Capturing and linking genomic and clinical information
Capturing and linking genomic and clinical information
批准号:
6912634
负责人:
CAROL FRIEDMAN
金额:
$47.89万
依托单位国家:
美国
项目类别:
财政年份:
2003
资助国家:
美国
项目状态:
已结题
起止时间:
2003-08-01 至 2007-07-31
中文摘要
该项目的长期目标是使用自然语言处理(NLP)构建一个高通量工具,通过自动提取和组织电子病历(EMR)和期刊文章中的临床和遗传信息来促进癌症研究。 我们的研究涉及先进的NLP技术,以:1)使挖掘表型和基因型数据的EMR; 2)自动积累有关癌症和生物分子关系的知识,从期刊; 3)开发一个支持WEB的可视化工具,为研究人员,将呈现不同的观点的知识;和4)开发一个基础设施,将链接到纽约长老会医院(NYPH)的临床数据仓库和GeneWays,这是一个允许研究人员可视化路径的相关项目。
更具体地说,MedLEE(我们开发的从EMR中提取和编码临床和环境信息的NLP系统)将扩展到提取EMR中包含的遗传信息;随后,将处理12年的患者报告,并将提取的数据添加到仓库中。 此外,将基于MedLEE和GeneWays开发一个新系统PhenoGenes(其中包含我们开发的另一个NLP系统,该系统从期刊文章中提取和编码生物分子关系)。 PhenoGenes将捕获与癌症的治疗、诊断和预后直接相关的生物分子相互作用。 它还将产生一个XML知识库,该知识库将整合和组织将要收集的信息,并将产生一个网络工具,使用户能够浏览和查看根据不同方向(例如基因、疾病、组织、相互作用等)分类的知识。 该知识库将与GeneWays系统相连接,从而可以直观地显示相关途径。
MedLEE在NYPH运营中使用。 事实证明,这两种NLP系统都是非常有效的。 目前的项目建立在我们的经验和成功与这些系统。 相关兼容的临床和生物分子NLP系统的可用性为表型和基因型数据和知识的捕获、整合和组织铺平了道路,这些数据和知识将用于从根本上改善患者护理。
英文摘要
DESCRIPTION (provided by applicant): The long-term aim of this project is to use natural language processing (NLP) to build a high throughput tool for facilitating cancer research by automatically extracting and organizing clinical and genetic information from the Electronic Medical Record (EMR) and from journal articles. Our research involves advanced NLP techniques to: 1) enable the mining of phenotypic and genotypic data in the EMR; 2) automatically amass knowledge concerned with cancer and biomolecular relationships from journals; 3) develop a WEB-enabled visualization tool for researchers that will present diverse views of the knowledge; and 4) develop an Infrastructure that will link to the clinical data warehouse at New York Presbyterian Hospital (NYPH) and to GeneWays, a related project that allows researchers to visualize pathways.
More specifically, MedLEE (the NLP system we developed that extracts and encodes clinical and environmental information from the EMR) will be extended to extract genetic information contained in the EMR; subsequently, twelve years of patient reports will be processed and the extracted data added to the warehouse. In addition, a new system, PhenoGenes, will be developed based on MedLEE and GeneWays (which contains another NLP system we developed that extracts and codifies biomolecular relations from journal articles). PhenoGenes will capture biomolecular interactions directly associated with the treatment, diagnosis, and prognosis of cancer. It will also generate an XML knowledge base that will integrate and organize the information that will be captured, and a Web-enabled tool that will allow users to browse and view the knowledge clustered according to different orientations (e.g. gene, disease, tissue, interaction, etc.). The knowledge base will be linked to the GeneWays system, so that relevant pathways can be visualized.
MedLEE is utilized operationally at NYPH. It also has been demonstrated that both NLP systems are highly effective. This current project builds upon our experience and success with these systems. The availability of related compatible clinical and biomolecular NLP systems, provide an exceptional opportunity to pave the way for capture, integration and organization of phenotypic and genotypic data and knowledge that will be used to radically improve patient care.
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会议论文
Pharmacovigilence using Natural Language Processing, Statistics, and the EHR
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批准号:8105502
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项目类别:
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资助金额:$33.36万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilence using Natural Language Processing, Statistics, and the EHR
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批准号:7779983
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项目类别:
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资助金额:$34.34万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilence using Natural Language Processing, Statistics, and the EHR
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批准号:8318253
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项目类别:
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资助金额:$32.75万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilance Methods: Leveraging Heterogeneous Adverse Drug Reaction Data
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批准号:8660067
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项目类别:
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资助金额:$41.78万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilence using Natural Language Processing, Statistics, and the EHR
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批准号:7631876
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项目类别:
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资助金额:$34.42万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilence using Natural Language Processing, Statistics, and the EHR
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批准号:7870862
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项目类别:
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资助金额:$17.23万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilence using Natural Language Processing, Statistics, and the EHR
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批准号:7937173
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项目类别:
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资助金额:$17.22万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Pharmacovigilance Methods: Leveraging Heterogeneous Adverse Drug Reaction Data
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批准号:8882546
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项目类别:
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资助金额:$41.78万
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财政年份:2009
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负责人:CAROL FRIEDMAN
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依托单位:
Semantic and Machine Learning Methods for Mining Connections in the UMLS
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批准号:7498449
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项目类别:
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资助金额:$15.32万
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财政年份:2007
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负责人:CAROL FRIEDMAN
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依托单位:
A Biomedical Natural Language Processing Resource
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批准号:7075417
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项目类别:
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资助金额:$54.48万
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财政年份:2005
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负责人:CAROL FRIEDMAN
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依托单位:
A Biomedical Natural Language Processing Resource
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批准号:7257857
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项目类别:
-
资助金额:$52.9万
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财政年份:2005
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负责人:CAROL FRIEDMAN
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依托单位:
A Biomedical Natural Language Processing Resource
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批准号:6899974
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项目类别:
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资助金额:$51.54万
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财政年份:2005
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负责人:CAROL FRIEDMAN
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依托单位:
Capturing and linking genomic and clinical information
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批准号:6781785
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项目类别:
-
资助金额:$46.86万
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财政年份:2003
-
负责人:CAROL FRIEDMAN
-
依托单位:
Capturing and linking genomic and clinical information
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批准号:7110256
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项目类别:
-
资助金额:$47.87万
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财政年份:2003
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负责人:CAROL FRIEDMAN
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依托单位:
Capturing and linking genomic and clinical information
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批准号:6558664
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项目类别:
-
资助金额:$46.4万
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财政年份:2003
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负责人:CAROL FRIEDMAN
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依托单位:
UNLOCKING DATA FROM MEDICAL RECORDS WITH TEXT PROCESSING
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批准号:6095940
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项目类别:
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资助金额:$30.39万
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财政年份:1997
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负责人:CAROL FRIEDMAN
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依托单位:
UNLOCKING DATA FROM MEDICAL RECORDS WITH TEXT PROCESSING
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批准号:2897383
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项目类别:
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资助金额:$20.91万
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财政年份:1997
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负责人:CAROL FRIEDMAN
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依托单位:
UNLOCKING DATA FROM MEDICAL RECORDS WITH TEXT PROCESSING
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批准号:2735428
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项目类别:
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资助金额:$20.4万
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财政年份:1997
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负责人:CAROL FRIEDMAN
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依托单位:
UNLOCKING DATA FROM MEDICAL RECORDS WITH TEXT PROCESSING
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批准号:6703549
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项目类别:
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资助金额:$28.08万
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财政年份:1997
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负责人:CAROL FRIEDMAN
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依托单位:
UNLOCKING DATA FROM MEDICAL RECORDS WITH TEXT PROCESSING
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批准号:2032409
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项目类别:
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资助金额:$21.86万
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财政年份:1997
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负责人:CAROL FRIEDMAN
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依托单位:
海外基金