Multiscale models driving hypothesis and theory-based research in microbial ecology.

IF 3.6 3区 生物学 Q1 BIOLOGY
Eloi Martinez-Rabert, William T Sloan, Rebeca Gonzalez-Cabaleiro
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引用次数: 0

Abstract

Hypothesis and theory-based studies in microbial ecology have been neglected in favour of those that are descriptive and aim for data-gathering of uncultured microbial species. This tendency limits our capacity to create new mechanistic explanations of microbial community dynamics, hampering the improvement of current environmental biotechnologies. We propose that a multiscale modelling bottom-up approach (piecing together sub-systems to give rise to more complex systems) can be used as a framework to generate mechanistic hypotheses and theories (in-silico bottom-up methodology). To accomplish this, formal comprehension of the mathematical model design is required together with a systematic procedure for the application of the in-silico bottom-up methodology. Ruling out the belief that experimentation before modelling is indispensable, we propose that mathematical modelling can be used as a tool to direct experimentation by validating theoretical principles of microbial ecology. Our goal is to develop methodologies that effectively integrate experimentation and modelling efforts to achieve superior levels of predictive capacity.

Abstract Image

Abstract Image

微生物生态学多尺度模型驱动假说与理论研究。
假设和理论为基础的研究在微生物生态学已被忽视,有利于那些描述性的和旨在收集数据的非培养微生物物种。这种趋势限制了我们创造微生物群落动态的新机制解释的能力,阻碍了当前环境生物技术的改进。我们建议多尺度自下而上建模方法(将子系统拼凑在一起以产生更复杂的系统)可以用作生成机制假设和理论的框架(计算机自下而上方法)。要做到这一点,需要对数学模型设计的正式理解,以及应用计算机自底向上方法的系统程序。排除了在建模之前进行实验是不可缺少的信念,我们提出数学建模可以作为一种工具,通过验证微生物生态学的理论原理来指导实验。我们的目标是开发有效地整合实验和建模工作的方法,以达到更高水平的预测能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Interface Focus
Interface Focus BIOLOGY-
CiteScore
9.20
自引率
0.00%
发文量
44
审稿时长
6-12 weeks
期刊介绍: Each Interface Focus themed issue is devoted to a particular subject at the interface of the physical and life sciences. Formed of high-quality articles, they aim to facilitate cross-disciplinary research across this traditional divide by acting as a forum accessible to all. Topics may be newly emerging areas of research or dynamic aspects of more established fields. Organisers of each Interface Focus are strongly encouraged to contextualise the journal within their chosen subject.
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