 · 8 claims · 6 setups

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  The main challenge in using genomic technology in cancer research is not managing the volume of data but the proper design, analysis, and reporting of studies.

  genetically wound tumor breast gene expression comparative

• Deconvoluting the 'omics' for organ transplantation.

  PMID 19644370 · PMC2993238 · Current opinion in organ transplantation · 2009 · 8 claims · 5 setups

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  High-throughput 'omic' technologies (genomics, proteomics, metabolomics, antibiomics) can uncover novel biomarkers for acute rejection, chronic rejection, and operational tolerance without a priori pathway bias

  kidney sera peripheral microarray non-parametric antibiomics

• Improvements to cardiovascular gene ontology.

  PMID 19046747 · PMC2706316 · Atherosclerosis · 2009 · 8 claims · 8 setups

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  Gene Ontology (GO) provides a controlled vocabulary that links current functional knowledge of genes to high-throughput genomic and proteomic datasets, aiding data interpretation.

  coronary phospholamban mammalian lines gene expression large-scale

• Toxicoproteomics: a parallel approach to identifying biomarkers.

  PMID 12940285 · PMC1241639 · Environmental health perspectives · 2003 · 8 claims · 8 setups

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  Combining parallel DNA microarray and proteomic analyses on the same tissues merges microarray's gene discovery power with proteomics' ability to exploit post-translational modifications for biomarker identification.

  liver serum peptide digested two-dimensional seldi maldi

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• Microarray analysis: genome-scale hypothesis scanning.

  PMID 14551912 · PMC212694 · PLoS biology · 2003 · 8 claims · 5 setups

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  Microarrays can be used to both test and generate hypotheses, not merely to fish for candidate genes.

  drosophila yeast diffuse breast microarray integrated gene

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

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  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.

  PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence

  peripheral genes overlapping neutrophil-related microarray weighted kegg

• Different Intestinal Microbiota with Growth Stages of Three-Breed Hybrid Pig.

  PMID 35978648 · PMC9377885 · BioMed research international · 2022 · 7 claims · 5 setups

  Has reproduction · 75

  The composition and relative abundance of intestinal microbiota in three-breed hybrid pigs differ significantly across growth stages (60, 120, 180 days)

  fecal same 16s otu alpha

• Application of proteomics in the study of tumor metastasis.

  PMID 15862116 · PMC5172469 · Genomics, proteomics & bioinformatics · 2004 · 8 claims · 8 setups

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  Cell function is directly regulated through proteins, not genes or mRNA, so metastasis-related gene findings need protein-level validation via proteomics.

  young metastatic hepatocellular lines microarray 2de cdna

• From genomes to systems.

  PMID 15535877 · PMC545775 · Genome biology · 2004 · 8 claims · 8 setups

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  Biological networks (protein-gene interactions in the genome, protein-protein interactions in the proteome, biochemical reactions in the metabolome) are scale-free rather than random

  serum trypanosoma alzheimer's complexes gel maldi-ms ft-icr