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Why network approach can promote a new way of thinking in biology

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TLDR
This work deals with the particular nature of network-based approach in biology and comments about the shift from the consideration of the molecular layer as the definitive place where causative process start to the elucidation of the among elements interaction network as the main goal of scientific explanation.
Abstract
This work deals with the particular nature of network-based approach in biology. We will comment about the shift from the consideration of the molecular layer as the definitive place where causative process start to the elucidation of the among elements (at any level of biological organization they are located) interaction network as the main goal of scientific explanation. This shift comes from the intrinsic nature of networks where the properties of a specific node are determined by its position in the entire network (top-down explanation) while the global network characteristics emerge from the nodes wiring pattern (bottom-up explanation). This promotes a “middle-out” paradigm formally identical to the time honored chemical thought holding big promises in the study of biological regulation.

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Journal ArticleDOI

CentiServer: A Comprehensive Resource, Web-Based Application and R Package for Centrality Analysis

TL;DR: The newly created CentiServer is a comprehensive online resource that provides over 110 definitions of different centrality indices, their computational methods, and algorithms in the form of an encyclopedia.
Journal ArticleDOI

Systems Medicine: The Application of Systems Biology Approaches for Modern Medical Research and Drug Development

TL;DR: Systems medicine approaches can be employed for shedding light in multiple research scenarios, ultimately leading to the practical result of uncovering novel dynamic interaction networks that are critical for influencing the course of medical conditions.
Journal ArticleDOI

On the Variable Ordering in Subgraph Isomorphism Algorithms

TL;DR: This work investigates the existing strategies to reduce the subgraph isomorphism algorithm running time with emphasis on the importance of the order with which the graph vertices are taken into account during the search, called variable ordering, and its incidence on the total running time of the algorithms.
Journal ArticleDOI

Competing Mechanisms of Stress-Assisted Diffusivity and Stretch-Activated Currents in Cardiac Electromechanics.

TL;DR: In this paper, the authors numerically investigate the role of mechanical stress in modifying the conductivity properties of cardiac tissue, and assess the impact of these effects in the solutions generated by computational models for cardiac electromechanics.
Book ChapterDOI

Granular computing techniques for bioinformatics pattern recognition problems in non-metric spaces

TL;DR: This work has shown that granular computing is a very promising framework not only for designing effective data-driven modelling systems able to determine automatically the correct representation (abstraction) level, but also for giving to field-experts (biologists) the possibility to investigate information granules that have been discovered by the machine learning system as the most relevant for the problem at hand.
References
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Journal ArticleDOI

Collective dynamics of small-world networks

TL;DR: Simple models of networks that can be tuned through this middle ground: regular networks ‘rewired’ to introduce increasing amounts of disorder are explored, finding that these systems can be highly clustered, like regular lattices, yet have small characteristic path lengths, like random graphs.
Journal ArticleDOI

Lethality and centrality in protein networks

TL;DR: It is demonstrated that the phenotypic consequence of a single gene deletion in the yeast Saccharomyces cerevisiae is affected to a large extent by the topological position of its protein product in the complex hierarchical web of molecular interactions.
Journal ArticleDOI

From molecular to modular cell biology.

TL;DR: General principles that govern the structure and behaviour of modules may be discovered with help from synthetic sciences such as engineering and computer science, from stronger interactions between experiment and theory in cell biology, and from an appreciation of evolutionary constraints.
Book

Handbook of Molecular Descriptors

TL;DR: This Users guide notations acronyms list of molecular descriptors contains abbreviations for molecular descriptor values that are useful for counting and topological descriptors calculation.
Journal ArticleDOI

Genome-wide association studies for complex traits: consensus, uncertainty and challenges

TL;DR: This Review highlights the knowledge gained, defines areas of emerging consensus, and describes the challenges that remain as researchers seek to obtain more complete descriptions of the susceptibility architecture of biomedical traits of interest and to translate the information gathered into improvements in clinical management.
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