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).

• Interactome-transcriptome analysis reveals the high centrality of genes differentially expressed in lung cancer tissues.

  PMID 16188928 · PMC4631381 · Bioinformatics (Oxford, England) · 2005 · 7 claims · 4 setups

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  Genes upregulated in squamous cell lung cancer are highly connected (well-connected) nodes in the protein interactome

  squamous ophid degs oligonucleotide interaction connectivity

• Transcriptomic data meta-analysis reveals common and injury model specific gene expression changes in the regenerating zebrafish heart.

  PMID 37012284 · PMC10070245 · Scientific reports · 2023 · 7 claims · 8 setups

  Has reproduction · 90

  Batch correction using sequencing platform as the correcting variable (via Combat-Seq) removes technical variability so that samples cluster by injury condition rather than dataset origin.

  zebrafish orthologs ortholog core bulk overrepresentation network

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.

  PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 93

  5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)

  ipf degs differentially bleomycin-induced bulk methylation kegg

• Integrated multi-omics analysis combined with clinical validation reveals that HLA-DRB5 and ODAPH are causal risk genes for keratoconus.

  PMID 41803193 · PMC13179358 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 64

  HLA-DRB5 and ODAPH are causal risk genes for keratoconus, supported by SMR and Bayesian colocalization (HLA-DRB5 PP4=0.844, SMR p=0.001, OR=1.768; ODAPH PP4=1.0, SMR p=0.013, OR=202.851).

  corneal gwas string bulk summary-data two-sample