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1.
J Struct Biol ; 211(2): 107531, 2020 08 01.
Article in English | MEDLINE | ID: mdl-32446810

ABSTRACT

The Membrane Attack Complex-Perforin (MACPF) family is ubiquitously found in all kingdoms. They have diverse cellular roles, however MACPFs with pore-forming toxic function in venoms and poisons are very rare in animals. Here we present the structure of PmPV2, a MACPF toxin from the poisonous apple snail eggs, that can affect the digestive and nervous systems of potential predators. We report the three-dimensional structure of PmPV2, at 17.2 Å resolution determined by negative-stain electron microscopy and its solution structure by small angle X-ray scattering (SAXS). We found that PV2s differ from nearly all MACPFs in two respects: it is a dimer in solution and protomers combine two immune proteins into an AB toxin. The MACPF chain is linked by a single disulfide bond to a tachylectin chain, and two heterodimers are arranged head-to-tail by non-covalent forces in the native protein. MACPF domain is fused with a putative new Ct-accessory domain exclusive to invertebrates. The tachylectin is a six-bladed ß-propeller, similar to animal tectonins. We experimentally validated the predicted functions of both subunits and demonstrated for the first time that PV2s are true pore-forming toxins. The tachylectin "B" delivery subunit would bind to target membranes, and then the MACPF "A" toxic subunit would disrupt lipid bilayers forming large pores altering the plasma membrane conductance. These results indicate that PV2s toxicity evolved by linking two immune proteins where their combined preexisting functions gave rise to a new toxic entity with a novel role in defense against predation. This structure is an unparalleled example of protein exaptation.


Subject(s)
Complement Membrane Attack Complex/ultrastructure , Lectins/ultrastructure , Perforin/ultrastructure , Protein Conformation , Amino Acid Sequence/genetics , Animals , Cell Membrane/chemistry , Cell Membrane/ultrastructure , Complement Membrane Attack Complex/chemistry , Complement Membrane Attack Complex/immunology , Crystallography, X-Ray , Dimerization , Lectins/chemistry , Lectins/immunology , Models, Molecular , Perforin/chemistry , Perforin/immunology , Protein Subunits/genetics , Scattering, Small Angle , Snails/ultrastructure , X-Ray Diffraction
2.
Phys Chem Chem Phys ; 17(13): 8467-79, 2015 Apr 07.
Article in English | MEDLINE | ID: mdl-25660666

ABSTRACT

Density functional theory (B3LYP-D3, M06-2X) has been used to calculate the structures, interaction energies and vibrational frequencies of a set of 93 methanol-water clusters of different type (cubic, ring, spiro, lasso, bicyclic), size and composition. These interaction energies have been used within the framework of the Quantum Cluster Equilibrium Theory (QCE) to calculate cluster populations as well as thermodynamic properties of binary methanol-water mixtures spanning the whole range from pure water to pure methanol. The necessary parameters amf and bxv of the QCE model were obtained by fitting to experimental isobars of MeOH-H2O mixtures with different MeOH content. The cubic and spiro motifs dominate the distribution of methanol-water clusters in the mixtures with a maximum of mixed clusters at x(MeOH) = 0.365. Reasonable agreement with experimental data as well as earlier molecular dynamics simulations was found for excess enthalpies H(E), entropies S(E) as well as Gibbs free energies of mixing G(E). In contrast, heat capacities Cp and C showed only poor agreement with experimental data.

3.
Biochim Biophys Acta Gen Subj ; 1867(2): 130278, 2023 02.
Article in English | MEDLINE | ID: mdl-36410610

ABSTRACT

It has been demonstrated that supplementation with the two main omega 3 polyunsaturated fatty acids (ω3 FAs), docosahexaenoic acid (DHA), and eicosapentaenoic acid (EPA), leads to modifications in the cardiac physiology. ω3 FAs can affect the membrane's lipid composition, as well as proteins' location and/or function. The Na+/H+ exchanger (NHE1) is an integral membrane protein involved in the maintenance of intracellular pH and its hyperactivity has been associated with the development of various cardiovascular diseases such as cardiac hypertrophy. Our aim was to determine the effect of ω3 FAs on systolic blood pressure (SBP), lipid profiles, NHE1 activity, and cardiac function in spontaneously hypertensive rats (SHR) using Wistar rats (W) as normotensive control. After weaning, the rats received orally ω3 FAs (200 mg/kg body mass/day/ 4 months). We measured SBP, lipid profiles, and different echocardiography parameters, which were used to calculate cardiac hypertrophy index, systolic function, and ventricular geometry. The rats were sacrificed, and ventricular cardiomyocytes were obtained to measure NHE1 activity. While the treatment with ω3 FAs did not affect the SBP, lipid analysis of plasma revealed a significant decrease in omega-6/omega-3 ratio, correlated with a significant reduction in left ventricular mass index in SHR. The NHE1 activity was significantly higher in SHR compared with W. While in W the NHE1 activity was similar in both groups, a significant decrease in NHE1 activity was detected in SHRs supplemented with ω3 FAs, reaching values comparable with W. Altogether, these findings revealed that diet supplementation with ω3 FAs since early age prevents the development of cardiac hypertrophy in SHR, perhaps by decreasing NHE1 activity, without altering hemodynamic overload.


Subject(s)
Fatty Acids, Omega-3 , Rats , Animals , Rats, Wistar , Fatty Acids, Omega-3/pharmacology , Docosahexaenoic Acids , Eicosapentaenoic Acid , Rats, Inbred SHR , Cardiomegaly/drug therapy , Cardiomegaly/prevention & control
4.
Acta Biol Hung ; 63(3): 389-98, 2012 Sep.
Article in English | MEDLINE | ID: mdl-22963919

ABSTRACT

The effects of the mycotoxin patulin on the thermodynamics and kinetics of the transition of bovine serum albumin (BSA) in aqueous solution were studied by Differential Scanning Calorimetry and Photoluminescence methods. Results show that in the presence of patulin, the free enthalpy change during the transition of BSA was decreased by an average of ∼ 46 kJ/mol, the free energy change was decreased by ∼ 4 kJ/mol, and the activation energy fell from ∼ 1546 to ∼ 840 kJ/mol. These results indicate that the bioactivity of patulin is based on the kinetic rather than on the thermodynamic properties of the transition. This is the first evidence of the direct interaction of patulin with the free thiol-containing BSA, a process which could contribute to the adverse cyto- and genotoxic effects induced by patulin.


Subject(s)
Patulin/chemistry , Poisons/chemistry , Protein Denaturation , Serum Albumin, Bovine/chemistry , Animals , Cattle , Kinetics , Thermodynamics
5.
Bioinformatics ; 26(16): 2042-50, 2010 Aug 15.
Article in English | MEDLINE | ID: mdl-20542890

ABSTRACT

MOTIVATION: Signaling pathways control a large variety of cellular processes. However, currently, even within the same database signaling pathways are often curated at different levels of detail. This makes comparative and cross-talk analyses difficult. RESULTS: We present SignaLink, a database containing eight major signaling pathways from Caenorhabditis elegans, Drosophila melanogaster and humans. Based on 170 review and approximately 800 research articles, we have compiled pathways with semi-automatic searches and uniform, well-documented curation rules. We found that in humans any two of the eight pathways can cross-talk. We quantified the possible tissue- and cancer-specific activity of cross-talks and found pathway-specific expression profiles. In addition, we identified 327 proteins relevant for drug target discovery. CONCLUSIONS: We provide a novel resource for comparative and cross-talk analyses of signaling pathways. The identified multi-pathway and tissue-specific cross-talks contribute to the understanding of the signaling complexity in health and disease, and underscore its importance in network-based drug target selection. AVAILABILITY: http://SignaLink.org.


Subject(s)
Databases, Protein , Intracellular Signaling Peptides and Proteins/metabolism , Signal Transduction , Animals , Caenorhabditis elegans/metabolism , Drosophila melanogaster/metabolism , Drug Discovery , Humans , Intracellular Signaling Peptides and Proteins/antagonists & inhibitors , Neoplasms/metabolism , Signal Transduction/drug effects
6.
Novartis Found Symp ; 291: 45-54; discussion 54-8, 137-40, 2008.
Article in English | MEDLINE | ID: mdl-18575265

ABSTRACT

Molecular chaperones are not only fascinating molecular machines that help the folding, refolding, activation or assembly of other proteins, but also have a number of functions. These functions can be understood only by considering the emergent properties of cellular networks--and that of chaperones as special network constituents. As a notable example for the network-related roles of chaperones they may act as genetic buffers stabilizing the phenotype of various cells and organisms, and may serve as potential regulators of evolvability. Why are chaperones special in the context of cellular networks? Chaperones: (1) have weak links, i.e. low affinity, transient interactions with most of their partners; (2) connect hubs, i.e. act as 'masterminds' of the cell being close to several centre proteins with a lot of neighbours; and (3) are in the overlaps of network modules, which confers upon them a special regulatory role. Importantly, chaperones may uncouple or even quarantine modules of protein-protein interaction networks, signalling networks, genetic regulatory networks and membrane organelle networks during stress, which gives an additional chaperone-mediated protection for the cell at the network-level. Moreover, chaperones are essential to rebuild inter-modular contacts after stress by their low affinity, 'quasi-random' sampling of the potential interaction partners in different cellular modules. This opens the way to the chaperone-regulated modular evolution of cellular networks, and helps us to design novel therapeutic and anti-ageing strategies.


Subject(s)
Molecular Chaperones/metabolism , Systems Biology , Animals , Extracellular Space/metabolism
7.
FEBS Lett ; 581(19): 3675-80, 2007 Jul 31.
Article in English | MEDLINE | ID: mdl-17433306

ABSTRACT

The complexity of the cells can be described and understood by a number of networks such as protein-protein interaction, cytoskeletal, organelle, signalling, gene transcription and metabolic networks. All these networks are highly dynamic producing continuous rearrangements in their links, hubs, network-skeleton and modules. Here we describe the adaptation of cellular networks after various forms of stress causing perturbations, congestions and network damage. Chronic stress decreases link-density, decouples or even quarantines modules, and induces an increased competition between network hubs and bridges. Extremely long or strong stress may induce a topological phase transition in the respective cellular networks, which switches the cell to a completely different mode of cellular function. We summarize our initial knowledge on network restoration after stress including the role of molecular chaperones in this process. Finally, we discuss the implications of stress-induced network rearrangements in diseases and ageing, and propose therapeutic approaches both to increase the robustness and help the repair of cellular networks.


Subject(s)
Cytoprotection , Drug Design , Heat-Shock Response , Proteins/metabolism , Heat-Shock Response/genetics , Humans , Proteins/genetics , Transcription, Genetic
8.
FEBS Lett ; 581(15): 2776-82, 2007 Jun 19.
Article in English | MEDLINE | ID: mdl-17531981

ABSTRACT

The network paradigm is increasingly used to describe the topology and dynamics of complex systems. Here, we review the results of the topological analysis of protein structures as molecular networks describing their small-world character, and the role of hubs and central network elements in governing enzyme activity, allosteric regulation, protein motor function, signal transduction and protein stability. We summarize available data how central network elements are enriched in active centers and ligand binding sites directing the dynamics of the entire protein. We assess the feasibility of conformational and energy networks to simplify the vast complexity of rugged energy landscapes and to predict protein folding and dynamics. Finally, we suggest that modular analysis, novel centrality measures, hierarchical representation of networks and the analysis of network dynamics will soon lead to an expansion of this field.


Subject(s)
Proteins/chemistry , Models, Molecular , Protein Conformation , Proteins/metabolism , Thermodynamics , Water/chemistry
9.
J Biosci ; 32(3): 441-6, 2007 Apr.
Article in English | MEDLINE | ID: mdl-17536163

ABSTRACT

Molecular chaperones play a prominent role in signaling and transcriptional regulatory networks of the cell. Recent advances uncovered that chaperones act as genetic buffers stabilizing the phenotype of various cells and organisms and may serve as potential regulators of evolvability. Chaperones have weak links, connect hubs, are in the overlaps of network modules and may uncouple these modules during stress,which gives an additional protection for the cell at the network-level. Moreover,after stress chaperones are essential to re-build inter-modular contacts by their low affinity sampling of the potential interaction partners in different modules. This opens the way to the chaperone-regulated modular evolution of cellular networks,and helps us to design novel therapeutic and anti-aging strategies.


Subject(s)
Biological Evolution , Heat-Shock Proteins/metabolism , Molecular Chaperones/metabolism , Cell Death/physiology , Gene Expression Regulation , Heat-Shock Proteins/genetics , Models, Biological , Molecular Chaperones/genetics , Protein Isoforms , Signal Transduction
10.
Methods Inf Med ; 55(2): 125-35, 2016.
Article in English | MEDLINE | ID: mdl-26534843

ABSTRACT

BACKGROUND: In recent years, research data warehouses moved increasingly into the focus of interest of medical research. Nevertheless, there are only a few center-independent infrastructure solutions available. They aim to provide a consolidated view on medical data from various sources such as clinical trials, electronic health records, epidemiological registries or longitudinal cohorts. The i2b2 framework is a well-established solution for such repositories, but it lacks support for importing and integrating clinical data and metadata. OBJECTIVES: The goal of this project was to develop a platform for easy integration and administration of data from heterogeneous sources, to provide capabilities for linking them to medical terminologies and to allow for transforming and mapping of data streams for user-specific views. METHODS: A suite of three tools has been developed: the i2b2 Wizard for simplifying administration of i2b2, the IDRT Import and Mapping Tool for loading clinical data from various formats like CSV, SQL, CDISC ODM or biobanks and the IDRT i2b2 Web Client Plugin for advanced export options. The Import and Mapping Tool also includes an ontology editor for rearranging and mapping patient data and structures as well as annotating clinical data with medical terminologies, primarily those used in Germany (ICD-10-GM, OPS, ICD-O, etc.). RESULTS: With the three tools functional, new i2b2-based research projects can be created, populated and customized to researcher's needs in a few hours. Amalgamating data and metadata from different databases can be managed easily. With regards to data privacy a pseudonymization service can be plugged in. Using common ontologies and reference terminologies rather than project-specific ones leads to a consistent understanding of the data semantics. CONCLUSIONS: i2b2's promise is to enable clinical researchers to devise and test new hypothesis even without a deep knowledge in statistical programing. The approach presented here has been tested in a number of scenarios with millions of observations and tens of thousands of patients. Initially mostly observant, trained researchers were able to construct new analyses on their own. Early feedback indicates that timely and extensive access to their "own" data is appreciated most, but it is also lowering the barrier for other tasks, for instance checking data quality and completeness (missing data, wrong coding).


Subject(s)
Database Management Systems , Health Information Systems , Internet , Translational Research, Biomedical
11.
FEBS Lett ; 579(11): 2254-60, 2005 Apr 25.
Article in English | MEDLINE | ID: mdl-15848154

ABSTRACT

Water molecules and molecular chaperones efficiently help the protein folding process. Here we describe their action in the context of the energy and topological networks of proteins. In energy terms water and chaperones were suggested to decrease the activation energy between various local energy minima smoothing the energy landscape, rescuing misfolded proteins from conformational traps and stabilizing their native structure. In kinetic terms water and chaperones may make the punctuated equilibrium of conformational changes less punctuated and help protein relaxation. Finally, water and chaperones may help the convergence of multiple energy landscapes during protein-macromolecule interactions. We also discuss the possibility of the introduction of protein games to narrow the multitude of the energy landscapes when a protein binds to another macromolecule. Both water and chaperones provide a diffuse set of rapidly fluctuating weak links (low affinity and low probability interactions), which allow the generalization of all these statements to a multitude of networks.


Subject(s)
Game Theory , Models, Biological , Molecular Chaperones/chemistry , Molecular Chaperones/metabolism , Protein Folding , Water/chemistry , Water/metabolism , Humans , Kinetics , Thermodynamics
12.
Article in English | MEDLINE | ID: mdl-14643179

ABSTRACT

This study was performed to determine whether fatty acids incorporated into liver cell nuclei phosphatidylcholine (PtdCho) could be remodeled in the isolated nuclear. For this reason, rat liver cell nuclei were incubated in vitro with [1-14C]20:4n-6-CoA. PtdCho molecular species with the highest specific activity had an unsaturated fatty acid at sn-1 and sn-2 positions (20:4-20:4>18:2-20:4>18:1-20:4). 16:0-20:4 and 18:0-20:4 PtdChos showed a minor specific activity. When labeled nuclei were reincubated in the absence of labeled substrate with the addition of cytosol, ATP and CoA, the specific activity of 20:4-20:4, 18:2-20:4 and 18:1-20:4 species decreased, while that of 16:0-20:4 and 18:0-20:4 increased. In conclusion, the asymmetric fatty acid distribution of saturated fatty acids at sn-1 position, and unsaturated fatty acids at sn-2 position of nuclear PtdCho molecular species was re-established by an acyl-CoA-dependent remodeling process.


Subject(s)
Cell Nucleus/metabolism , Hepatocytes/cytology , Hepatocytes/metabolism , Phosphatidylcholines/metabolism , Animals , Arachidonic Acid/metabolism , Cell Nucleus/chemistry , Cytosol/chemistry , Cytosol/metabolism , Male , Phosphatidylcholines/chemistry , Rats , Rats, Wistar
13.
Article in English | MEDLINE | ID: mdl-6313286

ABSTRACT

Type 1 bovine adenovirus has been isolated from cell cultures prepared from the kidneys of a 7-month-old bovine fetus, taken from a slaughterhouse, and types 4, 6 and 8 from cell cultures prepared from the testicles of four neonatal, precolostral calves. Sera of these precolostral calves possessed virus-neutralizing antibodies in titers of 1:4--1:16. Bovine adenoviruses of types 4 and 8 have also been isolated from two bovine fetuses aborted from an unknown cause. Relying upon these findings the possible vertical (transplacental) transmission of bovine adenoviruses is presumed. Though a cause-and-effect relationship between abortion and adenovirus infection could not be detected, it is probably that infection during fetal development cannot be indifferent to the fetus or the neonatal calf.


Subject(s)
Adenoviridae Infections/transmission , Adenoviridae/isolation & purification , Cattle Diseases/transmission , Maternal-Fetal Exchange , Abortion, Veterinary/etiology , Abortion, Veterinary/microbiology , Adenoviridae Infections/complications , Adenoviridae Infections/veterinary , Animals , Animals, Newborn , Cattle , Cattle Diseases/microbiology , Cells, Cultured , Female , Fetus , Kidney , Male , Pregnancy , Testis
14.
Lipids ; 36(3): 273-82, 2001 Mar.
Article in English | MEDLINE | ID: mdl-11337983

ABSTRACT

Liver nuclear incorporation of stearic (18:0), linoleic (18:2n-6), and arachidonic (20:4n-6) acids was studied by incubation in vitro of the [1-14C] fatty acids with nuclei, with or without the cytosol fraction at different times. The [1-14C] fatty acids were incorporated into the nuclei as free fatty acids in the following order: 18:0 > 20:4n-6 >> 18:2n-6, and esterified into nuclear lipids by an acyl-CoA pathway. All [1-14C] fatty acids were esterified mainly to phospholipids and triacylglycerols and in a minor proportion to diacylglycerols. Only [1-14C]18:2n-6-CoA was incorporated into cholesterol esters. The incorporation was not modified by cytosol addition. The incorporation of 20:4n-6 into nuclear phosphatidylcholine (PC) pools was also studied by incubation of liver nuclei in vitro with [1-14C]20:4n-6-CoA, and nuclear labeled PC molecular species were determined. From the 15 PC nuclear molecular species determined, five were labeled with [1-14C]20:4n-6-CoA: 18:0-20:4, 16:0-20:4, 18:1-20:4, 18:2-20:4, and 20:4-20:4. The highest specific radioactivity was found in 20:4-20:4 PC, which is a minor species. In conclusion, liver cell nuclei possess the necessary enzymes to incorporate exogenous saturated and unsaturated fatty acids into lipids by an acyl-CoA pathway, showing specificity for each fatty acid. Liver cell nuclei also utilize exogenous 20:4n-6-CoA to synthesize the major molecular species of PC with 20:4n-6 at the sn-2 position. However, the most actively synthesized is 20:4-20:4 PC, which is a quantitatively minor component. The labeling pattern of 20:4-20:4 PC would indicate that this molecular species is synthesized mainly by the de novo pathway.


Subject(s)
Cell Nucleus/metabolism , Fatty Acids, Unsaturated/metabolism , Fatty Acids/metabolism , Lipid Metabolism , Liver/ultrastructure , Animals , Arachidonic Acid/metabolism , Carbon Radioisotopes , Cholesterol Esters/metabolism , Diglycerides/metabolism , Esterification , Kinetics , Linoleic Acid/metabolism , Male , Phosphatidylcholines/metabolism , Phospholipids/metabolism , Rats , Rats, Wistar , Stearic Acids/metabolism , Triglycerides/metabolism
15.
N J Med ; 87(2): 127-9, 1990 Feb.
Article in English | MEDLINE | ID: mdl-2407975

ABSTRACT

The diagnosis of Pasteurella multocida meningitis was confused by a false-positive latex particle agglutination test implicating group B streptococcus. This illness and false-positive reactions in antigen detection are discussed.


Subject(s)
Meningitis/diagnosis , Pasteurella Infections/diagnosis , Diagnosis, Differential , Humans , Infant , Latex Fixation Tests , Male , Saliva/analysis , Streptococcus agalactiae
16.
Appl Clin Inform ; 2(1): 116-27, 2011.
Article in English | MEDLINE | ID: mdl-23616864

ABSTRACT

OBJECTIVE: Data from clinical care is increasingly being used for research purposes. The i2b2 platform has been introduced in some US research communities as a tool for data integration and querying by clinical users. The purpose of this project was to assess the applicability of i2b2 in Germany regarding use cases, functionality and integration with privacy enhancing tools. METHODS: A set of four research usage scenarios was chosen, including the transformation and import of ontology and fact data from existing clinical data collections into i2b2 v1.4 instances. Query performance was measured in comparison to native SQL queries. A setup and administration tool for i2b2 was developed. An extraction tool for CDISC ODM data was programmed. Interfaces for the TMF privacy enhancing tools (PID Generator, Pseudonymization Service) were implemented. RESULTS: Data could be imported in all tested scenarios from various source systems, including the generation of i2b2 ontology definitions. The integration of TMF privacy enhancing tools was possible without modification of the platform. Limitations were found regarding query performance in comparison to native SQL and certain temporal queries. CONCLUSIONS: i2b2 is a viable platform for data query tasks in use cases typical for networked medical research in Germany. The integration of privacy enhancing tools facilitates the use of i2b2 within established data protection concepts. Entry barriers should be lowered by providing tools for simplified setup and import of medical standard formats like CDISC ODM.

17.
PLoS One ; 6(5): e19240, 2011 May 03.
Article in English | MEDLINE | ID: mdl-21559328

ABSTRACT

BACKGROUND: Uncovering novel components of signal transduction pathways and their interactions within species is a central task in current biological research. Orthology alignment and functional genomics approaches allow the effective identification of signaling proteins by cross-species data integration. Recently, functional annotation of orthologs was transferred across organisms to predict novel roles for proteins. Despite the wide use of these methods, annotation of complete signaling pathways has not yet been transferred systematically between species. PRINCIPAL FINDINGS: Here we introduce the concept of 'signalog' to describe potential novel signaling function of a protein on the basis of the known signaling role(s) of its ortholog(s). To identify signalogs on genomic scale, we systematically transferred signaling pathway annotations among three animal species, the nematode Caenorhabditis elegans, the fruit fly Drosophila melanogaster, and humans. Using orthology data from InParanoid and signaling pathway information from the SignaLink database, we predict 88 worm, 92 fly, and 73 human novel signaling components. Furthermore, we developed an on-line tool and an interactive orthology network viewer to allow users to predict and visualize components of orthologous pathways. We verified the novelty of the predicted signalogs by literature search and comparison to known pathway annotations. In C. elegans, 6 out of the predicted novel Notch pathway members were validated experimentally. Our approach predicts signaling roles for 19 human orthodisease proteins and 5 known drug targets, and suggests 14 novel drug target candidates. CONCLUSIONS: Orthology-based pathway membership prediction between species enables the identification of novel signaling pathway components that we referred to as signalogs. Signalogs can be used to build a comprehensive signaling network in a given species. Such networks may increase the biomedical utilization of C. elegans and D. melanogaster. In humans, signalogs may identify novel drug targets and new signaling mechanisms for approved drugs.


Subject(s)
Signal Transduction , Algorithms , Animals , Caenorhabditis elegans , Computational Biology/methods , Databases, Genetic , Drosophila melanogaster , Gene Expression Regulation , Genetics , Humans , Phenotype , RNA Interference , Receptors, Notch/metabolism , Species Specificity
18.
PLoS One ; 5(9)2010 Sep 02.
Article in English | MEDLINE | ID: mdl-20824084

ABSTRACT

BACKGROUND: Network communities help the functional organization and evolution of complex networks. However, the development of a method, which is both fast and accurate, provides modular overlaps and partitions of a heterogeneous network, has proven to be rather difficult. METHODOLOGY/PRINCIPAL FINDINGS: Here we introduce the novel concept of ModuLand, an integrative method family determining overlapping network modules as hills of an influence function-based, centrality-type community landscape, and including several widely used modularization methods as special cases. As various adaptations of the method family, we developed several algorithms, which provide an efficient analysis of weighted and directed networks, and (1) determine persvasively overlapping modules with high resolution; (2) uncover a detailed hierarchical network structure allowing an efficient, zoom-in analysis of large networks; (3) allow the determination of key network nodes and (4) help to predict network dynamics. CONCLUSIONS/SIGNIFICANCE: The concept opens a wide range of possibilities to develop new approaches and applications including network routing, classification, comparison and prediction.


Subject(s)
Community Networks , Residence Characteristics , Algorithms , Computer Simulation , Hierarchy, Social , Humans
19.
IUBMB Life ; 60(1): 10-8, 2008 Jan.
Article in English | MEDLINE | ID: mdl-18379988

ABSTRACT

The complex integrity of the cells and its sudden, but often predictable changes can be described and understood by the topology and dynamism of cellular networks. All these networks undergo both local and global rearrangements during stress and development of diseases. Here, we illustrate this by showing the stress-induced structural rearrangement of the yeast protein-protein interaction network (interactome). In an unstressed state, the yeast interactome is highly compact, and the centrally organized modules have a large overlap. During stress, several original modules became more separated, and a number of novel modules also appear. A few basic functions such as theproteasome preserve their central position; however, several functions with high energy demand, such the cell-cycle regulation loose their original centrality during stress. A number of key stress-dependent protein complexes, such as the disaggregation-specific chaperone, Hsp104 gain centrality in the stressed yeast interactome. Molecular chaperones, heat shock, or stress proteins became established as key elements in our molecular understanding of the cellular stress response. Chaperones form complex interaction networks (the chaperome) with each other and their partners. Here, we show that the human chaperome recovers the segregation of protein synthesis-coupled and stress-related chaperones observed in yeast recently. Examination of yeast and human interactomes shows that chaperones 1) are intermodular integrators of protein-protein interaction networks, which 2) often bridge hubs and 3) are favorite candidates for extensive phosphorylation. Moreover, chaperones 4) become more central in the organization of the isolated modules of the stressed yeast protein-protein interaction network, which highlights their importance in the decoupling and recoupling of network modules during and after stress. Chaperone-mediated evolvability of cellular networks may play a key role in cellular adaptation during stress and various polygenic and chronic diseases, such as cancer, diabetes or neurodegeneration.


Subject(s)
Heat-Shock Response/physiology , Molecular Chaperones/physiology , Cytoprotection/physiology , Diabetes Mellitus/drug therapy , Diabetes Mellitus/physiopathology , Humans , Neoplasms/drug therapy , Neoplasms/physiopathology , Neurodegenerative Diseases/drug therapy , Neurodegenerative Diseases/physiopathology , Protein Interaction Mapping , Saccharomyces cerevisiae/physiology
20.
PLoS One ; 3(4): e1917, 2008 Apr 09.
Article in English | MEDLINE | ID: mdl-18398453

ABSTRACT

Cooperation plays a key role in the evolution of complex systems. However, the level of cooperation extensively varies with the topology of agent networks in the widely used models of repeated games. Here we show that cooperation remains rather stable by applying the reinforcement learning strategy adoption rule, Q-learning on a variety of random, regular, small-word, scale-free and modular network models in repeated, multi-agent Prisoner's Dilemma and Hawk-Dove games. Furthermore, we found that using the above model systems other long-term learning strategy adoption rules also promote cooperation, while introducing a low level of noise (as a model of innovation) to the strategy adoption rules makes the level of cooperation less dependent on the actual network topology. Our results demonstrate that long-term learning and random elements in the strategy adoption rules, when acting together, extend the range of network topologies enabling the development of cooperation at a wider range of costs and temptations. These results suggest that a balanced duo of learning and innovation may help to preserve cooperation during the re-organization of real-world networks, and may play a prominent role in the evolution of self-organizing, complex systems.


Subject(s)
Cooperative Behavior , Game Theory , Algorithms , Competitive Behavior , Computer Simulation , Humans , Interpersonal Relations , Learning , Models, Biological , Models, Statistical , Neural Networks, Computer , Systems Analysis , Thinking
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