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 · 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 · 77
Representing and querying disease networks using graph databases.
PMID 27462371 · PMC4960687 · BioData mining · 2016 · 7 claims · 8 setups
Graph databases are well suited for representing biological information that is highly connected, semi-structured, and unpredictable.
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Has reproduction · 78
Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.
PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups
An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.
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Has reproduction · 90
pysradb: A Python package to query next-generation sequencing metadata and data from NCBI Sequence Read Archive.
PMID 31114675 · PMC6505635 · F1000Research · 2019 · 6 claims · 7 setups
pysradb provides a simple, user-friendly command-line interface for querying metadata and downloading datasets from SRA without requiring knowledge of a programming language.
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Has reproduction · 73
Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.
PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 7 setups
Probe-specific upper and lower thresholds for flagging aberrant DNA methylation can be derived from a reference database of >2,000 normal and tumour-adjacent normal samples spanning 25 tissue types.
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Has reproduction · 79
The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.
PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups
PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue
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Has reproduction · 71
Hyb: a bioinformatics pipeline for the analysis of CLASH (crosslinking, ligation and sequencing of hybrids) data.
PMID 24211736 · PMC3969109 · Methods (San Diego, Calif.) · 2014 · 8 claims · 6 setups
The 'hyb' pipeline detects, calls, folds and annotates chimeric reads from CLASH high-throughput sequencing data.
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Has reproduction · 81
Macrophages on the run: Exercise balances macrophage polarization for improved health.
PMID 39476967 · PMC11585839 · Molecular metabolism · 2024 · 8 claims · 7 setups
Immediate/acute exercise triggers an M1 (pro-inflammatory) macrophage polarization surge.
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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.