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1.
Nucleic Acids Res ; 50(W1): W138-W144, 2022 07 05.
Artículo en Inglés | MEDLINE | ID: mdl-35580047

RESUMEN

Cancer is a heterogeneous disease characterized by unregulated cell growth and promoted by mutations in cancer driver genes some of which encode suitable drug targets. Since the distinct set of cancer driver genes can vary between and within cancer types, evidence-based selection of drugs is crucial for targeted therapy following the precision medicine paradigm. However, many putative cancer driver genes can not be targeted directly, suggesting an indirect approach that considers alternative functionally related targets in the gene interaction network. Once potential drug targets have been identified, it is essential to consider all available drugs. Since tools that offer support for systematic discovery of drug repurposing candidates in oncology are lacking, we developed CADDIE, a web application integrating six human gene-gene and four drug-gene interaction databases, information regarding cancer driver genes, cancer-type specific mutation frequencies, gene expression information, genetically related diseases, and anticancer drugs. CADDIE offers access to various network algorithms for identifying drug targets and drug repurposing candidates. It guides users from the selection of seed genes to the identification of therapeutic targets or drug candidates, making network medicine algorithms accessible for clinical research. CADDIE is available at https://exbio.wzw.tum.de/caddie/ and programmatically via a python package at https://pypi.org/project/caddiepy/.


Asunto(s)
Antineoplásicos , Neoplasias , Humanos , Neoplasias/tratamiento farmacológico , Neoplasias/genética , Antineoplásicos/farmacología , Antineoplásicos/uso terapéutico , Programas Informáticos , Oncogenes , Algoritmos , Mutación , Interacciones Farmacológicas , Reposicionamiento de Medicamentos
2.
PLoS Biol ; 18(11): e3000885, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-33170835

RESUMEN

Hypertension is the most important cause of death and disability in the elderly. In 9 out of 10 cases, the molecular cause, however, is unknown. One mechanistic hypothesis involves impaired endothelium-dependent vasodilation through reactive oxygen species (ROS) formation. Indeed, ROS forming NADPH oxidase (Nox) genes associate with hypertension, yet target validation has been negative. We re-investigate this association by molecular network analysis and identify NOX5, not present in rodents, as a sole neighbor to human vasodilatory endothelial nitric oxide (NO) signaling. In hypertensive patients, endothelial microparticles indeed contained higher levels of NOX5-but not NOX1, NOX2, or NOX4-with a bimodal distribution correlating with disease severity. Mechanistically, mice expressing human Nox5 in endothelial cells developed-upon aging-severe systolic hypertension and impaired endothelium-dependent vasodilation due to uncoupled NO synthase (NOS). We conclude that NOX5-induced uncoupling of endothelial NOS is a causal mechanism and theragnostic target of an age-related hypertension endotype. Nox5 knock-in (KI) mice represent the first mechanism-based animal model of hypertension.


Asunto(s)
Hipertensión/fisiopatología , NADPH Oxidasa 5/genética , Óxido Nítrico/metabolismo , Adulto , Factores de Edad , Anciano , Animales , Células Endoteliales , Endotelio Vascular , Femenino , Técnicas de Sustitución del Gen/métodos , Humanos , Hipertensión/genética , Hipertensión/metabolismo , Masculino , Proteínas de la Membrana/genética , Ratones , Persona de Mediana Edad , NADPH Oxidasa 5/metabolismo , NADPH Oxidasas/genética , NADPH Oxidasas/metabolismo , Óxido Nítrico/genética , Óxido Nítrico Sintasa/genética , Óxido Nítrico Sintasa/metabolismo , Óxido Nítrico Sintasa de Tipo III/genética , Óxido Nítrico Sintasa de Tipo III/metabolismo , Especies Reactivas de Oxígeno
3.
J Med Internet Res ; 25: e42621, 2023 07 12.
Artículo en Inglés | MEDLINE | ID: mdl-37436815

RESUMEN

BACKGROUND: Machine learning and artificial intelligence have shown promising results in many areas and are driven by the increasing amount of available data. However, these data are often distributed across different institutions and cannot be easily shared owing to strict privacy regulations. Federated learning (FL) allows the training of distributed machine learning models without sharing sensitive data. In addition, the implementation is time-consuming and requires advanced programming skills and complex technical infrastructures. OBJECTIVE: Various tools and frameworks have been developed to simplify the development of FL algorithms and provide the necessary technical infrastructure. Although there are many high-quality frameworks, most focus only on a single application case or method. To our knowledge, there are no generic frameworks, meaning that the existing solutions are restricted to a particular type of algorithm or application field. Furthermore, most of these frameworks provide an application programming interface that needs programming knowledge. There is no collection of ready-to-use FL algorithms that are extendable and allow users (eg, researchers) without programming knowledge to apply FL. A central FL platform for both FL algorithm developers and users does not exist. This study aimed to address this gap and make FL available to everyone by developing FeatureCloud, an all-in-one platform for FL in biomedicine and beyond. METHODS: The FeatureCloud platform consists of 3 main components: a global frontend, a global backend, and a local controller. Our platform uses a Docker to separate the local acting components of the platform from the sensitive data systems. We evaluated our platform using 4 different algorithms on 5 data sets for both accuracy and runtime. RESULTS: FeatureCloud removes the complexity of distributed systems for developers and end users by providing a comprehensive platform for executing multi-institutional FL analyses and implementing FL algorithms. Through its integrated artificial intelligence store, federated algorithms can easily be published and reused by the community. To secure sensitive raw data, FeatureCloud supports privacy-enhancing technologies to secure the shared local models and assures high standards in data privacy to comply with the strict General Data Protection Regulation. Our evaluation shows that applications developed in FeatureCloud can produce highly similar results compared with centralized approaches and scale well for an increasing number of participating sites. CONCLUSIONS: FeatureCloud provides a ready-to-use platform that integrates the development and execution of FL algorithms while reducing the complexity to a minimum and removing the hurdles of federated infrastructure. Thus, we believe that it has the potential to greatly increase the accessibility of privacy-preserving and distributed data analyses in biomedicine and beyond.


Asunto(s)
Algoritmos , Inteligencia Artificial , Humanos , Empleos en Salud , Programas Informáticos , Redes de Comunicación de Computadores , Privacidad
4.
Pharmacol Rev ; 72(4): 801-828, 2020 10.
Artículo en Inglés | MEDLINE | ID: mdl-32859763

RESUMEN

Reactive oxygen species (ROS) have been correlated with almost every human disease. Yet clinical exploitation of these hypotheses by pharmacological modulation of ROS has been scarce to nonexistent. Are ROS, thus, irrelevant for disease? No. One key misconception in the ROS field has been its consideration as a rather detrimental metabolic by-product of cell metabolism, and thus, any approach eliminating ROS to a certain tolerable level would be beneficial. We now know, instead, that ROS at every concentration, low or high, can serve many essential signaling and metabolic functions. This likely explains why systemic, nonspecific antioxidants have failed in the clinic, often with neutral and sometimes even detrimental outcomes. Recently, drug development has focused, instead, on identifying and selectively modulating ROS enzymatic sources that in a given constellation cause disease while leaving ROS physiologic signaling and metabolic functions intact. As sources, the family of NADPH oxidases stands out as the only enzyme family solely dedicated to ROS formation. Selectively targeting disease-relevant ROS-related proteins is already quite advanced, as evidenced by several phase II/III clinical trials and the first drugs having passed registration. The ROS field is expanding by including target enzymes and maturing to resemble more and more modern, big data-enhanced drug discovery and development, including network pharmacology. By defining a disease based on a distinct mechanism, in this case ROS dysregulation, and not by a symptom or phenotype anymore, ROS pharmacology is leaping forward from a clinical underperformer to a proof of concept within the new era of mechanism-based precision medicine. SIGNIFICANCE STATEMENT: Despite being correlated to almost every human disease, nearly no ROS modulator has been translated to the clinics yet. Here, we move far beyond the old-fashioned misconception of ROS as detrimental metabolic by-products and suggest 1) novel pharmacological targeting focused on selective modulation of ROS enzymatic sources, 2) mechanism-based redefinition of diseases, and 3) network pharmacology within the ROS field, altogether toward the new era of ROS pharmacology in precision medicine.


Asunto(s)
Antioxidantes/farmacología , Estrés Oxidativo/efectos de los fármacos , Especies Reactivas de Oxígeno/antagonistas & inhibidores , Especies Reactivas de Oxígeno/metabolismo , Animales , Antioxidantes/uso terapéutico , Inhibidores Enzimáticos/farmacología , Inhibidores Enzimáticos/uso terapéutico , Humanos , Oxidación-Reducción/efectos de los fármacos , Ensayos Clínicos Controlados Aleatorios como Asunto
5.
Proc Natl Acad Sci U S A ; 116(14): 7129-7136, 2019 04 02.
Artículo en Inglés | MEDLINE | ID: mdl-30894481

RESUMEN

Drug discovery faces an efficacy crisis to which ineffective mainly single-target and symptom-based rather than mechanistic approaches have contributed. We here explore a mechanism-based disease definition for network pharmacology. Beginning with a primary causal target, we extend this to a second using guilt-by-association analysis. We then validate our prediction and explore synergy using both cellular in vitro and mouse in vivo models. As a disease model we chose ischemic stroke, one of the highest unmet medical need indications in medicine, and reactive oxygen species forming NADPH oxidase type 4 (Nox4) as a primary causal therapeutic target. For network analysis, we use classical protein-protein interactions but also metabolite-dependent interactions. Based on this protein-metabolite network, we conduct a gene ontology-based semantic similarity ranking to find suitable synergistic cotargets for network pharmacology. We identify the nitric oxide synthase (Nos1 to 3) gene family as the closest target to Nox4 Indeed, when combining a NOS and a NOX inhibitor at subthreshold concentrations, we observe pharmacological synergy as evidenced by reduced cell death, reduced infarct size, stabilized blood-brain barrier, reduced reoxygenation-induced leakage, and preserved neuromotor function, all in a supraadditive manner. Thus, protein-metabolite network analysis, for example guilt by association, can predict and pair synergistic mechanistic disease targets for systems medicine-driven network pharmacology. Such approaches may in the future reduce the risk of failure in single-target and symptom-based drug discovery and therapy.


Asunto(s)
Isquemia Encefálica/tratamiento farmacológico , Isquemia Encefálica/metabolismo , Descubrimiento de Drogas , NADPH Oxidasa 4/metabolismo , Óxido Nítrico Sintasa/metabolismo , Accidente Cerebrovascular/tratamiento farmacológico , Accidente Cerebrovascular/metabolismo , Animales , Barrera Hematoencefálica/metabolismo , Isquemia Encefálica/prevención & control , Muerte Celular/efectos de los fármacos , Modelos Animales de Enfermedad , Combinación de Medicamentos , Sinergismo Farmacológico , Femenino , Masculino , Ratones , NADPH Oxidasa 4/efectos de los fármacos , NG-Nitroarginina Metil Éster/farmacología , Óxido Nítrico Sintasa/efectos de los fármacos , Óxido Nítrico Sintasa/genética , Óxido Nítrico Sintasa de Tipo I/genética , Óxido Nítrico Sintasa de Tipo I/metabolismo , Óxido Nítrico Sintasa de Tipo II/genética , Óxido Nítrico Sintasa de Tipo II/metabolismo , Óxido Nítrico Sintasa de Tipo III/genética , Óxido Nítrico Sintasa de Tipo III/metabolismo , Pirazoles/farmacología , Piridonas/farmacología , Especies Reactivas de Oxígeno/metabolismo , Accidente Cerebrovascular/prevención & control
6.
Brief Bioinform ; 20(3): 1057-1062, 2019 05 21.
Artículo en Inglés | MEDLINE | ID: mdl-29220509

RESUMEN

Systems medicine holds many promises, but has so far provided only a limited number of proofs of principle. To address this road block, possible barriers and challenges of translating systems medicine into clinical practice need to be identified and addressed. The members of the European Cooperation in Science and Technology (COST) Action CA15120 Open Multiscale Systems Medicine (OpenMultiMed) wish to engage the scientific community of systems medicine and multiscale modelling, data science and computing, to provide their feedback in a structured manner. This will result in follow-up white papers and open access resources to accelerate the clinical translation of systems medicine.


Asunto(s)
Ciencia de los Datos , Análisis de Sistemas , Simulación por Computador , Humanos
7.
Handb Exp Pharmacol ; 264: 145-168, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-32780287

RESUMEN

Reactive oxygen species (ROS) are ubiquitous metabolic products and important cellular signaling molecules that contribute to several biological functions. Pathophysiology arises when ROS are generated either in excess or in cell types or subcellular locations that normally do not produce ROS or when non-physiological types of ROS (e.g., superoxide instead of hydrogen peroxide) are formed. In the latter scenario, antioxidants were considered as the apparent remedy but, clinically, have consistently failed and even sometimes induced harm. The obvious reason for that is the non-selective ROS scavenging effects of antioxidants which interfere with both qualities of ROS, physiological and pathological. Therefore, it is essential to overcome this "antidote or neutralizer" strategy. We here review the most promising alternative approach by identifying the disease-relevant enzymatic sources of ROS, target these selectively, but leave physiological ROS signaling through other sources intact. Among all ROS sources, NADPH oxidases (NOX1-5 and DUOX1-2) stand out as their sole function is to produce ROS, whereas most other enzymatic sources only produce ROS as a by-product or upon biochemical uncoupling or damage. This qualifies NOXs as the main potential drug-target candidates in diseases associated with dysfunction in ROS signaling. As a reflection of this, the development of several NOX inhibitors has taken place. Recently, the WHO approved a new stem, "naxib," which refers to NADPH oxidase inhibitors, and thereby recognized NOX inhibitors as a new therapeutic class. This has been announced while clinical trials with the first-in-class compound, setanaxib (initially known as GKT137831) had been initiated. We also review the differences between the seven NOX family members in terms of structure and function in health and disease and then focus on the most advanced NOX inhibitors with an exclusive focus on clinically relevant validations and applications. Therapeutically relevant NADPH oxidase isoforms type 1, 2, 4, and 5 (NOX1, NOX2, NOX4, NOX5). Of note, NOX5 is not present in mice and rats and thus pre-clinically less studied. NOX2, formerly termed gp91phox, has been correlated with many, too many, diseases and is rather relevant as genetic deficiency in chronic granulomatous disease (CGD), treated by gene therapy. Overproduction of ROS through NOX1, NOX4, and NOX5 leads to the indicated diseases states including atherosclerosis (red), a condition where NOX4 is surprisingly protective.


Asunto(s)
NADPH Oxidasas , Transducción de Señal , Animales , Inhibidores Enzimáticos , Ratones , NADPH Oxidasa 1 , NADPH Oxidasas/metabolismo , Ratas , Especies Reactivas de Oxígeno
8.
Handb Exp Pharmacol ; 264: 49-68, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-32780286

RESUMEN

Most diseases are defined by a symptom, not a mechanism. Consequently, therapies remain symptomatic. In reverse, many potential disease mechanisms remain in arbitrary search for clinical relevance. Reactive oxygen species (ROS) are such an example. It is an attractive hypothesis that dysregulation of ROS can become a disease trigger. Indeed, elevated ROS levels of various biomarkers have been correlated with almost every disease, yet after decades of research without any therapeutic application. We here present a first systematic, non-hypothesis-based approach to transform this field as a proof of concept for biomedical research in general. We selected as seed proteins 9 families with 42 members of clinically researched ROS-generating enzymes, ROS-metabolizing enzymes or ROS targets. Applying an unbiased network medicine approach, their first neighbours were connected, and, based on a stringent subnet participation degree (SPD) of 0.4, hub nodes excluded. This resulted in 12 distinct human interactome-based ROS signalling modules, while 8 proteins remaining unconnected. This ROSome is in sharp contrast to commonly used highly curated and integrated KEGG, HMDB or WikiPathways. These latter serve more as mind maps of possible ROS signalling events but may lack important interactions and often do not take different cellular and subcellular localization into account. Moreover, novel non-ROS-related proteins were part of these forming functional hybrids, such as the NOX5/sGC, NOX1,2/NOS2, NRF2/ENC-1 and MPO/SP-A modules. Thus, ROS sources are not interchangeable but associated with distinct disease processes or not at all. Module members represent leads for precision diagnostics to stratify patients with specific ROSopathies for precision intervention. The upper panel shows the classical approach to generate hypotheses for a role of ROS in a given disease by focusing on ROS levels and to some degree the ROS type or metabolite. Low levels are considered physiological; higher amounts are thought to cause a redox imbalance, oxidative stress and eventually disease. The source of ROS is less relevant; there is also ROS-induced ROS formation, i.e. by secondary sources (see upwards arrow). The non-hypothesis-based network medicine approach uses genetically or otherwise validated risk genes to construct disease-relevant signalling modules, which will contain also ROS targets. Not all ROS sources will be relevant for a given disease; some may not be disease relevant at all. The three examples show (from left to right) the disease-relevant appearance of an unphysiological ROS modifier/toxifier protein, ROS target or ROS source.


Asunto(s)
Medicina , Preparaciones Farmacéuticas , Humanos , Estrés Oxidativo , Especies Reactivas de Oxígeno , Transducción de Señal
9.
Handb Exp Pharmacol ; 264: 169-204, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-32797331

RESUMEN

The 1998 Nobel Prize in Medicine and Physiology for the discovery of nitric oxide, a nitrogen containing reactive oxygen species (also termed reactive nitrogen or reactive nitrogen/oxygen species) stirred great hopes. Clinical applications, however, have so far pertained exclusively to the downstream signaling of cGMP enhancing drugs such as phosphodiesterase inhibitors and soluble guanylate cyclase stimulators. All clinical attempts, so far, to inhibit NOS have failed even though preclinical models were strikingly positive and clinical biomarkers correlated perfectly. This rather casts doubt on our current way of target identification in drug discovery in general and our way of patient stratification based on correlating but not causal biomarkers or symptoms. The opposite, NO donors, nitrite and enhancing NO synthesis by eNOS/NOS3 recoupling in situations of NO deficiency, are rapidly declining in clinical relevance or hold promise but need yet to enter formal therapeutic guidelines, respectively. Nevertheless, NOS inhibition in situations of NO overproduction often jointly with enhanced superoxide (or hydrogen peroxide production) still holds promise, but most likely only in acute conditions such as neurotrauma (Stover et al., J Neurotrauma 31(19):1599-1606, 2014) and stroke (Kleinschnitz et al., J Cereb Blood Flow Metab 1508-1512, 2016; Casas et al., Proc Natl Acad Sci U S A 116(14):7129-7136, 2019). Conversely, in chronic conditions, long-term inhibition of NOS might be too risky because of off-target effects on eNOS/NOS3 in particular for patients with cardiovascular risks or metabolic and renal diseases. Nitric oxide synthases (NOS) and their role in health (green) and disease (red). Only neuronal/type 1 NOS (NOS1) has a high degree of clinical validation and is in late stage development for traumatic brain injury, followed by a phase II safety/efficacy trial in ischemic stroke. The pathophysiology of NOS1 (Kleinschnitz et al., J Cereb Blood Flow Metab 1508-1512, 2016) is likely to be related to parallel superoxide or hydrogen peroxide formation (Kleinschnitz et al., J Cereb Blood Flow Metab 1508-1512, 2016; Casas et al., Proc Natl Acad Sci U S A 114(46):12315-12320, 2017; Casas et al., Proc Natl Acad Sci U S A 116(14):7129-7136, 2019) leading to peroxynitrite and protein nitration, etc. Endothelial/type 3 NOS (NOS3) is considered protective only and its inhibition should be avoided. The preclinical evidence for a role of high-output inducible/type 2 NOS (NOS2) isoform in sepsis, asthma, rheumatic arthritis, etc. was high, but all clinical development trials in these indications were neutral despite target engagement being validated. This casts doubt on the role of NOS2 in humans in health and disease (hence the neutral, black coloring).


Asunto(s)
Óxido Nítrico Sintasa de Tipo III , Óxido Nítrico Sintasa , GMP Cíclico , Humanos , Óxido Nítrico , Óxido Nítrico Sintasa/metabolismo , Especies Reactivas de Oxígeno , Transducción de Señal
10.
Nucleic Acids Res ; 47(1): 85-92, 2019 01 10.
Artículo en Inglés | MEDLINE | ID: mdl-30462289

RESUMEN

Gene regulatory networks (GRNs) and gene expression data form a core element of systems biology-based phenotyping. Changes in the expression of transcription factors are commonly believed to have a causal effect on the expression of their targets. Here we evaluated in the best researched model organism, Escherichia coli, the consistency between a GRN and a large gene expression compendium. Surprisingly, a modest correlation was observed between the expression of transcription factors and their targets and, most noteworthy, both activating and repressing interactions were associated with positive correlation. When evaluated using a sign consistency model we found the regulatory network was not more consistent with measured expression than random network models. We conclude that, at least in E. coli, one cannot expect a causal relationship between the expression of transcription and factors their targets, and that the current static GRN does not adequately explain transcriptional regulation. The implications of this are profound as they question what we consider established knowledge of the systemic biology of cells and point to methodological limitations with respect to single omics analysis, static networks and temporality.


Asunto(s)
Escherichia coli/genética , Redes Reguladoras de Genes/genética , Modelos Teóricos , Algoritmos , Regulación Bacteriana de la Expresión Génica/genética , Biología de Sistemas/tendencias
11.
Pharmacol Rev ; 70(2): 348-383, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29507103

RESUMEN

Systems medicine has a mechanism-based rather than a symptom- or organ-based approach to disease and identifies therapeutic targets in a nonhypothesis-driven manner. In this work, we apply this to transcription factor nuclear factor (erythroid-derived 2)-like 2 (NRF2) by cross-validating its position in a protein-protein interaction network (the NRF2 interactome) functionally linked to cytoprotection in low-grade stress, chronic inflammation, metabolic alterations, and reactive oxygen species formation. Multiscale network analysis of these molecular profiles suggests alterations of NRF2 expression and activity as a common mechanism in a subnetwork of diseases (the NRF2 diseasome). This network joins apparently heterogeneous phenotypes such as autoimmune, respiratory, digestive, cardiovascular, metabolic, and neurodegenerative diseases, along with cancer. Importantly, this approach matches and confirms in silico several applications for NRF2-modulating drugs validated in vivo at different phases of clinical development. Pharmacologically, their profile is as diverse as electrophilic dimethyl fumarate, synthetic triterpenoids like bardoxolone methyl and sulforaphane, protein-protein or DNA-protein interaction inhibitors, and even registered drugs such as metformin and statins, which activate NRF2 and may be repurposed for indications within the NRF2 cluster of disease phenotypes. Thus, NRF2 represents one of the first targets fully embraced by classic and systems medicine approaches to facilitate both drug development and drug repurposing by focusing on a set of disease phenotypes that appear to be mechanistically linked. The resulting NRF2 drugome may therefore rapidly advance several surprising clinical options for this subset of chronic diseases.


Asunto(s)
Enfermedad Crónica/tratamiento farmacológico , Terapia Molecular Dirigida/métodos , Factor 2 Relacionado con NF-E2/metabolismo , Análisis de Sistemas , Animales , Antiinflamatorios/uso terapéutico , Descubrimiento de Drogas , Reposicionamiento de Medicamentos , Humanos , Factor 2 Relacionado con NF-E2/genética
12.
Proc Natl Acad Sci U S A ; 114(46): 12315-12320, 2017 11 14.
Artículo en Inglés | MEDLINE | ID: mdl-29087944

RESUMEN

Ischemic injury represents the most frequent cause of death and disability, and it remains unclear why, of all body organs, the brain is most sensitive to hypoxia. In many tissues, type 4 NADPH oxidase is induced upon ischemia or hypoxia, converting oxygen to reactive oxygen species. Here, we show in mouse models of ischemia in the heart, brain, and hindlimb that only in the brain does NADPH oxidase 4 (NOX4) lead to ischemic damage. We explain this distinct cellular distribution pattern through cell-specific knockouts. Endothelial NOX4 breaks down the BBB, while neuronal NOX4 leads to neuronal autotoxicity. Vascular smooth muscle NOX4, the common denominator of ischemia within all ischemic organs, played no apparent role. The direct neuroprotective potential of pharmacological NOX4 inhibition was confirmed in an ex vivo model, free of vascular and BBB components. Our results demonstrate that the heightened sensitivity of the brain to ischemic damage is due to an organ-specific role of NOX4 in blood-brain-barrier endothelial cells and neurons. This mechanism is conserved in at least two rodents and humans, making NOX4 a prime target for a first-in-class mechanism-based, cytoprotective therapy in the unmet high medical need indication of ischemic stroke.


Asunto(s)
Barrera Hematoencefálica/metabolismo , Isquemia Encefálica/enzimología , Isquemia Miocárdica/enzimología , NADPH Oxidasa 4/genética , Animales , Benzoxazoles/farmacología , Barrera Hematoencefálica/efectos de los fármacos , Barrera Hematoencefálica/patología , Encéfalo/efectos de los fármacos , Encéfalo/enzimología , Encéfalo/patología , Isquemia Encefálica/genética , Isquemia Encefálica/patología , Isquemia Encefálica/prevención & control , Células Endoteliales/efectos de los fármacos , Células Endoteliales/metabolismo , Células Endoteliales/patología , Inhibidores Enzimáticos/farmacología , Femenino , Arteria Femoral/lesiones , Regulación de la Expresión Génica , Miembro Posterior/irrigación sanguínea , Miembro Posterior/efectos de los fármacos , Miembro Posterior/metabolismo , Miembro Posterior/patología , Humanos , Masculino , Ratones , Ratones Noqueados , Isquemia Miocárdica/genética , Isquemia Miocárdica/patología , Isquemia Miocárdica/prevención & control , NADPH Oxidasa 4/antagonistas & inhibidores , NADPH Oxidasa 4/metabolismo , Neuronas/efectos de los fármacos , Neuronas/metabolismo , Neuronas/patología , Fármacos Neuroprotectores/farmacología , Especificidad de Órganos , Pirazoles/farmacología , Piridonas/farmacología , Ratas , Transducción de Señal , Triazoles/farmacología
13.
Diabetologia ; 60(5): 927-937, 2017 05.
Artículo en Inglés | MEDLINE | ID: mdl-28160092

RESUMEN

AIMS/HYPOTHESIS: Oxidative stress is a promising target in diabetes-associated vasculopathies, with inhibitors of NADPH oxidases (NOX), in particular isoforms 1 and 4, shown to be safe in early clinical development. We have explored a highly relevant late-stage intervention protocol using the clinically most advanced compound, the NOX1/4 inhibitor GKT137831, to determine whether end-organ damage can be reversed/attenuated when GKT137831 is administered in the setting of established diabetic complications. METHODS: GKT137831 was administered at two doses, 30 mg kg-1 day-1 and 60 mg kg-1 day-1, to ApoE -/- mice 10 weeks after diabetes induction with streptozotocin (STZ), for a period of 10 weeks. RESULTS: Consistent with Nox4 -/- mouse data, GKT137831 was protective in a model of diabetic nephropathy at both the 30 mg kg-1 day-1 and 60 mg kg-1 day-1 doses, through suppression of proinflammatory and profibrotic processes. Conversely, in diabetic atherosclerosis, where Nox1 -/y and Nox4 -/- mice have yielded qualitatively opposing results, the net effect of pharmacological NOX1/4 inhibition was protection, albeit to a lower extent and only at the lower 30 mg kg-1 day-1 dose. CONCLUSIONS/INTERPRETATION: As dose-dependent and tissue-specific effects of the dual NOX1/4 inhibitor GKT137831 were observed, it is critical to define in further studies the relative balance of inhibiting NOX4 vs NOX1 in the micro- and macrovasculature in diabetes.


Asunto(s)
Complicaciones de la Diabetes/metabolismo , Complicaciones de la Diabetes/prevención & control , Diabetes Mellitus Experimental/tratamiento farmacológico , Diabetes Mellitus Experimental/metabolismo , NADH NADPH Oxidorreductasas/metabolismo , NADPH Oxidasas/metabolismo , Pirazoles/uso terapéutico , Piridinas/uso terapéutico , Animales , Aterosclerosis/metabolismo , Aterosclerosis/prevención & control , Diabetes Mellitus Experimental/genética , Nefropatías Diabéticas/metabolismo , Nefropatías Diabéticas/prevención & control , Ratones , Ratones Noqueados , NADH NADPH Oxidorreductasas/antagonistas & inhibidores , NADH NADPH Oxidorreductasas/deficiencia , NADH NADPH Oxidorreductasas/genética , NADPH Oxidasa 1 , NADPH Oxidasa 4 , NADPH Oxidasas/antagonistas & inhibidores , NADPH Oxidasas/deficiencia , NADPH Oxidasas/genética , Estrés Oxidativo/efectos de los fármacos , Pirazolonas , Piridonas
14.
Arterioscler Thromb Vasc Biol ; 36(2): 295-307, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26715682

RESUMEN

OBJECTIVE: Oxidative stress is considered a hallmark of atherosclerosis. In particular, the superoxide-generating type 1 NADPH oxidase (NOX1) has been shown to be induced and play a pivotal role in early phases of mouse models of atherosclerosis and in the context of diabetes mellitus. Here, we investigated the role of the most abundant type 4 isoform (NOX4) in human and mouse advanced atherosclerosis. APPROACH AND RESULTS: Plaques of patients with cardiovascular events or established diabetes mellitus showed a surprising reduction in expression of the most abundant but hydrogen peroxide (H2O2)-generating type 4 isoform (Nox4), whereas Nox1 mRNA was elevated, when compared with respective controls. As these data suggested that NOX4-derived reactive oxygen species may convey a surprisingly protective effect during plaque progression, we examined a mouse model of accelerated and advanced diabetic atherosclerosis, the streptozotocin-treated ApoE(-/-) mouse, with (NOX4(-/-)) and without genetic deletion of Nox4. Similar to the human data, advanced versus early plaques of wild-type mice showed reduced Nox4 mRNA expression. Consistent with a rather protective role of NOX4-derived reactive oxygen species, NOX4(-/-) mice showed increased atherosclerosis when compared with wild-type mice. Deleting NOX4 was associated with reduced H2O2 forming activity and attenuation of the proinflammatory markers, monocyte chemotratic protein-1, interleukin-1ß, and tumor necrosis factor-α, as well as vascular macrophage accumulation. Furthermore, there was a greater accumulation of fibrillar collagen fibres within the vascular wall and plaque in diabetic Nox4(-/-)ApoE(-/-) mice, indicative of plaque remodeling. These data could be replicated in human aortic endothelial cells in vitro, where Nox4 overexpression increased H2O2 and reduced the expression of pro-oxidants and profibrotic markers. Interestingly, Nox4 levels inversely correlated with Nox2 gene and protein levels. Although NOX2 is not constitutively active unlike NOX4 and forms rather superoxide, this opens up the possibility that at least some effects of NOX4 deletion are mediated by NOX2 activation. CONCLUSIONS: Thus, the appearance of reactive oxygen species in atherosclerosis is apparently not always a nondesirable oxidative stress, but can also have protective effects. Both in humans and in mouse, the H2O2-forming NOX4, unlike the superoxide-forming NOX1, can act as a negative modulator of inflammation and remodeling and convey atheroprotection. These results have implications on how to judge reactive oxygen species formation in cardiovascular disease and need to be considered in the development of NOX inhibitory drugs.


Asunto(s)
Aorta/enzimología , Enfermedades de la Aorta/prevención & control , Aterosclerosis/prevención & control , Peróxido de Hidrógeno/metabolismo , Inflamación/prevención & control , NADPH Oxidasas/metabolismo , Estrés Oxidativo , Placa Aterosclerótica , Remodelación Vascular , Animales , Aorta/patología , Enfermedades de la Aorta/enzimología , Enfermedades de la Aorta/genética , Enfermedades de la Aorta/patología , Apolipoproteínas E/deficiencia , Apolipoproteínas E/genética , Aterosclerosis/enzimología , Aterosclerosis/genética , Aterosclerosis/patología , Estudios de Casos y Controles , Células Cultivadas , Citocinas/metabolismo , Modelos Animales de Enfermedad , Células Endoteliales/enzimología , Células Endoteliales/patología , Colágenos Fibrilares/metabolismo , Humanos , Inflamación/enzimología , Inflamación/genética , Inflamación/patología , Mediadores de Inflamación/metabolismo , Masculino , Glicoproteínas de Membrana/metabolismo , Ratones Noqueados , NADH NADPH Oxidorreductasas/metabolismo , NADPH Oxidasa 1 , NADPH Oxidasa 2 , NADPH Oxidasa 4 , NADPH Oxidasas/deficiencia , NADPH Oxidasas/genética , Interferencia de ARN , Transducción de Señal , Superóxidos/metabolismo , Factores de Tiempo , Transfección
15.
Diabetologia ; 59(2): 379-89, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26508318

RESUMEN

AIMS/HYPOTHESIS: Changes in podocyte morphology and function are associated with albuminuria and progression of diabetic nephropathy. NADPH oxidase 4 (NOX4) is the main source of reactive oxygen species (ROS) in the kidney and Nox4 is upregulated in podocytes in response to high glucose. We assessed the role of NOX4-derived ROS in podocytes in vivo in a model of diabetic nephropathy using a podocyte-specific NOX4-deficient mouse, with a major focus on the development of albuminuria and ultra-glomerular structural damage. METHODS: Streptozotocin-induced diabetes-associated changes in renal structure and function were studied in male floxedNox4 and podocyte-specific, NOX4 knockout (podNox4KO) mice. We assessed albuminuria, glomerular extracellular matrix accumulation and glomerulosclerosis, and markers of ROS and inflammation, as well as glomerular basement membrane thickness, effacement of podocytes and expression of the podocyte-specific protein nephrin. RESULTS: Podocyte-specific Nox4 deletion in streptozotocin-induced diabetic mice attenuated albuminuria in association with reduced vascular endothelial growth factor (VEGF) expression and prevention of the diabetes-induced reduction in nephrin expression. In addition, podocyte-specific Nox4 deletion reduced glomerular accumulation of collagen IV and fibronectin, glomerulosclerosis and mesangial expansion, as well as glomerular basement membrane thickness. Furthermore, diabetes-induced increases in renal ROS, glomerular monocyte chemoattractant protein-1 (MCP-1) and protein kinase C alpha (PKC-α) were attenuated in podocyte-specific NOX4-deficient mice. CONCLUSIONS/INTERPRETATION: Collectively, this study shows the deleterious effect of Nox4 expression in podocytes by promoting podocytopathy in association with albuminuria and extracellular matrix accumulation in experimental diabetes, emphasising the role of NOX4 as a target for new renoprotective agents.


Asunto(s)
Citoprotección/genética , Diabetes Mellitus Experimental/complicaciones , Nefropatías Diabéticas/genética , NADPH Oxidasas/genética , Podocitos/metabolismo , Albuminuria/genética , Albuminuria/patología , Animales , Diabetes Mellitus Experimental/inducido químicamente , Diabetes Mellitus Experimental/genética , Nefropatías Diabéticas/patología , Eliminación de Gen , Riñón/metabolismo , Riñón/patología , Masculino , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , NADPH Oxidasa 4 , NADPH Oxidasas/metabolismo , Especificidad de Órganos/genética , Podocitos/patología , Estreptozocina
16.
Clin Sci (Lond) ; 130(15): 1363-74, 2016 08 01.
Artículo en Inglés | MEDLINE | ID: mdl-27190136

RESUMEN

Oxidative stress and inflammation are central mediators of atherosclerosis particularly in the context of diabetes. The potential interactions between the major producers of vascular reactive oxygen species (ROS), NADPH oxidase (NOX) enzymes and immune-inflammatory processes remain to be fully elucidated. In the present study we investigated the roles of the NADPH oxidase subunit isoforms, NOX4 and NOX1, in immune cell activation and recruitment to the aortic sinus atherosclerotic plaque in diabetic ApoE(-/-) mice. Plaque area analysis showed that NOX4- and NOX1-derived ROS contribute to atherosclerosis in the aortic sinus following 10 weeks of diabetes. Immunohistochemical staining of the plaques revealed that NOX4-derived ROS regulate T-cell recruitment. In addition, NOX4-deficient mice showed a reduction in activated CD4(+) T-cells in the draining lymph nodes of the aortic sinus coupled with reduced pro-inflammatory gene expression in the aortic sinus. Conversely, NOX1-derived ROS appeared to play a more important role in macrophage accumulation. These findings demonstrate distinct roles for NOX4 and NOX1 in immune-inflammatory responses that drive atherosclerosis in the aortic sinus of diabetic mice.


Asunto(s)
Aortitis/enzimología , Apolipoproteínas E/deficiencia , Aterosclerosis/enzimología , Diabetes Mellitus Experimental/enzimología , Inmunidad Celular , NADH NADPH Oxidorreductasas/metabolismo , NADPH Oxidasas/metabolismo , Seno Aórtico/enzimología , Animales , Aortitis/genética , Aortitis/inmunología , Aortitis/patología , Apolipoproteínas E/genética , Aterosclerosis/genética , Aterosclerosis/inmunología , Aterosclerosis/patología , Linfocitos T CD4-Positivos/enzimología , Linfocitos T CD4-Positivos/inmunología , Quimiotaxis de Leucocito , Citocinas/inmunología , Citocinas/metabolismo , Diabetes Mellitus Experimental/genética , Diabetes Mellitus Experimental/inmunología , Diabetes Mellitus Experimental/patología , Predisposición Genética a la Enfermedad , Mediadores de Inflamación/inmunología , Mediadores de Inflamación/metabolismo , Macrófagos/enzimología , Macrófagos/inmunología , Ratones Noqueados , NADH NADPH Oxidorreductasas/deficiencia , NADH NADPH Oxidorreductasas/genética , NADPH Oxidasa 1 , NADPH Oxidasa 4 , NADPH Oxidasas/deficiencia , NADPH Oxidasas/genética , Estrés Oxidativo , Fenotipo , Placa Aterosclerótica , Especies Reactivas de Oxígeno/metabolismo , Transducción de Señal , Seno Aórtico/inmunología , Seno Aórtico/patología
18.
J Am Soc Nephrol ; 25(6): 1237-54, 2014 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24511132

RESUMEN

Diabetic nephropathy may occur, in part, as a result of intrarenal oxidative stress. NADPH oxidases comprise the only known dedicated reactive oxygen species (ROS)-forming enzyme family. In the rodent kidney, three isoforms of the catalytic subunit of NADPH oxidase are expressed (Nox1, Nox2, and Nox4). Here we show that Nox4 is the main source of renal ROS in a mouse model of diabetic nephropathy induced by streptozotocin administration in ApoE(-/-) mice. Deletion of Nox4, but not of Nox1, resulted in renal protection from glomerular injury as evidenced by attenuated albuminuria, preserved structure, reduced glomerular accumulation of extracellular matrix proteins, attenuated glomerular macrophage infiltration, and reduced renal expression of monocyte chemoattractant protein-1 and NF-κB in streptozotocin-induced diabetic ApoE(-/-) mice. Importantly, administration of the most specific Nox1/4 inhibitor, GKT137831, replicated these renoprotective effects of Nox4 deletion. In human podocytes, silencing of the Nox4 gene resulted in reduced production of ROS and downregulation of proinflammatory and profibrotic markers that are implicated in diabetic nephropathy. Collectively, these results identify Nox4 as a key source of ROS responsible for kidney injury in diabetes and provide proof of principle for an innovative small molecule approach to treat and/or prevent chronic kidney failure.


Asunto(s)
Diabetes Mellitus Experimental , Nefropatías Diabéticas , NADPH Oxidasas/antagonistas & inhibidores , Podocitos/enzimología , Pirazoles/farmacología , Piridinas/farmacología , Albuminuria/tratamiento farmacológico , Albuminuria/enzimología , Albuminuria/genética , Animales , Apolipoproteínas E/genética , Apolipoproteínas E/metabolismo , Línea Celular Transformada , Diabetes Mellitus Experimental/tratamiento farmacológico , Diabetes Mellitus Experimental/enzimología , Diabetes Mellitus Experimental/genética , Nefropatías Diabéticas/tratamiento farmacológico , Nefropatías Diabéticas/enzimología , Nefropatías Diabéticas/genética , Modelos Animales de Enfermedad , Inhibidores Enzimáticos/farmacología , Matriz Extracelular/metabolismo , Silenciador del Gen , Glucosa/farmacología , Humanos , Macrófagos/metabolismo , Masculino , Ratones , Ratones Noqueados , NADH NADPH Oxidorreductasas/antagonistas & inhibidores , NADH NADPH Oxidorreductasas/genética , NADH NADPH Oxidorreductasas/metabolismo , NADPH Oxidasa 1 , NADPH Oxidasa 4 , NADPH Oxidasas/genética , NADPH Oxidasas/metabolismo , Podocitos/citología , Pirazolonas , Piridonas , Especies Reactivas de Oxígeno/metabolismo
19.
Circulation ; 127(18): 1888-902, 2013 May 07.
Artículo en Inglés | MEDLINE | ID: mdl-23564668

RESUMEN

BACKGROUND: In diabetes mellitus, vascular complications such as atherosclerosis are a major cause of death. The key underlying pathomechanisms are unclear. However, hyperglycemic oxidative stress derived from NADPH oxidase (Nox), the only known dedicated enzyme to generate reactive oxygen species appears to play a role. Here we identify the Nox1 isoform as playing a key and pharmacologically targetable role in the accelerated development of diabetic atherosclerosis. METHODS AND RESULTS: Human aortic endothelial cells exposed to hyperglycemic conditions showed increased expression of Nox1, oxidative stress, and proinflammatory markers in a Nox1-siRNA reversible manner. Similarly, the specific Nox inhibitor, GKT137831, prevented oxidative stress in response to hyperglycemia in human aortic endothelial cells. To examine these observations in vivo, we investigated the role of Nox1 on plaque development in apolipoprotein E-deficient mice 10 weeks after induction of diabetes mellitus. Deletion of Nox1, but not Nox4, had a profound antiatherosclerotic effect correlating with reduced reactive oxygen species formation, attenuation of chemokine expression, vascular adhesion of leukocytes, macrophage infiltration, and reduced expression of proinflammatory and profibrotic markers. Similarly, treatment of diabetic apolipoprotein E-deficient mice with GKT137831 attenuated atherosclerosis development. CONCLUSIONS: These studies identify a major pathological role for Nox1 and suggest that Nox1-dependent oxidative stress is a promising target for diabetic vasculopathies, including atherosclerosis.


Asunto(s)
Aterosclerosis/enzimología , Aterosclerosis/etiología , Diabetes Mellitus Experimental/enzimología , NADH NADPH Oxidorreductasas/fisiología , NADPH Oxidasas/fisiología , Animales , Aterosclerosis/patología , Células Cultivadas , Diabetes Mellitus Experimental/complicaciones , Diabetes Mellitus Experimental/patología , Células Endoteliales/enzimología , Células Endoteliales/patología , Humanos , Mediadores de Inflamación/fisiología , Masculino , Ratones , Ratones Noqueados , Ratones Transgénicos , NADPH Oxidasa 1 , Técnicas de Cultivo de Órganos , Isoformas de Proteínas/fisiología , Especies Reactivas de Oxígeno/metabolismo
20.
PLoS Biol ; 8(9)2010 Sep 21.
Artículo en Inglés | MEDLINE | ID: mdl-20877715

RESUMEN

Ischemic stroke is the second leading cause of death worldwide. Only one moderately effective therapy exists, albeit with contraindications that exclude 90% of the patients. This medical need contrasts with a high failure rate of more than 1,000 pre-clinical drug candidates for stroke therapies. Thus, there is a need for translatable mechanisms of neuroprotection and more rigid thresholds of relevance in pre-clinical stroke models. One such candidate mechanism is oxidative stress. However, antioxidant approaches have failed in clinical trials, and the significant sources of oxidative stress in stroke are unknown. We here identify NADPH oxidase type 4 (NOX4) as a major source of oxidative stress and an effective therapeutic target in acute stroke. Upon ischemia, NOX4 was induced in human and mouse brain. Mice deficient in NOX4 (Nox4(-/-)) of either sex, but not those deficient for NOX1 or NOX2, were largely protected from oxidative stress, blood-brain-barrier leakage, and neuronal apoptosis, after both transient and permanent cerebral ischemia. This effect was independent of age, as elderly mice were equally protected. Restoration of oxidative stress reversed the stroke-protective phenotype in Nox4(-/-) mice. Application of the only validated low-molecular-weight pharmacological NADPH oxidase inhibitor, VAS2870, several hours after ischemia was as protective as deleting NOX4. The extent of neuroprotection was exceptional, resulting in significantly improved long-term neurological functions and reduced mortality. NOX4 therefore represents a major source of oxidative stress and novel class of drug target for stroke therapy.


Asunto(s)
Encéfalo/patología , NADPH Oxidasas/antagonistas & inhibidores , Estrés Oxidativo , Accidente Cerebrovascular/enzimología , Animales , Barrera Hematoencefálica , Encéfalo/metabolismo , Femenino , Masculino , Ratones , Ratones Noqueados , NADPH Oxidasa 4 , NADPH Oxidasas/genética , NADPH Oxidasas/metabolismo , Fenotipo , Especies Reactivas de Oxígeno/metabolismo , Accidente Cerebrovascular/metabolismo , Accidente Cerebrovascular/patología
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