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).

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

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  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

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• 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

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

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

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• Stemming cancer: functional genomics of cancer stem cells in solid tumors.

  PMID 18561035 · PMC2758383 · Stem cell reviews · 2008 · 8 claims · 8 setups

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  Cancer stem cells are a minority tumor subpopulation that alone can maintain indefinite tumor growth, as shown by serial transplantation experiments

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• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

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  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

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• Fingerprinting cancer development.

  PMID 14694892 · PMC1241638 · Environmental health perspectives · 2003 · 8 claims · 6 setups

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  Protein microarrays can detect phosphoprotein fingerprints that identify early-stage cancer or monitor drug toxicity.

  prostate blood model genes microarray proteomic gene

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

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• Utilization of genomic signatures to identify phenotype-specific drugs.

  PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups

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  A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin

  nci-60 breast mda-mb-231 signature-drug gene signature

• A Plastic EMP1+ to LGR5+ Cell State Conversion as a Bypass to KRASG12D Pharmacologic Inhibition in Metastatic Colorectal Cancer.

  PMID 41128661 · PMC12877754 · Cancer discovery · 2026 · 8 claims · 8 setups

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  RMC-9945 exerts durable antitumor activity in early-stage liver metastasis but has diminished therapeutic effect in advanced metastatic disease

  aktp colorectal drug single-cell rnascope

• Rapid detection, cloning and molecular cytogenetic characterisation of sequences from an MRP-encoding amplicon by chromosome microdissection.

  PMID 8018546 · PMC2033297 · British journal of cancer · 1994 · 7 claims · 6 setups

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  Chromosome microdissection can be used to rapidly detect, clone and cytogenetically characterise amplified sequences from hsrs/dmins in drug-resistant cells

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• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• Molecular Biomarker of Drug Resistance Developed From Patient-Derived Organoids Predicts Survival of Colorectal Cancer Patients.

  PMID 35425715 · PMC9004628 · Frontiers in oncology · 2022 · 8 claims · 7 setups

  Has reproduction · 53

  Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)

  crc colorectal crcos crco organoid drug bulk

• Understanding the mechanisms of drug-associated interstitial lung disease.

  PMID 15340376 · PMC2750813 · British journal of cancer · 2004 · 8 claims · 7 setups

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  Apoptosis of alveolar/bronchial epithelial cells via Fas-FasL and mitochondrial (cytochrome c/caspase-9) pathways is a key mechanism underlying drug-, chemotherapy-, and radiation-associated lung injury and fibrosis

  bronchial lung swiss mice immunohistochemistry toxicology pulmonary

• A genomic approach to improve prognosis and predict therapeutic response in chronic lymphocytic leukemia.

  PMID 19861443 · PMC2783430 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 8 setups

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  A genomic signature derived from CLL patient leukemic cells significantly differentiates stable from progressive disease

  duke nci-60 mayo spanish gene cdna igvh

• Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.

  PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA

  cancer tcga-stad stomach ges1 rna-seq pearson gsva

• Genomics: applications in mechanism elucidation.

  PMID 19166886 · PMC2698023 · Advanced drug delivery reviews · 2009 · 8 claims · 8 setups

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  Genomic tools require no a priori knowledge of a compound's mode of action and can reveal biological pathways (metabolism, distribution, off-target effects) in addition to the precise mechanism of action.

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• Nitrosative stress-induced s-glutathionylation of protein disulfide isomerase leads to activation of the unfolded protein response.

  PMID 19773442 · PMC2756322 · Cancer research · 2009 · 7 claims · 8 setups

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  PABA/NO treatment causes S-glutathionylation (not S-nitrosylation) of PDI in cells and in vitro

  skov3 recombinant mtt daf-fm-da immunoprecipitation

• Functional restoration of BRCA2 protein by secondary BRCA2 mutations in BRCA2-mutated ovarian carcinoma.

  PMID 19654294 · PMC2754824 · Cancer research · 2009 · 8 claims · 7 setups

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  Secondary BRCA2 mutations restore BRCA2 protein/reading frame and thereby cause acquired platinum and PARP inhibitor resistance in BRCA2-mutated ovarian carcinoma

  ovarian peo1 v-c8-dr-gfp western brca2 crystal

• SNPs in cancer research and treatment.

  PMID 14970847 · PMC2410167 · British journal of cancer · 2004 · 8 claims · 8 setups

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  SNPs and haplotype-tagging SNPs (ht-SNPs) provide a resource for investigating genetic contributions to cancer susceptibility and outcome while reducing genotyping burden versus testing every SNP

  lung bladder colon prostate candidate snp-based haplotype