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).

• Cancer biomarker AKR1B10 and carbonyl metabolism.

  PMID 19028477 · PMC6193474 · Chemico-biological interactions · 2009 · 8 claims · 6 setups

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  AKR1B10 reduces the anticancer drug daunorubicin to daunorubicinol, decreasing its chemotherapeutic effectiveness

  recombinant fenofibrate enzyme sds-page x-ray

• 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

• scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning.

  PMID 41507436 · PMC12859067 · Communications biology · 2026 · 7 claims · 7 setups

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  scXDR outperforms seven methods that transfer drug response information from bulk RNA-seq to single-cell data, across all four evaluated scenarios

  single-cell scrna-seq scxdr gse117872 heterogeneous benchmarking type

• A single-step sequencing method for the identification of Mycobacterium tuberculosis complex species.

  PMID 18618024 · PMC2453075 · PLoS neglected tropical diseases · 2008 · 7 claims · 8 setups

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  ETR-D sequencing allows accurate, single-step identification of MTC species, circumventing the expensive polyphasic approach.

  mtc tuberculosis phenotypic pcr mptr

• Small molecule splicing modulators that disrupt O-GlcNAc homeostasis.

  PMID 41526361 · PMC12894984 · Nature communications · 2026 · 8 claims · 7 setups

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  Kinase inhibitors GSK690693 and Y-33075 act as splicing modulators that disrupt O-GlcNAc homeostasis by simultaneously downregulating both OGT and OGA

  hct116 recombinant hek293t high-content western udp-glo

• The use of neuroproteomics in drug abuse research.

  PMID 19926406 · PMC3947580 · Drug and alcohol dependence · 2010 · 8 claims · 8 setups

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  Neuroproteomic technologies (2D-DIGE, iTRAQ, ICAT, etc.) enable identification of protein-level changes underlying effects of drugs of abuse such as amphetamine, morphine, cocaine, and alcohol.

  rodent brain postmortem sectioned 2d-dige itraq heat

• Pharmacogenomic biomarkers.

  PMID 12364812 · PMC3850811 · Disease markers · 2002 · 8 claims · 8 setups

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  Development of a pharmacogenomic biomarker requires sequential steps: laboratory identification, retrospective confirmation in clinical samples, prospective clinical trial validation, and regulatory approval before patient stratification.

  populations population tumor breast genetic array immunohistochemistry

• Altered spin state equilibrium in the T309V mutant of cytochrome P450 2D6: a spectroscopic and computational study.

  PMID 17318599 · PMC1915625 · Journal of biological inorganic chemistry : JBIC : a publication of the Society of Biological Inorganic Chemistry · 2007 · 7 claims · 7 setups

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  The T309V mutation shifts the CYP2D6 heme spin equilibrium toward the six-coordinate low-spin (6cLS) state, decreasing the five-coordinate high-spin (5cHS) fraction relative to wild type.

  recombinant cyp2d6 computational resonance uv-vis sds-page

• KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.

  PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups

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  KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.

  diffuse-type liver renal anaplastic differential proteomic proteomics

• Epimutations driven by RNAi or heterochromatin evoke transient antimicrobial drug resistance in pathogenic Mucor fungi.

  PMID 41628159 · PMC12863538 · PLoS biology · 2026 · 8 claims · 8 setups

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  In M. bainieri, most (90%) FK506-resistant isolates are unstable/transient and revert to drug sensitivity without any detectable DNA mutation

  mucor fk506-resistant bainieri drug sanger serial

• 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

• 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

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• 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

• MrHAMER yields highly accurate single molecule viral sequences enabling analysis of intra-host evolution.

  PMID 33849057 · PMC8266615 · Nucleic acids research · 2021 · 8 claims · 7 setups

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  MrHAMER yields >1000s of viral genomes per sample at 99.9% accuracy

  psg3.1 transcribed double-stranded mrhamer transcription reverse mrhamer

• Distinct origins and niches determine the cellular responsiveness of CNS macrophages after repopulation.

  PMID 41851525 · PMC13132723 · Nature immunology · 2026 · 8 claims · 8 setups

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  Microglia repopulate rapidly and exclusively cell-autonomously from surviving microglia after CSF-1R inhibitor (BLZ945) depletion.

  brain cerebral cd11b+cd45int-hi leptomeninges flow confocal single-cell

• 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

• Illuminating cell states by a comprehensive and interpretable single cell foundation model.

  PMID 41839876 · PMC13139411 · Nature communications · 2026 · 6 claims · 6 setups

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  CellVQ, incorporating a Single-Cell Discretization (SCD) module that converts cell embeddings into a discrete 'cell code' via a unified codebook, mitigates data heterogeneity and batch effects while improving interpretability

  pancreas sampled bulk lines scrna-seq type property

• Transcriptomic and phenotypic convergence of neurodevelopmental disorder risk genes in vitro and in vivo.

  PMID 42032432 · PMC13156037 · Nature neuroscience · 2026 · 6 claims · 6 setups

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  Transcriptomic convergence following NDD gene knockout is highly cell-type-specific and strongest in mature glutamatergic neurons (iGLUTs)

  hipsc-derived gwas computational zebrafish single-cell immunofluorescence magma

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden