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).

• Workflow sharing with automated metadata validation and test execution to improve the reusability of published workflows.

  PMID 36810800 · PMC9944229 · GigaScience · 2022 · 8 claims · 2 setups

  Has reproduction · 50

  Yevis is a system that builds a workflow registry with automated metadata validation and test execution before publication.

  workflow workflows feature proof-of-concept

• Tourmaline: A containerized workflow for rapid and iterable amplicon sequence analysis using QIIME 2 and Snakemake.

  PMID 35902092 · PMC9334028 · GigaScience · 2022 · 8 claims · 1 setups

  Has reproduction · 61

  Tourmaline is a Python-based workflow that implements QIIME 2 using the Snakemake workflow management system to automate amplicon sequence analysis.

  bacterial 16s

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein