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 · 44
Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.
PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups
DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection
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Has reproduction · 74
Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.
PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 8 claims · 8 setups
540 DEGs overlap across breast, colorectal, and lung cancers out of 11,384 DEGs analyzed
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Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity
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Has reproduction
D2H2: diabetes data and hypothesis hub.
PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups
D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries
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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 · 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 · 64
Comprehensive bioinformatics analysis and experimental verification identify mitochondrial gene Dgat2 as a novel therapeutic biomarker for myocardial ischemia-reperfusion.
PMID 40510478 · PMC12159077 · Frontiers in endocrinology · 2025 · 8 claims · 8 setups
Dgat2 is a hub mitochondria-related differentially expressed gene (MitoDEG) that can serve as a novel biomarker and therapeutic target in MI/RI
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Has reproduction · 84
Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.
PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups
TEPs from NSCLC patients show 111 upregulated and 108 downregulated genes compared to platelets from non-cancer donors
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Has reproduction · 94
A four-gene signature from blood to exclude bacterial etiology of lower respiratory tract infection in adults.
PMID 41285807 · PMC12644739 · Nature communications · 2025 · 8 claims · 8 setups
A 4-gene signature (ITGB4, ITGA7, IFI27, FAM20A) derived from whole blood RNA-seq discriminates any bacterial from nonbacterial ARI with cross-validated AUC = 0.90
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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 · 48
Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.
PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups
Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression
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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 regions of increased calcite spicule formation in S. ciliatum, including known sclerocyte-specific biomineralization genes.
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Has reproduction · 100
Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.
PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups
A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001
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Has reproduction · 89
Evolution of Highly Repetitive Silk Genes in the Luna Moth, Actias luna.
PMID 41738778 · PMC12962854 · Genome biology and evolution · 2026 · 8 claims · 6 setups
Eight sericin genes were identified in the A. luna genome, including two clusters of closely related paralogs (serB-D and serE-G)
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Has reproduction · 67
Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators.
PMID 34680414 · PMC8533457 · Biomedicines · 2021 · 7 claims · 8 setups
A set of 15 TFs was identified as sepsis-specific master regulators of pediatric sepsis, dividing into two non-overlapping clusters.
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Has reproduction
Association between Arsenic Level, Gene Expression in Asian Population, and In Vitro Carcinogenic Bladder Tumor.
PMID 35039759 · PMC8760535 · Oxidative medicine and cellular longevity · 2022 · 8 claims · 5 setups
A unique set of 147 genes is associated with arsenic exposure and linked to molecular mechanisms of cancer.
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Has reproduction · 66
Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.
PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups
Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.
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Has reproduction · 90
A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.
PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups
A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.
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Full-text index only
Host-pathogen studies in the post-genomic era.
PMID 11178231 · PMC138846 · Genome biology · 2000 · 7 claims · 7 setups
DNA arrays have been used to study host and/or pathogen gene expression for four viruses (HCMV, HHV8, HIV-1, HPV31) and two bacteria (Listeria monocytogenes, Salmonella)