Informatics Tools for Pharmacogenomic Discovery using Practice-based Data
Informatics Tools for Pharmacogenomic Discovery using Practice-based Data
批准号:
9307936
负责人:
Joshua C. Denny
金额:
$60.05万
依托单位国家:
美国
项目类别:
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-09-18 至 2019-05-31
关键词:
Adverse drug eventAdverse eventAlgorithmsAnthracyclinesArchivesAwardBiocompatible MaterialsBiologyBiomedical ComputingBiomedical ResearchBostonCardiotoxicityCellsClinicClinicalClinical DataClostridium difficileColitisCommunitiesComputer softwareComputerized Medical RecordCoupledDNADataDatabasesDiseaseDrug ExposureDrug ModelingsDrug toxicityEventFoundationsFundingGenetic VariationGenomicsGenotypeGrantHealthcare SystemsHeparinInformaticsInformation ManagementInstitutionKnowledge DiscoveryLinkMethodsModelingMorphologic artifactsNatural Language ProcessingNatureObservational StudyOntologyOutcomePatientsPediatric HospitalsPharmaceutical PreparationsPharmacogenomicsPhenotypePopulation HeterogeneityResearchResearch PersonnelResourcesSamplingScienceSiteStandardizationStructureSystemTerminologyTextThrombocytopeniaTimeTimeLineToxic effectTreatment outcomeUnited States National Institutes of HealthVancomycinVisionWarfarinbasebiobankcase controlclinical careclopidogrelcostdata integrationdisorder riskdrug efficacyexome sequencinggenetic variantgenomic dataimprovedlongitudinal datasetnovelopen sourcepersonalized medicinephenotypic datapublic health relevancerapid growthrare variantresponsestudy populationsuccesstooluser-friendlyvirtual
中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Rapid growth in the clinical implementation of large electronic medical records (EMRs) has led to an unprecedented expansion in the availability of dense longitudinal datasets for observational research. More recently, huge efforts have linked EMR databases with archived biological material, to accelerate research in personalized medicine. EMR- linked DNA biobanks have identified common and rare genetic variants that contribute to risk of disease. An appealing vision, which has not been extensively explored, is to use EMRs-linked biobanks for pharmacogenomic studies, which identify associations between genetic variation and drug efficacy and toxicity. The longitudinal nature of the data contained within EMRs make them ideal for quantifying drug outcome (both efficacy and toxicity). Efforts are already underway to link these EMRs across institutions, and standardize the definition of phenotypes for large-scale studies of treatment outcome, specifically within the context of routine clinical care. Despite its success, EMR-based pharmacogenomic studies are often hampered by its data-intensive nature -- it is time- consuming and costly to extract and integrate data from multiple heterogeneous EMR databases, for large-scale pharmacogenomic studies. The Informatics for Integrating Biology and the Bedside (i2b2) is a National Center for Biomedical Computing based at Partners Healthcare System. I2b2 has developed a scalable informatics framework to enable clinical researchers to repurpose existing EMR data for clinical and genomic discovery. In this study, we will collaborate with i2b2 to extend its informatics framework to the pharmacogenomics domain, by proposing the following specific aims: 1) Develop new methods to extract and model drug exposure and outcome information from EMR and integrate them with the i2b2 NLP components; 2) Build ontology tools to normalize and integrate pharmacogenomic data across different sites; 3) Conduct known and novel pharmacogenomic studies to evaluate and refine tools developed in Aim 1 and 2; and 4) Disseminate the developed informatics tools among pharmacogenomic researchers.
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Semantic Role Labeling of Clinical Text: Comparing Syntactic Parsers and Features.
临床文本的语义角色标记:比较句法解析器和特征。
DOI:
--
发表时间:
2016
期刊:
AMIA ... Annual Symposium proceedings. AMIA Symposium
影响因子:
--
作者:
[Zhang,Yaoyun, Jiang,Min, Wang,Jingqi, Xu,Hua]
通讯作者:
Xu,Hua
DOI:
10.1016/j.cmpb.2016.02.007
发表时间:
2016-05
期刊:
Computer methods and programs in biomedicine
影响因子:
6.1
作者:
[Madkour M, Benhaddou D, Tao C]
通讯作者:
Tao C
Developing Customizable Cancer Information Extraction Modules for Pathology Reports Using CLAMP.
使用 CLAMP 开发用于病理报告的可定制癌症信息提取模块。
DOI:
10.3233/shti190383
发表时间:
2019
期刊:
Studies in health technology and informatics
影响因子:
--
作者:
[Soysal,Ergin, Warner,JeremyL, Wang,Jingqi, Jiang,Min, Harvey,Krysten, Jain,SandeepKumar, Dong,Xiao, Song,Hsing-Yi, Siddhanamatha,Harish, Wang,Liwei, Dai,Qi, Chen,Qingxia, Du,Xianglin, Tao,Cui, Yang,Ping, Denny,JoshuaCharles, Liu,Hongfa]
通讯作者:
Liu,Hongfa
An Empirical Study for Impacts of Measurement Errors on EHR based Association Studies.
测量误差对基于 EHR 的关联研究影响的实证研究。
DOI:
--
发表时间:
2016
期刊:
AMIA ... Annual Symposium proceedings. AMIA Symposium
影响因子:
--
作者:
[Duan,Rui, Cao,Ming, Wu,Yonghui, Huang,Jing, Denny,JoshuaC, Xu,Hua, Chen,Yong]
通讯作者:
Chen,Yong
DOI:
10.1371/journal.pone.0175508
发表时间:
2017
期刊:
PloS one
影响因子:
3.7
作者:
[Wei WQ, Bastarache LA, Carroll RJ, Marlo JE, Osterman TJ, Gamazon ER, Cox NJ, Roden DM, Denny JC]
通讯作者:
Denny JC
共 11 条
Data and Research Support Center
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批准号:9229610
-
项目类别:
-
资助金额:$1512.17万
-
财政年份:2016
-
负责人:Joshua C. Denny
-
依托单位:
Data and Research Support Center
-
批准号:9312321
-
项目类别:
-
资助金额:$3184.63万
-
财政年份:2016
-
负责人:Joshua C. Denny
-
依托单位:
VGM: Vanderbilt Genomic Medicine Training Program
-
批准号:9309008
-
项目类别:
-
资助金额:$27.56万
-
财政年份:2016
-
负责人:Joshua C. Denny
-
依托单位:
Bio Repository Core
-
批准号:9146144
-
项目类别:
-
资助金额:$25.24万
-
财政年份:2016
-
负责人:Joshua C. Denny
-
依托单位:
Improving Prediction of Drug Action
-
批准号:9262466
-
项目类别:
-
资助金额:$137.75万
-
财政年份:2015
-
负责人:Joshua C. Denny
-
依托单位:
Improving Prediction of Drug Action
-
批准号:9100795
-
项目类别:
-
资助金额:$256.42万
-
财政年份:2015
-
负责人:Joshua C. Denny
-
依托单位:
VGER, the Vanderbilt Genome-Electronic Records Project
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批准号:9894963
-
项目类别:
-
资助金额:$70.42万
-
财政年份:2015
-
负责人:Joshua C. Denny
-
依托单位:
VGER, the Vanderbilt Genome-Electronic Records Project
-
批准号:9134824
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项目类别:
-
资助金额:$83.84万
-
财政年份:2015
-
负责人:Joshua C. Denny
-
依托单位:
Improving Prediction of Drug Action
-
批准号:9194462
-
项目类别:
-
资助金额:$1.58万
-
财政年份:2015
-
负责人:Joshua C. Denny
-
依托单位:
VGER, the Vanderbilt Genome-Electronic Records Project
-
批准号:9283258
-
项目类别:
-
资助金额:$77.91万
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财政年份:2015
-
负责人:Joshua C. Denny
-
依托单位:
Integrated, Individualized, Intelligent Prescribing (I3P)
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批准号:8700883
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项目类别:
-
资助金额:$75.07万
-
财政年份:2014
-
负责人:Joshua C. Denny
-
依托单位:
Integrated, Individualized, Intelligent Prescribing (I3P)
-
批准号:8901262
-
项目类别:
-
资助金额:$95.33万
-
财政年份:2014
-
负责人:Joshua C. Denny
-
依托单位:
Integrated, Individualized, Intelligent Prescribing (I3P)
-
批准号:9133053
-
项目类别:
-
资助金额:$4.59万
-
财政年份:2014
-
负责人:Joshua C. Denny
-
依托单位:
Informatics Tools for Pharmacogenomic Discovery using Practice-based Data
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批准号:8629996
-
项目类别:
-
资助金额:$64.86万
-
财政年份:2014
-
负责人:Joshua C. Denny
-
依托单位:
National Infrastructure for Standardized and Portable EHR Phenotyping Algorithms
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批准号:8476832
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项目类别:
-
资助金额:$61.17万
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财政年份:2013
-
负责人:Joshua C. Denny
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依托单位:
National Infrastructure for Standardized and Portable EHR Phenotyping Algorithms
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批准号:8670001
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项目类别:
-
资助金额:$57.62万
-
财政年份:2013
-
负责人:Joshua C. Denny
-
依托单位:
National Infrastructure for Standardized and Portable EHR Phenotyping Algorithms
-
批准号:8827813
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项目类别:
-
资助金额:$37.39万
-
财政年份:2013
-
负责人:Joshua C. Denny
-
依托单位:
National Infrastructure for Standardized and Portable EHR Phenotyping Algorithms
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批准号:9205315
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项目类别:
-
资助金额:$29.55万
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财政年份:2013
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负责人:Joshua C. Denny
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依托单位:
From GWAS to PheWAS: Scanning the EMR Phenome for Gene-disease Associations
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批准号:8816305
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项目类别:
-
资助金额:$48.19万
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财政年份:2011
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负责人:Joshua C. Denny
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依托单位:
From GWAS to PheWAS: Scanning the EMR phenome for gene-disease associations
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批准号:8326646
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项目类别:
-
资助金额:$33.25万
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财政年份:2011
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负责人:Joshua C. Denny
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依托单位:
海外基金