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 · 48
Screening of Diagnostic Biomarkers and Immune Infiltration Characteristics Linking Rheumatoid Arthritis and Rosacea Based on Bioinformatics Analysis.
PMID 39104909 · PMC11299729 · Journal of inflammation research · 2024 · 8 claims · 8 setups
277 co-expressed DEGs shared between RA and rosacea are enriched in immune processes and chemokine-mediated signaling pathways
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Has reproduction · 58
Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning.
PMID 37415981 · PMC10320004 · Frontiers in immunology · 2023 · 7 claims · 8 setups
EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD
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Has reproduction · 80
Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.
PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups
WGCNA identified 214 key genes in the blue module most correlated with 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-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.
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Has reproduction · 55
Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.
PMID 35901050 · PMC9333241 · PloS one · 2022 · 5 claims · 8 setups
Several co-expressed gene modules are significantly associated with left ventricle ejection fraction (LVEF) and the DCM phenotype, enriched in fibrosis-related, small molecule transporting-related, and immune response-related pathways.
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Has reproduction · 66
Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.
PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups
At baseline, SAT and VAT transcriptomes are highly similar, with only ~1% of genes (30 genes, adjusted p<0.05) differentially expressed between depots in Controls
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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 · 6 claims · 5 setups
The glycosyltransferase gene AsRCOM is the most critical disease-resistance gene against agave purple curl leaf disease, and its overexpression significantly enhances resistance.
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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
LUAD samples cluster into IRG-high and IRG-low groups, with the IRG-high group showing significantly better survival and greater immune cell infiltration.
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Has reproduction · 53
PulmonDB: a curated lung disease gene expression database.
PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 6 claims · 6 setups
PulmonDB is a curated, web-based gene expression database and R package integrating microarray and RNA-seq data for COPD and IPF with manually curated controlled-vocabulary annotation.
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Has reproduction · 62
A comparative gene co-expression analysis using self-organizing maps on two congener filmy ferns identifies specific desiccation tolerance mechanisms associated to their microhabitat preference.
PMID 32019526 · PMC7001327 · BMC plant biology · 2020 · 8 claims · 6 setups
H. caudiculatum (lower canopy) exhibits about twice as many differentially expressed genes as H. dentatum (upper canopy), with a higher proportion of both increased and decreased gene abundance during dehydration.
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Has reproduction · 73
Identification of intrinsic genes across general hypertension, hypertension with left ventricular remodeling, and uncontrolled hypertension.
PMID 36277786 · PMC9582241 · Frontiers in cardiovascular medicine · 2022 · 7 claims · 8 setups
FBXW4 and 13 other genes are uniquely enriched in the general hypertension group
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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
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Has reproduction · 59
Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.
PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups
Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.
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Has reproduction · 83
Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.
PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups
Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs
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Has reproduction · 78
Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.
PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups
An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.
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Has reproduction · 57
Diapause vs. reproductive programs: transcriptional phenotypes in a keystone copepod.
PMID 33782539 · PMC8007741 · Communications biology · 2021 · 8 claims · 7 setups
t-SNE clustering of all-gene expression data groups field-collected (diapause program) samples into one cluster while early and late culture (reproductive program) samples separate into two distinct phenotypes
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Has reproduction · 81
Assessing personalized molecular portraits underlying endothelial-to-mesenchymal transition within pulmonary arterial hypertension.
PMID 39462326 · PMC11513636 · Molecular medicine (Cambridge, Mass.) · 2024 · 8 claims · 8 setups
scRNA-seq of PAH and control lung tissue identifies nine distinct cell populations with high heterogeneity in composition, function, distribution, and communication
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Has reproduction · 59
Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.
PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups
Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort
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Has reproduction · 87
High-resolution mapping of transcriptional dynamics across tissue development reveals a stable mRNA-tRNA interface.
PMID 25122613 · PMC4216921 · Genome research · 2014 · 8 claims · 7 setups
mRNA codon and amino acid pools are highly stable across mouse development and across tissues, simply reflecting the genomic background distribution of any possible transcriptome.
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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