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A multi-scale model to predict outcomes of immunomodulation and drug therapy duri

A multi-scale model to predict outcomes of immunomodulation and drug therapy duri
预测免疫调节和药物治疗结果的多尺度模型
批准号:
8657041
负责人:
JoAnne L. Flynn
金额:
$57.4万
依托单位国家:
美国
项目类别:
财政年份:
2011
资助国家:
美国
项目状态:
已结题
起止时间:
2011-07-10 至 2016-05-31

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项目成果

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DESCRIPTION (provided by applicant): A multi-scale model to predict outcomes of immunomodulation and drug therapy during tuberculosis Mycobacterium tuberculosis (Mtb) is the most successful pathogen known to humans; it is responsible for ~2 million deaths/year and infects an estimated 1/3 of the world. Despite decades of study, our understanding of the interplay of various pathogen and immune processes that allow for different outcomes in tuberculosis (TB), i.e. primary TB, latency and reactivation TB, remains incomplete. The hallmark of TB is the formation of a spherical collection of immune cells in the lung and lymph node that both immunologically restrains and physically contains the bacteria. Yet bacilli can survive within granuloma for years. Current therapy requires 6 months of treatment with multiple antibiotics; immunomodulation may be able to augment this treatment, shortening treatment time and reducing side effects. There is a crucial need for an in silico platform to provide a cost-effective means of predicting the outcome of new treatment strategies. The long-term goals of this project are to integrate knowledge about immune system dynamics in these organs into a realistic, multi-scale, multi-organ model of the immune response during Mtb infection and to use this model to identify optimal approaches for immunomodulation/antibiotic therapy. The specific aims are: Aim 1: Incorporate new components (IL-10, bacterial population dynamics) into our existing multi-scale lung granuloma model, and use the model to predict factors affecting control of infection in the lung. Aim 2: Incorporate new information (lymph node anatomy, key cytokines, and bacterial populations) into our existing multi-scale lymph node model, and use the model to predict factors leading to initiation of the immune response and granuloma formation and maintenance in a lymph node. Aim 3. Build a multi-compartment, multi-scale model that includes the models of Aims 1 and 2 and trafficking events between the organs, and use this model to predict infection control and pathology at the level of individual granulomas during immunodulation/antibiotic therapy. Data generated herein from non-human primates will inform our models and be used to validate predictions. Our systems biology approach - incorporating both computational and experimental tools - will allow us to predict and test hypotheses regarding key mechanisms that influence immunity to TB. Our interdisciplinary approach will also serve the broader community of researchers investigating areas related to TB, immunity and multi-scale modeling by providing data and tools that will be made readily available.
期刊论文(9)
专著(0)
科研奖励(0)
会议论文
DOI: 10.3389/fphar.2016.00183
发表时间: 2016
期刊: Frontiers in pharmacology
影响因子: 5.6
作者: [Warsinske HC, Wheaton AK, Kim KK, Linderman JJ, Moore BB, Kirschner DE]
通讯作者: Kirschner DE
DOI: 10.1016/j.coisb.2017.05.014
发表时间: 2017-06-01
期刊: Current opinion in systems biology
影响因子: 3.7
作者: [Kirschner, Denise, Pienaar, Elsje, Linderman, Jennifer J]
通讯作者: Linderman, Jennifer J
Strategies for efficient numerical implementation of hybrid multi-scale agent-based models to describe biological systems.
基于多尺度代理模型的有效数值实施的策略来描述生物系统。
DOI: 10.1007/s12195-014-0363-6
发表时间: 2015-03
期刊: Cellular and molecular bioengineering
影响因子: 2.8
作者: [Cilfone NA, Kirschner DE, Linderman JJ]
通讯作者: Linderman JJ
DOI: 10.1039/c4ib00295d
发表时间: 2015-05
期刊: Integrative biology : quantitative biosciences from nano to macro
影响因子: --
作者: [Linderman JJ, Cilfone NA, Pienaar E, Gong C, Kirschner DE]
通讯作者: Kirschner DE
7
    Enhancing cytotoxic lymphocytes in a TB vaccine strategy
    Enhancing cytotoxic lymphocytes in a TB vaccine strategy
    Dissecting the pathogenesis of HIV-TB Immune reconstitution inflammatory syndrome
    Dissecting the pathogenesis of HIV-TB Immune reconstitution inflammatory syndrome
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