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).
-
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
-
Has reproduction · 64
GeMI: interactive interface for transformer-based Genomic Metadata Integration.
PMID 35657113 · PMC9216561 · Database : the journal of biological databases and curation · 2022 · 8 claims · 5 setups
GeMI is a web tool that uses a fine-tuned GPT2 model to extract 15 structured key-value attributes from free-text GEO sample metadata.
-
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 · 6 setups
Approximately two-thirds of compiled HM450K samples are from blood, one-quarter from brain, and roughly one-third from cancer patients.
-
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.
-
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
-
Has reproduction · 99
The systematic assessment of completeness of public metadata accompanying omics studies in the Gene Expression Omnibus data repository.
PMID 40926267 · PMC12421755 · Genome biology · 2025 · 8 claims · 3 setups
Over 25% of critical metadata are omitted, with only 74.8% of relevant phenotypes available in publications or public repositories.
-
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.
-
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.
-
Has reproduction · 94
Manually curated transcriptomics data collection for toxicogenomic assessment of engineered nanomaterials.
PMID 33558569 · PMC7870661 · Scientific data · 2021 · 7 claims · 7 setups
A unified collection of 101 manually curated and homogenized transcriptomics datasets covering human, mouse, and rat ENM exposures in vitro and in vivo was compiled.