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 · 83
Public Omics Explorer (POE): Enabling integrative semantic search across GEO omics datasets based on PubMed publications.
PMID 41282419 · PMC12636342 · Computational and structural biotechnology journal · 2025 · 7 claims · 3 setups
POE performs literature-informed dataset retrieval by semantically linking GEO datasets and ENA records through associated PubMed publications
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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 · 7 claims · 8 setups
Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.
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Has reproduction
All of gene expression (AOE): An integrated index for public gene expression databases.
PMID 31978081 · PMC6980531 · PloS one · 2020 · 6 claims · 4 setups
ArrayExpress (AE) discontinued importing data from GEO in 2017, causing new GEO entries to become unavailable from AE
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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 · 75
An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.
PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups
GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO
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Has reproduction · 80
MCPmed: a call for Model Context Protocol-enabled bioinformatics web services for LLM-driven discovery.
PMID 41729821 · PMC12927880 · Briefings in bioinformatics · 2026 · 8 claims · 3 setups
Adapting MCP to bioinformatics web server backends provides a standardized, machine-actionable semantic layer that associates API endpoints with scientific concepts and metadata.
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Has reproduction · 74
Wide-Open: Accelerating public data release by automating detection of overdue datasets.
PMID 28594819 · PMC5464523 · PLoS biology · 2017 · 6 claims · 5 setups
A general text-mining + API-query approach (Wide-Open) can automatically identify datasets that are overdue for public release in a repository
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Has reproduction · 88
Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.
PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups
Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.
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Has reproduction · 73
GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.
PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups
GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.
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Has reproduction · 10
Effect of PAIP1 on the metastatic potential and prognostic significance in oral squamous cell carcinoma.
PMID 35153296 · PMC8841500 · International journal of oral science · 2022 · 8 claims · 8 setups
PAIP1 mRNA and protein levels are increased in OSCC/HNSCC tissues and cell lines compared to normal tissue/cells
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Has reproduction
D2H2: diabetes data and hypothesis hub.
PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 5 setups
D2H2 is a web portal hosting hundreds of curated, uniformly reprocessed diabetes-relevant transcriptomics datasets from GEO with per-study visualization, differential expression, and single-gene queries.
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Has reproduction · 80
Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.
PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups
WGCNA identified 214 key genes in the blue module most correlated with LUAD
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Has reproduction · 74
Evaluation of classification and forecasting methods on time series gene expression data.
PMID 33156855 · PMC7647064 · PloS one · 2020 · 8 claims · 4 setups
Deep learning based methods generally outperform traditional approaches for time series gene expression classification.
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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 · 66
Liver-specific paraoxonase-1 alleviates regulatory T cell-driven immunosuppression via metabolic reprogramming in hepatocellular carcinoma.
PMID 41387425 · PMC12701056 · Nature communications · 2025 · 8 claims · 8 setups
PON1 expression is downregulated in HCC tumor tissue and low PON1 is associated with worse prognosis
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Has reproduction · 80
Curation of over 10 000 transcriptomic studies to enable data reuse.
PMID 33599246 · PMC7904053 · Database : the journal of biological databases and curation · 2021 · 8 claims · 6 setups
Gemma is a curated database and bioinformatics system that addresses metadata, probe annotation, and expression data inconsistencies in GEO to enable transcriptomic data reuse
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Has reproduction · 68
Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.
PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups
GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance
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Has reproduction · 85
Integrated Analysis of Multiple Microarrays Based on Raw Data Identified Novel Gene Signatures in Recurrent Implantation Failure.
PMID 35197930 · PMC8859149 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups
Robust Rank Aggregation (RRA) can integrate DEG lists from multiple independent RIF microarray datasets to identify robust DEGs.
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Has reproduction · 92
Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.
PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 6 setups
MCF-7 cell lines and human breast cancer tissues show only minimal similarity in biological processes, though some fundamental functions like cell cycle are conserved.
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Has reproduction · 87
Identification of a novel lncRNA prognostic signature and analysis of functional lncRNA AC115619.1 in hepatocellular carcinoma.
PMID 37614318 · PMC10442647 · Frontiers in pharmacology · 2023 · 8 claims · 8 setups
A six-lncRNA prognostic signature (LINC02428, LINC02163, AC008549.1, AC115619.1, CASC9, LINC02362) predicts overall survival in HCC patients