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
Pre-implantation embryo metabolism identified by PEMA reveals endogenous lactate insufficiency contributes to pre-implantation development arrest.
PMID 42272466 · PMC13247451 · Fundamental research · 2026 · 6 claims · 7 setups
PEMA, a computational tool that weights metabolic reactions using Ribo-seq data combined with RNA-seq-derived flux balance analysis, can characterize metabolic states of human and mouse pre-implantation embryos more precisely than existing methods like Compass.
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Has reproduction · 100
Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.
PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups
A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.
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Has reproduction · 61
miEAA 2.0: integrating multi-species microRNA enrichment analysis and workflow management systems.
PMID 32374865 · PMC7319446 · Nucleic acids research · 2020 · 8 claims · 5 setups
miEAA 2.0 extends miRNA enrichment analysis to ten species (previously only Homo sapiens), accepting both precursor and mature miRNA input.
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Has reproduction · 84
Tbx5 drives Aldh1a2 expression to regulate a RA-Hedgehog-Wnt gene regulatory network coordinating cardiopulmonary development.
PMID 34643182 · PMC8555986 · eLife · 2021 · 7 claims · 8 setups
Tbx5 directly maintains Aldh1a2 expression in the foregut lateral plate mesoderm via an evolutionarily conserved intronic enhancer
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Has reproduction · 71
Transcriptome and machine learning analysis of the impact of COVID-19 on mitochondria and multiorgan damage.
PMID 38295140 · PMC10830027 · PloS one · 2024 · 6 claims · 7 setups
Potential cardiac, hepatic, and renal impairments in COVID-19 are associated with ACE2, inflammatory cytokine storms, and mitochondrial pathways.
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Has reproduction · 75
Cross-species comparative hippocampal transcriptomics in Alzheimer's disease.
PMID 38292167 · PMC10824791 · iScience · 2024 · 8 claims · 8 setups
The three mouse models (5xFAD, APP/PS1, hAβ-KI) share more DEGs and GOBP terms with LOAD than with EOAD patients
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Has reproduction · 67
Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.
PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 6 setups
PSPred-ALE outperforms state-of-the-art SARS-CoV-2 phosphorylation site predictors (e.g. DeepIPs) and handcrafted feature-based methods in benchmarking comparisons
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Has reproduction · 68
Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.
PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups
CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model
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Has reproduction · 49
Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.
PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups
S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort