Institute of Physiology, Faculty of Medicine, University of Maribor, Taborska 8, SI-2000 Maribor, Slovenia; Faculty of Natural Sciences and Mathematics, University of Maribor, Koroška cesta 160, SI-2000 Maribor, Slovenia.
Faculty of Natural Sciences and Mathematics, University of Maribor, Koroška cesta 160, SI-2000 Maribor, Slovenia; Faculty of Education, University of Maribor, Koroška cesta 160, SI-2000 Maribor, Slovenia; Faculty of Energy Technology, University of Maribor, Hočevarjev trg 1, SI-8270 Krško, Slovenia.
Phys Life Rev. 2018 Mar;24:118-135. doi: 10.1016/j.plrev.2017.11.003. Epub 2017 Nov 3.
Network science is today established as a backbone for description of structure and function of various physical, chemical, biological, technological, and social systems. Here we review recent advances in the study of complex biological systems that were inspired and enabled by methods of network science. First, we present research highlights ranging from determination of the molecular interaction network within a cell to studies of architectural and functional properties of brain networks and biological transportation networks. Second, we focus on synergies between network science and data analysis, which enable us to determine functional connectivity patterns in multicellular systems. Until now, this intermediate scale of biological organization received the least attention from the network perspective. As an example, we review the methodology for the extraction of functional beta cell networks in pancreatic islets of Langerhans by means of advanced imaging techniques. Third, we concentrate on the emerging field of multilayer networks and review the first endeavors and novel perspectives offered by this framework in exploring biological complexity. We conclude by outlining challenges and directions for future research that encompass utilization of the multilayer network formalism in exploring intercellular communication patterns in tissues, and we advocate for network science being one of the key pillars for assessing physiological function of complex biological systems-from organelles to organs-in health and disease.
网络科学如今已成为描述各种物理、化学、生物、技术和社会系统结构和功能的骨干。在这里,我们回顾了受网络科学方法启发并得以实现的复杂生物系统研究的最新进展。首先,我们展示了从确定细胞内的分子相互作用网络到研究大脑网络和生物运输网络的结构和功能特性的研究亮点。其次,我们关注网络科学与数据分析之间的协同作用,这使我们能够确定多细胞系统中的功能连接模式。到目前为止,这种中间规模的生物组织受到网络视角的关注最少。例如,我们回顾了通过先进的成像技术从胰岛中提取功能性β细胞网络的方法。第三,我们集中讨论新兴的多层网络领域,并回顾该框架在探索生物复杂性方面提供的初步努力和新视角。最后,我们概述了未来研究的挑战和方向,包括在探索组织中细胞间通讯模式时利用多层网络形式主义,并提倡网络科学成为评估复杂生物系统生理功能的关键支柱之一-从细胞器到器官-在健康和疾病中。