ArticleNature protocols2018
A graphical and computational modeling platform for biological pathways.
Article in Nature protocols, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed.
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- Automatic construction of Petri net models for computational simulations of molecular interaction network.NPJ systems biology and applications · 2024Article
- PathMethy: an interpretable AI framework for cancer origin tracing based on DNA methylation.Briefings in bioinformatics · 2024Article
- Tracing unknown tumor origins with a biological-pathway-based transformer model.Cell reports methods · 2024Article
- Cyclone: open-source package for simulation and analysis of finite dynamical systems.Bioinformatics (Oxford, England) · 2023Article
- New Insights into Testosterone Biosynthesis: Novel Observations from HSD17B3 Deficient Mice.International journal of molecular sciences · 2022Review
- GraphML-SBGN bidirectional converter for metabolic networks.Journal of integrative bioinformatics · 2022Article
- Expression Profile of Genes Related to the Th17 Pathway in Macrophages Infected byFrontiers in cellular and infection microbiology · 2022Article
- The Potential of OMICs Technologies for the Treatment of Immune-Mediated Inflammatory Diseases.International journal of molecular sciences · 2021Review
- Transcriptomic analysis of caecal tissue in inbred chicken lines that exhibit heritable differences in resistance to Campylobacter jejuni.BMC genomics · 2021Article
- An IRF1-IRF4 Toggle-Switch Controls Tolerogenic and Immunogenic Transcriptional Programming in Human Langerhans Cells.Frontiers in immunology · 2021Article
- Petri Net modelling approach for analysing the behaviour ofIET systems biology · 2020Article
- Automated inference of Boolean models from molecular interaction maps using CaSQ.Bioinformatics (Oxford, England) · 2020Article
- Deciphering the expression dynamics of ANGPTL8 associated regulatory network in insulin resistance using formal modelling approaches.IET systems biology · 2020Article
- Expression of Calcification and Extracellular Matrix Genes in the Cardiovascular System of the Healthy Domestic Sheep (Frontiers in genetics · 2020Article
- A genomic analysis and transcriptomic atlas of gene expression in Psoroptes ovis reveals feeding- and stage-specific patterns of allergen expression.BMC genomics · 2019Article
- PlantSimLab - a modeling and simulation web tool for plant biologists.BMC bioinformatics · 2019Article
- Comprehensive Transcriptional Profiling of the Gastrointestinal Tract of Ruminants from Birth to Adulthood Reveals Strong Developmental Stage Specific Gene Expression.G3 (Bethesda, Md.) · 2019Article
- A Mini-Atlas of Gene Expression for the Domestic Goat (Frontiers in genetics · 2019Article
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Authors and funding
7 authors.
Funding
Abstract
A major endeavor of systems biology is the construction of graphical and computational models of biological pathways as a means to better understand their structure and function. Here, we present a protocol for a biologist-friendly graphical modeling scheme that facilitates the construction of detailed network diagrams, summarizing the components of a biological pathway (such as proteins and biochemicals) and illustrating how they interact. These diagrams can then be used to simulate activity flow through a pathway, thereby modeling its dynamic behavior. The protocol is divided into four sections: (i) assembly of network diagrams using the modified Edinburgh Pathway Notation (mEPN) scheme and yEd network editing software with pathway information obtained from published literature and databases of molecular interaction data; (ii) parameterization of the pathway model within yEd through the placement of 'tokens' on the basis of the known or imputed amount or activity of a component; (iii) model testing through visualization and quantitative analysis of the movement of tokens through the pathway, using the network analysis tool Graphia Professional and (iv) optimization of model parameterization and experimentation. This is the first modeling approach that combines a sophisticated notation scheme for depicting biological events at the molecular level with a Petri net-based flow simulation algorithm and a powerful visualization engine with which to observe the dynamics of the system being modeled. Unlike many mathematical approaches to modeling pathways, it does not require the construction of a series of equations or rate constants for model parameterization. Depending on a model's complexity and the availability of information, its construction can take days to months, and, with refinement, possibly years. However, once assembled and parameterized, a simulation run, even on a large model, typically takes only seconds. Models constructed using this approach provide a means of knowledge management, information exchange and, through the computation simulation of their dynamic activity, generation and testing of hypotheses, as well as prediction of a system's behavior when perturbed.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.