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
Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.
PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 5 setups
A 186-gene signature derived from six GEO transcriptomic datasets predicts nCRT response in LARC with AUC 0.80 in cross-validation
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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 · 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 · 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 · 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 · 59
Integrative network modeling reveals mechanisms underlying T cell exhaustion.
PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 6 setups
An integrative, literature-curated and data-driven gene regulatory network underlies CD8+ T cell exhaustion and accurately captures expression states in chronic infection and tumor settings.
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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
Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.
PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups
Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).
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Has reproduction · 32
Integrated analysis of post-transcriptional regulations reveals insights into acute myeloid leukemia.
PMID 41407883 · PMC12712020 · Communications biology · 2025 · 8 claims · 8 setups
PTRs are highly conserved across 44 AML samples and 30 different human tissues, indicating broadly conserved post-transcriptional mechanisms
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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 · 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 · 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 · 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 · 100
Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.
PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups
Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.
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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 · 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 · 8 setups
S100A3 is a robust candidate biomarker showing consistent discriminatory performance across the acute sleep deprivation training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort.
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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 · 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 · 75
Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.
PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups
AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles
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Has reproduction · 70
GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.
PMID 33758032 · PMC8547006 · mSystems · 2021 · 7 claims · 6 setups
GAUGE automatically annotates GEO microbial microarray and RNA-seq data sets, increasing the percentage amenable to analysis from 4% to 33%.