Statistical modelling of in vivo immune response dynamics in zebrafish to multiple stimuli
Statistical modelling of in vivo immune response dynamics in zebrafish to multiple stimuli
批准号:
BB/K017284/1
负责人:
Michael Stumpf
金额:
$39.37万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2013
资助国家:
英国
项目状态:
已结题
起止时间:
2013 至 --
中文摘要
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英文摘要
Zebrafish embryos are optically transparent and allow us to visualize biological processes in real time. Here we will study how the innate immune response deals with different threats to the fish's health. In particular we will study the response to wounding and to cancer in the fish. In both cases cells of the immune response system are drawn to the wound site or the location of the tumor/cancer cell and determining the precise way in which this is achieved is one of the fundamental aims of our research. We will use a combination of microscopy and mathematical modelling in order to understand how the immune system senses and responds to such stimuli. We will reconstruct mechanistic models that capture how cells react and reach decisions from the observed data. To this end we will also develop new statistical and computational tools. These will allow us to analyze the complex data generated over the course of this project. We are very interested in how cells make decisions and how we can guide such behaviour. To this end we will also selectively interfere with and probe molecular interaction networks that affect directly how the immune cells respond to stimuli and move towards their target.Mathematical models will, crucially, also allow us to assess how the immune response is regulated if it receives more than one stimulus. This is a completely unsolved problem but one of great fundamental and biomedical importance: for example surgery is still one of the important therapeutic approaches against many cancers and our initial analyses have shown that wounding (surgery) and cancer affect cells of the innate immune response differently. More generally, this research will develop a platform that can be applied also in other contexts, where we want to analyze biological processes inside living organisms. Such investigations will benefit greatly from the statistical, computational and image analysis tools and protocols that are developed as part of this research.
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DOI:
10.1016/j.cels.2016.06.002
发表时间:
2016-07
期刊:
Cell systems
影响因子:
9.3
作者:
[Liepe J, Sim A, Weavers H, Ward L, Martin P, Stumpf MP]
通讯作者:
Stumpf MP
DOI:
10.1128/iai.00606-16
发表时间:
2017-01
期刊:
Infection and immunity
影响因子:
3.1
作者:
[Ale A, Crepin VF, Collins JW, Constantinou N, Habibzay M, Babtie AC, Frankel G, Stumpf MPH]
通讯作者:
Stumpf MPH
Single Cell Phenotyping Reveals Heterogeneity Among Hematopoietic Stem Cells Following Infection.
单细胞表型分析揭示了感染后造血干细胞的异质性。
DOI:
10.1002/stem.2692
发表时间:
2017
期刊:
Stem cells (Dayton, Ohio)
影响因子:
--
作者:
[MacLean AL]
通讯作者:
MacLean AL
Goldstein-Kac telegraph processes with random speeds: Path probabilities, likelihoods, and reported Lévy flights.
Goldstein-Kac 电报以随机速度进行处理:路径概率、可能性和报告的 Lévy 航班。
DOI:
10.1103/physreve.91.042115
发表时间:
2015
期刊:
Physical review. E, Statistical, nonlinear, and soft matter physics
影响因子:
--
作者:
[Sim A]
通讯作者:
Sim A
Next generation approaches to connect models and quantitative data
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批准号:BB/P028306/1
-
项目类别:Research Grant
-
资助金额:$46.14万
-
财政年份:2018
-
负责人:Michael Stumpf
-
依托单位:
BioTransistors
-
批准号:BB/K003909/1
-
项目类别:Research Grant
-
资助金额:$47.29万
-
财政年份:2012
-
负责人:Michael Stumpf
-
依托单位:
MSc in Bioinformatics and Theoretical Systems Biology
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批准号:BB/H021035/1
-
项目类别:Training Grant
-
资助金额:$39.37万
-
财政年份:2010
-
负责人:Michael Stumpf
-
依托单位:
Development of a high-throughput quantitative immunofluorescence method and stochastic modeling of signalling networks
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批准号:BB/G530268/1
-
项目类别:Research Grant
-
资助金额:$6.37万
-
财政年份:2009
-
负责人:Michael Stumpf
-
依托单位:
Inference-based Modelling in Population and Systems Biology
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批准号:BB/G007934/1
-
项目类别:Research Grant
-
资助金额:$39.76万
-
财政年份:2009
-
负责人:Michael Stumpf
-
依托单位:
Developing methods for inferring regulatory mechanisms from intact systems: a neisseria case study
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批准号:BB/G001863/1
-
项目类别:Research Grant
-
资助金额:$41.03万
-
财政年份:2008
-
负责人:Michael Stumpf
-
依托单位:
Systems approaches to biological research training grant
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批准号:BB/F52902X/1
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项目类别:Training Grant
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资助金额:$41.05万
-
财政年份:2008
-
负责人:Michael Stumpf
-
依托单位:
A rational in-silico and experimental approach to mapping interactomes applied to Candida glabrata
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批准号:BB/F013566/1
-
项目类别:Research Grant
-
资助金额:$96.58万
-
财政年份:2008
-
负责人:Michael Stumpf
-
依托单位:
Predicting properties of biological networks from noisy and incomplete data
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批准号:BB/E01612X/1
-
项目类别:Research Grant
-
资助金额:$38.46万
-
财政年份:2007
-
负责人:Michael Stumpf
-
依托单位:
国内基金
海外基金
Improving modelling of compact binary evolution.
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批准号:10903001
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项目类别:青年科学基金项目
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资助金额:20.0万元
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批准年份:2009
-
负责人:史蒂芬
-
依托单位: