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).

• A comprehensive modular map of molecular interactions in RB/E2F pathway.

  PMID 18319725 · PMC2290939 · Molecular systems biology · 2008 · 8 claims · 4 setups

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  A comprehensive, curated map of RB/E2F pathway molecular interactions was built using SBGN notation in CellDesigner and converted to BioPAX 2.0 format

  bladder computational curated literature transcriptome gene network

• Niche Modification by Sulfate-Reducing Bacteria Drives Microbial Community Assembly in Anoxic Marine Sediments.

  PMID 36988509 · PMC10128000 · mBio · 2023 · 7 claims · 7 setups

  Has reproduction · 100

  SRB modify niches (e.g., pH) to affect species coexistence during organic matter degradation

  coastal marine marinilabiliales srb-inhibited 16s molecular physicochemical

• Human disease classification in the postgenomic era: a complex systems approach to human pathobiology.

  PMID 17625512 · PMC1948102 · Molecular systems biology · 2007 · 8 claims · 5 setups

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  Current syndromic disease classification lacks specificity despite historically serving clinicians well

  prostate neurodegenerative experimental genetic reverse-engineered protein-protein gene

• Adaptations to climate in candidate genes for common metabolic disorders.

  PMID 18282109 · PMC2242814 · PLoS genetics · 2008 · 8 claims · 7 setups

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  A network-based bioinformatics approach (Molecular Triangulation) was used to select 82 candidate genes belonging to the core subnetwork of metabolic syndrome phenotypes.

  individuals population genic compiled snp spearman bayesian

• The dystrobrevin-binding protein 1 gene: features and networks.

  PMID 18663367 · PMC2859304 · Molecular psychiatry · 2009 · 8 claims · 6 setups

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  DTNBP1 gene structure, protein-coding sequence, and dysbindin domain are conserved across 13 vertebrate species, while noncoding sequence is diverse.

  vertebrate dtnbp1 comparative cross-species molecular

• Pathway analysis of kidney cancer using proteomics and metabolic profiling.

  PMID 17123452 · PMC1665458 · Molecular cancer · 2006 · 8 claims · 8 setups

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  31 proteins are differentially expressed with high statistical significance (p<0.05) in ccRCC tumor tissue compared to adjacent non-malignant kidney tissue

  ccrcc rcc computational random gel immunoblotting immunohistochemistry

• Organization of physical interactomes as uncovered by network schemas.

  PMID 18949022 · PMC2561054 · PLoS computational biology · 2008 · 7 claims · 5 setups

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  A computational procedure can systematically identify 'emergent' network schemas that are both recurrent and over-represented relative to randomized networks preserving lower-order subschema distributions

  cerevisiae sapiens uncharacterized network cross-species functional

• The role of positive selection in determining the molecular cause of species differences in disease.

  PMID 18837980 · PMC2576240 · BMC evolutionary biology · 2008 · 8 claims · 6 setups

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  Genes predicted to be under positive selection during human evolution are implicated in diseases (epithelial cancers, schizophrenia, autoimmune diseases, Alzheimer's disease) that differ in prevalence and symptomatology between humans and other mammals

  orthologous omim meta-database panther comparative disease protein-protein

• Weighted gene co-expression network analysis reveals that CXCL10, IRF7, MX1, RSAD2, and STAT1 are related to the chronic stage of spinal cord injury.

  PMID 34532385 · PMC8421925 · Annals of translational medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 44

  The brown co-expression module (775 genes) is the module most significantly associated with the chronic stage of SCI

  spinal brown sci microarray functional protein-protein

• 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

• Analysis of Tumor-Infiltrating T-Cell Transcriptomes Reveal a Unique Genetic Signature across Different Types of Cancer.

  PMID 36232369 · PMC9569723 · International journal of molecular sciences · 2022 · 8 claims · 8 setups

  Has reproduction · 87

  Common genes shared across five cancer types differ from those found in nonmalignant tissue-resident T-cells for each subset (CD4-T, CD8-T, Treg)

  breast lung colorectal melanoma single-cell gene reactome

• Reconstruction of human protein interolog network using evolutionary conserved network.

  PMID 17493278 · PMC1885812 · BMC bioinformatics · 2007 · 8 claims · 7 setups

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  A relative conservation score derived from maximal quasi-cliques in protein interaction networks, combined with other interaction features, can score and rank predicted human interologs for confidence.

  ppi sequences interaction predicted interolog orthology quasi-clique

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups

  Has reproduction · 59

  Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.

  metastatic tcga-brca homo gse40622 gene bulk rt-pcr

• pSTIING: a 'systems' approach towards integrating signalling pathways, interaction and transcriptional regulatory networks in inflammation and cancer.

  PMID 16381926 · PMC1347407 · Nucleic acids research · 2006 · 8 claims · 3 setups

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  pSTIING is a publicly accessible web-based knowledgebase integrating protein-protein, protein-lipid, protein-small molecule interactions, transcriptional regulatory associations, ligand-receptor-cell type information, and signal transduction modules, with a focus on inflammation, cell migration and cancer.

  model gene molecular sequence clustering literature

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Proceedings of the First International Conference on Phylogenomics. March 15-19, 2006. Quebec, Canada.

  PMID 17288567 · PMC1796603 · BMC evolutionary biology · 2007 · 8 claims · 8 setups

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  Gene tree parsimony applied to EST data with widespread gene duplication can infer an organismal phylogeny in excellent agreement with the expected angiosperm phylogeny.

  angiosperms animal oryza proteobacteria gene site-heterogeneous codon

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 7 claims · 6 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical literature and molecular data according to user-defined terms, linking PubMed and GEO.

  pubmed invasive geo cancer semantic computational gene

• 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

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted