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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Tyrosine phosphorylation inhibits PKM2 to promote the Warburg effect and tumor growth.
PMID 19920251 · PMC2812789 · Science signaling · 2009 · 7 claims · 8 setups
Oncogenic FGFR1 directly phosphorylates PKM2 at tyrosine 105 (Y105), inhibiting its enzymatic activity
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Identification of Four Potential Biomarkers Associated With Coronary Artery Disease in Non-diabetic Patients by Gene Co-expression Network Analysis.
PMID 32714363 · PMC7344232 · Frontiers in genetics · 2020 · 6 claims · 6 setups
The midnight blue module and the yellow module play vital roles in the pathogenesis of CAD in non-diabetic patients
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Has reproduction · 55
Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.
PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups
352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples
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Has reproduction
A newly identified glycosyltransferase AsRCOM provides resistance to purple curl leaf disease in agave.
PMID 37936069 · PMC10629022 · BMC genomics · 2023 · 8 claims · 4 setups
Hypersensitive response (HR) accompanied by systemic acquired resistance is the primary contributor to resistance against purple curl leaf disease in agave
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Has reproduction · 78
Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.
PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups
A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response
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Has reproduction · 71
Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.
PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups
IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration
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Has reproduction · 76
Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.
PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups
56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs
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Has reproduction · 49
LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.
PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups
LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS
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Has reproduction · 71
Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.
PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups
Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.
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Has reproduction · 58
Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.
PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups
PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA
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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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The N-terminus and alpha-5, alpha-6 helices of the pro-apoptotic protein Bax, modulate functional interactions with the anti-apoptotic protein Bcl-xL.
PMID 17519046 · PMC1890283 · BMC cell biology · 2007 · 8 claims · 8 setups
Deletion of the first 29 N-terminal amino acids (Bax 30-192) causes constitutive mitochondrial accumulation and high cytotoxicity that is poorly inhibited by Bcl-xL or Bcl-2.
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Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.
PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups
90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes
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Has reproduction · 85
Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.
PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups
A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.
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Has reproduction · 66
STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.
PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups
Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level
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Has reproduction · 89
A Meta-Analysis of Wolbachia Transcriptomics Reveals a Stage-Specific Wolbachia Transcriptional Response Shared Across Different Hosts.
PMID 32718933 · PMC7467002 · G3 (Bethesda, Md.) · 2020 · 7 claims · 8 setups
Across datasets re-analyzed with a unified workflow, there is a general lack of global Wolbachia gene regulation.
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Has reproduction · 80
Enhanced Bioremediation Potential of Shewanella decolorationis RNA Polymerase Mutants and Evidence for Novel Azo Dye Biodegradation Pathways.
PMID 35391736 · PMC8981235 · Frontiers in microbiology · 2022 · 8 claims · 8 setups
Unbiased RNAP (rpoB) mutation screening via rifampicin resistance is an effective method to obtain bacterial mutants with enhanced bioremediation activity
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Neuroscience in the era of functional genomics and systems biology.
PMID 19829370 · PMC3645852 · Nature · 2009 · 8 claims · 7 setups
Omics/discovery-based approaches do not eschew hypotheses but elevate hypothesis testing to high-throughput hypothesis generation and prioritization.
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Identification of markers correlating with mitochondrial function in myocardial infarction by bioinformatics.
PMID 39775580 · PMC11684664 · PloS one · 2024 · 7 claims · 8 setups
MitoDEGs in MI are mainly involved in mitochondrial function and ATP synthesis pathways
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Extending Asia Pacific bioinformatics into new realms in the "-omics" era.
PMID 19958472 · PMC2788361 · BMC genomics · 2009 · 8 claims · 6 setups
88 full paper submissions were peer-reviewed for InCoB2009, with 49 shortlisted for oral presentation and 34 accepted into this BMC Genomics supplement, reflecting an overall acceptance rate of 50% across venues.