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 · 100
DeepRNA-Reg: a deep-learning based approach for comparative analysis of CLIP experiments.
PMID 41055236 · PMC12505516 · RNA biology · 2025 · 8 claims · 5 setups
DeepRNA-Reg, a recurrent neural network-based algorithm, provides a superior prediction set for differential HITS-CLIP analysis compared to dCLIP.
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Has reproduction · 97
Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.
PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 7 setups
TAA/TAV pathogenesis is more associated with immune-related gene expression than TAA/BAV, with two WGCNA gene modules (brown and blue) enriched for immune functions.
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Has reproduction · 83
Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.
PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups
Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD
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Has reproduction
D2H2: diabetes data and hypothesis hub.
PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 5 setups
D2H2 is a web portal hosting hundreds of curated, uniformly reprocessed diabetes-relevant transcriptomics datasets from GEO with per-study visualization, differential expression, and single-gene queries.
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KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.
PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups
KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.
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Has reproduction · 62
Equivalent change enrichment analysis: assessing equivalent and inverse change in biological pathways between diverse experiments.
PMID 32093613 · PMC7041296 · BMC genomics · 2020 · 7 claims · 3 setups
The Equivalent Change Index (ECI), a gene-level statistic ranging from -1 to 1, quantifies whether a gene was changed to the same (1) or completely opposite (-1) degree across two experiments relative to their controls.
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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 · 50
Genetic parallels in biomineralization of the calcareous sponge Sycon ciliatum and stony corals.
PMID 40922549 · PMC12419799 · eLife · 2025 · 8 claims · 8 setups
829 genes are overexpressed in the oscular region of increased calcite spicule formation in S. ciliatum
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Quantitative phosphoproteomics by mass spectrometry: past, present, and future.
PMID 18846511 · PMC2701620 · Proteomics · 2008 · 8 claims · 6 setups
Selective enrichment of phosphopeptides (antiphosphotyrosine IP, IMAC, TiO2/MOAC, SCX, chemical tagging) is required to detect substoichiometric, transient phosphorylation events by MS
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Has reproduction
Methylation patterns of the nasal epigenome of hospitalized SARS-CoV-2 positive patients reveal insights into molecular mechanisms of COVID-19.
PMID 40170038 · PMC11963311 · BMC medical genomics · 2025 · 8 claims · 5 setups
The nasal methylome shows differential DNA methylation in intergenic regions and low methylated regions (LMRs), highlighting distal regulatory/enhancer-like elements in COVID-19 gene regulation
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Has reproduction · 100
Differential Hsp90-dependent gene expression is strain-specific and common among yeast strains.
PMID 37138775 · PMC10149407 · iScience · 2023 · 8 claims · 7 setups
Hsp90-dependent gene expression varies among different yeast strains
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Babelomics: advanced functional profiling of transcriptomics, proteomics and genomics experiments.
PMID 18515841 · PMC2447758 · Nucleic acids research · 2008 · 8 claims · 5 setups
Babelomics is a web suite offering both conventional functional enrichment methods and more advanced gene set analysis (GSA) methods, a combination offered by only one other tool (FuncAssociate) among competitors.
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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 · 10
RADAR: differential analysis of MeRIP-seq data with a random effect model.
PMID 31870409 · PMC6927177 · Genome biology · 2019 · 8 claims · 6 setups
RADAR is a novel analytical tool for differential methylation analysis of MeRIP-seq data combining gene-level INPUT normalization with a Poisson random effect model.
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Has reproduction · 59
Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.
PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups
The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance
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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 · 59
Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.
PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
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Has reproduction · 50
Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.
PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups
A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.
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Has reproduction · 69
COVID-19 vaccination atlas using an integrative systems vaccinology approach.
PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups
mRNA vaccines induce transient but strong immune responses after booster doses
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Has reproduction · 49
Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.
PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups
ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC