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 · 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 · 85
Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.
PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups
Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.
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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 · 88
From bud formation to flowering: transcriptomic state defines the cherry developmental phases of sweet cherry bud dormancy.
PMID 31830909 · PMC6909552 · BMC genomics · 2019 · 8 claims · 7 setups
Flower buds in organogenesis, paradormancy, endodormancy and ecodormancy stages are each defined by expression of genes in specific pathways, and the transcriptional state accurately captures the dormancy state.
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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 in NSCLC show 111 upregulated and 108 downregulated genes versus non-cancer control platelets, enriched in ECM interaction, cytoskeleton, immune signaling, and platelet activation pathways.
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Has reproduction · 75
Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.
PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 7 claims · 5 setups
Short- and long-term HL responses in Arabidopsis leaves are driven by distinct transcriptional programs, with duration of HL treatment as the primary factor separating transcriptomic clusters.
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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 · 64
Integrated multi-omics analysis combined with clinical validation reveals that HLA-DRB5 and ODAPH are causal risk genes for keratoconus.
PMID 41803193 · PMC13179358 · Scientific reports · 2026 · 7 claims · 8 setups
HLA-DRB5 and ODAPH are causal risk genes for keratoconus, supported by SMR and Bayesian colocalization (HLA-DRB5 PP4=0.844, SMR p=0.001, OR=1.768; ODAPH PP4=1.0, SMR p=0.013, OR=202.851).
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Has reproduction · 51
Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.
PMID 32542016 · PMC7295234 · PloS one · 2020 · 6 claims · 8 setups
Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC versus normal liver at mRNA and protein levels
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Has reproduction · 71
Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.
PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 7 claims · 7 setups
AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics
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Has reproduction · 77
Representing and querying disease networks using graph databases.
PMID 27462371 · PMC4960687 · BioData mining · 2016 · 7 claims · 8 setups
Graph databases are well suited for representing biological information that is highly connected, semi-structured, and unpredictable.