2023
A bedside to bench study of anti-PD-1, anti-CD40, and anti-CSF1R indicates that more is not necessarily better
Djureinovic D, Weiss S, Krykbaeva I, Qu R, Vathiotis I, Moutafi M, Zhang L, Perdigoto A, Wei W, Anderson G, Damsky W, Hurwitz M, Johnson B, Schoenfeld D, Mahajan A, Hsu F, Miller-Jensen K, Kluger Y, Sznol M, Kaech S, Bosenberg M, Jilaveanu L, Kluger H. A bedside to bench study of anti-PD-1, anti-CD40, and anti-CSF1R indicates that more is not necessarily better. Molecular Cancer 2023, 22: 182. PMID: 37964379, PMCID: PMC10644655, DOI: 10.1186/s12943-023-01884-x.Peer-Reviewed Original ResearchConceptsStable diseasePartial responseMacrophage populationsThree-drug regimenUnconfirmed partial responsePhase I trialLimited treatment optionsMonocyte/macrophage populationNon-classical monocytesMurine melanoma modelTreatment-related changesResultsThirteen patientsWorse survivalI trialInflammatory tumorPatient populationTreatment optionsImmune cellsDisease progressionMurine studiesPreclinical modelsResistant melanomaAntigen presentationMurine modelCyTOF analysis
2018
DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network
Katzman JL, Shaham U, Cloninger A, Bates J, Jiang T, Kluger Y. DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network. BMC Medical Research Methodology 2018, 18: 24. PMID: 29482517, PMCID: PMC5828433, DOI: 10.1186/s12874-018-0482-1.Peer-Reviewed Original ResearchConceptsDeep neural networksPersonalized treatment recommendationsTreatment recommendationsNeural networkTreatment optionsPatient covariatesRecommender systemsSurvival methodsCox proportional hazards modelDifferent treatment optionsProportional hazards modelSurvival modelsExtensive feature engineeringIndividual treatment recommendationsPrior medical knowledgeSet of patientsLinear Cox proportional hazards modelsPatient characteristicsClinical studiesPatient featuresSurvival timeFeature engineeringHazards modelArt survival modelsTreatment effectiveness