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 · 80
MCPmed: a call for Model Context Protocol-enabled bioinformatics web services for LLM-driven discovery.
PMID 41729821 · PMC12927880 · Briefings in bioinformatics · 2026 · 6 claims · 3 setups
Adapting MCP to bioinformatics web server backends provides a standardized, machine-actionable semantic layer linking API endpoints to scientific concepts and metadata.
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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 · 8 claims · 5 setups
AOE integrates publicly available gene expression data from GEO, ArrayExpress, and GEA into a single searchable index.
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Has reproduction · 50
SMAC, a computational system to link literature, biomedical and expression data.
PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 7 claims · 6 setups
SMAC is a tool that extracts, prioritises, integrates and analyses biomedical literature and molecular data according to user-defined terms, linking PubMed and GEO.
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Has reproduction · 62
Gbdmr: identifying differentially methylated CpG regions in the human genome via generalized beta regressions.
PMID 38443825 · PMC10916021 · BMC bioinformatics · 2024 · 8 claims · 4 setups
gbdmr models DNA methylation levels of CpG sites using a generalized beta distribution instead of assuming normality as in linear-regression-based methods
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Full-text index only
Nucleosome deposition and DNA methylation at coding region boundaries.
PMID 19723310 · PMC2768978 · Genome biology · 2009 · 8 claims · 8 setups
Nucleosomes and DNA methylation form distinct peaks just downstream of the start codon and just upstream of the stop codon, marking both ends of protein coding units genome-wide.
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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 · 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 · 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
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Has reproduction · 53
Combining evidence of preferential gene-tissue relationships from multiple sources.
PMID 23950964 · PMC3741196 · PloS one · 2013 · 8 claims · 8 setups
A high-level integration approach combining three methods across four human microarray datasets, merged by consensus voting and a rule-based inner/total score, predicts preferentially expressed genes while reducing method- and study-specific bias.
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Full-text index only
DiRE: identifying distant regulatory elements of co-expressed genes.
PMID 18487623 · PMC2447744 · Nucleic acids research · 2008 · 8 claims · 4 setups
DiRE predicts distant regulatory elements by combining gene co-expression data, comparative genomics and TFBS profiles to determine TFBS-association signatures
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Has reproduction · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.
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Has reproduction · 82
SMAGEXP: a galaxy tool suite for transcriptomics data meta-analysis.
PMID 30698691 · PMC6354025 · GigaScience · 2019 · 8 claims · 5 setups
SMAGEXP integrates the metaMA and metaRNASeq R packages into Galaxy to provide a unified tool suite for transcriptomics meta-analysis.
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Has reproduction · 62
A curated collection of transcriptome datasets to investigate the molecular mechanisms of immunoglobulin E-mediated atopic diseases.
PMID 31290545 · PMC6616200 · Database : the journal of biological databases and curation · 2019 · 5 claims · 8 setups
A curated collection of 33 GEO transcriptome datasets relevant to IgE-mediated atopic diseases (allergies to primary immunodeficiencies) was assembled, encompassing 1860 transcriptome profiles.
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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 · 7 claims · 5 setups
Wide-Open is a general text-mining approach that automatically detects overdue datasets by scanning PubMed articles for dataset accession identifiers and querying repositories to determine if the datasets remain private.
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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 · 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 · 7 claims · 8 setups
GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression
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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 upregulated in OSCC/HNSCC compared to normal tissue.
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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 · 59
Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.
PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups
Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.
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Has reproduction · 41
Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.
PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups
A CPAN-index prognostic model built from 11 PANoptosis-related differentially expressed genes (CPAN_DEGs) stratifies CRC patients into high-risk and low-risk groups with distinct survival and immunophenotypes.