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).

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

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  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• NELF prevents transcriptional readthrough into DNA replication zones in cancer cells.

  PMID 41721097 · PMC13076867 · EMBO reports · 2026 · 8 claims · 8 setups

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  NELFCD transcript and NELF subunit protein levels are significantly upregulated in colorectal tumors (COAD/READ) relative to normal tissue

  gtex nelf-c-aid spt4-aid parental rna-seq western growth

• bayesReact: expression-coupled regulatory motif analysis detects microRNA activity across cancers, tissues, and at the single-cell level.

  PMID 41657247 · PMC12884093 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  bayesReact is a novel fully Bayesian generative model for inferring regulatory motif (e.g., miRNA) activity from bulk or single-cell expression data

  tcga gtex stem embryonic paired semi-synthetic single-cell

• Alternative splicing-triggered mRNA decay informs splice-switching targets for neurodevelopmental disorders.

  PMID 41678398 · PMC13078869 · The Journal of clinical investigation · 2026 · 7 claims · 12 setups

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  EANMD, a new computational tool, identifies AS-NMD exons using the 50 nt rule plus additional transcript-level features and outperforms existing tools (SpliceTools, NMD Classifier)

  neuro2a embryonic e14.5 cortical rna-seq pacbio rt-pcr

• Involvement of N4BP2L1, PLEKHA4, and BEGAIN genes in breast cancer and muscle cell development.

  PMID 38859961 · PMC11163233 · Frontiers in cell and developmental biology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  N4BP2L1, PLEKHA4, and BEGAIN, normally highly expressed in breast myoepithelial and smooth muscle cells, are significantly downregulated in breast tumor tissue of a 50-patient cohort

  breast paired embryonic hesc-derived bulk rt-qpcr immunofluorescence