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).

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 4 setups

  Has reproduction

  DAGFormer, a graph-based domain adaptation framework integrating bulk and scRNA-seq data, predicts single-cell drug responses more accurately than existing methods.

  pan-can jhu006 pc9 a375 bulk scrna-seq

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes by a discriminative index (DI) score representing classification power for distinguishing given groups, enabling intuitive selection of optimal biomarker genes.

  tcga melanoma lung head bulk single-cell rna-seq

• Sox8 remodels the cranial ectoderm to generate the ear.

  PMID 35867760 · PMC9282420 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Sox8 sits at the top of a core transcriptional circuit (Sox8, Pax2, Lmx1a, Zbtb16) that determines otic identity

  chick bulk single-cell chipseq