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 · 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 whole-blood signature (ITGB4, ITGA7, IFI27, FAM20A) discriminates any bacterial from nonbacterial ARI with cross-validated AUC = 0.90
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Has reproduction · 23
Partial correlation network analysis identifies coordinated gene expression within a regional cluster of COPD genome-wide association signals.
PMID 39418301 · PMC11521246 · PLoS computational biology · 2024 · 7 claims · 4 setups
COPD GWAS loci are more spatially clustered across the genome than expected by chance, with significant enrichment on chromosome 4q.
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Has reproduction · 90
A genome-wide association analysis identifies 16 novel susceptibility loci for carpal tunnel syndrome.
PMID 30833571 · PMC6399342 · Nature communications · 2019 · 8 claims · 8 setups
16 genome-wide significant susceptibility loci for CTS were identified in UK Biobank
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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 · 56
DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits.
PMID 31694669 · PMC6836538 · Genome biology · 2019 · 8 claims · 8 setups
DESE is a unified iterative framework that estimates driver tissues of complex diseases/traits from tissue-selective expression of GWAS-associated genes, and outputs prioritized susceptibility genes as a byproduct
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Has reproduction · 51
A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.
PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73
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Has reproduction
Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.
PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups
A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.
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Has reproduction · 96
Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.
PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups
Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.
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Has reproduction · 69
Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.
PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups
66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs
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Has reproduction · 50
Ancient gene duplicates in Gossypium (cotton) exhibit near-complete expression divergence.
PMID 24558256 · PMC3971588 · Genome biology and evolution · 2014 · 8 claims · 8 setups
Nearly all (99.4%) ancient paralog pairs in Gossypium raimondii are differentially expressed in at least one of three tissues (petal, leaf, seed), indicating massive, near-complete expression-level divergence.