Leveraging multi-omics to maximize the scientific value of pediatric sepsis biorepository and advance patient endotyping
Leveraging multi-omics to maximize the scientific value of pediatric sepsis biorepository and advance patient endotyping
批准号:
10731811
负责人:
Mihir R Atreya
金额:
$24.16万
依托单位国家:
美国
项目类别:
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-08-05 至 2025-06-30
关键词:
AddressAffectAntibioticsBioinformaticsBiologicalBiologyBlood specimenCharacteristicsChildChildhoodClinicalClinical DataClinical TrialsCollectionCommunitiesCpG IslandsCritical IllnessCritically ill childrenDNADNA MethylationDNA methylation profilingDataData SetDatabasesDerivation procedureDevelopmentDimensionsDiseaseElectronic Health RecordEnsureEpigenetic ProcessEquityEvolutionFactor AnalysisFeasibility StudiesFoundationsFunctional disorderFundingFutureGene ExpressionGene Expression ProfilingGene Expression RegulationGenesGenetic TranscriptionHealthHumanImmune responseInfectionKnowledgeLaboratoriesLifeLinkMalignant Childhood NeoplasmMessenger RNAMethodologyMethodsMethylationModelingMolecularMorbidity - disease rateNational Institute of General Medical SciencesNatureOrganOutcomePathway interactionsPatient CarePatient-Focused OutcomesPatientsPatternPharmaceutical PreparationsPhasePhased Innovation AwardsPrecision therapeuticsProcessQuality ControlRNAReportingResearchResearch PersonnelRoleSamplingScientific Advances and AccomplishmentsSepsisSeptic ShockSeriesSpecimenSubgroupTestingTherapeuticTimeValidationWhole Bloodbead chipbiobankbiological heterogeneityclinically relevantclinically significantcohortdata integrationdisorder subtypeefficacious treatmentepigenomeepigenomicsgene regulatory networkimprovedmethylomemethylomicsmortalitymultiple omicsnovelpatient responsepatient subsetspediatric patientspediatric sepsisperformance testspower analysisprecision medicinepreventpublic health emergencyrepositoryscale upseptic patientssystemic inflammatory responsetargeted treatmenttranscriptometranscriptome sequencingtranscriptomicstreatment response
中文摘要
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英文摘要
Leveraging multi-omics to maximize the scientific value of pediatric sepsis biorepository and advance patient endotyping.
PROJECT SUMMARY:
Sepsis is major pediatric health problem and kills more children than cancer in the U.S each year. Primarily
driven by a dysfunctional host response to an infection, a subset of patients with persistent or progressive
multiple organ dysfunctions disproportionately contribute to sepsis morbidity and mortality. Yet, there are no
disease modifying therapies currently available beyond early antibiotics and organ support. Biological
heterogeneity among patients has significantly impeded scientific progress and advances in patient care.
Although precision medicine approaches have been used to begin to sift through patient-level differences, we
fundamentally lack a comprehensive understanding of disease mechanisms. Thus, there is a crucial need to
maximize the use of existing pediatric sepsis biorepositories to unravel causal pathways, facilitate rapid
identification of biologically relevant patient subclasses more likely to benefit from targeted therapies.
To bridge this gap, we seek to utilize state-of-the-art multi-omics approaches to explore the scientific value
of our vast collection of biospecimens from critically ill children with sepsis. While gene-expression profiling has
been used to identify biologically relevant endotypes, it is increasingly evident that interrogation of single layer
of molecular data is likely insufficient. Recent studies suggest that the epigenomic changes, including
differential DNA methylation at CpG islands, closely regulate gene-expression in human sepsis. Through this
phased innovation award, we seek to determine whether integrated analyses of methylomic and transcriptomic
datasets at scale can provide a comprehensive understanding of mechanisms and inform patient endotyping.
We further seek to determine whether clinical data linked with patient biospecimens can be used to predict
endotype membership, with operational implications for predictive enrichment in future clinical trials.
Milestone-driven developmental activities in the R21 phase will focus on stringent quality control of DNA
and RNA samples within our biorepository to determine suitability for high throughput methods. We will then
generate pilot DNA methylation profiling and RNA sequencing data for study planning and to demonstrate
feasibility of integrated analyses. In the R33 phase, we will scale efforts to generate robust methylomic and
transcriptomic datasets. We will leverage the bioinformatic capabilities of the investigator team to derive and
validate novel multi-omic endotypes and determine their clinical significance. Finally, we will develop a
classifier model to predict endotype membership using clinical data within the derivation cohort and test its
generalizability in a large electronic health record-based dataset of >15,000 critically ill children with sepsis and
multiple organ dysfunctions. Through the successful execution of this proposal, we seek to generate a rich
dataset to drive future mechanistic research in human sepsis and develop an actionable framework for rapid
and equitable identification of pediatric sepsis subclasses who may benefit from targeted sepsis therapeutics.
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会议论文
Establishment of a multi-center biobank of patient-specific induced pluripotent stem cells for pediatric sepsis research
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批准号:10649014
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项目类别:
-
资助金额:$21.57万
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财政年份:2023
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负责人:Mihir R Atreya
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依托单位:
海外基金