RESUMO
Severe malaria and viral infections cause life-threatening diseases in millions of people worldwide every year. In search for effective bioactive hybrid molecules, which may possess improved properties compared to their parent compounds, a series of betulinic acid/betulin based dimer and hybrid compounds carrying ferrocene and/or artesunic acid moieties, was designed and, synthesized de novo. Furthermore, they were analyzed in vitro against malaria parasites (growth inhibition of 3D7-strain P. falciparum-infected erythrocytes) and human cytomegalovirus (HCMV). From this series of hybrids/dimers, the betulinic acid/betulin and artesunic acid hybrids 11 and 12 showed the most potent activities against P. falciparum and HCMV. On the strength of results, additive and/or synergistic effects between the natural or semisynthetic products, such as betulinic acid-/betulin- and artesunic acid-derived compounds, are suggested on the basis of putatively complex modes of antimicrobial action. This advantage may be taken into account in future drug development.
Assuntos
Antimaláricos/farmacologia , Antivirais/farmacologia , Artemisininas/farmacologia , Compostos Ferrosos/farmacologia , Triterpenos/farmacologia , Antimaláricos/síntese química , Antimaláricos/química , Antivirais/síntese química , Antivirais/química , Artemisininas/síntese química , Artemisininas/química , Citomegalovirus/efeitos dos fármacos , Compostos Ferrosos/síntese química , Compostos Ferrosos/química , Fibroblastos/virologia , Humanos , Testes de Sensibilidade Parasitária , Plasmodium falciparum/efeitos dos fármacos , Triterpenos/síntese química , Triterpenos/químicaRESUMO
A substantial challenge worldwide is emergent drug resistance in malaria parasites against approved drugs, such as chloroquine (CQ). To address these unsolved CQ resistance issues, only rare examples of artemisinin (ART)-based hybrids have been reported. Moreover, protein targets of such hybrids have not been identified yet, and the reason for the superior efficacy of these hybrids is still not known. Herein, we report the synthesis of novel ART-isoquinoline and ART-quinoline hybrids showing highly improved potencies against CQ-resistant and multidrug-resistant P.â falciparum strains (EC50 (Dd2) down to 1.0â nm; EC50 (K1) down to 0.78â nm) compared to CQ (EC50 (Dd2)=165.3â nm; EC50 (K1)=302.8â nm) and strongly suppressing parasitemia in experimental malaria. These new compounds are easily accessible by step-economic C-H activation and copper(I)-catalyzed azide-alkyne cycloaddition (CuAAC) click reactions. Through chemical proteomics, putatively hybrid-binding protein targets of the ART-quinolines were successfully identified in addition to known targets of quinoline and artemisinin alone, suggesting that the hybrids act through multiple modes of action to overcome resistance.
Assuntos
Antimaláricos/farmacologia , Artemisininas/farmacologia , Isoquinolinas/farmacologia , Malária/tratamento farmacológico , Plasmodium/efeitos dos fármacos , Animais , Antimaláricos/síntese química , Antimaláricos/química , Antimaláricos/uso terapêutico , Artemisininas/síntese química , Artemisininas/química , Artemisininas/uso terapêutico , Química Click , Resistência a Múltiplos Medicamentos , Humanos , Isoquinolinas/síntese química , Isoquinolinas/química , Isoquinolinas/uso terapêutico , CamundongosRESUMO
Generation of dimers, trimers and dendrimers of bioactive compounds is an approach that has recently been developed for the discovery of new potent drug candidates. Herein, we present the synthesis of new artemisinin-derived dimers and dendrimers and investigate their action against malaria parasite Plasmodium falciparum 3D7 strain and human cytomegalovirus (HCMV). Dimer 7 was the most active compound (EC50 1.4â nm) in terms of antimalarial efficacy and was even more effective than the standard drugs dihydroartemisinin (EC50 2.4â nm), artesunic acid (EC50 8.9â nm) and chloroquine (EC50 9.8â nm). Trimer 4 stood out as the most active agent against HCMV in vitro replication and exerted an EC50 value of 0.026â µm, representing an even higher activity than the two reference drugs ganciclovir (EC50 2.60â µm) and artesunic acid (EC50 5.41â µm). In addition, artemisinin-derived dimer 13 and trimer 15 were for the first time both immobilized on TOYOPEARL AF-Amino-650M beads and used for mass spectrometry-based target identification experiments using total lysates of HCMV-infected primary human fibroblasts. Two major groups of novel target candidates, namely cytoskeletal and mitochondrial proteins were obtained. Two putatively compound-binding viral proteins, namely major capsid protein (MCP) and envelope glycoprotein pUL132, which are both essential for HCMV replication, were identified.
Assuntos
Antimaláricos/farmacologia , Antivirais/farmacologia , Artemisininas/síntese química , Citomegalovirus/efeitos dos fármacos , Dendrímeros/farmacologia , Succinatos/farmacologia , Antimaláricos/química , Antivirais/química , Artemisininas/química , Artemisininas/farmacologia , Citomegalovirus/química , Dendrímeros/química , Humanos , Succinatos/químicaRESUMO
Hybridization of natural products has high potential to further improve their activities and may produce synergistic effects between linked pharmacophores. Here we report synthesis of nine new hybrids of natural products egonol, homoegonol, thymoquinone and artemisinin and evaluation of their activities against P. falciparum 3D7 parasites, human cytomegalovirus, sensitive and multidrug-resistant human leukemia cells. Most of the new hybrids exceed their parent compounds in antimalarial, antiviral and antileukemia activities and in some cases show higher in vitro efficacy than clinically used reference drugs chloroquine, ganciclovir and doxorubicin. Combined, our findings stress the high potency of these hybrids and encourages further use of the hybridization concept in applied pharmacological research.
Assuntos
Antimaláricos/química , Antineoplásicos/química , Antivirais/química , Produtos Biológicos/química , Animais , Anisóis/química , Anisóis/farmacologia , Antimaláricos/síntese química , Antimaláricos/farmacologia , Antineoplásicos/síntese química , Antineoplásicos/farmacologia , Antivirais/síntese química , Antivirais/farmacologia , Artemisininas/química , Artemisininas/farmacologia , Benzofuranos/química , Benzofuranos/farmacologia , Benzoquinonas/química , Benzoquinonas/farmacologia , Produtos Biológicos/farmacologia , Linhagem Celular Tumoral , Sobrevivência Celular/efeitos dos fármacos , Cristalografia por Raios X , Citomegalovirus/efeitos dos fármacos , Humanos , Conformação Molecular , Plasmodium falciparum/efeitos dos fármacosRESUMO
The focal adhesion protein vinculin connects the actin cytoskeleton, through talin and integrins, with the extracellular matrix. Vinculin consists of a globular head and tail domain, which undergo conformational changes from a closed auto-inhibited conformation in the cytoplasm to an open conformation in focal adhesions. Src-mediated phosphorylation has been suggested to regulate this conformational switch. To explore the role of phosphorylation in vinculin activation, we used knock-out mouse embryonic fibroblasts re-expressing different vinculin mutants in traction microscopy, magnetic tweezer microrheology, FRAP and actin-binding assays. Compared to cells expressing wild-type or constitutively active vinculin, we found reduced tractions, cytoskeletal stiffness, adhesion strength, and increased vinculin dynamics in cells expressing constitutively inactive vinculin or vinculin where Src-mediated phosphorylation was blocked by replacing tyrosine at position 100 and/or 1065 with a non-phosphorylatable phenylalanine residue. Replacing tyrosine residues with phospho-mimicking glutamic acid residues restored cellular tractions, stiffness and adhesion strength, as well as vinculin dynamics, and facilitated vinculin-actin binding. These data demonstrate that Src-mediated phosphorylation is necessary for vinculin activation, and that phosphorylation controls cytoskeletal mechanics by regulating force transmission between the actin cytoskeleton and focal adhesion proteins.
Assuntos
Adesão Celular/fisiologia , Citoesqueleto/fisiologia , Vinculina/fisiologia , Animais , Transferência de Energia , Fibroblastos/fisiologia , Fibroblastos/ultraestrutura , Integrinas/metabolismo , Camundongos , Camundongos Knockout , Fosforilação , Mutação Puntual , Estrutura Secundária de Proteína , Quinases da Família src/fisiologiaRESUMO
New pharmaceutically active compounds can be obtained by modification of existing drugs to access more effective agents in the wake of drug resistance amongst others. To achieve this goal the concept of hybridization was established during the last decade. We employed this concept by coupling two artemisinin-derived precursors to obtain dimers or trimers with increased in vitro activity against Plasmodiumfalciparum 3D7 strain, leukemia cells (CCRF-CEM and multidrug-resistant subline CEM/ADR5000) and human cytomegalovirus (HCMV). Dimer 4 (IC50 of 2.6 nM) possess superior antimalarial activity compared with its parent compound artesunic acid(3) (IC50 of 9.0 nM). Dimer5 and trimers6 and 7 display superior potency against both leukemia cell lines (IC50 up to 0.002 µM for CCRF-CEM and IC50 up to 0.20 µM for CEM/ADR5000) and are even more active than clinically used doxorubicin (IC50 1.61 µM for CEM/ADR5000). With respect to anti-HCMV activity, trimer6 is the most efficient hybrid (IC50 0.04 µM) outperforming ganciclovir (IC50 2.6 µM), dihydroartemisinin(IC50 >10 µM) and artesunic acid (IC50 3.8 µM).
Assuntos
Antimaláricos/farmacologia , Antineoplásicos Fitogênicos/farmacologia , Antivirais/farmacologia , Artemisininas/uso terapêutico , Artemisininas/administração & dosagem , Artemisininas/farmacologia , Humanos , Estrutura MolecularRESUMO
Malaria is one of the most widespread diseases worldwide. Besides a growing number of people potentially threatened by malaria, the consistent emergence of resistance against established antimalarial pharmaceuticals leads to an urge toward new antimalarial drugs. Hybridization of two chemically diverse compounds into a new bioactive product is a successful concept to improve the properties of a hybrid drug relative to the parent compounds and also to overcome multidrug resistance. 1,2,3-Triazoles are a significant pharmacophore system among nitrogen-containing heterocycles with various applications, such as antiviral, antimalarial, antibacterial, and anticancer agents. Several marketed drugs possess these versatile moieties, which are used in a wide range of medical indications. While the synthesis of hybrid compounds containing a 1,2,3-triazole unit was described using Cu- and Ru-catalyzed azide-alkyne cycloaddition, an alternative metal-free pathway has never been reported for the synthesis of antimalarial hybrids. However, a metal-free pathway is a green method that allows toxic and expensive metals to be replaced with an organocatalyst. Herein, we present the synthesis of new artemisinin-triazole antimalarial hybrids via a facile Ramachary-Bressy-Wang organocatalyzed azide-carbonyl [3 + 2] cycloaddition (organo-click) reaction. The prepared new hybrid compounds are highly potent in vitro against chloroquine (CQ)-resistant and multi-drug-resistant Plasmodium falciparum strains (IC50 (Dd2) down to 2.1 nM; IC50 (K1) down to 1.8 nM) compared to CQ (IC50 (Dd2) = 165.3 nM; IC50 (K1) = 302.8 nM). Moreover, the most potent hybrid drug was more efficacious in suppressing parasitemia and extending animal survival in Plasmodium berghei-infected mice (up to 100% animal survival and up to 40 days of survival time) than the reference drug artemisinin, illustrating the potential of the hybridization concept as an alternative and powerful drug-discovery approach.
RESUMO
Calcium-dependent protein kinases (CDPKs) are serine/threonine kinases that react in response to calcium which functions as a trigger for several mechanisms in plants and invertebrates, but not in mammals. Recent structural studies have defined the role of calcium in the activation of CDPKs and have elucidated the important structural changes caused by calcium in order to allow the kinase domain of CDPK to bind and phosphorylate the substrate. However, the role of autophosphorylation in CDPKs is still not fully understood. In Plasmodium falciparum, seven CDPKs have been identified by sequence comparison, and four of them have been characterized and assigned to play a role in parasite motility, gametogenesis and egress from red blood cells. Although PfCDPK2 was already discovered in 1997, little is known about this enzyme and its metabolic role. In this work, we have expressed and purified PfCDPK2 at high purity in its unphosphorylated form and characterized its biochemical properties. Moreover, propositions about putative substrates in P. falciparum are made based on the analysis of the phosphorylation sites on the artificial substrate myelin basic protein (MBP).
Assuntos
Plasmodium falciparum/enzimologia , Proteínas Quinases/química , Proteínas Quinases/isolamento & purificação , Proteínas de Protozoários/química , Proteínas de Protozoários/isolamento & purificação , Animais , Fosforilação , Conformação Proteica , Proteínas Quinases/genética , Proteínas de Protozoários/genéticaRESUMO
Malaria is one of our planet's most widespread and deadliest diseases, and there is an ever-consistent need for new and improved pharmaceuticals. Natural products have been an essential source of hit and lead compounds for drug discovery. Antimalarial drug artemisinin (ART), a highly effective natural product, is an enantiopure sesquiterpene lactone and occurs in Artemisia annua L. The development of improved antimalarial drugs, which are highly potent and at the same time inherently fluorescent is particularly favorable and highly desirable since they can be used for live-cell imaging, avoiding the requirement of the drug's linkage to an external fluorescent label. Herein, we present the first antimalarial autofluorescent artemisinin-coumarin hybrids with high fluorescence quantum yields of up to 0.94 and exhibiting excellent activity in vitro against CQ-resistant and multidrug-resistant P. falciparum strains (IC50 (Dd2) down to 0.5 nM; IC50 (K1) down to 0.3 nM) compared to reference drugs CQ (IC50 (Dd2) 165.3 nM; IC50 (K1) 302.8 nM) and artemisinin (IC50 (Dd2) 11.3 nM; IC50 (K1) 5.4 nM). Furthermore, a clear correlation between in vitro potency and in vivo efficacy of antimalarial autofluorescent hybrids was demonstrated. Moreover, deliberately designed autofluorescent artemisinin-coumarin hybrids, were not only able to overcome drug resistance, they were also of high value in investigating their mode of action via time-dependent imaging resolution in living P. falciparum-infected red blood cells.
RESUMO
The chemical properties of the B(6) vitamers are uniquely suited for wide use as cofactors in essential reactions, such as decarboxylations and transaminations. This review addresses current efforts to explore vitamin B(6) dependent enzymatic reactions as drug targets. Several current targets are described that are found amongst these enzymes. The focus is set on diseases caused by protozoan parasites. Comparison across a range of these organisms allows insight into the distribution of potential targets, many of which may be of interest in the development of broad range anti-protozoan drugs. This article is part of a Special Issue entitled: Pyridoxal Phosphate Enzymology.
Assuntos
Enzimas/metabolismo , Infecções por Protozoários/tratamento farmacológico , Fosfato de Piridoxal/metabolismo , Animais , Aspartato Aminotransferases/efeitos dos fármacos , Aspartato Aminotransferases/metabolismo , Liases de Carbono-Enxofre/efeitos dos fármacos , Liases de Carbono-Enxofre/metabolismo , Cisteína Sintase/efeitos dos fármacos , Cisteína Sintase/metabolismo , Glicina Hidroximetiltransferase/efeitos dos fármacos , Glicina Hidroximetiltransferase/metabolismo , Humanos , Hidrolases/efeitos dos fármacos , Hidrolases/metabolismo , Ornitina Descarboxilase/efeitos dos fármacos , Ornitina Descarboxilase/metabolismo , Infecções por Protozoários/enzimologia , Infecções por Protozoários/metabolismo , Trypanosoma cruzi/enzimologiaRESUMO
Drug resistance often emerges from mutations in solute transporters. Single amino acid exchanges may alter functionality of transporters with 'de novo' ability to transport drugs away from their site of action. The PfMDR1 transporter (or P-glycoprotein 1) is located in the membrane of the digestive vacuole (DV), functions as an ATP-dependent pump, and transports substrates into the DV. In this study, four strains of Plasmodium falciparum, carrying various pfmdr1 gene mutations, were analysed for their transport characteristics of Fluo-4 in isolated DVs of parasites. To obtain quantitative estimates for PfMDR1 DV surface expression, PfMDR1 protein amounts on each strain's DV membrane were evaluated by quantitative ELISA. Fluo-4, acting as a substrate for PfMDR1, was applied in DV uptake assays ('reverse Ca2+ imaging'). Viable DVs were isolated from trophozoite stages with preserved PfMDR1 activity. This newly developed assay enabled us to measure the number of Fluo-4 molecules actively transported into isolated DVs per PfMDR1 molecule. The drug-resistant strain Dd2 presented the highest transport rates, followed by K1 and the drug-sensitive strain 3D7, compatible with their copy numbers. With this assay, an evaluation of the probability of resistance formation for newly developed drugs can be implemented in early stages of drug development.
RESUMO
With 500000 cases of multidrug-resistant tuberculosis there is an urgent need for attractive targets to enable the discovery of novel antimycobacterials. The biosynthesis of essential cofactors is of particular interest as these pathways are absent in man and their inhibition is expected to affect the metabolism of Mycobacterium tuberculosis at multiple sites. Our data demonstrate that the pathogen synthesizes pyridoxal 5-phosphate (PLP), the bioactive form of vitamin B6, by a heteromeric PLP synthase composed of Pdx1 (Rv2606c) and Pdx2 (Rv2604c). Disruption of the pdx1 gene generated a strictly B6 auxotrophic M. tuberculosis mutant, Δpdx1. Removal of the cofactor during exponential growth or stationary phase demonstrated the essentiality of vitamin B6 biosynthesis for growth and survival of the pathogen in culture. In a tuberculosis dormancy model based on gradual oxygen depletion, de novo biosynthesis of PLP was required for regrowth of the bacillus after direct oxygen exposure. The Δpdx1 mutant showed a severe growth defect in immunocompetent mice: bacilli applied intranasally failed to persist in host tissues and were quickly cleared. We conclude that vitamin B6 biosynthesis is required for survival of M. tuberculosis in vivo and thus might represent a candidate pathway for the development of new antitubercular agents.
Assuntos
Viabilidade Microbiana , Mycobacterium tuberculosis/fisiologia , Vitamina B 6/biossíntese , Estruturas Animais/microbiologia , Animais , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Vias Biossintéticas/genética , Modelos Animais de Doenças , Técnicas de Inativação de Genes , Bactérias Gram-Positivas , Camundongos , Mutagênese Insercional , Mycobacterium tuberculosis/metabolismo , Mycobacterium tuberculosis/patogenicidade , Tuberculose/microbiologia , Tuberculose/patologia , VirulênciaRESUMO
A novel type of isobaric internal peptide standard for quantitative proteomics is described. The standard is a synthetic peptide derived from the target peptide by positional permutation of two amino acids. This type of internal standard is denominated minimally permutated peptide analog (MIPA). MIPA can be differentiated from their target analytes by LC-MS due to individual retention times and/or by MS/MS due to specific fragment ions. Both quantification methods are demonstrated using peptide mixtures of low and high complexity.
Assuntos
Peptídeos/química , Proteômica/métodos , Sequência de Aminoácidos , Escherichia coli/genética , Proteínas de Membrana/química , Proteínas de Membrana/genética , Proteínas de Membrana/metabolismo , Dados de Sequência Molecular , Fragmentos de Peptídeos/química , Fragmentos de Peptídeos/metabolismo , Peptídeos/genética , Peptídeos/metabolismo , Proteínas/análise , Proteínas/química , Proteínas/genética , Proteômica/normas , Padrões de Referência , Espectrometria de Massas em TandemRESUMO
Antibodies can be produced as polyclonal (pAb) or monoclonal (mAb) liquid formulations with limited shelf-life. For pAbs, unlike mAbs, only little is known about excipients and lyophilization affecting antibody stability upon reconstitution. We used a model pAb directed against Plasmodium falciparum (Pf) pyridoxal 5'-phosphate synthase 2 (Pdx2) to systemically study effects of bulking agents (amino acids, phosphate buffers, salt solutions), sugar(alcohols), surfactants and protein additions (bovine serum albumin, BSA) in liquid pAb formulations (isolated or in combinations) on the activity to detect the antigen in Pf extracts by Western blots. Repeated freeze-thaw cycles (20x) and extended room temperature storage markedly compromised pAb stability, the former being ameliorated by addition of cryoprotectants (glycerol, sucrose). Lyophilization of pure liquid pAb formulation markedly decreased antibody reactivity upon reconstitution which was not preserved by most bulking agents tested (e.g., histidine, arginine, acetate). Among the tested salt solutions (NaCl, Ringer, PBS), phosphate buffered saline had the largest lyoprotective potential, alongside sucrose, but not trehalose or maltitol. Among combinations of excipients, PBS, sucrose, low concentration BSA and Tween potently preserved PfPdx2 stability. Results for PBS were transferable to PfEnolase pAb, indicating that some of the formulations investigated here might be a low-cost solution for more general applicability to pAbs.
Assuntos
Anticorpos/química , Anticorpos/farmacologia , Epitopos/química , Epitopos/metabolismo , Malária/tratamento farmacológico , Parasitos/efeitos dos fármacos , Plasmodium falciparum/efeitos dos fármacos , Animais , Química Farmacêutica/métodos , Crioprotetores/química , Crioprotetores/farmacologia , Estabilidade de Medicamentos , Excipientes/química , Liofilização/métodosRESUMO
Malaria remains a major killer in many parts of the world. Recently, there has been an increase in the role of public-private partnerships inciting academic and industrial scientists to merge their expertise in drug-target validation and in the early stage of drug discovery to identify potential new medicines. There is a need to identify and characterize new molecules showing high efficacy, low toxicity with low propensity to induce resistance in the parasite. In this context, we have studied the structural requirements of the inhibition of PfCDPK1. This is a calcium-dependent protein kinase expressed in Plasmodium falciparum, which has been genetically confirmed as essential for survival. A primary screening assay has been developed. A total of 54000 compounds were tested, yielding two distinct chemical series of nanomolar small molecule inhibitors. The most potent members of each series were further characterized through enzymatic and biophysical analyses. Dissociation rates of the inhibitor-kinase complexes were shown to be key parameters to differentiate both series. Finally, a homology-based model of the kinase core domain has been built which allows rational design of the next generation of inhibitors.
Assuntos
Plasmodium falciparum/enzimologia , Inibidores de Proteínas Quinases/farmacologia , Proteínas de Protozoários/antagonistas & inibidores , Animais , Luminescência , Modelos Moleculares , Inibidores de Proteínas Quinases/química , Proteínas Quinases/isolamento & purificação , Proteínas Quinases/metabolismo , Proteínas de Protozoários/isolamento & purificação , Proteínas de Protozoários/metabolismo , Especificidade por SubstratoRESUMO
Plasmodium falciparum glideosome-associated protein 45 (PfGAP45) was in vitro phosphorylated by P. falciparum calcium-dependent protein kinase (PfCDPK1) and digested using the four proteases trypsin, chymotrypsin, AspN, and elastase. Subsequently, phosphopeptide enrichment using Ga(III) immobilized metal affinity chromatography (IMAC) was performed. The resulting fractions were analyzed using ultra performance liquid chromatography-electrospray ionization-tandem mass spectrometry (UPLC-ESI-MS/MS), resulting in the identification of a total of nine phosphorylation sites: Ser31, Ser89, Ser103, Ser109, Ser121, Ser149, Ser156, Thr158, and Ser173. During in-depth analyses of the detected phosphopeptides, it was observed that phosphorylation alters the properties of PfGAP45 as kinase and protease substrate. The closely adjacent phosphorylation sites Ser156 (major site) and Thr158 (minor site) were analyzed in detail because at first glance the specific proteases gave highly variable results with respect to the relative abundance of these sites. It was observed that (i) formation of pSer156 and pThr158 was mutually exclusive and (ii) phosphorylation at Ser156 or Thr158 interfered specifically with proteolysis by chymotrypsin or trypsin, respectively. The latter effect was studied in detail using synthetic phosphopeptides carrying either pSer156 or pThr158 as substrate for chymotrypsin or trypsin, respectively.
Assuntos
Cromatografia Líquida/métodos , Proteínas de Membrana/análise , Proteínas de Membrana/metabolismo , Peptídeo Hidrolases/metabolismo , Plasmodium falciparum/metabolismo , Proteínas Quinases/metabolismo , Proteínas de Protozoários/metabolismo , Espectrometria de Massas em Tandem/métodos , Sequência de Aminoácidos , Animais , Proteínas de Membrana/química , Dados de Sequência Molecular , Fosforilação , Fosfosserina/análise , Fosfosserina/metabolismo , Fosfotreonina/análise , Fosfotreonina/metabolismo , Especificidade por SubstratoRESUMO
Since its invention, the microscope has been optimized for interpretation by a human observer. With the recent development of deep learning algorithms for automated image analysis, there is now a clear need to re-design the microscope's hardware for specific interpretation tasks. To increase the speed and accuracy of automated image classification, this work presents a method to co-optimize how a sample is illuminated in a microscope, along with a pipeline to automatically classify the resulting image, using a deep neural network. By adding a "physical layer" to a deep classification network, we are able to jointly optimize for specific illumination patterns that highlight the most important sample features for the particular learning task at hand, which may not be obvious under standard illumination. We demonstrate how our learned sensing approach for illumination design can automatically identify malaria-infected cells with up to 5-10% greater accuracy than standard and alternative microscope lighting designs. We show that this joint hardware-software design procedure generalizes to offer accurate diagnoses for two different blood smear types, and experimentally show how our new procedure can translate across different experimental setups while maintaining high accuracy.
RESUMO
Vitamin B6 is well known in its biochemically active form as pyridoxal 5'-phosphate, an essential cofactor of numerous metabolic enzymes. The vitamin is also implicated in numerous human body functions ranging from modulation of hormone function to its recent discovery as a potent antioxidant. Its de novo biosynthesis occurs only in bacteria, fungi and plants, making it an essential nutrient in the human diet. Despite its paramount importance, its biosynthesis was predominantly investigated in Escherichia coli, where it is synthesized from the condensation of deoxyxylulose 5-phosphate and 4-phosphohydroxy-L-threonine catalysed by the concerted action of PdxA and PdxJ. However, it has now become clear that the majority of organisms capable of producing this vitamin do so via a different route, involving precursors from glycolysis and the pentose phosphate pathway. This alternative pathway is characterized by the presence of two genes, Pdx1 and Pdx2. Their discovery has sparked renewed interest in vitamin B6, and numerous studies have been conducted over the last few years to characterize the new biosynthesis pathway. Indeed, enormous progress has been made in defining the nature of the enzymes involved in both pathways, and important insights have been provided into their mechanisms of action. In the present review, we summarize the recent advances in our knowledge of the biosynthesis of this versatile molecule and compare the two independent routes to the biosynthesis of vitamin B6. Surprisingly, this comparison reveals that the key biosynthetic enzymes of both pathways are, in fact, very similar both structurally and mechanistically.
Assuntos
Vitamina B 6/biossíntese , Proteínas de Bactérias/química , Proteínas de Bactérias/metabolismo , Sítios de Ligação , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/metabolismo , Proteínas Fúngicas/química , Proteínas Fúngicas/metabolismo , Ligases/química , Ligases/metabolismo , Modelos Químicos , Transferases de Grupos Nitrogenados/química , Transferases de Grupos Nitrogenados/metabolismo , Organofosfatos/metabolismo , Oxirredutases/química , Oxirredutases/metabolismo , Conformação Proteica , Relação Estrutura-Atividade , Treonina/análogos & derivados , Treonina/metabolismo , Xilose/análogos & derivados , Xilose/metabolismoRESUMO
The human complement system is the most effective defense mechanism of the human innate immune system. One major negative regulator of the alternative pathway in human blood is complement factor H (FH). It binds to autologous cells and thus, prevents complement attack against body-cells or tissues. Various pathogens are known to escape complement recognition by recruiting FH to provide protection against the host's immune system. This immune evasion mechanism was recently qualitatively reported for asexual malaria blood stages. To indirectly evaluate the stage-specific potential of FH-receptor proteins as vaccine candidates, we quantified the FH molecules bound to the surface of different malaria blood stage parasites by Western blot and a commercially available FH-ELISA, which was originally designed to measure the FH concentration in human serum. Host-cell-free merozoites and intracellular mature schizont (here called segmenter) stages bind significantly more FH molecules than earlier parasite stages.
Assuntos
Ensaio de Imunoadsorção Enzimática , Receptores de Superfície Celular/metabolismo , Fator H do Complemento/imunologia , Fator H do Complemento/metabolismo , Humanos , Estágios do Ciclo de Vida , Malária/sangue , Malária/imunologia , Malária/parasitologia , Merozoítos/imunologia , Merozoítos/metabolismo , Plasmodium/crescimento & desenvolvimento , Plasmodium/imunologia , Plasmodium/metabolismo , Ligação ProteicaRESUMO
Effective malaria treatment requires rapid and accurate diagnosis of infecting species and actual parasitemia. Despite the recent success of rapid tests, the analysis of thick and thin blood smears remains the gold standard for routine malaria diagnosis in endemic areas. For non-endemic regions, sample preparation and analysis of blood smears are an issue due to low microscopy expertise and few cases of imported malaria. Automation of microscopy results could be beneficial to quickly confirm suspected infections in such conditions. Here, we present a label-free, high-throughput method for early malaria detection with the potential to reduce inter-observer variation by reducing sample preparation and analysis effort. We used differential digital holographic microscopy in combination with two-dimensional hydrodynamic focusing for the label-free detection of P. falciparum infection in sphered erythrocytes, with a parasitemia detection limit of 0.01%. Moreover, the achieved differentiation of P. falciparum ring-, trophozoite- and schizont life cycle stages in synchronized cultures demonstrates the potential for future discrimination of even malaria species.