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Regulatory Network

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A regulatory network is a complex system of molecular interactions that govern gene expression and cellular functions. It encompasses various regulatory elements, including transcription factors, signaling pathways, and feedback loops, which collectively modulate biological processes in response to internal and external stimuli.
lightbulbAbout this topic
A regulatory network is a complex system of molecular interactions that govern gene expression and cellular functions. It encompasses various regulatory elements, including transcription factors, signaling pathways, and feedback loops, which collectively modulate biological processes in response to internal and external stimuli.

Key research themes

1. How do gene regulatory network topology and local context influence system function and phenotype?

This theme investigates the structural configurations of gene regulatory networks (GRNs) and how local genetic contexts alter their phenotypic outputs. Understanding network topology combined with local genomic neighborhood effects provides insights into the robustness, adaptability, and variability of gene expression and organismal traits. Such knowledge is foundational for deciphering molecular mechanisms of development, disease, and evolutionary adaptability.

Key finding: By analyzing 67 Boolean gene regulatory network models across diverse biological contexts, the study finds that biological regulatory networks commonly operate near a critical regime between order and chaos. This criticality... Read more
Key finding: This experimental study using a synthetic gene regulatory network demonstrates that repositioning individual transcriptional units within a fixed network topology can qualitatively change network phenotypes. Phenotypic... Read more
Key finding: The paper establishes gene networks as a foundational conceptual level for molecular biology and systems biology, arguing that networks not only serve as frameworks but also as direct analytical tools. It clarifies that gene... Read more

2. How can computational methods integrate multiomics data to reconstruct functional gene regulatory networks and infer causal regulatory mechanisms?

This research focus explores the development and application of computational frameworks and algorithms designed to infer gene regulatory networks from multi-layered omics datasets (e.g., transcriptomics, epigenomics, genomics). These methods leverage advances in data integration, statistical inference, and network modeling to uncover causal gene interactions, identify core transcriptional regulators, and predict dynamic cellular responses, with applications spanning development, disease, and synthetic biology engineering.

Key finding: NetAct combines transcriptomic data with literature-based transcription factor (TF) target databases to infer accurate TF activity and reconstruct core transcription factor networks. Benchmarking shows it outperforms existing... Read more
Key finding: The study applies a multi-omics systems biology approach integrating transcriptomic, methylation, and chromatin accessibility data to construct gene regulatory networks, using Partial Correlation and Information Theory... Read more
Key finding: SIGNET uses genotypic variants as instrumental variables in a Mendelian randomization framework to identify causal regulatory relationships between genes transcriptome-wide. By employing parallel computing and robust... Read more
Key finding: MCNET introduces an advanced deep learning framework integrating multi-omics data with single-cell RNA-sequencing (scRNA-seq) for gene regulatory network inference. Employing attention mechanisms and graph convolutional... Read more

3. What roles do specific regulatory elements and molecular mechanisms play within gene regulatory networks to control gene expression and cellular states?

This research stream focuses on characterizing distinct regulatory elements such as promoters, enhancers, transcription factor binding sites, post-transcriptional motifs, and epigenetic modifications that determine the composition and dynamics of gene regulatory networks. It emphasizes molecular and mechanistic insights at multiple regulatory levels, including DNA, RNA, and protein modifications, and elucidates how these elements integrate to define cellular phenotypes, developmental trajectories, and disease pathogenesis.

Key finding: This review systematically characterizes diverse regulatory elements shaping molecular networks, with a primary focus on DNA regulatory components such as promoters and enhancers. It discusses the biochemical and epigenetic... Read more
Key finding: By dissecting both single-gene cis-regulatory logic and broader gene regulatory networks (GRNs) in sea urchin embryos, this study shows that gene expression control involves modular transcription factor binding sites and... Read more
Key finding: This comprehensive special issue review highlights the centrality of RNA molecules in regulating cellular differentiation, development, and disease through complex RNA-based regulatory networks. It emphasizes the functional... Read more
Key finding: The chapter presents a methodology employing Boolean network models using selected gene sets—filtered via entropy criteria and interactome connectivity—to construct simplified cellular regulatory networks relevant to breast... Read more

All papers in Regulatory Network

The general architecture of a genetic regulatory network consists of strong connected components of its interaction graph, to which are attached three kinds of sub-structures: -a set of up-trees, rooted in the sources of the interaction... more
Mutations in the acrB gene, which were originally selected through their resistance to acriflavine, also result in reduced growth on a range of sole carbon sources, including fructose, cellobiose, raffinose, and starch, and reduced... more
Understanding the role of transcription factors (TFs) is essential in reconstructing developmental regulatory networks. The plant-specific GeBP TF family of Arabidopsis thaliana (Arabidopsis) comprises 21 members, all of unknown function.... more
Genomes adapt dynamically to alterations in the signaling milieu, including inflammation that transiently or permanently disrupts genome function. Here, we elucidate how a progenitor cell genome senses and responds to inflammation when... more
The Escherichia coli OmpR/EnvZ two-component regulatory system, which senses environmental osmolarity, also regulates biofilm formation. Up mutations in the ompR gene, such as the ompR234 mutation, stimulate laboratory strains of E. coli... more
ABSTRACT. Reverse transcription PCRs (RT‐PCRs), real‐time RT‐PCRs and microarrays containing 50‐mer oligonucleotides representing nucleus‐encoded genes for chloroplast proteins from Euglena gracilis were used to compare light‐ and... more
Microbes provide an invaluable tool for watching evolution in action. Throughout more than 55,000 generations, lineages of Escherichia coli cells in a long-term evolution experiment (LTEE) grew in a minimal glucose environment and... more
Protein-Protein Interaction Sitesbase (PPInS), a high-performance database of protein-protein interacting interfaces, is presented. The atomic level information of the molecular interaction happening amongst various protein chains in... more
Scale-invariant long-range correlations have been reported in fluctuations of time-series signals originating from diverse processes such as heart beat dynamics, earthquakes, and stock market data. The common denominator of these... more
The biologic and clinical significance of KIT overexpression that associates with KIT gain-of-function mutations occurring in subsets of acute myeloid leukemia (AML) (i.e., core binding factor AML) is unknown. Here, we show that KIT... more
Rapid evolution of microbes under laboratory conditions can lead to domestication of environmental or clinical strains. In this work, we show that domestication due to laboratory passage in rich medium is extremely rapid. Passaging of... more
Analysis of Cell Cycle Phase Response Captures the Synchronization Phenomena and Reveals a Novel Cell Cycle Network Topology YING LI, YIHAN LIN, NORBERT SCHERER, AARON DINNER, University of Chicago -Cell cycle progression requires a... more
The American Physical Society Synchronization of Cell Cycle Oscillator by Multi-pulse Chemical Perturbations YIHAN LIN, YING LI, AARON DINNER, NORBERT SCHERER, University of Chicago -Oscillators underlie biological rhythms in various... more
The American Physical Society Synchronization of Cell Cycle Oscillator by Multi-pulse Chemical Perturbations YIHAN LIN, YING LI, AARON DINNER, NORBERT SCHERER, University of Chicago -Oscillators underlie biological rhythms in various... more
Analysis of Cell Cycle Phase Response Captures the Synchronization Phenomena and Reveals a Novel Cell Cycle Network Topology YING LI, YIHAN LIN, NORBERT SCHERER, AARON DINNER, University of Chicago -Cell cycle progression requires a... more
The balance between maintenance of the stem cell state and terminal differentiation is influenced by the cellular environment. The switching between these states has long been understood as a transition between attractor states of a... more
Analysis of the α-lipomycin biosynthesis gene cluster of Streptomyces aureofaciens Tü117 led to the identification of five putative regulatory genes, which are congregated into a subcluster. Analysis of the lipReg1-4 and lipX1 showed that... more
Cells employ multiple levels of regulation, including transcriptional and translational regulation, that drive core biological processes and enable cells to respond to genetic and environmental changes. Small-molecule metabolites are one... more
Complete genome sequences together with high throughput technologies have made comprehensive characterizations of gene expression patterns possible. While genome-wide measurement of mRNA levels was one of the first applications of these... more
Background: Many cellular programs are regulated through the integration of specific transcriptional signals originated from external stimuli, being cooperation between transcription factors a key feature in this process. In this work, we... more
Recent studies show that the dysregulation of the transcription factor SOX10 is essential for the development and progression of melanoma. MicroRNAs (miRNAs) can regulate the expression of transcription factors at the post-transcriptional... more
The sequenced genome of Human and various pathogens has provided access to huge amount of data related to their genome as well as their proteome. This immense assembly of information proves to be very useful in the identification of the... more
A network is one of the most convenient way to represent interactions between biological entities in systems biology. A network of molecular interactions is a graph in which the vertices are biological component and the edges correspond... more
Many notions and concepts for network analysis, including the shortest path approach, came to systems biology from the theory of graphs — the field of mathematics that studies graphs. We studied the relationship between the shortest paths... more
MicroRNAs (miRNAs) are nonprotein-coding RNAs that function as posttranscriptional gene regulators. They can regulate their targets directly by mRNA cleavage or by repressing their translation, depending on the degree of complementariety... more
The Calculus of Wrapped Compartments is a framework based on stochastic multiset rewriting in a compartmentalised setting originally developed for the modelling and analysis of biological interactions. In this paper, we propose to use... more
The shift from zygomorphy to actinomorphy has been intensively studied in molecular genetic model organisms. However, it is still a key challenge to explain the great morphological diversity of derived actinomorphy in angiosperms, since... more
Nowadays, morphogenetic engineering (ME) [1] is inspired by biological systems (embryogenesis) to export their self-formation capabilities to engineered autonomous systems. As cells are intelligent by nature, researchers of ME are trying... more
Artificial embryogeny aims at developing a complete organism starting from a unique cell. Nowadays many algorithms exist to synthesize artificial creature shapes or behaviours. With the purpose of shape and high-level behaviour joint... more
The Escherichia coli OmpR/EnvZ two-component regulatory system, which senses environmental osmolarity, also regulates biofilm formation. Up mutations in the ompR gene, such as the ompR234 mutation, stimulate laboratory strains of E. coli... more
An understanding of the physiology and metabolic complexity of microbial consortia involved in metal solubilization is a prerequisite for the rational improvement of bioleaching technologies. Among the most challenging aspects that remain... more
There is an abundance of complex dynamic systems that are critical to our daily lives and our society but that are hardly understood, and even with today's possibilities to sense and collect large amounts of experimental data, they... more
s received after January 24, 2005 Metagenome Analysis of Contaminated Sediments at the DOE Hanford Site Natalia Maltsev1, Tanuja Bompada1, Banu Gopalan2 (agor@ornl.gov), Shu-mei Li3, Weiwen Zhang3, J. Chris Detter4, Paul Richardson4,... more
In tumoral cells, gene regulation mechanisms are severely altered. Genes that do not react normally to their regulators' activity can provide explanations for the tumoral behavior, and be characteristic of cancer subtypes. We thus propose... more
OCT-2, a member of the POU family of transcription factors, plays a critical role in regulating B-cell-specific genes and immunoglobulin transcription, essential for B-cell proliferation and differentiation. This study investigates the... more
Biologists are increasingly recognising that computational modelling is crucial for making sense of the vast quantities of complex experimental data that are now being collected. The systems biology field needs agreed-upon information... more
Carotid body glomus cells mediate essential reflex responses to arterial blood hypoxia. They are dopaminergic and secrete growth factors that support dopaminergic neurons, making the carotid body a potential source of patient-specific... more
Port State Control (PSC) inspection data is used for determining the inspection pattern of PSC in Malaysia and identifying the relationship between the inspection place, flag state, number of deficiency, detention result, and ship risk... more
Background Integrons are found in hundreds of environmental bacterial species, but are mainly known as the agents responsible for the capture and spread of antibiotic-resistance determinants between Gram-negative pathogens. The SOS... more
DREAM website (wiki.c2b2.columbia.edu/dream/index.php/D5c4) Current information on the DREAM5 network inference challenge, including anonymized data, challenge description, and evaluation scripts. M3D website (m3d.bu.edu/dream) The... more
Decidualization is a morphological and biochemical transformation of endometrial stromal fibroblast into differentiated decidual cells, which is critical for embryo implantation and pregnancy establishment. The complex regulatory networks... more
The vertebrate skull vault forms almost entirely by the direct mineralisation of mesenchyme, without the formation of a cartilaginous template, a mechanism called membranous ossification. Dlx5 gene mutation leads to cranial... more
Background: Recent studies have identified thousands of sense-antisense gene pairs across different genomes by computational mapping of cDNA sequences. These studies have shown that approximately 25% of all transcriptional units in the... more
Background Recent studies have identified thousands of sense-antisense gene pairs across different genomes by computational mapping of cDNA sequences. These studies have shown that approximately 25% of all transcriptional units in the... more
The regulatory network for the uptake of Escherichia coli autoinducer 2 (AI-2) is comprised of a transporter complex, LsrABCD; its repressor, LsrR; and a cognate signal kinase, LsrK. This network is an integral part of the AI-2... more
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