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).

• Machine learning-predicted chromatin organization landscape across pediatric tumors.

  PMID 41904260 · PMC13039956 · Scientific reports · 2026 · 8 claims · 5 setups

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  SuPreMo-Akita (built on the Akita CNN) enables systematic in silico prediction of somatic SV effects on 3D genome folding across large SV cohorts where experimental testing is infeasible

  somatic per-sample tumor paired mutagenesis dimensionality h3k27ac

• Endogenous retroviruses mediate transcriptional rewiring in response to oncogenic signaling in colorectal cancer.

  PMID 39018396 · PMC466953 · Science advances · 2024 · 8 claims · 8 setups

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  Primate-specific ERVs are a rich source of enhancers displaying cancer-specific activity across multiple tumor types

  cancer hct116 tcga colorectal atac-seq chip-seq bulk

• The evolution of gene regulation in mammalian cerebellum development.

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

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  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

• Inherited resilience to clonal hematopoiesis by modifying stem cell RNA regulation.

  PMID 41477881 · PMC12850507 · Science (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  A haplotype at the 17q22 locus, tagged by the noncoding variant rs17834140-T, is a causal protective variant against CHIP and myeloid malignancies

  population hspcs cd34+cd45ra-cd90+ heterozygous gwas atac-seq crispr

• 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

• 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