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 · 52
Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity.
PMID 31980607 · PMC6981202 · Nature communications · 2020 · 6 claims · 4 setups
A meta-analysis (MetaMEx) of 66 published human skeletal muscle datasets reveals pathways selectively activated by inactivity, aerobic versus resistance, and acute versus chronic exercise training.
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Has reproduction · 64
Comparative profiling of skeletal muscle models reveals heterogeneity of transcriptome and metabolism.
PMID 31825657 · PMC7099524 · American journal of physiology. Cell physiology · 2020 · 8 claims · 8 setups
L6, C2C12, and primary human myotubes show substantial heterogeneity in transcriptomic and metabolic profiles
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Has reproduction · 88
Transcriptomic Data Meta-Analysis Sheds Light on High Light Response in Arabidopsis thaliana L.
PMID 35457273 · PMC9026532 · International journal of molecular sciences · 2022 · 7 claims · 6 setups
Meta-analysis of five transcriptomic experiments identified 1151 differentially expressed genes that compose a coordinated gene network responding to high light stress
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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 · 75
Transcriptomic analysis unravels the molecular response of Lonicera japonica leaves to chilling stress.
PMID 36618608 · PMC9815118 · Frontiers in plant science · 2022 · 8 claims · 8 setups
Chilling stress significantly alters the ratio of anthocyanins, chlorophylls, and carotenoids, causing leaf color to change from green to purple
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Has reproduction · 59
The motor neuron m6A repertoire governs neuronal homeostasis and FTO inhibition mitigates ALS symptom manifestation.
PMID 40307231 · PMC12043976 · Nature communications · 2025 · 8 claims · 8 setups
m6A hypomethylation (not hypermethylation) is consistently associated with ALS across patient iPSC-MNs, postmortem tissue, and independent transcriptomic datasets
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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 · 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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Has reproduction · 59
Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.
PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 8 claims · 8 setups
Key genes AR, AKT1, UBC, CDH1, SMAD3, ROR1, and ROR2 are associated with chemotherapy resistance and poor prognosis in metastatic breast cancer
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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 · 26
Integrating transcriptomic datasets across neurological disease identifies unique myeloid subpopulations driving disease-specific signatures.
PMID 36527260 · PMC10952672 · Glia · 2023 · 6 claims · 3 setups
The bulk microglial and monocyte transcriptomic program is highly contingent on the disease environment, challenging the notion of a universal microglial disease signature
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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 · 78
Disrupted PGR-B and ESR1 signaling underlies defective decidualization linked to severe preeclampsia.
PMID 34709177 · PMC8553341 · eLife · 2021 · 8 claims · 6 setups
A 120-gene transcriptomic fingerprint encoding defective decidualization is present in decidua of women who developed sPE in a prior pregnancy
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Has reproduction · 81
CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.
PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups
Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL
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Has reproduction · 84
TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.
PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 8 claims · 5 setups
TransOrGAN can infer transcriptomic profiles between any 2 of 9 rat organs with an average cosine similarity of 0.984 versus real profiles
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Has reproduction · 84
AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.
PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups
An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures
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Has reproduction · 67
Integrative analyses reveal signaling pathways underlying familial breast cancer susceptibility.
PMID 26969729 · PMC4812528 · Molecular systems biology · 2016 · 7 claims · 6 setups
Cell adhesion (cell-cell and cell-ECM) pathways are significantly and consistently dysregulated in women who develop familial breast cancer across multiple omic data types and tissues.
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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 · 88
Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.
PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups
APOBEC family genes are aberrantly expressed across cancers, with APOBEC3B the most consistently upregulated, and APOBEC3B/APOBEC3A are markedly altered in LUAD
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Has reproduction · 77
Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.
PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups
457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis