grant

Deep Behavioral Phenotyping of Novel Zebrafish Epilepsy Models

Organization UNIVERSITY OF CALIFORNIA, SAN FRANCISCOLocation SAN FRANCISCO, UNITED STATESPosted 1 Jul 2024Deadline 30 Jun 2026
NIHUS FederalResearch GrantFY20243-D3-Dimensional3DAI systemAddressAnimal ModelAnimal Models and Related StudiesAnticonvulsant AgentAnticonvulsant DrugsAnticonvulsantsAnticonvulsive AgentsAnticonvulsive DrugsArtificial IntelligenceBehaviorBenchmarkingBest Practice AnalysisBlindedBrachydanio rerioBrain imagingCRISPRCRISPR approachCRISPR based approachCRISPR libraryCRISPR methodCRISPR methodologyCRISPR techniqueCRISPR technologyCRISPR toolsCRISPR-CAS-9CRISPR-based libraryCRISPR-based methodCRISPR-based techniqueCRISPR-based technologyCRISPR-based toolCRISPR/CAS approachCRISPR/Cas methodCRISPR/Cas systemCRISPR/Cas technologyCRISPR/Cas9CRISPR/Cas9 libraryCRISPR/Cas9 technologyCancersCardiovascular DiseasesCas nuclease technologyCausalityClinicClinicalClinical TrialsClustered Regularly Interspaced Short Palindromic RepeatsClustered Regularly Interspaced Short Palindromic Repeats approachClustered Regularly Interspaced Short Palindromic Repeats libraryClustered Regularly Interspaced Short Palindromic Repeats methodClustered Regularly Interspaced Short Palindromic Repeats methodologyClustered Regularly Interspaced Short Palindromic Repeats techniqueClustered Regularly Interspaced Short Palindromic Repeats technologyCommunitiesComplexComputer ReasoningComputer softwareConsumptionCoupledCouplingDNA AlterationDNA Sequence AlterationDNA mutationDanio rerioDiabetes MellitusDiagnosisDiseaseDisorderDrug ScreeningDrug TherapyDrugsEpilepsyEpileptic SeizuresEpilepticsEtiologyExhibitsGene ModifiedGenerationsGenesGeneticGenetic DiseasesGenetic mutationGoalsHumanHuman GeneticsIn VitroIn vivo analysisIndividualIntractable EpilepsyLaboratoriesLibrariesMachine IntelligenceMachine LearningMalignant NeoplasmsMalignant TumorMedicationMicroscopeMissionModelingModern ManMutant Strains MiceNAV1.6NINDSNaCh6National Institute of Neurological Diseases and StrokeNational Institute of Neurological Disorders and StrokeNatureNerve CellsNerve UnitNeural CellNeurocyteNeuronsOpticsPatientsPharmaceutical PreparationsPharmacotherapyPhenotypePopulationPublishingQOLQuality of lifeRefractory epilepsyResearchResistanceResolutionSCN8ASCN8A geneSeizure DisorderSeizuresSequence AlterationSoftwareSystemTechniquesTestingTherapeuticTimeUncertaintyVertebrate AnimalsVertebratesWorkZebra DanioZebra FishZebrafishbehavior phenotypebehavioral phenotypingbenchmarkbrain visualizationcardiovascular disordercausationchildhood epilepsyco-morbidco-morbiditycomorbiditydesigndesigningdevelop therapydiabetesdisease causationdoubtdravet syndromedrug candidatedrug developmentdrug discoverydrug repositioningdrug repurposingdrug treatmentdrug-resistant epilepsydrug/agenteffective therapyeffective treatmentepilepsiaepileptogenicexperiencegene functiongene modificationgenetic conditiongenetic disordergenetically modifiedgenomic alterationhigh resolution imaginghigh riskhigh-throughput drug screeningiPSC technologyimaging systemimprovedin vivo evaluationin vivo testinginduced pluripotent stem cell technologyinsightintervention developmentlead candidateloss of functionmachine based learningmachine learned algorithmmachine learning algorithmmachine learning based algorithmmalignancymodel of animalmouse mutantmultidisciplinarymutantneoplasm/cancerneural networkneurobehavioralneuronalnew drug treatmentsnew drugsnew pharmacological therapeuticnew therapeuticsnew therapynext generation therapeuticsnovelnovel drug treatmentsnovel drugsnovel pharmaco-therapeuticnovel pharmacological therapeuticnovel therapeuticsnovel therapyopticalpatient populationpediatric epilepsypre-clinicalpre-clinical therapyprecision medicineprecision-based medicinepreclinicalpreclinical therapyprogramsrepurposing agentrepurposing medicationresistantresolutionsscreeningscreeningsseizure drugseizure medicationsevere myoclonic epilepsy of infancysodium channel, voltage gated, type VIII, alpha subunitsuccesstherapy developmentthree dimensionaltooltreatment developmentvertebrata
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Full Description

Project Summary/Abstract
Patients diagnosed with genetic epilepsies suffer with severe seizures, neurobehavioral deficits and the

uncertainty of a lifetime with diminished quality-of-life. Epilepsy in this population remains poorly controlled

despite multiple antiseizure medications and is considered one of the greatest therapeutic challenges in the field.

Despite tremendous effort, there remains a crucial need to study these epilepsy conditions at a preclinical level

so we can identify new and safe drug treatments. Zebrafish mutants designed to represent these human genetic

conditions would provide valuable tools for elucidating basic disease mechanisms and drug discovery. As such,

we recently used CRISPR/Cas9 editing techniques to generate 37 different stable loss-of-function zebrafish

mutants representing a broad spectrum of these epilepsies (Griffin et al. 2021). In this R21 proposal, would

propose computational phenotyping of 12 different zebrafish mutants (arxa, cdkl5, chd2, depdc5, gabrb3,

gabrg2, gnao1, pnpo, pcdh19, scn8a, stxbp1b, and syngap1b) and initiation of a program for large-scale drug

screening. Using a recently developed high-resolution imaging system and machine learning based algorithms,

this proposal offers an unbiased approach to behavioral phenotyping and drug discovery. This first-of-its-kind

strategy could lead to a better understanding of a wide variety of currently intractable genetic epilepsies and new

drug candidates for patients suffering with these conditions.

Grant Number: 1R21NS138525-01
NIH Institute/Center: NIH

Principal Investigator: Scott Baraban

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