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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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
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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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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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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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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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 · 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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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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FatiGO +: a functional profiling tool for genomic data. Integration of functional annotation, regulatory motifs and interaction data with microarray experiments.
PMID 17478504 · PMC1933151 · Nucleic acids research · 2007 · 8 claims · 8 setups
FatiGO+ is a web-based tool for functional profiling of genome-scale experiments that integrates functional annotation, regulatory motifs and interaction data
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A protein interaction based model for schizophrenia study.
PMID 19091023 · PMC2638163 · BMC bioinformatics · 2008 · 8 claims · 4 setups
Products of 36 schizophrenia candidate genes cluster together into a single connected component within a PPI sub-network of 831 proteins
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targetTB: a target identification pipeline for Mycobacterium tuberculosis through an interactome, reactome and genome-scale structural analysis.
PMID 19099550 · PMC2651862 · BMC systems biology · 2008 · 8 claims · 8 setups
A comprehensive in silico target identification pipeline (targetTB) integrating interactome, reactome, essentiality, sequence and structural analyses can identify high-confidence drug targets for Mtb
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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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Translating genome sequences into biological understanding.
PMID 12801409 · PMC193614 · Genome biology · 2003 · 8 claims · 7 setups
Gene-trap insertional mutagenesis in mouse ES cells (BayGenomics) generates a large resource of cell lines and knockout mice for studying gene expression patterns and function.
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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 · 85
COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.
PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups
COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).
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Has reproduction · 69
Bioinformatics and system biology approaches to identify pathophysiological impact of COVID-19 to the progression and severity of neurological diseases.
PMID 34601390 · PMC8483812 · Computers in biology and medicine · 2021 · 8 claims · 8 setups
COVID-19 and neurological diseases (NDs) share pathophysiological connections that influence disease progression and severity
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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 · 8 claims · 7 setups
306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue
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Has reproduction · 85
Integrated Analysis of Multiple Microarrays Based on Raw Data Identified Novel Gene Signatures in Recurrent Implantation Failure.
PMID 35197930 · PMC8859149 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups
Robust Rank Aggregation (RRA) can integrate DEG lists from multiple independent RIF microarray datasets to identify robust DEGs.