Finding combinatorial drug repositioning therapy for Alzheimer's disease and related dementias
Finding combinatorial drug repositioning therapy for Alzheimer's disease and related dementias
批准号:
10615684
负责人:
Xiaoqian Jiang
金额:
$65.67万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
未结题
起止时间:
2020-04-01 至 2025-03-31
关键词:
AdoptionAlgorithmsAlzheimer&aposs DiseaseAlzheimer&aposs disease modelAlzheimer&aposs disease related dementiaAlzheimer&aposs disease therapyBig DataBiologicalBiological MarkersBiologyCell modelCellsClientClinicalCombination Drug TherapyComplexComputer ModelsDataDatabasesDementiaDevelopmentDiseaseDrug CombinationsDrug ModelingsDrug TargetingDrug resistanceElectronic Health RecordFingerprintGenesHealthcareInformaticsInfrastructureInvestmentsJointsKnowledgeLiteratureMethodsModelingMolecularMusNeurodegenerative DisordersOntologyOutcomePathway interactionsPatientsPharmaceutical PreparationsPharmacogenomicsPharmacologyPharmacotherapyPhenotypePhilosophyPopulationPositioning AttributePreventionProcessProtective AgentsProteinsResearchResourcesRiskSideSignal PathwaySourceSpeedTestingToxic effectValidationbig biomedical datacare burdencombinatorialdrug candidatedrug discoveryeffective therapyefficacy validationexperimental studygene interactiongraph neural networkin silicoin vitro Modelin vivoinnovationknowledgebasemultimodalityneuropathologynovelnovel drug combinationnovel therapeuticsopen sourcescreeningside effectsimulationsoftware developmenttooluser-friendly
中文摘要
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英文摘要
PROJECT SUMMARY
AD/ADRD are highly complex diseases characterized by distinct molecular pathways and neuropathological
phenotypes. Unfortunately, the treatment remains at best modestly effective and no new drugs have been
approved since 2003. Combinatorial drug therapy for AD/ADRD treatment has not been intensively studied but
it is highly promising. We hypothesize that finding repositioned drug combinations through innovative
exploration of big data may uncover effective AD/ADRD treatments, with implicit advantages in overcoming
drug resistance and targeting multiple biomarkers. We will combine big biomedical data from complementary
sources, novel and advanced informatics models, clinical domain expertise, as well as biology knowledge and
validation into a coherent framework to tackle AD/ADRD with potential combinatorial drug therapies. In an
exponentially larger and more challenging space of combinatorial drug therapy, opportunities are also
exponentially larger when compared with traditional single-drug models but many computational challenges
need to be carefully handled. We will develop multiple computational models under two philosophical
umbrellas, with focuses on quantifiable screening and biological understanding. Our findings will be validated
with biological experiments from cell to mouse. If successful, we will significantly advance AD/ADRD research
and benefit patients with safe and effective treatment.
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