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 · 50
Integrated drug resistance and leukemic stemness gene-expression scores predict outcomes in large cohort of over 3500 AML patients from 10 trials.
PMID 39090192 · PMC11294346 · NPJ precision oncology · 2024 · 7 claims · 6 setups
A 5-gene ADE-Resistance Score (ADE-RS5), derived via LASSO regression from 67 pharmacologically relevant genes, predicts MRD positivity, EFS and OS in pediatric AML.
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Full-text index only
Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.
PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups
RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample
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Has reproduction · 100
Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.
PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups
The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types
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Has reproduction · 49
Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.
PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups
S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort
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Has reproduction · 95
A systems-level analysis of the mutually antagonistic roles of RKIP and BACH1 in dynamics of cancer cell plasticity.
PMID 37963558 · PMC10645512 · Journal of the Royal Society, Interface · 2023 · 8 claims · 7 setups
RKIP and BACH1 are negatively correlated with each other across most cancer types in TCGA
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Has reproduction · 78
Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.
PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups
KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA
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Has reproduction · 40
Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.
PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts
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Has reproduction · 85
COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.
PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups
COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).
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Has reproduction · 20
Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.
PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups
AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats
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Has reproduction · 71
Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.
PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups
TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.
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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 · 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 · 60
A comparative analysis of blastoid models through single-cell transcriptomics.
PMID 39524369 · PMC11543915 · iScience · 2024 · 8 claims · 7 setups
EPSC-derived blastoids are transcriptomically distinct from nPSC-derived blastoids, with nPSC-blastoids clustering closer to natural blastocysts.
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Has reproduction · 50
Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.
PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups
Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.
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Has reproduction · 100
Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility.
PMID 33707641 · PMC7970949 · Scientific reports · 2021 · 8 claims · 8 setups
WGCNA on control human cervical spinal cord RNA-seq identifies 13 co-expression modules (SC.M1-M13), each representing distinct biological processes or cell types.
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Has reproduction · 78
Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.
PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups
Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely
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Has reproduction · 71
Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.
PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Two distinct RNA modification patterns exist among BCa samples with radically varying clinical outcomes and biological characteristics
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Has reproduction · 68
Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.
PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups
RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)