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).

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Single-cell transcriptomics reveals maturation of transplanted stem cell-derived retinal pigment epithelial cells toward native state.

  PMID 37339216 · PMC10293804 · Proceedings of the National Academy of Sciences of the United States of America · 2023 · 8 claims · 8 setups

  Has reproduction · 59

  Subretinally transplanted stem cell-derived RPE (ESC- and iPSC-derived) retain RPE identity and survive in vivo for at least 30 days in immunocompetent rabbit eyes

  hpsc-derived day esc dutch qrt-pcr immunofluorescence transepithelial

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• 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

• Mutations in dnaA and a cryptic interaction site increase drug resistance in Mycobacterium tuberculosis.

  PMID 33253310 · PMC7738170 · PLoS pathogens · 2020 · 7 claims · 8 setups

  Has reproduction · 98

  Non-synonymous mutations in dnaA are statistically associated with drug resistance (INH, RIF, SM) in clinical M. tuberculosis strains across two independent GWAS cohorts (China and Vietnam)

  clinical dnaa isogenic h37rv genome-wide structural deep-sequencing