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).

• 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

  Has reproduction · 49

  S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort

  blood degs bulk single-gene gene

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

  Full-text index only

  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• The evolution of gene regulation in mammalian cerebellum development.

  PMID 41610256 · PMC7618896 · Science (New York, N.Y.) · 2026 · 8 claims · 8 setups

  Full-text index only

  Combined single-nucleus RNA-seq and ATAC-seq atlases of cerebellum development were generated/integrated across six mammals (human, bonobo, macaque, marmoset, mouse, opossum)

  developing opossum marmoset cultures single-nucleus bulk gene

• Multimodal epigenetic and enhancer network remodeling shape the transcriptional landscape of human beige adipocytes.

  PMID 41501500 · PMC12881478 · Communications biology · 2026 · 8 claims · 8 setups

  Full-text index only

  The white adipocyte transcriptional program is tightly linked to promoter-level modulation of H3K27ac and chromatin accessibility.

  adipose asc-derived white ascs bulk atac-seq chip-seq

• AXOLOTL: an accurate method for detecting aberrant gene expression in rare diseases using coexpression constraints.

  PMID 42083807 · PMC13198384 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  AXOLOTL is a novel ensemble outlier detection method that incorporates coexpression constraints to detect aberrant gene expression events in RNA expression matrices.

  gtex skin-derived skeletal ly111 bulk shap

• Machine and Deep Learning Reveal Sequence Determinants Encoding Bivalent Histone Modifications.

  PMID 41946881 · PMC13057473 · Communications biology · 2026 · 8 claims · 7 setups

  Full-text index only

  Bivalent domains have higher GC content and stronger evolutionary conservation than monovalent regions

  embryonic mesc random bivalent chip-seq rna-seq k-mer-based