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).

• Hierarchical modeling of activation mechanisms in the ABL and EGFR kinase domains: thermodynamic and mechanistic catalysts of kinase activation by cancer mutations.

  PMID 19714203 · PMC2722018 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  Cancer mutations in ABL and EGFR activate kinases via a common multi-stage mechanism involving hydrophobic spine assembly, formation of a Src-like intermediate structure, and cooperative breakage/formation of characteristic salt bridges

  abl egfr abl-sh2-sh3 homology molecular stability

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Has reproduction · 75

  stDyer-image directly associates the image modality with predicted cluster labels rather than using images to enhance/impute gene expression data

  non-small morphology brain breast spatial image

• Genomic activation of the EGFR and HER2-neu genes in a significant proportion of invasive epithelial ovarian cancers.

  PMID 18182111 · PMC2266762 · BMC cancer · 2008 · 8 claims · 4 setups

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  No somatic mutations were found in the entire tyrosine kinase domain (exons 18-24) of EGFR or HER2-neu in 68 tissue samples from 52 ovarian cancer patients.

  invasive ovarian lung dgge immunohistochemistry fluorescence

• 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

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• Correlations of EGFR mutations and increases in EGFR and HER2 copy number to gefitinib response in a retrospective analysis of lung cancer patients.

  PMID 17626639 · PMC1952070 · BMC cancer · 2007 · 7 claims · 4 setups

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  EGFR mutations (exon 19 deletions, exon 21 L858R) did not correlate with gefitinib response in this cohort

  microdissected formalin-fixed archival clinical pcr fluorescence laser

• Discovering cancer genes by integrating network and functional properties.

  PMID 19765316 · PMC2758898 · BMC medical genomics · 2009 · 8 claims · 6 setups

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  Cancer genes have distinct PPI network topology (higher connectivity, higher clustering coefficient, shorter path length to known cancer genes) compared to non-cancer genes

  genes gene colon ppi pfam term

• Expression and mutation analysis of the discoidin domain receptors 1 and 2 in non-small cell lung carcinoma.

  PMID 17299390 · PMC2360060 · British journal of cancer · 2007 · 8 claims · 6 setups

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  DDR1 is significantly upregulated in NSCLC tumour tissue compared with matched normal lung tissue

  nsclc matched lung quantitative pcr genomic

• 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

• Failure to detect mutations in the retinoblastoma protein-binding domain of the transcription factor E2F-1 in human cancers.

  PMID 9045954 · PMC5921028 · Japanese journal of cancer research : Gann · 1996 · 4 claims · 6 setups

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  E2F-1 function is regulated by the RB protein through E2F-1's RB-binding domain, positioning E2F-1 downstream of RB

  lung pancreatic stomach colon pcr-sscp

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

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  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology

• Proteomic analysis of ovarian cancer cells reveals dynamic processes of protein secretion and shedding of extra-cellular domains.

  PMID 18560578 · PMC2409963 · PloS one · 2008 · 8 claims · 6 setups

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  Ovarian cancer cells exhibit extensive shedding of extra-cellular domains from cell surface proteins into the extracellular milieu.

  ovcar3 analysis lc-ms cell-surface silac

• Sequence and structure signatures of cancer mutation hotspots in protein kinases.

  PMID 19834613 · PMC2759519 · PloS one · 2009 · 8 claims · 6 setups

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  Developed CKMD (Composite Kinase Mutation Database), an integrated bioinformatics resource mapping genetic variation in protein kinase genes to sequence, structural, and functional data

  kinase common egfr autoinhibited database-driven structure-informed evolutionary

• Prioritization of candidate cancer genes--an aid to oncogenomic studies.

  PMID 18710882 · PMC2566894 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  Computational classifiers using combinations of protein conservation, gene structure, protein domains, protein interactions, and regulatory data can distinguish known cancer genes (CD/CR) from unlabelled human genes

  genes cancer interpro interactome averaged cross-validation domain

• Ethnic differences and functional analysis of MET mutations in lung cancer.

  PMID 19723643 · PMC2767337 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 7 setups

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  MET mutations identified in lung tumors are predominantly germline rather than somatic

  tumor established recombinant cos-7 pcr elisa-based apoptosis

• 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

• CD74 deficiency protects against doxorubicin cardiotoxicity through RRM2-mediated regulation of ferroptosis.

  PMID 42180553 · PMC13198236 · Acta pharmaceutica Sinica. B · 2026 · 8 claims · 8 setups

  Has reproduction · 29

  CD74 levels are elevated in plasma of DOX-exposed breast cancer patients and in DOX-challenged mouse hearts and cardiomyocytes

  plasma cd74− cardiomyocytes hearts elisa echocardiography cardiomyocyte

• CancerGenes: a gene selection resource for cancer genome projects.

  PMID 17088289 · PMC1781153 · Nucleic acids research · 2007 · 6 claims · 4 setups

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  CancerGenes is a gene list-centric web resource that combines expert-annotated gene lists with data from public databases (Entrez Gene, Ensembl BioMart, Kim et al. promoter data, Sanger COSMIC) to support gene selection for cancer re-sequencing projects.

  genes chip-on-chip literature entrez

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• Molecular markers for early detection of cervical neoplasia.

  PMID 15322318 · PMC3839269 · Disease markers · 2004 · 8 claims · 8 setups

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  HPV testing has very high negative predictive value but insufficient specificity as a stand-alone screening test, motivating the search for additional molecular markers of cervical neoplasia.

  serum plasma cervical elisa serum pcr

• Divide and conquer: progress in the molecular stratification of cancer.

  PMID 19718393 · PMC2730607 · Yonsei medical journal · 2009 · 8 claims · 8 setups

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  Cancers exhibit significant clinical, histopathologic, and molecular heterogeneity between individual patients

  breast nsclc colon early-stage immunohistochemistry gene comparative