Which signaling pathway and protein to selea to mitigate the patient's expected drug resistance?The number of possibilities facing the physician is massive,and the drug combination should fit the patient status.He...Which signaling pathway and protein to selea to mitigate the patient's expected drug resistance?The number of possibilities facing the physician is massive,and the drug combination should fit the patient status.Here,we briefly review current approaches and data and map an innovative patient-specific strategy to forecast drug resistance targets that centers on parallel(or redundant)proliferation pathways in specialized cells.It considers the availability of each protein in each pathway in the specific cell,its activating mutations,and the chromatin accessibility of its encoding gene.The construction of the resulting Proliferation Pathway Network Atlas will harness the emerging exascale computing and advanced artificial intelligence(Al)methods for therapeutic development.Merging the resulting set of targets,pathways,and proteins,with current strategies will augment the choice for the attending physicians to thwart resistance.展开更多
基金This project has been funded in whole or in part with federal funds from the National Cancer Institute,National Institutes of Health,under contract HHSN261200800001EThis research was supported[in part]by the Intramural Research Program of NIH,National Cancer Institute,Center for Cancer Research.
文摘Which signaling pathway and protein to selea to mitigate the patient's expected drug resistance?The number of possibilities facing the physician is massive,and the drug combination should fit the patient status.Here,we briefly review current approaches and data and map an innovative patient-specific strategy to forecast drug resistance targets that centers on parallel(or redundant)proliferation pathways in specialized cells.It considers the availability of each protein in each pathway in the specific cell,its activating mutations,and the chromatin accessibility of its encoding gene.The construction of the resulting Proliferation Pathway Network Atlas will harness the emerging exascale computing and advanced artificial intelligence(Al)methods for therapeutic development.Merging the resulting set of targets,pathways,and proteins,with current strategies will augment the choice for the attending physicians to thwart resistance.
