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 · 90
Transcriptomic data meta-analysis reveals common and injury model specific gene expression changes in the regenerating zebrafish heart.
PMID 37012284 · PMC10070245 · Scientific reports · 2023 · 7 claims · 8 setups
Batch correction using sequencing platform as the correcting variable (via Combat-Seq) removes technical variability so that samples cluster by injury condition rather than dataset origin.
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Has reproduction · 77
SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.
PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups
SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction
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Has reproduction · 100
Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.
PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups
The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types
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Has reproduction · 10
Gli1-expressing stromal cells are highly reparative precursors of long-lived chondroprogenitors in the fetal murine limb.
PMID 41253754 · PMC12627582 · Nature communications · 2025 · 7 claims · 8 setups
Fetal Gli1+ cells (including cells outside the cartilage) are the precursors of postnatal long-lived chondroprogenitors and give rise to most growth-plate chondrocytes juvenile/adult.