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).

• TSUNAMI: Translational Bioinformatics Tool Suite for Network Analysis and Mining.

  PMID 33705981 · PMC9403021 · Genomics, proteomics & bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction · 79

  TSUNAMI is a freely accessible web-based tool suite that mines gene co-expression network (GCN) modules from public (GEO, TCGA) or user-uploaded numerical omics data and performs downstream gene set enrichment analysis.

  gse17537 36th first gene circos survival

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• Defining human diabetic nephropathy on the molecular level: integration of transcriptomic profiles with biological knowledge.

  PMID 18704688 · PMC2597685 · Reviews in endocrine & metabolic disorders · 2008 · 8 claims · 8 setups

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  Genetic predisposition determines susceptibility and rate of progression to ESRD in diabetic patients, in addition to environmental factors

  kidney proximal pbmcs macrophages gene qrt-pcr immunohistochemistry

• Inherited disorder phenotypes: controlled annotation and statistical analysis for knowledge mining from gene lists.

  PMID 16351744 · PMC1866390 · BMC bioinformatics · 2005 · 5 claims · 3 setups

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  OMIM Clinical Synopsis free-text phenotype and location names can be normalized and hierarchically structured into a controlled vocabulary suitable for computational analysis

  omim gene text statistical gene

• Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.

  PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 84

  TEPs in NSCLC show 111 upregulated and 108 downregulated genes versus non-cancer control platelets, enriched in ECM interaction, cytoskeleton, immune signaling, and platelet activation pathways.

  platelets degs platelet tep bulk pathway k-means

• Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.

  PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  Integrating interactome and transcriptome data reveals a pair of transcriptionally anticorrelated network modules (P and D) each comprising hundreds of genes, present across individuals and species.

  postmortem genes gene proteins microarray protein-protein hierarchical