2019
Toward Explainable Anticancer Compound Sensitivity Prediction via Multimodal Attention-Based Convolutional Encoders
Manica M, Oskooei A, Born J, Subramanian V, Sáez-Rodríguez J, Martínez M. Toward Explainable Anticancer Compound Sensitivity Prediction via Multimodal Attention-Based Convolutional Encoders. Molecular Pharmaceutics 2019, 16: 4797-4806. PMID: 31618586, DOI: 10.1021/acs.molpharmaceut.9b00520.Peer-Reviewed Original ResearchConceptsConvolutional encoderReceptor tyrosine kinasesProtein-protein interaction networkAttention-based encoderStructural similarity indexSelection of encodingDrug designDrug sensitivity predictionGene expression profilesIn silico predictionSensitivity predictionAttention weightsLeukemia cell linesSMILES sequencesInformative genesGene expression profiles of tumorsApoptotic processInteraction networkExpression profiles of tumorsBaseline modelIntracellular interactionsEncodingTyrosine kinaseDevelopment of personalized therapiesGenes
2016
Depletion of FOXM1 via MET Targeting Underlies Establishment of a DNA Damage–Induced Senescence Program in Gastric Cancer
Francica P, Nisa L, Aebersold D, Langer R, Bladt F, Blaukat A, Stroka D, Martínez M, Zimmer Y, Medová M. Depletion of FOXM1 via MET Targeting Underlies Establishment of a DNA Damage–Induced Senescence Program in Gastric Cancer. Clinical Cancer Research 2016, 22: 5322-5336. PMID: 27185371, DOI: 10.1158/1078-0432.ccr-15-2987.Peer-Reviewed Original ResearchConceptsDNA damage-induced senescenceMET inhibitionMET targetingGastric tumorsNegative regulator of senescenceHuman gastric cancer cell linesGastric cancer cell linesInfliction of DNA damageAberrant MET expressionEctopic expression of FoxM1Tumor tissue microarraysCopy number alterationsRegulation of senescenceMET receptor tyrosine kinaseDepletion of FOXM1Receptor tyrosine kinasesGastric tumor cellsExpression of FoxM1Cancer cell linesCancer Genome AtlasDownregulation of FoxM1Deregulated signalingDownstream effectorsNegative regulatorTumor radiosensitivity