2021
Can Systems Biology Advance Clinical Precision Oncology?
Rocca A, Kholodenko B. Can Systems Biology Advance Clinical Precision Oncology? Cancers 2021, 13: 6312. PMID: 34944932, PMCID: PMC8699328, DOI: 10.3390/cancers13246312.Peer-Reviewed Original ResearchSignal transduction networksSystems biology studiesGenotype-phenotype relationshipsTransduction networksSystems biology modelsSystems biologyBiological processesEnvironmental perturbationsBiology studiesCancer mutationsNetwork reconstructionPrecision oncologyBiology modelsTumor molecular alterationsBiological systemsArray of techniquesMolecular alterationsIndividual cancer patientsOncological researchBiologyValuable toolMutationsTherapeutic treatment
2017
Performance of objective functions and optimisation procedures for parameter estimation in system biology models
Degasperi A, Fey D, Kholodenko BN. Performance of objective functions and optimisation procedures for parameter estimation in system biology models. Npj Systems Biology And Applications 2017, 3: 20. PMID: 28804640, PMCID: PMC5548920, DOI: 10.1038/s41540-017-0023-2.Peer-Reviewed Original ResearchUnknown parametersObjective functionParameter estimationLarge dynamic modelsSpeed of convergenceMathematical modellingSystems biology modelsSimulation approachParameter spaceDynamic systemsOptimization algorithmOptimization procedureParameter estimatesNumber of directionsBiology modelsDynamic modelConvergenceReasonable amountScaling factorsSimulationsAlgorithmApproach increasesNumerous parametersEstimationParameters