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).

• Applying proteomics to the diagnosis and treatment of ALS and related diseases.

  PMID 19670321 · PMC2836583 · Muscle & nerve · 2009 · 8 claims · 8 setups

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  Protein-based biomarkers for ALS/MND require further verification and large-scale validation/qualification studies, including disease mimics, before clinical use

  csf spinal biofluid muscle 2d-dige antibody luminex

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Ontological Discovery Environment: a system for integrating gene-phenotype associations.

  PMID 19733230 · PMC2783409 · Genomics · 2009 · 8 claims · 8 setups

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  ODE is a web-based system for storing, sharing, retrieving and analyzing phenotype-centered genomic data sets across species and experimental systems

  strains integrated bipartite phish gene differential pairwise

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

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  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• Genome-wide identification of Hfq-regulated small RNAs in the fire blight pathogen Erwinia amylovora discovered small RNAs with virulence regulatory function.

  PMID 24885615 · PMC4070566 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  A total of 40 candidate Hfq-dependent sRNAs were identified genome-wide in E. amylovora by combining RNA-seq with a Rho-independent terminator search.

  erwinia intergenic candidate wounded small northern race

• Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.

  PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups

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  90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes

  abdominal gingival overlapping interacting microarray weighted kegg

• Genomic characterisation of a Fgf-regulated gradient-based neocortical protomap.

  PMID 16079153 · PMC4729368 · Development (Cambridge, England) · 2005 · 7 claims · 7 setups

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  Neocortical progenitor cells show rostrocaudal gradients of gene expression rather than discrete domains/compartments

  neocortex dorsal cortex embryo oligonucleotide microarray non-isotopic

• TFBScluster web server for the identification of mammalian composite regulatory elements.

  PMID 16845063 · PMC1538905 · Nucleic acids research · 2006 · 7 claims · 5 setups

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  TFBScluster is a web server that identifies genome-wide clusters of TFBSs conserved in multiple mammalian species using human or mouse as the reference genome.

  imr90 tissues dog transgenic microarray-based gene

• Exploration of effective biomarkers for venous thrombosis embolism in Behçet's disease based on comprehensive bioinformatics analysis.

  PMID 38987624 · PMC11236978 · Scientific reports · 2024 · 6 claims · 8 setups

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  Four hub genes (E2F1, GATA3, HDAC5, MSH2) serve as diagnostic biomarkers for VTE in BD with high accuracy (AUC 0.816)

  peripheral degs candidate microarray weighted protein–protein

• Cell type-specific epigenetic regulatory circuitry of coronary artery disease loci.

  PMID 41807385 · PMC12979833 · Nature communications · 2026 · 8 claims · 8 setups

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  Integration of CAD GWAS summary statistics with epigenetic data from 45 cell types identifies 1580 candidate CAD genes

  cad-associated disease-relevant types cad variant epigenetic tf-snv

• Multi-omics integration and machine learning reveal gut-immune signatures in idiopathic pulmonary fibrosis: insights from bulk RNA-seq, single-cell profiles, spatial transcriptomics, and experimental validation.

  PMID 41939867 · PMC13043422 · Frontiers in immunology · 2026 · 7 claims · 8 setups

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  CXCL13, IL33, TLR4, and IGF1 are core IPF genes consistently linked to immune infiltration and fibrotic remodeling across bulk, single-cell, spatial, and blood multi-omics data

  lung candidate bulk normalized bulk ppi machine

• Estimation of genetic parameters and genome-wide association study for carcass traits in native chickens.

  PMID 40211845 · PMC12229932 · Animal bioscience · 2025 · 8 claims · 7 setups

  Has reproduction · 71

  Carcass traits (SW, EW, ThW, and their percentages except SP) show moderate to high heritability (0.20-0.50), while SP has low heritability (0.08)

  sanhuang breast whole-genome genome-wide heritability

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• Therapeutic Stress-Induced Remodeling of Transposable Elements and TE-Gene Chimeras in KYSE150 Esophageal Squamous Cell Carcinoma Cells.

  PMID 42074115 · PMC13116134 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Has reproduction · 67

  Combined 125I radiation and carfilzomib treatment causes structured, non-random remodeling of the TE transcriptome in KYSE150 ESCC cells.

  kyse150 bulk rna-seq-based differential

• Chromosome-wide identification of novel imprinted genes using microarrays and uniparental disomies.

  PMID 16855283 · PMC1524921 · Nucleic acids research · 2006 · 8 claims · 5 setups

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  Four novel brain-specific paternally expressed transcripts (BB077283, BM117114, AK080843, AV328498) were identified and validated on proximal Chr 7.

  tissues inter-subspecies placenta genomic microarray rt-pcr sequencing

• Systems integration of biodefense omics data for analysis of pathogen-host interactions and identification of potential targets.

  PMID 19779614 · PMC2745575 · PloS one · 2009 · 8 claims · 8 setups

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  A protein-centric data integration approach (Master Protein Directory) enables integration and mining of heterogeneous pathogen-host omics data across multiple research centers

  macrophage hela vaccinia bacillus gene protein-protein comparative

• CCAAT-enhancer binding protein delta functions as a tumor suppressor gene in acute myeloid leukemia.

  PMID 41844049 · PMC13010944 · Neoplasia (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  CEBPD is identified as a novel tumor suppressor gene in AML

  paired aml tcga oci-aml5 bulk bart kaplan-meier

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine