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1.
Euro Surveill ; 29(16)2024 Apr.
Article in English | MEDLINE | ID: mdl-38639094

ABSTRACT

In 2023, an increase of OXA-48-producing Klebsiella pneumoniae was noticed by the Lithuanian National Public Health Surveillance Laboratory. Whole genome sequencing (WGS) of 106 OXA-48-producing K. pneumoniae isolates revealed three distinct clusters of carbapenemase-producing K. pneumoniae high-risk clones, including sequence type (ST) 45 (n = 35 isolates), ST392 (n = 32) and ST395 (n = 28), involving six, six and nine hospitals in different regions, respectively. These results enabled targeted investigation and control, and underscore the value of national WGS-based surveillance for antimicrobial resistance.


Subject(s)
Klebsiella Infections , Klebsiella pneumoniae , Humans , Klebsiella pneumoniae/genetics , Lithuania/epidemiology , Multilocus Sequence Typing , Klebsiella Infections/epidemiology , Klebsiella Infections/drug therapy , beta-Lactamases/genetics , Bacterial Proteins/genetics , Hospitals , Disease Outbreaks , Microbial Sensitivity Tests , Anti-Bacterial Agents/pharmacology , Anti-Bacterial Agents/therapeutic use
2.
Euro Surveill ; 28(47)2023 11.
Article in English | MEDLINE | ID: mdl-37997662

ABSTRACT

BackgroundPreliminary unpublished results of the survey of carbapenem- and/or colistin-resistant Enterobacterales (CCRE survey) showed the expansion of carbapenemase-producing Klebsiella pneumoniae (CPKP) sequence type (ST) 39 in 12 of 15 participating Greek hospitals in 2019.AimWe conducted a rapid survey to determine the extent of spread of CPKP high-risk clones in Greek hospitals in 2022 and compare the distribution of circulating CPKP clones in these hospitals since 2013.MethodsWe analysed whole genome sequences and epidemiological data of 310 K. pneumoniae isolates that were carbapenem-resistant or 'susceptible, increased exposure' from Greek hospitals that participated in the European survey of carbapenemase-producing Enterobacteriaceae (EuSCAPE, 2013-2014), in the CCRE survey (2019) and in a national follow-up survey (2022) including, for the latter, an estimation of transmission events.ResultsFive K. pneumoniae STs including ST258/512 (n = 101 isolates), ST11 (n = 93), ST39 (n = 56), ST147 (n = 21) and ST323 (n = 13) accounted for more than 90% of CPKP isolates in the dataset. While ST11, ST147 and ST258/512 have been detected in participating hospitals since 2013 and 2014, KPC-2-producing ST39 and ST323 emerged in 2019 and 2022, respectively. Based on the defined genetic relatedness cut-off, 44 within-hospital transmission events were identified in the 2022 survey dataset, with 12 of 15 participating hospitals having at least one within-hospital transmission event.ConclusionThe recent emergence and rapid spread of new high-risk K. pneumoniae clones in the Greek healthcare system related to within-hospital transmission is of concern and highlights the need for molecular surveillance and enhanced infection prevention and control measures.


Subject(s)
Carbapenem-Resistant Enterobacteriaceae , Klebsiella Infections , Humans , Klebsiella pneumoniae/genetics , Carbapenem-Resistant Enterobacteriaceae/genetics , Anti-Bacterial Agents/pharmacology , Anti-Bacterial Agents/therapeutic use , Greece/epidemiology , Klebsiella Infections/epidemiology , Klebsiella Infections/drug therapy , Multilocus Sequence Typing , beta-Lactamases/genetics , Bacterial Proteins/genetics , Carbapenems/pharmacology , Hospitals , Clone Cells , Microbial Sensitivity Tests
3.
Mov Ecol ; 11(1): 57, 2023 Sep 15.
Article in English | MEDLINE | ID: mdl-37710345

ABSTRACT

Fisheries managers stock triploid (i.e., infertile, artificially produced) rainbow trout Oncorhynchus mykiss in North American lakes to support sport fisheries while minimizing the risk of genetic introgression between hatchery and wild trout. In Washington State, the Washington Department of Fish and Wildlife (WDFW) allocates approximately US $3 million annually to stock hatchery-origin rainbow trout in > 600 lakes, yet only about 10% of them are triploids. Many lakes in Washington State drain into waters that support wild anadromous steelhead O. mykiss that are listed as threatened under the U.S. Endangered Species Act. As a result, there is a strong interest in understanding the costs and benefits associated with stocking sterile, triploid rainbow trout as an alternative to traditional diploids. The objectives of this study were to compare triploid and diploid rainbow trout in terms of: (1) contribution to the sport fishery catch, (2) fine-scale movements within the study lakes, (3) rate of emigration from the lake, and (4) natural mortality. Our results demonstrated that triploid and diploid trout had similar day-night distribution patterns, but triploid trout exhibited a lower emigration rate from the lake and lower catch rates in some lakes. Overall, triploid rainbow trout represent a viable alternative to stocking of diploids, especially in lakes draining to rivers, because they are sterile, have comparable home ranges, and less often migrate.

4.
Euro Surveill ; 28(19)2023 05.
Article in English | MEDLINE | ID: mdl-37166762

ABSTRACT

Whole genome sequencing data of 874 Escherichia coli isolates carrying bla NDM-5 from 13 European Union/European Economic Area countries between 2012 and June 2022 showed the predominance of sequence types ST167, ST405, ST410, ST361 and ST648, and an increasing frequency of detection. Nearly a third (30.6%) of these isolates were associated with infections and more than half (58.2%) were predicted to be multidrug-resistant. Further spread of E. coli carrying bla NDM-5 would leave limited treatment options for serious E. coli infections.


Subject(s)
Escherichia coli Infections , Escherichia coli , Humans , beta-Lactamases/genetics , Drug Resistance, Multiple, Bacterial/genetics , Escherichia coli/genetics , Escherichia coli/isolation & purification , Escherichia coli Infections/drug therapy , Escherichia coli Infections/epidemiology , European Union , Microbial Sensitivity Tests , Europe/epidemiology
5.
Sensors (Basel) ; 23(3)2023 Jan 27.
Article in English | MEDLINE | ID: mdl-36772452

ABSTRACT

Supply chains have evolved into dynamic, interconnected supply networks, which increases the complexity of achieving end-to-end traceability of object flows and their experienced events. With its capability of ensuring a secure, transparent, and immutable environment without relying on a trusted third party, the emerging blockchain technology shows strong potential to enable end-to-end traceability in such complex multitiered supply networks. This paper aims to overcome the limitations of existing blockchain-based traceability architectures regarding their object-related event mapping ability, which involves mapping the creation and deletion of objects, their aggregation and disaggregation, transformation, and transaction, in one holistic architecture. Therefore, this paper proposes a novel 'blueprint-based' token concept, which allows clients to group tokens into different types, where tokens of the same type are non-fungible. Furthermore, blueprints can include minting conditions, which, for example, are necessary when mapping assembly processes. In addition, the token concept contains logic for reflecting all conducted object-related events in an integrated token history. Finally, for validation purposes, this article implements the architecture's components in code and proves its applicability based on the Ethereum blockchain. As a result, the proposed blockchain-based traceability architecture covers all object-related supply chain events and proves its general-purpose end-to-end traceability capabilities of object flows.

6.
Foodborne Pathog Dis ; 19(5): 332-340, 2022 05.
Article in English | MEDLINE | ID: mdl-35325576

ABSTRACT

PulseNet International (PNI) is a global network of 88 countries who work together through their regional and national public health laboratories to track foodborne disease around the world. The vision of PNI is to implement globally standardized surveillance using whole genome sequencing (WGS) for real-time identification and subtyping of foodborne pathogens to strengthen preparedness and response and lower the burden of disease. Several countries in North America and Europe have experienced significant benefits in disease mitigation after implementing WGS. To broaden the routine use of WGS around the world, challenges and barriers must be overcome. We conducted this study to determine the challenges and barriers countries are encountering in their attempts to implement WGS and to identify how PNI can provide support to improve and become a better integrated system overall. A survey was designed with a set of qualitative questions to capture the status, challenges, barriers, and successes of countries in the implementation of WGS and was administered to laboratories in Africa, Asia-Pacific, Latin America and the Caribbean, and Middle East. One-third of respondents do not use WGS, and only 8% reported using WGS for routine, real-time surveillance. The main barriers for implementation of WGS were lack of funding, gaps in expertise, and training, especially for data analysis and interpretation. Features of an ideal system to facilitate implementation and global surveillance were identified as an all-in-one software that is free, accessible, standardized and validated. This survey highlights the minimal use of WGS for foodborne disease surveillance outside the United States, Canada, and Europe to date. Although funding remains a major barrier to WGS-based surveillance, critical gaps in expertise and availability of tools must be overcome. Opportunities to seek sustainable funding, provide training, and identify solutions for a globally standardized surveillance platform will accelerate implementation of WGS worldwide.


Subject(s)
Developing Countries , Foodborne Diseases , Disease Outbreaks , Foodborne Diseases/epidemiology , Genome, Bacterial , Humans , Surveys and Questionnaires , United States/epidemiology , Whole Genome Sequencing
7.
Euro Surveill ; 25(20)2020 05.
Article in English | MEDLINE | ID: mdl-32458791

ABSTRACT

Analysis of sequencing data for 143 blaNDM-1- and blaOXA-48-positive Klebsiella pneumoniae isolates from 13 European national collections and the public domain resulted in the identification of 15 previously undetected multi-country transmission clusters. For 10 clusters, cases had prior travel/hospitalisation history in countries outside of the European Union including Egypt, Iran, Morocco, Russia, Serbia, Tunisia and Turkey. These findings highlight the benefit of European whole genome sequencing-based surveillance and data sharing for control of antimicrobial resistance.


Subject(s)
Bacterial Proteins/genetics , Carbapenem-Resistant Enterobacteriaceae/genetics , Carbapenem-Resistant Enterobacteriaceae/isolation & purification , Disease Outbreaks , Klebsiella Infections/epidemiology , Klebsiella pneumoniae/genetics , Whole Genome Sequencing/methods , beta-Lactamases/genetics , Anti-Bacterial Agents/therapeutic use , Carbapenem-Resistant Enterobacteriaceae/drug effects , Carbapenems/therapeutic use , Emigration and Immigration , Humans , Klebsiella Infections/drug therapy , Klebsiella Infections/microbiology , Klebsiella pneumoniae/drug effects , Klebsiella pneumoniae/isolation & purification , Microbial Sensitivity Tests/methods
8.
Microb Genom ; 6(3)2020 03.
Article in English | MEDLINE | ID: mdl-32101514

ABSTRACT

A large European multi-country Salmonella enterica serovar Enteritidis outbreak associated with Polish eggs was characterized by whole-genome sequencing (WGS)-based analysis, with various European institutes using different analysis workflows to identify isolates potentially related to the outbreak. The objective of our study was to compare the output of six of these different typing workflows (distance matrices of either SNP-based or allele-based workflows) in terms of cluster detection and concordance. To this end, we analysed a set of 180 isolates coming from confirmed and probable outbreak cases, which were representative of the genetic variation within the outbreak, supplemented with 22 unrelated contemporaneous S. enterica serovar Enteritidis isolates. Since the definition of a cluster cut-off based on genetic distance requires prior knowledge on the evolutionary processes that govern the bacterial populations in question, we used a variety of hierarchical clustering methods (single, average and complete) and selected the optimal number of clusters based on the consensus of the silhouette, Dunn2, and McClain-Rao internal validation indices. External validation was done by calculating the concordance with the WGS-based case definition (SNP-address) for this outbreak using the Fowlkes-Mallows index. Our analysis indicates that with complete-linkage hierarchical clustering combined with the optimal number of clusters, as defined by three internal validity indices, the six different allele- and SNP-based typing workflows generate clusters with similar compositions. Furthermore, we show that even in the absence of coordinated typing procedures, but by using an unsupervised machine learning methodology for cluster delineation, the various workflows that are currently in use by six European public-health authorities can identify concordant clusters of genetically related S. enterica serovar Enteritidis isolates; thus, providing public-health researchers with comparable tools for detection of infectious-disease outbreaks.


Subject(s)
Disease Outbreaks , Salmonella Infections/epidemiology , Salmonella Infections/microbiology , Salmonella enteritidis/genetics , Alleles , Humans , Polymorphism, Single Nucleotide , Whole Genome Sequencing , Workflow
9.
Sci Rep ; 9(1): 18255, 2019 12 03.
Article in English | MEDLINE | ID: mdl-31796824

ABSTRACT

The Water-Soluble Chlorophyll Protein (WSCP) of Brassicaceae is a remarkably stable tetrapyrrole-binding protein that, by virtue of its simple design, is an exceptional model to investigate the interactions taking place between pigments and their protein scaffold and how they affect the photophysical properties and the functionality of the complexes. We investigated variants of WSCP from Lepidium virginicum (Lv) and Brassica oleracea (Bo), reconstituted with Chlorophyll (Chl) b, to determine the mechanisms by which the different Chl binding sites control their Chl a/b specificities. A combined Raman and crystallographic investigation has been employed, aimed to characterize in detail the hydrogen-bond network involving the formyl group of Chl b. The study revealed a variable degree of conformational freedom of the hydrogen bond networks among the WSCP variants, and an unexpected mixed presence of hydrogen-bonded and not hydrogen-bonded Chls b in the case of the L91P mutant of Lv WSCP. These findings helped to refine the description of the mechanisms underlying the different Chl a/b specificities of WSCP versions, highlighting the importance of the structural rigidity of the Chl binding site in the vicinity of the Chl b formyl group in granting a strong selectivity to binding sites.


Subject(s)
Chlorophyll A/chemistry , Chlorophyll/chemistry , Hydrogen Bonding , Plant Proteins/chemistry , Brassicaceae/metabolism , Crystallography, X-Ray , Photosynthesis , Protein Conformation , Solubility , Spectrum Analysis, Raman , Water/chemistry
10.
ACS Omega ; 4(5): 7971-7979, 2019 May 31.
Article in English | MEDLINE | ID: mdl-31459885

ABSTRACT

Water-soluble chlorophyll proteins (WSCP) from Brassicaceae form homotetrameric chlorophyll (Chl)-protein complexes binding one Chl per apoprotein and no carotenoids. Despite the lack of photoprotecting pigments, the complex-bound Chls displays a remarkable stability toward photodynamic damage. On the basis of a mutational study, we show that not only the presence of the phytyls is necessary for photoprotection in WSCPs, as we previously demonstrated, but also is their correct conformation and localization. The extreme heat stability of WSCP also depends on the presence of the phytyl chains, confirming their relevance for the unusual stability of WSCP.

11.
Lancet Infect Dis ; 19(7): 778-786, 2019 07.
Article in English | MEDLINE | ID: mdl-31133519

ABSTRACT

BACKGROUND: Salmonella spp are a major cause of food-borne outbreaks in Europe. We investigated a large multi-country outbreak of Salmonella enterica serotype Enteritidis in the EU and European Economic Area (EEA). METHODS: A confirmed case was defined as a laboratory-confirmed infection with the outbreak strains of S Enteritidis based on whole-genome sequencing (WGS), occurring between May 1, 2015, and Oct 31, 2018. A probable case was defined as laboratory-confirmed infection with S Enteritidis with the multiple-locus variable-number tandem repeat analysis outbreak profile. Multi-country epidemiological, trace-back, trace-forward, and environmental investigations were done. We did a case-control study including confirmed and probable cases and controls randomly sampled from the population registry (frequency matched by age, sex, and postal code). Odds ratios (ORs) for exposure rates between cases and controls were calculated with unmatched univariable and multivariable logistic regression. FINDINGS: 18 EU and EEA countries reported 838 confirmed and 371 probable cases. 509 (42%) cases were reported in 2016, after which the number of cases steadily increased. The case-control study results showed that cases more often ate in food establishments than did controls (OR 3·4 [95% CI 1·6-7·3]), but no specific food item was identified. Recipe-based food trace-back investigations among cases who ate in food establishments identified eggs from Poland as the vehicle of infection in October, 2016. Phylogenetic analysis identified two strains of S Enteritidis in human cases that were subsequently identified in salmonella-positive eggs and primary production premises in Poland, confirming the source of the outbreak. After control measures were implemented, the number of cases decreased, but increased again in March, 2017, and the increase continued into 2018. INTERPRETATION: This outbreak highlights the public health value of multi-country sharing of epidemiological, trace-back, and microbiological data. The re-emergence of cases suggests that outbreak strains have continued to enter the food chain, although changes in strain population dynamics and fewer cases indicate that control measures had some effect. Routine use of WGS in salmonella surveillance and outbreak response promises to identify and stop outbreaks in the future. FUNDING: European Centre for Disease Prevention and Control; Directorate General for Health and Food Safety, European Commission; and National Public Health and Food Safety Institutes of the authors' countries (see Acknowledgments for full list).


Subject(s)
Disease Outbreaks , Eggs/microbiology , Epidemiologic Studies , Salmonella Food Poisoning/diagnosis , Salmonella enteritidis/isolation & purification , Serogroup , Whole Genome Sequencing , Case-Control Studies , Europe/epidemiology , Female , Humans , Male , Poland , Salmonella Food Poisoning/epidemiology , Salmonella Food Poisoning/microbiology
12.
Nat Plants ; 4(11): 920-929, 2018 11.
Article in English | MEDLINE | ID: mdl-30297830

ABSTRACT

We altered the chlorophyll (Chl) binding sites in various versions of water-soluble chlorophyll protein (WSCP) by amino acid exchanges to alter their preferences for either Chl a or Chl b. WSCP is ideally suited for this mutational analysis since it forms a tetrameric complex with only four identical Chl binding sites. A loop of 4-6 amino acids is responsible for Chl a versus Chl b selectivity. We show that a single amino acid exchange within this loop changes the relative Chl a/b affinities by a factor of 40. We obtained crystal structures of this WSCP variant binding either Chl a or Chl b. The Chl binding sites in these structures were compared with those in the major light-harvesting complex (LHCII) of the photosynthetic apparatus in plants to search for similar structural features involved in Chl a/b binding specificity.


Subject(s)
Chlorophyll A/metabolism , Chlorophyll/metabolism , Amino Acid Sequence , Binding Sites , Brassica , Chlorophyll/chemistry , Chlorophyll/genetics , Chlorophyll A/chemistry , Chlorophyll A/genetics , Lepidium , Protein Binding , Protein Structure, Tertiary , Sequence Alignment , Water/metabolism
13.
J Phys Chem B ; 122(23): 6156-6163, 2018 06 14.
Article in English | MEDLINE | ID: mdl-29781619

ABSTRACT

Optically detected magnetic resonance of triplet states populated by photoexcitation in water-soluble chlorophyll proteins (WSCPs) from Lepidium virginicum has been performed using both absorption and fluorescence detection. Well resolved triplet-singlet (T-S) spectra have been obtained and interpreted in terms of electronic interactions among the four chlorophylls (Chls), forming two dimers in the WSCP tetramer. Localization of the triplet state on a single Chl leads to a redistribution of the oscillator strength in the remaining three Chls of the complex. By comparing the spectra with those obtained on a substoichiometric WSCP complex containing only 2 Chls per protein tetramer, we proved that, to interpret the optical spectra of the WSCP fully loaded with 4 Chls, the interactions between the two dimers have to be taken into account and cannot be considered negligible. The results show that the WSCP may well be considered as an ideal model system to study Chl-Chl interactions, also in view of the possibility to modify the number and molecular structure of the bound porphyrin chromophores.


Subject(s)
Chlorophyll/chemistry , Lepidium/metabolism , Nuclear Magnetic Resonance, Biomolecular , Plant Proteins/chemistry , Plant Proteins/genetics , Plant Proteins/metabolism , Recombinant Proteins/biosynthesis , Recombinant Proteins/chemistry , Recombinant Proteins/isolation & purification , Solubility , Temperature , Water/chemistry
14.
J Phys Chem Lett ; 9(3): 672-676, 2018 Feb 01.
Article in English | MEDLINE | ID: mdl-29361219

ABSTRACT

The possibility to probe the accessibility of sites of proteins represents an important point to explore their interactions with specific substrates in solution. The dynamic electron polarization of nitroxide radicals induced by excited triplet states of organic molecules is a phenomenon that is known to occur in aqueous solutions. The interaction within the radical-triplet pair causes a net emissive dynamic electron polarization of the nitroxide radical, that can be detected by means of time-resolved electron paramagnetic resonance (TR-EPR) spectroscopy. We have exploited this effect to prove the accessibility of chlorophylls bound to a protein, namely, the water-soluble chlorophyll protein WSCP. The results have important implications for topological studies in macromolecules.


Subject(s)
Chlorophyll/chemistry , Nitrogen Oxides/chemistry , Proteins/chemistry , Electron Spin Resonance Spectroscopy , Electron Transport , Free Radicals , Protein Binding
15.
Sci Rep ; 7(1): 7504, 2017 08 08.
Article in English | MEDLINE | ID: mdl-28790428

ABSTRACT

Water-Soluble Chlorophyll Proteins (WSCPs) from Brassicaceae are non-photosynthetic proteins which tetramerize upon binding four chlorophyll (Chl) molecules. The bound Chls are highly photostable, despite the lack of bound carotenoids known, in Chl-containing photosynthetic proteins, to act as singlet oxygen and Chl triplet (3Chl) quenchers. Although the physiological function of WSCPs is still unclear, it is likely to be related to their biochemical stability and their resistance to photodegradation. To get insight into the origin of this photostability, the properties of the 3Chl generated in WSCPs upon illumination were investigated. We found that, unlike the excited singlet states, which are excitonic states, the triplet state is localized on a single Chl molecule. Moreover, the lifetime of the 3Chl generated in WSCPs is comparable to that observed in other Chl-containing systems and is reduced in presence of oxygen. In contrast to previous observations, we found that WSCP actually photosensitizes singlet oxygen with an efficiency comparable to that of Chl in organic solvent. We demonstrated that the observed resistance to photooxidation depends on the conformation of the phytyl moieties, which in WSCP are interposed between the rings of Chl dimers, hindering the access of singlet oxygen to the oxidizable sites of the pigments.


Subject(s)
Carboxylic Ester Hydrolases/chemistry , Chlorophyll A/chemistry , Chlorophyll Binding Proteins/chemistry , Oxidoreductases Acting on CH-CH Group Donors/chemistry , Water/chemistry , Binding Sites , Carboxylic Ester Hydrolases/genetics , Carboxylic Ester Hydrolases/metabolism , Chlorophyll A/genetics , Chlorophyll A/metabolism , Chlorophyll Binding Proteins/genetics , Chlorophyll Binding Proteins/metabolism , Gene Expression , Models, Molecular , Oxidation-Reduction , Oxidoreductases Acting on CH-CH Group Donors/genetics , Oxidoreductases Acting on CH-CH Group Donors/metabolism , Oxygen/chemistry , Oxygen/metabolism , Pisum sativum/chemistry , Pisum sativum/metabolism , Photolysis , Photosynthesis/physiology , Protein Binding , Protein Conformation, alpha-Helical , Protein Conformation, beta-Strand , Protein Interaction Domains and Motifs , Protein Multimerization , Protein Stability , Singlet Oxygen/chemistry , Singlet Oxygen/metabolism , Solubility , Triticum/chemistry , Triticum/metabolism , Water/metabolism
16.
Biochemistry ; 56(12): 1726-1736, 2017 03 28.
Article in English | MEDLINE | ID: mdl-28252285

ABSTRACT

Water-soluble chlorophyll proteins (WSCPs) of class IIa from Brassicaceae form tetrameric complexes containing one chlorophyll (Chl) per apoprotein but no carotenoids. The complexes are remarkably stable toward dissociation and protein denaturation even at 100 °C and extreme pH values, and the Chls are partially protected against photooxidation. There are several hypotheses that explain the biological role of WSCPs, one of them proposing that they function as a scavenger of Chls set free upon plant senescence or pathogen attack. The biochemical properties of WSCP described in this paper are consistent with the protein acting as an efficient and flexible Chl scavenger. At limiting Chl concentrations, the recombinant WSCP apoprotein binds substoichiometric amounts of Chl (two Chls per tetramer) to form complexes that are as stable toward thermal dissociation, denaturation, and photodamage as the fully pigmented ones. If more Chl is added, these two-Chl complexes can bind another two Chls to reach the fully pigmented state. The protection of WSCP Chls against photodamage has been attributed to the apoprotein serving as a diffusion barrier for oxygen, preventing its access to triplet excited Chls and, thus, the formation of singlet oxygen. By contrast, the sequential binding of Chls by WSCP suggests a partially open or at least flexible structure, raising the question of how WSCP photoprotects its Chls without the help of carotenoids.


Subject(s)
Apoproteins/chemistry , Brassica/metabolism , Chlorophyll/chemistry , Light-Harvesting Protein Complexes/chemistry , Plant Proteins/chemistry , Apoproteins/genetics , Apoproteins/metabolism , Brassica/chemistry , Brassica/genetics , Chlorophyll/metabolism , Chlorophyll A , Gene Expression , Hot Temperature , Hydrogen-Ion Concentration , Light , Light-Harvesting Protein Complexes/genetics , Light-Harvesting Protein Complexes/metabolism , Models, Molecular , Oxidation-Reduction , Oxygen , Pisum sativum/chemistry , Plant Proteins/genetics , Plant Proteins/metabolism , Protein Binding , Protein Denaturation , Protein Domains , Protein Multimerization , Protein Stability , Protein Structure, Secondary , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism , Singlet Oxygen , Solubility , Thylakoids/chemistry , Thylakoids/metabolism , Water/chemistry
17.
Stat Methods Med Res ; 25(2): 754-74, 2016 04.
Article in English | MEDLINE | ID: mdl-23166159

ABSTRACT

We studied four methods for handling incomplete categorical data in statistical modeling: (1) maximum likelihood estimation of the statistical model with incomplete data, (2) multiple imputation using a loglinear model, (3) multiple imputation using a latent class model, (4) and multivariate imputation by chained equations. Each method has advantages and disadvantages, and it is unknown which method should be recommended to practitioners. We reviewed the merits of each method and investigated their effect on the bias and stability of parameter estimates and bias of the standard errors. We found that multiple imputation using a latent class model with many latent classes was the most promising method for handling incomplete categorical data, especially when the number of variables used in the imputation model is large.


Subject(s)
Data Interpretation, Statistical , Likelihood Functions , Bias , Humans , Linear Models , Multivariate Analysis , Research Design
18.
Biochem Soc Trans ; 43(6): 1157-63, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26614654

ABSTRACT

We propose a hierarchical modelling approach to construct models for disease states at the whole-body level. Such models can simulate effects of drug-induced inhibition of reaction steps on the whole-body physiology. We illustrate the approach for glucose metabolism in malaria patients, by merging two detailed kinetic models for glucose metabolism in the parasite Plasmodium falciparum and the human red blood cell with a coarse-grained model for whole-body glucose metabolism. In addition we use a genome-scale metabolic model for the parasite to predict amino acid production profiles by the malaria parasite that can be used as a complex biomarker.


Subject(s)
Erythrocytes/metabolism , Glucose/metabolism , Malaria, Falciparum/metabolism , Plasmodium falciparum/metabolism , Antimalarials/therapeutic use , Erythrocytes/drug effects , Erythrocytes/parasitology , Host-Parasite Interactions/drug effects , Humans , Malaria, Falciparum/drug therapy , Malaria, Falciparum/parasitology , Metabolic Networks and Pathways/drug effects , Metabolome/drug effects , Models, Biological , Plasmodium falciparum/drug effects
19.
FEBS J ; 282(8): 1481-511, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25693925

ABSTRACT

UNLABELLED: The enzymes in the Embden-Meyerhof-Parnas pathway of Plasmodium falciparum trophozoites were kinetically characterized and their integrated activities analyzed in a mathematical model. For validation of the model, we compared model predictions for steady-state fluxes and metabolite concentrations of the hexose phosphates with experimental values for intact parasites. The model, which is completely based on kinetic parameters that were measured for the individual enzymes, gives an accurate prediction of the steady-state fluxes and intermediate concentrations. This is the first detailed kinetic model for glucose metabolism in P. falciparum, one of the most prolific malaria-causing protozoa, and the high predictive power of the model makes it a strong tool for future drug target identification studies. The modelling workflow is transparent and reproducible, and completely documented in the SEEK platform, where all experimental data and model files are available for download. DATABASE: The mathematical models described in the present study have been submitted to the JWS Online Cellular Systems Modelling Database (http://jjj.bio.vu.nl/database/penkler). The investigation and complete experimental data set is available on SEEK (10.15490/seek.1. INVESTIGATION: 56).


Subject(s)
Enzymes/metabolism , Glucose/metabolism , Glycolysis , Models, Biological , Models, Theoretical , Plasmodium falciparum/metabolism , Protozoan Proteins/metabolism , Computer Simulation , Databases, Factual , Kinetics , Plasmodium falciparum/growth & development
20.
Mol Biochem Parasitol ; 197(1-2): 21-3, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25286381

ABSTRACT

Serial Analysis of Gene Expression (SAGE) was used to quantify transcriptional changes in Giardia intestinalis during its interaction with human intestinal epithelial cells (IECs, HT-29) in serum free M199 medium. Transcriptional changes were compared to those in trophozoites alone in M199 and in TYI-S-33 Giardia growth medium. In total, 90 genes were differentially expressed, mainly those involved in cellular redox homeostasis, metabolism and small molecule transport but also cysteine proteases and structural proteins of the giardin family. Only 29 genes changed their expression due to IEC interaction and the rest were due to M199 medium. Although our findings generated a small dataset, it was consistent with our earlier microarray studies performed under different interaction conditions. This study has confined the number of genes in Giardia to a small subset that specifically change their expression due to interaction with IECs.


Subject(s)
Epithelial Cells/metabolism , Epithelial Cells/parasitology , Gene Expression , Giardia/physiology , Host-Pathogen Interactions/genetics , Cell Line , Culture Media, Serum-Free , Gene Expression Profiling , Giardiasis/genetics , Giardiasis/parasitology , Humans , Intestinal Mucosa , Transcriptome
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