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).
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Computational verification of protein-protein interactions by orthologous co-expression.
PMID 15740634 · PMC555590 · BMC bioinformatics · 2005 · 7 claims · 8 setups
Co-expression of orthologous protein pairs across multiple species can verify/predict S. cerevisiae PPIs with better performance than S. cerevisiae co-expression alone.
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Has reproduction
Using random walks to identify cancer-associated modules in expression data.
PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups
Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.
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Identification of gene interactions associated with disease from gene expression data using synergy networks.
PMID 18234101 · PMC2258206 · BMC systems biology · 2008 · 8 claims · 4 setups
Synergy of a gene pair with respect to disease, defined as I(G1,G2;C) - [I(G1;C)+I(G2;C)], identifies gene pairs that interact cooperatively with respect to a phenotype rather than independently.
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Has reproduction · 59
Integrative network modeling reveals mechanisms underlying T cell exhaustion.
PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 6 setups
An integrative, literature-curated and data-driven gene regulatory network underlies CD8+ T cell exhaustion and accurately captures expression states in chronic infection and tumor settings.
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Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.
PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups
A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.
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Exploration of the omics evidence landscape: adding qualitative labels to predicted protein-protein interactions.
PMID 17880677 · PMC2375035 · Genome biology · 2007 · 7 claims · 8 setups
Combining pairs of omics evidence types into two-dimensional 'evidence landscapes' allows regions to be identified that specifically and purely predict either physical or metabolic protein interactions
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Has reproduction · 50
Dissecting lncRNA-mRNA competitive regulatory network in human islet tissue exosomes of a type 1 diabetes model reveals exosome miRNA markers.
PMID 36440209 · PMC9682028 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups
lncRNA-mRNA ceRNA networks differ substantially between control and cytokine-treated islet exosomes, sharing lncRNAs more than mRNAs, implying state-dependent regulatory functions
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Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.
PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups
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.
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CRSD: a comprehensive web server for composite regulatory signature discovery.
PMID 16845073 · PMC1538777 · Nucleic acids research · 2006 · 7 claims · 5 setups
CRSD is a comprehensive web server integrating six large-scale databases (UniGene, mature microRNAs, putative promoter, TRANSFAC, pathway, GO) plus two newly constructed genome-wide databases (MRS and TRS) for composite regulatory signature discovery
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Indirect genomic effects on survival from gene expression data.
PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups
A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.
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A physical and regulatory map of host-influenza interactions reveals pathways in H1N1 infection.
PMID 20064372 · PMC2892837 · Cell · 2009 · 8 claims · 8 setups
A systematic yeast two-hybrid screen identified physical interactions between the 10 major PR8 influenza viral proteins and human proteins, implicating 87 human 'H1' proteins.
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The potential of optical proteomic technologies to individualize prognosis and guide rational treatment for cancer patients.
PMID 19756916 · PMC2778706 · Targeted oncology · 2009 · 8 claims · 5 setups
Genomic/gene expression profiling alone is insufficient to identify tumors with molecular pathway changes predictive of treatment outcome; protein-level functional assessment (activation states, PTMs, interactions) is also required
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Has reproduction · 84
An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.
PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups
A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference
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Predictive screening for regulators of conserved functional gene modules (gene batteries) in mammals.
PMID 15882449 · PMC1134656 · BMC genomics · 2005 · 8 claims · 4 setups
A predictive computational screen covering ~40% of annotated protein-coding genes identified 21 co-expressed gene clusters with statistically supported sharing of cis-regulatory motifs.
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Benchmarking ortholog identification methods using functional genomics data.
PMID 16613613 · PMC1557999 · Genome biology · 2006 · 8 claims · 7 setups
InParanoid is the best overall ortholog identification method for identifying functionally equivalent proteins when sensitivity and selectivity are combined into an overall score.
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Has reproduction · 66
A global database for modeling tumor-immune cell communication.
PMID 37438390 · PMC10338499 · Scientific data · 2023 · 7 claims · 6 setups
TICCom integrates 739 experimentally-validated or manually-curated TIC interactions collected from more than 3,000 literatures
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Has reproduction · 19
Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.
PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 8 setups
Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.
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Has reproduction · 64
VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.
PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups
VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction
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Has reproduction · 59
Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.
PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups
Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.
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Has reproduction · 68
Multi-scale integrative analyses identify THBS2(+) cancer-associated fibroblasts as a key orchestrator promoting aggressiveness in early-stage lung adenocarcinoma.
PMID 35547750 · PMC9065207 · Theranostics · 2022 · 8 claims · 8 setups
THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts