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).

• GRIP-Lung: Generative Model of Response to Drug-Induced Perturbation in Lung Cancer.

  PMID 41977443 · PMC13072768 · International journal of molecular sciences · 2026 · 8 claims · 7 setups

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  GRIP-Lung, a GAN framework embedding cell-line identity and drug conditions, predicts drug-induced gene expression profiles in lung cancer cell lines

  lung nsclc a549 nci-60 bulk five-fold differential

• 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

• 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

• Midostaurin response in AML is shaped by a progenitor-like cell state selectively targeted by SMAC mimetics.

  PMID 41813823 · PMC12996285 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  A progenitor-like CD38+CD45RA+ leukemic cell population is associated with midostaurin resistance

  bm-mncs flt3mut drug ms-based rna-sequencing

• 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.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx

• 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

• ROR1-PI3K/AKT signaling drives adaptive resistance to cell cycle blockade in TP53 mutated ovarian cancer.

  PMID 41748546 · PMC13004963 · Cell death & disease · 2026 · 7 claims · 8 setups

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  A shared PI3K/AKT-regulated signaling node governs drug adaptation across all long-term resistant (lt-res) ADA and PTX models

  hgsoc kuramochi jhos2 parental long-term inducible overexpression

• 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

• Improved tagging strategy for protein identification in mammalian cells.

  PMID 16138932 · PMC1250225 · BMC genomics · 2005 · 7 claims · 7 setups

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  EGFP tagging via the artificial exon did not affect the subcellular localization of the tagged endogenous proteins

  osteosarcoma hos 293t lentiviral flow confocal

• Expression profiling of drug response--from genes to pathways.

  PMID 17117610 · PMC3181826 · Dialogues in clinical neuroscience · 2006 · 8 claims · 8 setups

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  Understanding individual response to a drug (efficacy/tolerability) is the major bottleneck in current drug development and clinical trials.

  blastocyst skin specified cortex pathway two-color microarray

• 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

• The HIV positive selection mutation database.

  PMID 17108357 · PMC1669717 · Nucleic acids research · 2007 · 8 claims · 5 setups

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  The database provides codon-level Ka/Ks selection pressure maps for HIV protease and the first 381 codons of RT, built from a novel ~50,000-sample clinical dataset.

  hiv-1 stanford codon-specific selection conditional

• 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

• DNA bar coding and pyrosequencing to identify rare HIV drug resistance mutations.

  PMID 17576693 · PMC1934997 · Nucleic acids research · 2007 · 6 claims · 7 setups

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  DNA bar coding combined with pyrosequencing allows parallel, deep characterization of drug resistance mutations across many HIV populations in a single experiment

  hiv pooled plasma pyrosequencing conventional rt-pcr

• 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

• Integrating complex genomic datasets and tumour cell sensitivity profiles to address a 'simple' question: which patients should get this drug?

  PMID 20003409 · PMC2799438 · BMC medicine · 2009 · 8 claims · 5 setups

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  A panel of 48 genomically characterized breast cancer cell lines can model patient tumour heterogeneity to identify biomarkers predicting response to PG-11047

  panel breast 250-gene candidate genome growth pathway

• Application of genomics to toxicology research.

  PMID 12634120 · PMC1241273 · Environmental health perspectives · 2002 · 8 claims · 3 setups

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  Toxic chemical exposures alter gene expression, producing a diagnostic transcriptional 'fingerprint' that can be matched against known toxicants to classify untested chemicals' toxic potential.

  yeast rodents rodent microarray proposed cross-species

• Activity of distinct growth factor receptor network components in breast tumors uncovers two biologically relevant subtypes.

  PMID 28446242 · PMC5406893 · Genome medicine · 2017 · 8 claims · 7 setups

  Has reproduction · 92

  Application of GFRN pathway signatures to breast tumor gene expression data identifies two discrete phenotypes: a 'survival phenotype' (concordant activation of HER2, IGF1R, AKT) and a 'growth phenotype' (concordant activation of EGFR, KRAS(G12V), RAF1, BAD)

  mammary tcga icbp43 hmecs rna-sequencing assign western

• A choreography of centrosomal mRNAs reveals a conserved localization mechanism involving active polysome transport.

  PMID 33649340 · PMC7921559 · Nature communications · 2021 · 7 claims · 8 setups

  Has reproduction · 96

  A systematic HT-smFISH screen of centrosomal protein-coding genes identifies a total of eight human mRNAs (PCNT, CEP350, BICD2, NIN, CCDC88C, ASPM, NUMA1, HMMR) that localize to centrosomes.

  hela hela-centrin1-gfp aspm high-throughput low-throughput time-lapse

• Genome-wide kinetic properties of transcriptional bursting in mouse embryonic stem cells.

  PMID 32596448 · PMC7299619 · Science advances · 2020 · 8 claims · 8 setups

  Has reproduction · 57

  Transcriptional bursting kinetics is regulated by a combination of promoter- and gene body-binding proteins, including the polycomb repressive complex 2 (PRC2) and transcription elongation factors

  cast knock-in mesc mescs single-cell single-molecule flow