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).

• SGCRNA: spectral clustering-guided co-expression network analysis without scale-free constraints for multi-omic data.

  PMID 41615289 · PMC12856952 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  WGCNA's reliance on a scale-free topology assumption is problematic because real co-expression networks do not consistently exhibit scale-free properties

  gse114007 gse261545 dryad.37pvmcvsg prjna762466 bulk spatial merfish

• Targeting TPX2-dependent lineage plasticity by CDK4/6 inhibition reverses therapy resistance in neuroendocrine bladder carcinoma.

  PMID 41923619 · PMC13130694 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  A 315-gene 'NE-like signature' (NE-like Sig), derived from the WGCNA MEmidnightblue module, marks a lineage-plasticity-associated transcriptional program distinct from canonical NE differentiation.

  cases in-house bladder nebc wgcna single-cell spatial

• Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility.

  PMID 33707641 · PMC7970949 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  WGCNA on control human cervical spinal cord RNA-seq identifies 13 co-expression modules (SC.M1-M13), each representing distinct biological processes or cell types.

  cervical als top yeast bulk stratified protein-protein

• 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

• Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.

  PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups

  Has reproduction · 50

  Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.

  hnscc tcga-hnscc caf fibroblast single-cell bulk spatial

• Major transitions in early coral development: novel insights enabled by visualisation of a comprehensive transcriptomic dataset for Acropora millepora.

  PMID 41612263 · PMC12924552 · BMC biology · 2026 · 8 claims · 6 setups

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  Profiling gene expression across 26 life stages of A. millepora and building an interactive Shiny-based tool (DEView) enables comprehensive visualisation of developmental transcriptomic data.

  acropora millepora bulk differential pca