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Data mining epidemiological relationships: integration of causal analysis with published evidence

Data mining epidemiological relationships: integration of causal analysis with published evidence
数据挖掘流行病学关系:因果分析与已发表证据的整合
批准号:
MC_UU_00011/4
负责人:
Tom Gaunt
金额:
$169.34万
依托单位:
依托单位国家:
英国
项目类别:
Intramural
财政年份:
2018
资助国家:
英国
项目状态:
已结题
起止时间:
2018 至 --

项目摘要

项目成果

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中文摘要
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英文摘要
Causal inference in epidemiology focuses on identifying the risk factors that cause disease. Established approaches focus on specific risk factors that may impact on specific diseases. However, the wealth of biomedical data that now exist enable us to assess the causal relationships between a broad network of risk factors and diseases. By considering a much wider network of such relationships we will establish the relative importance of different risk factors and the potential side-effects of interventions that target those risk factors. We will also integrate biological data (eg molecular pathways, drug targets) with causal relationships to enable us to understand the molecular mechanisms that lead to disease, and identify potential pharmaceutical and public health interventions. These data and relationships will be combined in a purpose-built “graph” database and methods will be developed to mine for novel causal risk factors and potential interventions. The data that we collate for our research within this programme will have wide-reaching value to the research community. We will provide an open and accessible software platform for other researchers to search and use the various datasets we have integrated for their own research.
期刊论文(10)
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会议论文
DOI: 10.1158/1055-9965.epi-23-0558
发表时间: 2023-11-01
期刊: Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology
影响因子: --
作者: []
通讯作者:
DOI: 10.7554/elife.69719
发表时间: 2021-08-17
期刊: eLife
影响因子: 7.7
作者: [Anisul M, Shilts J, Schwartzentruber J, Hayhurst J, Buniello A, Shaikho Elhaj Mohammed E, Zheng J, Holmes M, Ochoa D, Carmona M, Maranville J, Gaunt TR, Emilsson V, Gudnason V, McDonagh EM, Wright GJ, Ghoussaini M, Dunham I]
通讯作者: Dunham I
DOI: 10.1186/s12889-021-10198-w
发表时间: 2021-01-15
期刊: BMC public health
影响因子: 4.5
作者: [Armitage JM, Wang RAH, Davis OSP, Bowes L, Haworth CMA]
通讯作者: Haworth CMA
DOI: 10.1371/journal.pgen.1009224
发表时间: 2021-01
期刊: PLoS genetics
影响因子: 4.5
作者: [Baird DA, Liu JZ, Zheng J, Sieberts SK, Perumal T, Elsworth B, Richardson TG, Chen CY, Carrasquillo MM, Allen M, Reddy JS, De Jager PL, Ertekin-Taner N, Mangravite LM, Logsdon B, Estrada K, Haycock PC, Hemani G, Runz H, Smith GD, Gaunt TR, AMP-AD eQTL working group]
通讯作者: AMP-AD eQTL working group
9
    Data mining epidemiological relationships
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    • 财政年份:
      2023
    • 负责人:
      Tom Gaunt
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      2012
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      2010
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      2007
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