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 · 100
miR-4478 Accelerates Nucleus Pulposus Cells Apoptosis Induced by Oxidative Stress by Targeting MTH1.
PMID 36130054 · PMC9897280 · Spine · 2023 · 7 claims · 8 setups
miR-4478 is upregulated in NP tissues from IVDD patients compared to controls
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Has reproduction · 80
Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.
PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups
A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence
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Has reproduction · 63
RummaGEO: Automatic mining of human and mouse gene sets from GEO.
PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups
RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO
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Has reproduction · 84
An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.
PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups
A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference
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Has reproduction · 73
Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.
PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups
Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.
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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 · 79
TGF-β-mediated activation of fibroblasts in cervical cancer: implications for tumor microenvironment and prognosis.
PMID 40124621 · PMC11929507 · PeerJ · 2025 · 8 claims · 8 setups
TGF-β signaling pathway activity is significantly increased in fibroblasts from cervical cancer samples compared to normal samples and correlates with tumor proliferation and differentiation.
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Has reproduction · 50
Inflammatory Bone Marrow Mesenchymal Stem Cells in Multiple Myeloma: Transcriptional Signature and In Vitro Modeling.
PMID 37958322 · PMC10650304 · Cancers · 2023 · 8 claims · 8 setups
A 279-gene 'iMSC signature' is upregulated in BM MSCs from MM patients compared to healthy donors, identified by reanalysis of single-cell RNA-seq data.
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Has reproduction · 90
Multi-omic identification of perineurial hyperplasia and lipid-associated nerve macrophages in human polyneuropathies.
PMID 40849297 · PMC12375038 · Nature communications · 2025 · 8 claims · 8 setups
Multi-omic profiling (snRNA-seq + spatial transcriptomics) of human sural nerves identifies novel cell type markers (MLIP in mySC; GRIK3, PRIMA1 in nmSC; CXCL14 in periC) not previously described in rodent or human literature
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Has reproduction · 86
Screening of core genes prognostic for sepsis and construction of a ceRNA regulatory network.
PMID 36855106 · PMC9976425 · BMC medical genomics · 2023 · 8 claims · 7 setups
RNA-seq of peripheral blood from 23 sepsis patients and 10 healthy controls identifies 1,044 DEmRNAs, 66 DEmiRNAs and 155 DElncRNAs.
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Has reproduction · 71
Artificial intelligence-guided discovery of gastric cancer continuum.
PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups
A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples
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Has reproduction · 71
Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.
PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 8 claims · 8 setups
Mitophagy-related genes associated with immune infiltration have diagnostic/prognostic significance in ALS
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Has reproduction · 95
Mouse-Geneformer: A deep learning model for mouse single-cell transcriptome and its cross-species utility.
PMID 40106407 · PMC11964219 · PLoS genetics · 2025 · 7 claims · 6 setups
Mouse-Geneformer, a Transformer Encoder model pre-trained via masked-token self-supervised learning on mouse-Genecorpus-20M, was successfully constructed following the original human Geneformer architecture.
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Has reproduction · 55
Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.
PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups
Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.
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Has reproduction · 75
Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.
PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups
CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages
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Has reproduction · 68
Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.
PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups
CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model
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Has reproduction · 75
Integrative analysis reveals chemokines CCL2 and CXCL5 mediated shear stress-induced aortic dissection formation.
PMID 38163105 · PMC10757018 · Heliyon · 2024 · 8 claims · 8 setups
Integration of three AD RNA-seq datasets identifies 150 common DEGs (100 down-regulated, 50 up-regulated) enriched for blood vessel morphogenesis, muscle structure/tissue development, and chemotaxis.
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Has reproduction · 71
Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.
PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 6 claims · 8 setups
109 shared genes were identified between HIV-1- and PAH-associated WGCNA modules
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Has reproduction · 83
Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.
PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups
188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways
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Has reproduction · 50
The molecular landscape of sepsis severity in infants: enhanced coagulation, innate immunity, and T cell repression.
PMID 38817614 · PMC11137207 · Frontiers in immunology · 2024 · 8 claims · 8 setups
Only two of seven published sepsis gene signatures (derived from adult/pediatric/geriatric cohorts) showed good concordance (>80% accuracy) when applied to infant sepsis, showing limited generalizability of non-infant signatures.