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Clinical significance and genetic determinants of novel imaging measures of emphysema distribution in 9,743 smokers

Clinical significance and genetic determinants of novel imaging measures of emphysema distribution in 9,743 smokers
9,743 名吸烟者肺气肿分布的新型影像学测量的临床意义和遗传决定因素
批准号:
10425416
负责人:
Adel El Boueiz
金额:
$17.06万
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:
2018-07-01 至 2023-10-31
关键词:
ACVR1B geneAccountingAdvisory CommitteesAffectAirway DiseaseAreaAutomobile DrivingBioinformaticsBiological ProcessChestChronic Obstructive Pulmonary DiseaseClinicalClinical TrialsClinical/RadiologicCohort StudiesCollectionComplexComputing MethodologiesCritical CareDataDetectionDevelopmentDiseaseDisease ProgressionDyspneaEnvironmentEvaluationExhibitsFundingGenerationsGenesGeneticGenetic DeterminismGenetic PolymorphismGenomic approachGenomicsGoalsHeterogeneityHospitalsImageInvestigationLobarLobeLungLung Volume ReductionsMachine LearningMeasuresMedicalMedical GeneticsMedical ResearchMedicineMentorsMentorshipMethodsMorbidity - disease rateNatureOutcomePathologicPatientsPatternPersonsPhenotypePhysiciansPhysiologicalPositioning AttributePredictive AnalyticsProceduresPrognosisPublic HealthPulmonary EmphysemaPulmonary Function Test/Forced Expiratory Volume 1Quantitative Trait LociRadiology SpecialtyRecordsResearchResearch PersonnelResourcesRespiratory DiseaseScienceScientistSmokerStructure of parenchyma of lungSubgroupTechnologyTestingTextureTherapeuticTherapeutic InterventionTissuesTranslationsUnited StatesVariantVisualWalkingWomanWorkX-Ray Computed Tomographyattenuationbasebiomedical informaticscareercareer developmentclinical practiceclinically relevantclinically significantcohortcomorbiditydata miningdisease heterogeneitydisease phenotypedisorder riskdisorder subtypeeffective therapygenetic architecturegenetic associationgenetic epidemiologygenetic predictorsgenetic variantgenome sequencinggenome-widegenomic predictorsimaging biomarkerimaging geneticsimprovedinstructorinterestmachine learning methodmachine learning modelmachine learning predictionmedical schoolsmortalitymultidisciplinarynovelpersonalized carepredicting responsepredictive modelingprognosticpulmonary functionpulmonary vascular remodelingquantitative imagingradiological imagingrare variantresearch and developmentrespiratorywhole genome

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PROJECT SUMMARY/ABSTRACT Candidate: Dr. Adel El Boueiz is a pulmonary and critical care physician-scientist completing a period of T32- funded support at the Channing Division of Network Medicine (CDNM) and Harvard Medical School (HMS). He received a Master's of Medical Science in Biomedical Informatics from HMS in May 2016. He will be promoted to Instructor of Medicine at the CDNM and HMS on July 1, 2017. His principal research interests are the genetic epidemiology of chronic obstructive pulmonary disease (COPD) and the translation of genomic discoveries into clinical practice and public health. His long-term goal is to be an independent investigator with expertise in imaging phenotyping, genomics, and predictive analytics of the regional heterogeneity of the various aspects of COPD (emphysema, airway disease, and pulmonary vascular remodeling). Environment: Dr. El Boueiz will continue to pursue his research and career development in the rich and multidisciplinary environment of the CDNM and the Brigham and Women's Hospital Applied Chest Imaging Lab (ACIL). He will be mentored by Drs. Edwin K. Silverman, Peter J. Castaldi, and Raúl San José Estépar, leaders in the field of COPD quantitative imaging, genetic epidemiology, and predictive analytics with excellent track records of mentoring young investigators towards independent research careers. His career development will also be overseen by an advisory committee with expertise related to key areas of his proposal. Research: COPD is a major cause of morbidity and mortality that is of increasing public health importance. COPD is a heterogeneous disease and this heterogeneity complicates the identification of the predictors of disease progression and consequently, the development of effective therapies. Emphysema distribution is an important COPD-related phenotype that emerged as a strong predictor of the response to lung volume reduction procedures. Despite the availability of advanced texture-based CT quantification methods, global threshold-based quantitative metrics have to date been the cornerstone for the radiological characterization of emphysema distribution with inability to differentiate centrilobular, panlobular, and paraseptal emphysema patterns. In this project, we will apply a texture-based CT quantification method to discover novel imaging biomarkers of the regional heterogeneity of centrilobular, panlobular, and paraseptal emphysema in a large cohort of well-characterized smokers and identify their genetic determinants using whole genome sequencing and integrative genomics analyses. The results will be considered for inclusion along with other rich phenotypic and imaging data in COPD disease progression machine learning predictive models. Relevance: Through improved radiographic phenotyping of emphysema distribution, better understanding of disease pathobiology, and more accurate prediction of disease progression, the proposed work will open new avenues of investigation for the development of personalized and improved COPD therapeutic strategies.
期刊论文(10)
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会议论文
DOI: 10.1016/j.ebiom.2023.104758
发表时间: 2023-09
期刊: EBIOMEDICINE
影响因子: 11.1
作者: [Recto, Kathryn, Kachroo, Priyadarshini, Huan, Tianxiao, Van Den Berg, David, Lee, Gha Young, Bui, Helena, Lee, Dong Heon, Gereige, Jessica, Yao, Chen, Hwang, Shih-Jen, Joehanes, Roby, O'Cornor, George T., Levy, Daniel, DeMeo, Dawn L.]
通讯作者: DeMeo, Dawn L.
Deep Learning Integration of Chest Computed Tomography Imaging and Gene Expression Identifies Novel Aspects of COPD.
胸部计算机断层扫描成像和基因表达的深度学习集成确定了慢性阻塞性肺病的新方面。
DOI: 10.15326/jcopdf.2023.0399
发表时间: 2023
期刊: Chronic obstructive pulmonary diseases (Miami, Fla.)
影响因子: --
作者: [Chen,Junxiang, Xu,Zhonghui, Sun,Li, Yu,Ke, Hersh,CraigP, Boueiz,Adel, Hokanson,JohnE, Sciurba,FrankC, Silverman,EdwinK, Castaldi,PeterJ, Batmanghelich,Kayhan]
通讯作者: Batmanghelich,Kayhan
DOI: 10.1371/journal.pcbi.1009433
发表时间: 2021-10
期刊: PLoS computational biology
影响因子: 4.3
作者: [Wang Z, Masoomi A, Xu Z, Boueiz A, Lee S, Zhao T, Bowler R, Cho M, Silverman EK, Hersh C, Dy J, Castaldi PJ]
通讯作者: Castaldi PJ
DOI: 10.1136/bmjresp-2021-001182
发表时间: 2022-08
期刊: BMJ open respiratory research
影响因子: 4.1
作者: []
通讯作者:
Imaging and multi-omics analyses to identify molecular subtypes of distinct emphysema patterns
  • 批准号:
    10736162
  • 项目类别:
  • 资助金额:
    $88.73万
  • 财政年份:
    2023
  • 负责人:
    Adel El Boueiz
  • 依托单位:
Clinical significance and genetic determinants of novel imaging measures of emphysema distribution in 9,743 smokers
  • 批准号:
    10208938
  • 项目类别:
  • 资助金额:
    $17.06万
  • 财政年份:
    2018
  • 负责人:
    Adel El Boueiz
  • 依托单位:
Clinical significance and genetic determinants of novel imaging measures of emphysema distribution in 9,743 smokers
  • 批准号:
    9975215
  • 项目类别:
  • 资助金额:
    $17.06万
  • 财政年份:
    2018
  • 负责人:
    Adel El Boueiz
  • 依托单位:
海外基金