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).

• Uncertainty-aware genomic deep learning with knowledge distillation.

  PMID 41523993 · PMC12779563 · NPJ artificial intelligence · 2026 · 7 claims · 6 setups

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  DEGU distills an ensemble of teacher DNNs into a single student model by jointly predicting the ensemble mean and the variability (epistemic uncertainty) across ensemble predictions.

  drosophila k562 deepstarr starr-seq starr-seq-derived lentimpra base-resolution

• Single duplex DNA sequencing with CODEC detects mutations with high sensitivity.

  PMID 37106072 · PMC10181940 · Nature genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 78

  CODEC concatenates both strands of an original DNA duplex into a single NGS read pair via an adapter quadruplex and strand-displacing extension, enabling single-duplex resolution

  cfdna na12878 genomic sperm targeted whole-genome whole-exome

• Manual validation finds ultra-long-read sequencing best enables faithful, population-level structural variant calling in Drosophila melanogaster euchromatin with nanopore.

  PMID 41806374 · PMC13148403 · G3 (Bethesda, Md.) · 2026 · 8 claims · 5 setups

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  Only ultra-long long-reads (N50 > 50 kb) are capable of accurately calling structural variants of any size in D. melanogaster euchromatin

  inbred downsampled aligned putative ont illumina novo

• SnakeAltPromoter Facilitates Differential Alternative Promoter Analysis.

  PMID 41993886 · PMC13082578 · Computational and structural biotechnology journal · 2026 · 6 claims · 6 setups

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  SnakeAltPromoter is the first unified, reproducible Snakemake workflow that automates alternative promoter analysis from raw RNA-seq data using 3 complementary methods (ProActiv, Salmon, DEXSeq)

  heart brain gm12878 simulated bulk cage rna-seq