Biomarkers and causal key drivers of phenotypic heterogeneity in peanut allergy
Biomarkers and causal key drivers of phenotypic heterogeneity in peanut allergy
批准号:
10415894
负责人:
Supinda Bunyavanich
金额:
$35.95万
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-06-06 至 2023-05-31
关键词:
3-DimensionalAcuteAddressAffectAllergicAllergic ReactionAllergy to peanutsAnaphylaxisAnxietyAreaAsthmaBayesian NetworkBindingBiological MarkersBiologyBlood specimenCaringChildClinicalComputational BiologyDataDecision TreesDetectionEnsureEpitopesFailureFoodFood HypersensitivityGene ExpressionGene Expression ProfileGene Expression ProfilingGenesGenetic VariationGenomicsGoalsHeterogeneityIgEIgG4ImmuneImpairmentIndividualKnowledgeLeadLeukocytesLinkMachine LearningMethodsNetwork-basedOralPathway AnalysisPathway interactionsPhenotypePredictive ValueProteinsProviderQuantitative Trait LociRNA SequencesReactionResearch PersonnelResourcesRestSamplingSeveritiesStressTimeTissue-Specific Gene ExpressionTranscriptUncertaintyUrticariaValidationWorkaccurate diagnosticsbasebiomarker developmentbiomarker panelcausal variantcohortdecision tree learningdesensitizationdiagnostic biomarkerdifferential expressionfood challengegenetic signaturelearning networkperipheral bloodpredictive markerpredictive testprospectiverandom forestresponsesuccesstooltranscriptometranscriptome sequencingtranscriptomics
中文摘要
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英文摘要
Biomarkers and causal key drivers of phenotypic heterogeneity in peanut allergy
PROJECT 3 SUMMARY / ABSTRACT
Unexpected allergic reactions to peanut are the most common cause of fatal food-related anaphylaxis. There is
currently no method to predict reaction thresholds for subjects with peanut allergy. Given two peanut allergic
subjects with similar clinical profiles, one may react with anaphylaxis to minute exposure while the other may
react with hives to larger amounts. The same individuals may have disparate responses to desensitization that
cannot be predicted. This heterogeneity in reaction threshold, reaction severity, and desensitization success is
crippling to peanut allergic individuals, whose lives are impaired by anxiety that small exposures could lead to
anaphylaxis at any time. Additionally, providers cannot offer early guidance whether resource-intensive
desensitization efforts will succeed. With peanut allergy now affecting 2-5% of US schoolchildren, these areas
of uncertainty stress the need to identify biomarkers of reaction threshold, reaction severity, and
desensitization potential. Based on our demonstrated work in biomarker development and integrative
genomics, we hypothesize that biomarkers and causal key drivers of phenotypic heterogeneity in peanut
allergy can be identified through integrated network-based examination of peripheral blood transcriptomes,
epitope-binding, and clinical parameters from peanut allergic subjects. We will study peanut allergic subjects
undergoing oral food challenges and desensitization to pursue three specific aims that address unmet needs in
peanut allergy care and knowledge. In Aim 1, we will identify a resting-state peripheral blood biomarker of
exquisitely sensitive (low threshold) peanut allergy by RNA-sequence profiling baseline peripheral blood from
low and high threshold peanut allergic children, differential gene expression analysis, machine learning, and
weighted gene coexpression network analysis. The predictive biomarker of reaction threshold identified will be
prospectively validated. In Aim 2, we will identify causal key drivers of peanut allergy severity. We will use
baseline and post-challenge RNAseq profiles, expression quantitative trait loci, epitope-binding scores, and
clinical variables to build the first probabilistic causal network specific to food allergy. We will apply key driver
analysis to this network to identify genes, epitopes, and clinical variables that causally modulate peanut
reaction severity. This information-rich, data-driven network will be shared with other investigators seeking to
elucidate mechanisms underlying peanut allergy. In Aim 3, we will identify an early-appearing peripheral blood
biomarker of peanut desensitization potential using samples obtained from subjects during desensitization,
leukocyte deconvolution, machine learning, and weighted gene coexpression network analysis. The results
from this project will directly address unmet needs in the management of peanut allergy by identifying
peripheral blood biomarkers that predict reaction threshold and desensitization potential in peanut allergic
individuals. The project will also further our mechanistic understanding of peanut allergy severity. Although we
focus on peanut allergy, we expect that many findings will be applicable to other food allergies.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Systems Biology of Early Atopy (SUNBEAM) Analysis and Bioinformatics Center
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批准号:10573523
-
项目类别:
-
资助金额:$364.99万
-
财政年份:2022
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负责人:Supinda Bunyavanich
-
依托单位:
Gut Microbiome Dynamics in Peanut Allergy
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批准号:9797739
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项目类别:
-
资助金额:$82.15万
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财政年份:2019
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负责人:Supinda Bunyavanich
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依托单位:
Gut Microbiome Dynamics in Peanut Allergy
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批准号:10452592
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项目类别:
-
资助金额:$82.97万
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财政年份:2019
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负责人:Supinda Bunyavanich
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依托单位:
Gut Microbiome Dynamics in Peanut Allergy
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批准号:10221469
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项目类别:
-
资助金额:$82.31万
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财政年份:2019
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负责人:Supinda Bunyavanich
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依托单位:
Administrative Core
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批准号:10635812
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项目类别:
-
资助金额:$0.13万
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财政年份:2018
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负责人:Supinda Bunyavanich
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依托单位:
Project 2: Innate Immune Pathways in Food-induced Anaphylaxis
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批准号:10635815
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项目类别:
-
资助金额:$5.16万
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财政年份:2018
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负责人:Supinda Bunyavanich
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依托单位:
Threshold, Severity, and Immunotherapy of Peanut Allergy
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批准号:10635811
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项目类别:
-
资助金额:$46.59万
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财政年份:2018
-
负责人:Supinda Bunyavanich
-
依托单位:
Project 1: Integrated Transcriptomics of Severity, Immunotherapy, and endotypes in Peanut Allergy
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批准号:10635814
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项目类别:
-
资助金额:$7.1万
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财政年份:2018
-
负责人:Supinda Bunyavanich
-
依托单位:
Nasal biomarkers of asthma
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批准号:9152652
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项目类别:
-
资助金额:$2.08万
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财政年份:2015
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负责人:Supinda Bunyavanich
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依托单位:
The Genetics and Genomics of Allergic Rhinitis
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批准号:8083690
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项目类别:
-
资助金额:$13.72万
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财政年份:2011
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负责人:Supinda Bunyavanich
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依托单位:
The Genetics and Genomics of Allergic Rhinitis
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批准号:8231288
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项目类别:
-
资助金额:$3.1万
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财政年份:2011
-
负责人:Supinda Bunyavanich
-
依托单位:
The Genetics and Genomics of Allergic Rhinitis
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批准号:8535350
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项目类别:
-
资助金额:$10.41万
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财政年份:2011
-
负责人:Supinda Bunyavanich
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依托单位:
The Genetics and Genomics of Allergic Rhinitis
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批准号:8468104
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项目类别:
-
资助金额:$13.03万
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财政年份:2011
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负责人:Supinda Bunyavanich
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依托单位:
The Genetics and Genomics of Allergic Rhinitis
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批准号:8658801
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项目类别:
-
资助金额:$13.03万
-
财政年份:2011
-
负责人:Supinda Bunyavanich
-
依托单位:
海外基金