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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Expression profiling of drug response--from genes to pathways.
PMID 17117610 · PMC3181826 · Dialogues in clinical neuroscience · 2006 · 8 claims · 8 setups
Understanding individual response to a drug (efficacy/tolerability) is the major bottleneck in current drug development and clinical trials.
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Onto-Tools: new additions and improvements in 2006.
PMID 17584796 · PMC1933142 · Nucleic acids research · 2007 · 8 claims · 3 setups
OE2GO enables functional profiling for organisms lacking public-domain annotations by allowing users to supply custom GO-format annotation files and OBO-format ontology files
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Has reproduction
Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.
PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups
The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells
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GeneTrail--advanced gene set enrichment analysis.
PMID 17526521 · PMC1933132 · Nucleic acids research · 2007 · 8 claims · 2 setups
GeneTrail is a comprehensive, easy-to-use web-based tool for gene set enrichment analysis supporting both Over-Representation Analysis (ORA) and Gene Set Enrichment Analysis (GSEA)
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Has reproduction · 100
Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.
PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups
A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.
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Has reproduction · 70
GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.
PMID 33758032 · PMC8547006 · mSystems · 2021 · 8 claims · 7 setups
GAUGE automatically annotates GEO microbial transcriptomic data sets (microarray and RNA-seq), increasing the proportion of annotatable studies from 4% to 33%
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Has reproduction · 74
Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.
PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups
AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.
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Assessing individual differences in genome-wide gene expression in human whole blood: reliability over four hours and stability over 10 months.
PMID 19653838 · PMC3819565 · Twin research and human genetics : the official journal of the International Society for Twin Studies · 2009 · 8 claims · 5 setups
A subset of probesets (3,414) shows 4-hour test-retest reliability exceeding r=0.70 for detecting individual differences in gene expression.
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Has reproduction · 76
Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.
PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 6 setups
DRW-GM evaluates gene topological importance by directed random walk on a global gene–metabolite pathway graph integrating gene expression and metabolomic profiles to infer pathway activities
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Has reproduction · 71
Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.
PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups
TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.
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Has reproduction · 89
Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.
PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 8 claims · 7 setups
A GSVA-based method for constructing a metabolic subpathway activity score matrix accurately identifies abnormal GBM metabolic targets
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Mining expressed sequence tags identifies cancer markers of clinical interest.
PMID 17078886 · PMC1635568 · BMC bioinformatics · 2006 · 8 claims · 6 setups
An EST-mining approach (Fisher Exact Test on tumor vs. non-tumor library hit counts) identifies differentially expressed transcripts with an estimated false discovery rate below 22% when human and mouse screens are combined.
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Has reproduction · 30
Minimal metabolic pathway structure is consistent with associated biomolecular interactions.
PMID 24987116 · PMC4299494 · Molecular systems biology · 2014 · 8 claims · 8 setups
MinSpan, a mixed-integer linear optimization algorithm, computes the shortest, linearly independent pathways (sparsest basis of the null space of the stoichiometric matrix S) for genome-scale metabolic networks, which convex approaches (extreme pathways, elementary flux modes) cannot do at genome scale.
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Examination of tetrahydrobiopterin pathway genes in autism.
PMID 19674121 · PMC2784255 · Genes, brain, and behavior · 2009 · 8 claims · 6 setups
PTS (6-pyruvoyl-tetrahydropterin synthase) shows significant nominal association with autism (p=0.009), not restricted to affected-male-only subset
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Has reproduction · 83
Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.
PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 8 claims · 8 setups
Metabolite-centric reporter pathway analysis (RPAm) computes reporter metabolites and reporter pathways from transcriptome P-values by aggregating Z-scores of neighboring genes in a genome-scale metabolic network
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WebGestalt: an integrated system for exploring gene sets in various biological contexts.
PMID 15980575 · PMC1160236 · Nucleic acids research · 2005 · 8 claims · 6 setups
WebGestalt is an integrated web-based system composed of four modules: gene set management, information retrieval, organization/visualization, and statistics.
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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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Has reproduction · 67
Integrative analyses reveal signaling pathways underlying familial breast cancer susceptibility.
PMID 26969729 · PMC4812528 · Molecular systems biology · 2016 · 8 claims · 6 setups
Cell adhesion pathways are significantly and consistently dysregulated in women who develop familial breast cancer (FBC)
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Has reproduction · 77
SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.
PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups
SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD
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Has reproduction · 80
Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.
PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups
Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC