TREM2 Genotype-Informed Drug Repurposing and Combination Therapy Design for Alzheimers Disease
TREM2 Genotype-Informed Drug Repurposing and Combination Therapy Design for Alzheimers Disease
批准号:
10665664
负责人:
Feixiong Cheng
金额:
$81.74万
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-07-15 至 2027-03-31
关键词:
3-DimensionalAKT inhibitionAffectAfrican AmericanAgeAllelesAlzheimer&aposs DiseaseAlzheimer&aposs disease pathologyAlzheimer&aposs disease patientAlzheimer&aposs disease riskAlzheimer&aposs disease therapeuticAlzheimer&aposs disease therapyAmericanAmyloidAmyloid beta-ProteinAnti-Inflammatory AgentsAreaAsthmaAttentionBiologyBrainCell LineCell NucleusCellsCerebrumClinicClinicalClinical TrialsCombination Drug TherapyCombined Modality TherapyCommunicationComputersDataDatabasesDevelopmentDiseaseDisease OutcomeDisease ProgressionDisease associated microgliaDoseDrug CombinationsDrug ScreeningDrug TargetingDrug usageElectronic Health RecordGene TargetingGenerationsGenesGeneticGenetic TranscriptionGenomeGenomicsGenotypeHealth systemHumanHuman GeneticsImmuneIncidenceInflammationInflammatoryIntelligenceInterventionInvestigationKnock-in MouseKnowledge PortalLate Onset Alzheimer DiseaseLinkMachine LearningMedicineMethodologyMethodsMicrogliaMolecularMolecular TargetMusMutationNatureNerve DegenerationNetwork-basedNeurodegenerative DisordersNeurogliaNew York CityObservational StudyOrganoidsPathogenesisPatientsPenetrationPersonsPharmaceutical PreparationsPharmacoepidemiologyPharmacotherapyPlayPopulationProcessPropertyResearchRiskRoleSignal TransductionSourceSystemSystems BiologyTREM2 geneTauopathiesTestingToxic effectUnited StatesValidationVariantanalytical toolbench to bedsidebrain basedbrain endothelial cellcandidate identificationcell typeclinical efficacycohortdeep learningdrug candidatedrug discoverydrug repurposingdrug testingexperimental studyfluticasonegenome-widegenomic datahuman diseasein vitro Assayinduced pluripotent stem cellknowledge graphmetropolitanmolecular targeted therapiesmouse modelmultimodalitymultiple omicsmutantneuroinflammationnovelpharmacologicpopulation basedpreclinical efficacypreventrisk variantside effectsingle nucleus RNA-sequencingsuccesstargeted treatmenttau Proteinstherapy designtreatment effecttrial design
中文摘要
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英文摘要
PROJECT SUMMARY
The cumulative evidence indicates neuro-inflammation play crucial roles in Alzheimer’s disease (AD) and anti-
inflammatory agents (i.e., microglia-targeted therapies) show potential treatments for AD. The treatment
window for microglia-targeted therapies may at least be open later in AD due to the nature of microglial biology.
If amyloid-β is the trigger for AD, and tau is the executioner, then microglia are accelerators of disease
progression. Microglia-targeted approaches have a better chance of success in mild to moderate disease
compared to anti-amyloid therapies that have to prevent the trigger early in AD. Among the microglial genes,
triggering receptor expressed on myeloid cells 2 (TREM2) has received much attention because a hemizygous
R47H variant of TREM2 (TREM2R47H) increases the AD risk by 2-7 folds in various populations, including African
American. Our preliminary single-nucleus RNA-sequencing (snRNAseq) study identified disease-associated
microglia (DAM) with enhanced AD pro-inflammatory signatures (i.e., activation of Akt-signaling) associated with
the TREM2R47H variant and pharmacological Akt inhibition reversed the TREM2R47H induced inflammation,
showing proof-of-concept of TREM2R47H targeted drug discovery in AD. Using multimodal snRNAseq analysis,
we identified two approved anti-inflammatory asthma drugs (fluticasone and mometasone) that were predicted
to modulate DAM molecular networks are associated with a reduced incidence of AD in electronic health record
(EHR) data of 7 million patients. We therefore posit that understanding how the AD-linked mutations (i.e.,
TREM2R47H) enhance microglial toxicity could lead to understanding how microglia become maladaptive/toxic
and development of microglia-targeted therapeutic strategy for late-onset sporadic AD in general. This
application calls for novel microglia-targeted drug repurposing and combination therapies for AD using our
well-established multi-omics and deep learning-based EHR approaches, and functional observations in AD
patient-induced pluripotent stem cells (iPSCs), cerebral organoids, and mouse models, with three specific Aims.
Aim 1 will test the TREM2R47H informed microglia-targeted therapeutic hypothesis for identifying cell type-specific
molecular drivers/networks, repurposable drugs, and combination therapies for AD using multi-omics evidence
aggregation. These analyses will leverage our existing snRNAseq data (n = 24 TREM2R47H and n = 23 common
variant (CV)-TREM2 with matched age, AD pathology and APOE genotypes) and public genomic data from the
AD knowledge portal. Aim 2 will identify repurposable drugs and combination therapies using high-throughput
EHR-based hypothesis generation and sequential deep learning-based propensity score matching approaches.
We will leverage de-identified EHRs from the INSIGHT networks (~11 million patients across New York City’s 5
health systems and the greater metropolitan area). Aim 3 will screen, test and validate drugs using AD patient-
derived iPSC lines carrying TREM2R47H in conjunction with cerebral organoid and mouse models. The successful
completion of this project will offer a viable strategy to move AD drug repurposing from bench to bedside rapidly.
1
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科研奖励(0)
会议论文
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海外基金