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).

• Disease-aging network reveals significant roles of aging genes in connecting genetic diseases.

  PMID 19779549 · PMC2739292 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  Human disease genes are much closer to aging genes in the PPI network than expected by chance

  protein-protein randomized dan aging network degree-conserved closeness

• InSite: a computational method for identifying protein-protein interaction binding sites on a proteome-wide scale.

  PMID 17868464 · PMC2375030 · Genome biology · 2007 · 8 claims · 8 setups

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  InSite predicts protein-pair-specific binding motifs ('Motif M on protein A binds to protein B') by integrating heterogeneous PPI and motif-motif interaction evidence within a Bayesian network trained by EM

  saccharomyces homo bank computational yeast tandem

• The integrated world of functional genomics.

  PMID 12537543 · PMC151279 · Genome biology · 2003 · 8 claims · 8 setups

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  Integrating chromatin immunoprecipitation (promoter-binding) data with expression data reveals the yeast cell-cycle transcriptional regulatory network, including network motifs such as autoregulation, multi-component loops, and feedforward loops.

  cerevisiae sequenced elegans drosophila chromatin integration comparative

• The Edinburgh human metabolic network reconstruction and its functional analysis.

  PMID 17882155 · PMC2013923 · Molecular systems biology · 2007 · 8 claims · 7 setups

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  EHMN is a high-quality, manually curated human metabolic network combining genome-based and literature-based (EMP) reconstruction, containing nearly 3000 reactions and over 2000 metabolic genes.

  enzyme emp kegg humancyc genome literature-based comparative

• Genome-wide prioritization of disease genes and identification of disease-disease associations from an integrated human functional linkage network.

  PMID 19728866 · PMC2768980 · Genome biology · 2009 · 6 claims · 6 setups

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  Integrating 16 genomic features (32 sub-features) via a naïve Bayes classifier produces a genome-scale FLN of 21,657 human genes and 22,388,609 weighted links that outperforms any individual data source for inferring functional linkages.

  genome gene omim known naïve linkage disease-centric

• GRNFormer: accurate gene regulatory network inference using graph transformer.

  PMID 41883144 · PMC13069479 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  GRNFormer is a generalizable graph transformer framework for GRN inference from single-cell or bulk transcriptomics data across species, cell types, and platforms without cell-type annotations or prior regulatory information

  hematopoietic embryonic dendritic hepatocytes scrna-seq chip-seq string

• 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

• SysPIMP: the web-based systematical platform for identifying human disease-related mutated sequences from mass spectrometry.

  PMID 19036792 · PMC2686442 · Nucleic acids research · 2009 · 8 claims · 7 setups

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  SysPIMP is a web-based platform integrating disease mutation databases with X!Tandem and BLAST to identify disease-related mutated proteins from MS results

  omim pmd swissprot msipi database sequence tandem

• Gene regulatory network determinants of rapid recall in human memory CD4(+) T cells.

  PMID 41865369 · PMC13207208 · Cell reports · 2026 · 8 claims · 6 setups

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  Memory CD4+ T cells show enhanced chromatin accessibility proximal to rapid-recall genes compared to naive cells

  blood-derived computational pseudobulk cd4+ single-nuclei maxatac grn

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

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  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• Differential neuronal survival defines a novel axis of sexual dimorphism in the Drosophila brain.

  PMID 41529688 · PMC7618834 · Cell genomics · 2026 · 8 claims · 7 setups

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  Sex differences in the Drosophila central brain do not result from large-scale transcriptional reprogramming, but from selective modifications within shared developmental lineages mediated by dsx and fru.

  drosophila central dsx+ dsx-gal4>mcd8 single-cell differential scenic

• Decoding the circRNA-miRNA-mRNA regulatory network in hepatitis B virus-driven hepatocellular carcinoma.

  PMID 41845440 · PMC13107627 · Cell communication and signaling : CCS · 2026 · 8 claims · 8 setups

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  A bioinformatic pipeline combining RNA-seq, circRNA calling, ECDF analysis, PPI, and survival analysis identifies a circRNA-miRNA-mRNA ceRNA network in HBV-integrated HCC cells

  hep3b qpcr dysregulated target bulk circrna rt-qpcr

• A multi-omic single-cell landscape of perinatal mouse skin maps lineage specification and reveals shared dynamics in human fetal skin.

  PMID 41998142 · PMC13144478 · Experimental & molecular medicine · 2026 · 7 claims · 8 setups

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  Integrated scATAC/scRNA multi-omics analysis of developing mouse skin identifies gene network axes underlying skin lineage specification

  dorsal scrna-seq skin fibroblast scatac-seq scrna-seq spatial

• Integrating herbarium specimen observations into global phenology data systems.

  PMID 30937223 · PMC6426164 · Applications in plant sciences · 2019 · 7 claims · 5 setups

  Has reproduction · 60

  The Plant Phenology Ontology (PPO) can be extended with a new class 'portion of a plant' and new object properties ('is or was part of', 'generated from', 'quality datum of') to logically relate observations of plant parts (as in herbarium specimens) to whole-plant phenological traits.

  prunus integrated serotina plant first-order linear ontology

• System-based proteomic analysis of the interferon response in human liver cells.

  PMID 15287976 · PMC507879 · Genome biology · 2004 · 7 claims · 4 setups

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  ICAT-based quantitative proteomics identified 1,364 proteins in Huh7 cells at <5% false-positive rate, with 54 induced and 24 repressed >2-fold by IFN treatment

  huh7 computational icat gene interaction

• Filtering high-throughput protein-protein interaction data using a combination of genomic features.

  PMID 15833142 · PMC1127019 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  A combination of three genomic features (interacting Pfam domains, GO annotations, sequence homology) using naive Bayesian networks predicts true protein-protein interactions with high sensitivity and good specificity.

  saccharomyces bank caenorhabditis homo yeast mass naive

• Genetical genomics: spotlight on QTL hotspots.

  PMID 18949031 · PMC2563687 · PLoS genetics · 2008 · 8 claims · 4 setups

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  Distant eQTL hotspots are rare and difficult to reliably verify across published genetical genomics studies

  adipose saccharomyces genome-wide permutation gene

• Comparative Toxicogenomics Database: a knowledgebase and discovery tool for chemical-gene-disease networks.

  PMID 18782832 · PMC2686584 · Nucleic acids research · 2009 · 8 claims · 5 setups

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  CTD is a manually curated knowledgebase that integrates chemical-gene interactions, chemical-disease relationships, and gene-disease relationships into a chemical-gene-disease triad

  pubmed ctd manual computational case-study

• Spatiotemporal dynamics of spermatogenesis: insights from high-resolution spatial transcriptomics and pseudotime trajectories in mouse testes.

  PMID 41602862 · PMC12832764 · Frontiers in reproductive health · 2025 · 8 claims · 7 setups

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  Salus-STS (1 μm resolution) combined with the Salus Cellbins Algorithm enables accurate subcellular segmentation of individual testicular cells in dense tissue

  testicular testis seminiferous top high-resolution integration pseudotime

• Single-Cell Transcriptomic Atlases of Camels and Cattle Unravel Molecular Evolution of Digestive and Metabolic Systems.

  PMID 41632085 · PMC13067795 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 7 setups

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  Generated single-cell/nucleus transcriptomic atlases of camels and cattle across 54 tissues, identifying 124 cell types (78 in camels, 106 in cattle, 59 shared)

  camel bovine structural orthologous scrna-seq spatial scenic