Predictive modeling of acute rejection in pediatric heart transplant recipients
Predictive modeling of acute rejection in pediatric heart transplant recipients
批准号:
10666409
负责人:
BRUCE M. DAMON
金额:
$66.62万
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 2027-06-30
关键词:
AcuteAddressAdoptionAlgorithmsAnxietyBiological MarkersBiopsyBloodBlood TestsBlood VesselsCardiacCardiac Catheterization ProceduresCardiomyopathiesCardiovascular systemCaringCatheterizationCause of DeathCell FractionChildhoodClinicalClinical TrialsCollaborationsComplicationCost AnalysisDataDiagnosisDiseaseEdemaEligibility DeterminationEnsureExclusionFamily memberFrequenciesGoalsGrantHealth Care CostsHealthcare SystemsHeart TransplantationHistologicImageImage AnalysisImmunosuppressionImpairmentInflammationInjuryLeftMagnetic ResonanceMapsMeasurementMeasuresMethodsMicroRNAsModelingMorbidity - disease rateMulticenter StudiesMyocardialMyocardiumNon-Invasive DetectionPathologicPatientsPatternPediatric ResearchPerforationPhysiologicalPopulationPredictive ValuePreparationProbabilityPropertyQuality of lifeRadiationResolutionRiskRisk ReductionSamplingSedation procedureSeveritiesSocietiesSpecificitySystemTestingTextureTissuesTransplant RecipientsUnited StatesVentricularWorkanesthesia complicationcardiac magnetic resonance imagingcell free DNAclinical decision-makingclinical practicecoronary fibrosiscostcost efficientdetection methodextracellulargraft dysfunctionimaging scientistimaging studyimprovedinnovationinsightinterestmagnetic resonance imaging biomarkermortalityparametric imagingpediatric patientspost-transplantpredictive modelingprospectivescreeningstandard of care
中文摘要
点击翻译按钮获取中文摘要
英文摘要
PROJECT SUMMARY/ABSTRACT
Despite significant advances in the care of pediatric heart transplant (PHTx) patients, acute rejection (AR)
remains one of the leading causes of death. Cardiac catheterization with endomyocardial biopsy (biopsy) is the
standard of care for diagnosing AR and is performed when there is a clinical suspicion for AR or during routine
surveillance. Unfortunately, biopsy is invasive and associated with potential risks, including: complications from
anesthesia or sedation, valve damage, injury to the conduction system, vascular damage or occlusion, and
cardiac perforation. These potential complications are magnified in the pediatric population. Non-invasive
methods of detecting AR, such as blood biomarkers and cardiac magnetic resonance imaging (CMR), could
decrease the frequency of biopsy. Blood biomarkers, such has donor fraction cell-free DNA and microRNA,
have shown potential for diagnosis of AR but have not yet gained widespread adoption in PHTx. Advanced
CMR parametric mapping sequences quantify myocardial fibrosis and edema, and our preliminary data
suggest a potential for these sequences to diagnose AR. While CMR parametric mapping has significant
promise, focusing simply on the average properties across an entire left ventricular plane or region ignores the
spatial patterns of disease, resulting in a loss of information and an impaired ability to use the imaging data to
direct care. Here we propose advanced image analysis methods that are more granular than plane analysis,
including texture analysis, as a means for objectively analyzing different patterns of myocardial disease and
developing predictive models that would allow improved clinical decision making. The central hypothesis of this
grant is that non-invasive cardiac magnetic resonance and blood biomarkers can detect myocardial
abnormalities consistent with acute rejection in pediatric heart transplant recipients and can predict the need
for endomyocardial biopsy. To address this hypothesis, Aim 1 will develop and validate a comprehensive
predictive model for identifying PHTx recipients having suspected AR and requiring cardiac catheterization.
Aim 2 will evaluate whether blood biomarkers improve the CMR model developed in Aim 1. SubAims will
include assessment of cost to determine the most cost-efficient screening protocol. Aim 3 will expand modeling
to determine severity of AR as defined histologically. This multi-PI proposal is a prospective, multicenter study
to perform CMR in PHTx with and without AR who are also undergoing clinical biopsy. The innovation of this
study is the use of advanced CMR, texture analysis, and blood biomarkers for the non-invasive detection of
AR. This proposal leverages the support of the Congenital/Pediatric Research Committee within the Society of
Cardiovascular Magnetic Resonance (SCMR). Application of these data to clinical practice could improve
quality of life and decrease associated morbidity by ensuring that only patients with a high probability of
rejection undergo biopsy.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
ACR Appropriateness Criteria® Congenital or Acquired Heart Disease.
ACR 适当性标准® 先天性或后天性心脏病。
DOI:
10.1016/j.jacr.2023.08.018
发表时间:
2023
期刊:
Journal of the American College of Radiology : JACR
影响因子:
--
作者:
[ExpertPanelsonCardiacImagingandPediatricImaging, Krishnamurthy,Rajesh, Suman,Garima, Chan,SherwinS, Kirsch,Jacobo, Iyer,RameshS, Bolen,MichaelA, Brown,RichardKJ, El-Sherief,AhmedH, Galizia,MauricioS, Hanneman,Kate, Hsu,JoeY, deR]
通讯作者:
deR
Predictive modeling of acute rejection in pediatric heart transplant recipients
-
批准号:10503263
-
项目类别:
-
资助金额:$70.53万
-
财政年份:2022
-
负责人:BRUCE M. DAMON
-
依托单位:
Development and Application of Muscle Diffusion Tensor MRI
-
批准号:10400490
-
项目类别:
-
资助金额:$38.89万
-
财政年份:2019
-
负责人:BRUCE M. DAMON
-
依托单位:
Development and Application of Muscle Diffusion Tensor MRI
-
批准号:9926824
-
项目类别:
-
资助金额:$47.15万
-
财政年份:2019
-
负责人:BRUCE M. DAMON
-
依托单位:
Development and Application of Muscle Diffusion Tensor MRI
-
批准号:10447787
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项目类别:
-
资助金额:$39.01万
-
财政年份:2019
-
负责人:BRUCE M. DAMON
-
依托单位:
Multiparametric Classification of Muscle Damage in Inflammatory Myopathy
-
批准号:8298919
-
项目类别:
-
资助金额:$33.34万
-
财政年份:2009
-
负责人:BRUCE M. DAMON
-
依托单位:
Multiparametric Classification of Muscle Damage in Inflammatory Myopathy
-
批准号:8506978
-
项目类别:
-
资助金额:$31.68万
-
财政年份:2009
-
负责人:BRUCE M. DAMON
-
依托单位:
Multiparametric Classification of Muscle Damage in Inflammatory Myopathy
-
批准号:7908746
-
项目类别:
-
资助金额:$34.51万
-
财政年份:2009
-
负责人:BRUCE M. DAMON
-
依托单位:
Multiparametric Classification of Muscle Damage in Inflammatory Myopathy
-
批准号:8099655
-
项目类别:
-
资助金额:$33.31万
-
财政年份:2009
-
负责人:BRUCE M. DAMON
-
依托单位:
Multiparametric Classification of Muscle Damage in Inflammatory Myopathy
-
批准号:7741024
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项目类别:
-
资助金额:$34.88万
-
财政年份:2009
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负责人:BRUCE M. DAMON
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依托单位:
Workshop on Multi-Scale Muscle Mechanics
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批准号:7750396
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项目类别:
-
资助金额:$1.5万
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财政年份:2009
-
负责人:BRUCE M. DAMON
-
依托单位:
BIOPHYSICAL BASIS OF MUSCLE FUNCTIONAL MRI
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批准号:7605631
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项目类别:
-
资助金额:$0.25万
-
财政年份:2006
-
负责人:BRUCE M. DAMON
-
依托单位:
MRI Detection of Skeletal Muscle Microvascular Dysfunction
-
批准号:7187699
-
项目类别:
-
资助金额:$18.91万
-
财政年份:2006
-
负责人:BRUCE M. DAMON
-
依托单位:
BIOPHYSICAL BASIS OF MUSCLE FUNCTIONAL MRI
-
批准号:7731455
-
项目类别:
-
资助金额:$0.01万
-
财政年份:2006
-
负责人:BRUCE M. DAMON
-
依托单位:
MRI Detection of Skeletal Muscle Microvascular Dysfunction
-
批准号:7295749
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项目类别:
-
资助金额:$21.83万
-
财政年份:2006
-
负责人:BRUCE M. DAMON
-
依托单位:
Investigation of Human Muscle Function in vivo
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批准号:7000949
-
项目类别:
-
资助金额:$1.8万
-
财政年份:2005
-
负责人:BRUCE M. DAMON
-
依托单位:
Biophysical Basis of Muscle Functional MRI
-
批准号:7565915
-
项目类别:
-
资助金额:$27.78万
-
财政年份:2005
-
负责人:BRUCE M. DAMON
-
依托单位:
Biophysical Basis of Muscle Functional MRI
-
批准号:7889845
-
项目类别:
-
资助金额:$34.82万
-
财政年份:2005
-
负责人:BRUCE M. DAMON
-
依托单位:
Biophysical Basis of Muscle Functional MRI
-
批准号:6873951
-
项目类别:
-
资助金额:$29.9万
-
财政年份:2005
-
负责人:BRUCE M. DAMON
-
依托单位:
Biophysical Basis of Muscle Functional MRI
-
批准号:8243642
-
项目类别:
-
资助金额:$33.7万
-
财政年份:2005
-
负责人:BRUCE M. DAMON
-
依托单位:
Biophysical Basis of Muscle Functional MRI
-
批准号:8460765
-
项目类别:
-
资助金额:$32.01万
-
财政年份:2005
-
负责人:BRUCE M. DAMON
-
依托单位:
海外基金