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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Phenotypic variation meets systems biology.
PMID 19664197 · PMC2745761 · Genome biology · 2009 · 8 claims · 8 setups
Cellular differentiation states are constrained by complex networks with substantial positive and negative regulation, challenging the concept of single 'master regulators'
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Has reproduction · 50
Interaction between SNAI2 and MYOD enhances oncogenesis and suppresses differentiation in Fusion Negative Rhabdomyosarcoma.
PMID 33420019 · PMC7794422 · Nature communications · 2021 · 8 claims · 8 setups
SNAI2 is highly expressed in FN-RMS tumors and cell lines compared to normal tissue
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C-terminal mutants of apolipoprotein L-I efficiently kill both Trypanosoma brucei brucei and Trypanosoma brucei rhodesiense.
PMID 19997494 · PMC2778949 · PLoS pathogens · 2009 · 8 claims · 8 setups
The C-terminal helix of apoL1 is entirely responsible for its interaction with SRA
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VIRGO: computational prediction of gene functions.
PMID 16845022 · PMC1538839 · Nucleic acids research · 2006 · 8 claims · 6 setups
VIRGO constructs a functional linkage network (FLN) from gene expression and molecular interaction data, labels genes with GO annotations, and propagates these labels to predict functions of unlabelled genes
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Has reproduction · 90
Cell Specific eQTL Analysis without Sorting Cells.
PMID 25955312 · PMC4425538 · PLoS genetics · 2015 · 5 claims · 3 setups
A genome-environment interaction meta-analysis on whole blood can predict neutrophil- and lymphocyte-specific cis-eQTLs without sorting cells.
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Has reproduction · 96
Deep learning based protocol to construct an immune-related gene network of host-pathogen interactions in plants.
PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 6 claims · 6 setups
A deep-learning protocol (DLNet) ranks genes by their contribution to classifying treatment versus control expression data, identifying genes involved in host defense against pathogens.
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Has reproduction · 62
Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.
PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups
A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.
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Predicting candidate genes for human deafness disorders: a bioinformatics approach.
PMID 16854223 · PMC1564145 · BMC genomics · 2006 · 8 claims · 4 setups
A bioinformatic approach combining expression databases and protein interaction data narrows ~2400 candidate genes across deafness loci to a manageable set of candidates.
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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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Interactome-transcriptome analysis reveals the high centrality of genes differentially expressed in lung cancer tissues.
PMID 16188928 · PMC4631381 · Bioinformatics (Oxford, England) · 2005 · 7 claims · 4 setups
Genes upregulated in squamous cell lung cancer are highly connected (well-connected) nodes in the protein interactome
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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 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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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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Seeded Bayesian Networks: constructing genetic networks from microarray data.
PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups
Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed
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A statistical framework for consolidating "sibling" probe sets for Affymetrix GeneChip data.
PMID 18435860 · PMC2397416 · BMC genomics · 2008 · 7 claims · 4 setups
A two-way ANOVA model with a treatment x probe-set interaction term can automatically determine whether sibling probe sets for a gene behave similarly (non-significant interaction, consolidate) or differently (significant interaction, treat as independent)
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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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Systems integration of biodefense omics data for analysis of pathogen-host interactions and identification of potential targets.
PMID 19779614 · PMC2745575 · PloS one · 2009 · 8 claims · 8 setups
A protein-centric data integration approach (Master Protein Directory) enables integration and mining of heterogeneous pathogen-host omics data across multiple research centers
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Proteomic approaches for studying alcoholism and alcohol-induced organ damage.
PMID 23584750 · PMC3860448 · Alcohol research & health : the journal of the National Institute on Alcohol Abuse and Alcoholism · 2008 · 8 claims · 7 setups
Chronic alcohol abuse produces persistent changes in brain function (tolerance, dependence, craving) likely resulting from alterations in gene and protein expression
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Improvements to cardiovascular gene ontology.
PMID 19046747 · PMC2706316 · Atherosclerosis · 2009 · 8 claims · 8 setups
Gene Ontology (GO) provides a controlled vocabulary that links current functional knowledge of genes to high-throughput genomic and proteomic datasets, aiding data interpretation.
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Has reproduction · 75
Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.
PMID 34143800 · PMC8213194 · PloS one · 2021 · 7 claims · 6 setups
306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified across three independent GEO datasets in EOC vs normal ovarian tissue.