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1.
Int J Mol Sci ; 22(13)2021 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-34199099

RESUMO

Eltrombopag is a thrombopoietin receptor (MPL) agonist approved for the treatment of primary immune thrombocytopenia (ITP). Recent evidence shows that some patients may sustain platelet counts following eltrombopag discontinuation. The systemic immunomodulatory response that resolves ITP in some patients could result from an increase in platelet mass, caused either by the direct action of eltrombopag on megakaryocytes through MPL stimulation, or potential MPL-independent actions on other cell types. To uncover the possible mechanisms of action of eltrombopag, in silico analyses were performed, including a systems biology-based approach, a therapeutic performance mapping system, and structural analyses. Through manual curation of the available bibliography, 56 key proteins were identified and integrated into the ITP interactome analysis. Mathematical models (94.92% mean accuracy) were obtained to elucidate potential MPL-dependent pathways in non-megakaryocytic cell subtypes. In addition to the effects on megakaryocytes and platelet numbers, the results were consistent with MPL-mediated effects on other cells, which could involve interferon-gamma, transforming growth factor-beta, peroxisome proliferator-activated receptor-gamma, and forkhead box protein P3 pathways. Structural analyses indicated that effects on three apoptosis-related proteins (BCL2L1, BCL2, BAX) from the Bcl-2 family may be off-target effects of eltrombopag. In conclusion, this study proposes new hypotheses regarding the immunomodulatory functions of eltrombopag in patients with ITP.


Assuntos
Benzoatos/farmacologia , Hidrazinas/farmacologia , Imunomodulação/efeitos dos fármacos , Púrpura Trombocitopênica Idiopática/etiologia , Púrpura Trombocitopênica Idiopática/metabolismo , Pirazóis/farmacologia , Receptores de Trombopoetina/antagonistas & inibidores , Benzoatos/química , Benzoatos/uso terapêutico , Biomarcadores , Gerenciamento Clínico , Suscetibilidade a Doenças , Humanos , Hidrazinas/química , Hidrazinas/uso terapêutico , Modelos Biológicos , Modelos Moleculares , Terapia de Alvo Molecular/métodos , Mapeamento de Interação de Proteínas , Mapas de Interação de Proteínas , Púrpura Trombocitopênica Idiopática/tratamento farmacológico , Pirazóis/química , Pirazóis/uso terapêutico , Receptores de Trombopoetina/química , Receptores de Trombopoetina/metabolismo , Transdução de Sinais/efeitos dos fármacos , Relação Estrutura-Atividade , Linfócitos T/efeitos dos fármacos , Linfócitos T/imunologia , Linfócitos T/metabolismo , Resultado do Tratamento
2.
Proc Natl Acad Sci U S A ; 110(36): 14771-6, 2013 Sep 03.
Artigo em Inglês | MEDLINE | ID: mdl-23959870

RESUMO

Whereas amyloid-ß (Aß) accumulates in the brain of normal animals dosed with low levels of copper (Cu), the mechanism is not completely known. Cu could contribute to Aß accumulation by altering its clearance and/or its production. Because Cu homeostasis is altered in transgenic mice overexpressing Aß precursor protein (APP), the objective of this study was to elucidate the mechanism of Cu-induced Aß accumulation in brains of normal mice and then to explore Cu's effects in a mouse model of Alzheimer's disease. In aging mice, accumulation of Cu in brain capillaries was associated with its reduction in low-density lipoprotein receptor-related protein 1 (LRP1), an Aß transporter, and higher brain Aß levels. These effects were reproduced by chronic dosing with low levels of Cu via drinking water without changes in Aß synthesis or degradation. In human brain endothelial cells, Cu, at its normal labile levels, caused LRP1-specific down-regulation by inducing its nitrotyrosination and subsequent proteosomal-dependent degradation due in part to Cu/cellular prion protein/LRP1 interaction. In APP(sw/0) mice, Cu not only down-regulated LRP1 in brain capillaries but also increased Aß production and neuroinflammation because Cu accumulated in brain capillaries and, unlike in control mice, in the parenchyma. Thus, we have demonstrated that Cu's effect on brain Aß homeostasis depends on whether it is accumulated in the capillaries or in the parenchyma. These findings should provide unique insights into preventative and/or therapeutic approaches to control neurotoxic Aß levels in the aging brain.


Assuntos
Peptídeos beta-Amiloides/metabolismo , Encéfalo/efeitos dos fármacos , Cobre/farmacologia , Homeostase/efeitos dos fármacos , Fatores Etários , Peptídeos beta-Amiloides/farmacocinética , Precursor de Proteína beta-Amiloide/genética , Precursor de Proteína beta-Amiloide/metabolismo , Animais , Barreira Hematoencefálica/metabolismo , Western Blotting , Encéfalo/irrigação sanguínea , Encéfalo/metabolismo , Capilares/efeitos dos fármacos , Capilares/metabolismo , Sobrevivência Celular/efeitos dos fármacos , Células Cultivadas , Cobre/metabolismo , Relação Dose-Resposta a Droga , Células Endoteliais/citologia , Células Endoteliais/efeitos dos fármacos , Células Endoteliais/metabolismo , Humanos , Radioisótopos do Iodo/farmacocinética , Proteína-1 Relacionada a Receptor de Lipoproteína de Baixa Densidade , Taxa de Depuração Metabólica , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Camundongos Transgênicos , Molécula-1 de Adesão Celular Endotelial a Plaquetas/metabolismo , Receptores de LDL/genética , Receptores de LDL/metabolismo , Fatores de Tempo , Proteínas Supressoras de Tumor/genética , Proteínas Supressoras de Tumor/metabolismo
3.
Nat Med ; 13(9): 1029-31, 2007 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-17694066

RESUMO

Low-density lipoprotein receptor-related protein-1 (LRP) on brain capillaries clears amyloid beta-peptide (Abeta) from brain. Here, we show that soluble circulating LRP (sLRP) provides key endogenous peripheral 'sink' activity for Abeta in humans. Recombinant LRP cluster IV (LRP-IV) bound Abeta in plasma in mice and Alzheimer's disease-affected humans with compromised sLRP-mediated Abeta binding, and reduced Abeta-related pathology and dysfunction in a mouse model of Alzheimer disease, suggesting that LRP-IV can effectively replace native sLRP and clear Abeta.


Assuntos
Peptídeos beta-Amiloides/metabolismo , Encéfalo/metabolismo , Capilares/fisiologia , Circulação Cerebrovascular/fisiologia , Proteína-1 Relacionada a Receptor de Lipoproteína de Baixa Densidade/fisiologia , Doença de Alzheimer/fisiopatologia , Secretases da Proteína Precursora do Amiloide/genética , Animais , Heterozigoto , Humanos , Proteína-1 Relacionada a Receptor de Lipoproteína de Baixa Densidade/sangue , Camundongos
4.
PLoS One ; 18(2): e0280677, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36791125

RESUMO

Acute respiratory distress syndrome (ARDS), associated with high mortality rate, affects up to 67% of hospitalized COVID-19 patients. Early evidence indicated that the pathogenesis of COVID-19 evoked ARDS is, at least partially, mediated by hyperinflammatory cytokine storm in which interleukin 6 (IL-6) plays an essential role. The corticosteroid dexamethasone is an effective treatment for severe COVID-19 related ARDS. However, trials of other immunomodulatory therapies, including anti-IL6 agents such as tocilizumab and sarilumab, have shown limited evidence of benefit as monotherapy. But recently published large trials have reported added benefit of tocilizumab in combination with dexamethasone in severe COVID-19 related ARDS. In silico tools can be useful to shed light on the mechanisms evoked by SARS-CoV-2 infection and of the potential therapeutic approaches. Therapeutic performance mapping system (TPMS), based on systems biology and artificial intelligence, integrate available biological, pharmacological and medical knowledge to create mathematical models of the disease. This technology was used to identify the pharmacological mechanism of dexamethasone, with or without tocilizumab, in the management of COVID-19 evoked ARDS. The results showed that while dexamethasone would be addressing a wider range of pathological processes with low intensity, tocilizumab might provide a more direct and intense effect upon the cytokine storm. Based on this in silico study, we conclude that the use of tocilizumab alongside dexamethasone is predicted to induce a synergistic effect in dampening inflammation and subsequent pathological processes, supporting the beneficial effect of the combined therapy in critically ill patients. Future research will allow identifying the ideal subpopulation of patients that would benefit better from this combined treatment.


Assuntos
COVID-19 , Síndrome do Desconforto Respiratório , Humanos , COVID-19/terapia , SARS-CoV-2 , Síndrome da Liberação de Citocina/tratamento farmacológico , Inteligência Artificial , Tratamento Farmacológico da COVID-19 , Dexametasona/uso terapêutico , Síndrome do Desconforto Respiratório/tratamento farmacológico
5.
Front Neurosci ; 17: 1118253, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37457000

RESUMO

Attention-deficit/hyperactivity disorder (ADHD) is a psychiatric condition well recognized in the pediatric population that can persist into adulthood. The vast majority of patients with ADHD present psychiatric comorbidities that have been suggested to share, to some extent, the pathophysiological mechanism of ADHD. Lisdexamfetamine (LDX) is a stimulant prodrug approved for treating ADHD and, in the US, also for binge eating disorder (BED). Herein, we evaluated, through a systems biology-based in silico method, the efficacy of a virtual model of LDX (vLDX) as ADHD treatment to improve five common ADHD psychiatric comorbidities in adults and children, and we explored the molecular mechanisms behind LDX's predicted efficacy. After the molecular characterization of vLDX and the comorbidities (anxiety, BED, bipolar disorder, depression, and tics disorder), we created a protein-protein interaction human network to which we applied artificial neural networks (ANN) algorithms. We also generated virtual populations of adults and children-adolescents totaling 2,600 individuals and obtained the predicted protein activity from Therapeutic Performance Mapping System models. The latter showed that ADHD molecular description shared 53% of its protein effectors with at least one studied psychiatric comorbidity. According to the ANN analysis, proteins targeted by vLDX are predicted to have a high probability of being related to BED and depression. In BED, vLDX was modeled to act upon neurotransmission and neuroplasticity regulators, and, in depression, vLDX regulated the hypothalamic-pituitary-adrenal axis, neuroinflammation, oxidative stress, and glutamatergic excitotoxicity. In conclusion, our modeling results, despite their limitations and although requiring in vitro or in vivo validation, could supplement the design of preclinical and potentially clinical studies that investigate treatment for patients with ADHD with psychiatric comorbidities, especially from a molecular point of view.

6.
Front Psychiatry ; 14: 939650, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37333910

RESUMO

Introduction: Attention-deficit/hyperactivity disorder (ADHD) is an impairing psychiatric condition with the stimulants, lisdexamfetamine (LDX), and methylphenidate (MPH), as the first lines pharmacological treatment. Methods: Herein, we applied a novel in silico method to evaluate virtual LDX (vLDX) and vMPH as treatments for ADHD applying quantitative systems pharmacology (QSP) models. The objectives were to evaluate the model's output, considering the model characteristics and the information used to build them, to compare both virtual drugs' efficacy mechanisms, and to assess how demographic (age, body mass index, and sex) and clinical characteristics may affect vLDX's and vMPH's relative efficacies. Results and Discussion: We molecularly characterized the drugs and pathologies based on a bibliographic search, and generated virtual populations of adults and children-adolescents totaling 2,600 individuals. For each virtual patient and virtual drug, we created physiologically based pharmacokinetic and QSP models applying the systems biology-based Therapeutic Performance Mapping System technology. The resulting models' predicted protein activity indicated that both virtual drugs modulated ADHD through similar mechanisms, albeit with some differences. vMPH induced several general synaptic, neurotransmitter, and nerve impulse-related processes, whereas vLDX seemed to modulate neural processes more specific to ADHD, such as GABAergic inhibitory synapses and regulation of the reward system. While both drugs' models were linked to an effect over neuroinflammation and altered neural viability, vLDX had a significant impact on neurotransmitter imbalance and vMPH on circadian system deregulation. Among demographic characteristics, age and body mass index affected the efficacy of both virtual treatments, although the effect was more marked for vLDX. Regarding comorbidities, only depression negatively impacted both virtual drugs' efficacy mechanisms and, while that of vLDX were more affected by the co-treatment of tic disorders, the efficacy mechanisms of vMPH were disturbed by wide-spectrum psychiatric drugs. Our in silico results suggested that both drugs could have similar efficacy mechanisms as ADHD treatment in adult and pediatric populations and allowed raising hypotheses for their differential impact in specific patient groups, although these results require prospective validation for clinical translatability.

7.
Sci Rep ; 13(1): 10078, 2023 06 21.
Artigo em Inglês | MEDLINE | ID: mdl-37344529

RESUMO

Emicizumab is a bispecific monoclonal antibody that substitutes for the function of missing or deficient factor VIII (FVIII) in people with hemophilia A (PwHA). Long-term safety and efficacy of emicizumab have been demonstrated in several clinical trials. Nevertheless, in the first of these, three cases of thrombotic microangiopathy (TMA) occurred in PwHA treated with emicizumab receiving high doses of activated prothrombin complex concentrate (aPCC), a bypassing agent used for treating breakthrough bleeds when FVIII neutralizing antibodies (inhibitors) make FVIII replacement ineffective. The aim of the present work is to offer a method to elucidate the pathophysiological and pharmacological mechanisms involved in this treatment-induced TMA. Systems biology and machine learning-based Therapeutic Performance Mapping System is a validated in silico technology that allowed us to construct models of potential mechanisms behind induced TMA. Two drug combinations were modeled and assessed: emicizumab plus aPCC and emicizumab plus recombinant activated factor VII (another bypassing agent). Our models showed that both combinations were related to activation of the coagulation cascade. However, mechanisms involved mainly in platelet activation and possibly in complement activation were detected only for emicizumab plus aPCC, potentially explaining the occurrence of TMA only in this combination.


Assuntos
Anticorpos Biespecíficos , Hemofilia A , Microangiopatias Trombóticas , Humanos , Fator VIII/uso terapêutico , Fator VIIa/uso terapêutico , Biologia de Sistemas , Anticorpos Biespecíficos/farmacologia , Anticorpos Biespecíficos/uso terapêutico , Hemofilia A/tratamento farmacológico , Microangiopatias Trombóticas/tratamento farmacológico , Fator IX
8.
Arthritis Care Res (Hoboken) ; 75(1): 115-124, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36278846

RESUMO

OBJECTIVE: Real-world studies are needed to identify factors associated with response to biologic therapies in patients with axial spondyloarthritis (SpA). The objective was to assess sex differences in response to tumor necrosis factor inhibitors (TNFi) and to explore possible risk factors associated with TNFi efficacy. METHODS: A total of 969 patients with axial SpA (315 females, 654 males) enrolled in the BIOBADASER registry (2000-2019) who initiated a TNFi (first, second, or further lines) were studied. Statistical and artificial intelligence (AI)-based data analyses were used to explore the association of sex differences and other factors to TNFi response, using the Bath Ankylosing Spondylitis Disease Activity Index (BASDAI), to calculate the BASDAI50, with an improvement of at least 50% of the BASDAI score, and using the Ankylosing Spondylitis Disease Activity Score, calculated using the C-reactive protein level (ASDAS-CRP). RESULTS: Females had a lower probability of reaching a BASDAI50 response with a first line TNFi treatment at the second year of follow-up (P = 0.018) and a lesser reduction of the ASDAS-CRP at this time point. The logistic regression model showed lower BASDAI50 responses to TNFi in females (P = 0.05). Other factors, such as older age (P = 0.004), were associated with unfavorable responses. The AI data analyses reinforced the idea that age at the beginning of the treatment was the main factor associated with an unfavorable response. The combination of age with other clinical characteristics (female sex or cardiovascular risk factors and events) potentially contributed to an unfavorable response to TNFi. CONCLUSION: In this national multicenter registry, female sex was associated with less response to a first-line TNFi by the second year of follow-up. A higher age at the start of the TNFi was the main factor associated with an unfavorable response to TNFi.


Assuntos
Espondilartrite , Espondilite Anquilosante , Humanos , Feminino , Masculino , Espondilite Anquilosante/tratamento farmacológico , Inibidores do Fator de Necrose Tumoral/efeitos adversos , Espondilartrite/diagnóstico , Espondilartrite/tratamento farmacológico , Inteligência Artificial , Fator de Necrose Tumoral alfa , Resultado do Tratamento , Sistema de Registros , Índice de Gravidade de Doença
9.
Biomedicines ; 10(6)2022 Jun 03.
Artigo em Inglês | MEDLINE | ID: mdl-35740337

RESUMO

Nonalcoholic fatty liver disease (NAFLD) is the most prevalent chronic hepatic disease; nevertheless, no definitive diagnostic method exists yet, apart from invasive liver biopsy, and nor is there a specific approved treatment. Runt-related transcription factor 1 (RUNX1) plays a major role in angiogenesis and inflammation; however, its link with NAFLD is unclear as controversial results have been reported. Thus, the objective of this work was to determine the proteins involved in the molecular mechanisms between RUNX1 and NAFLD, by means of systems biology. First, a mathematical model that simulates NAFLD pathophysiology was generated by analyzing Anaxomics databases and reviewing available scientific literature. Artificial neural networks established NAFLD pathophysiological processes functionally related to RUNX1: hepatic insulin resistance, lipotoxicity, and hepatic injury-liver fibrosis. Our study indicated that RUNX1 might have a high relationship with hepatic injury-liver fibrosis, and a medium relationship with lipotoxicity and insulin resistance motives. Additionally, we found five RUNX1-regulated proteins with a direct involvement in NAFLD motives, which were NFκB1, NFκB2, TNF, ADIPOQ, and IL-6. In conclusion, we suggested a relationship between RUNX1 and NAFLD since RUNX1 seems to regulate NAFLD molecular pathways, posing it as a potential therapeutic target of NAFLD, although more studies in this field are needed.

10.
Arthritis Res Ther ; 23(1): 126, 2021 04 23.
Artigo em Inglês | MEDLINE | ID: mdl-33892792

RESUMO

BACKGROUND: Systemic juvenile idiopathic arthritis (sJIA) and adult-onset Still's disease (AOSD) are manifestations of an autoinflammatory disorder with complex pathophysiology and significant morbidity, together also termed Still's disease. The objective of the current study is to set in silico models based on systems biology and investigate the optimal treat-to-target strategy for Still's disease as a proof-of-concept of the modeling approach. METHODS: Molecular characteristics of Still's disease and data on biological inhibitors of interleukin (IL)-1 (anakinra, canakinumab), IL-6 (tocilizumab, sarilumab), and glucocorticoids as well as conventional disease-modifying anti-rheumatic drugs (DMARDs, methotrexate) were used to construct in silico mechanisms of action (MoA) models by means of Therapeutic Performance Mapping System (TPMS) technology. TPMS combines artificial neuronal networks, sampling-based methods, and artificial intelligence. Model outcomes were validated with published expression data from sJIA patients. RESULTS: Biologicals demonstrated more pathophysiology-directed efficiency than non-biological drugs. IL-1 blockade mainly acts on proteins implicated in the innate immune system, while IL-6 signaling blockade has a weaker effect on innate immunity and rather affects adaptive immune mechanisms. The MoA models showed that in the autoinflammatory/systemic phases of Still's disease, in which the innate immunity plays a pivotal role, the IL-1ß-neutralizing antibody canakinumab is more efficient than the IL-6 receptor-inhibiting antibody tocilizumab. MoA models reproduced 67% of the information obtained from expression data. CONCLUSIONS: Systems biology-based modeling supported the preferred use of biologics as an immunomodulatory treatment strategy for Still's disease. Our results reinforce the role for IL-1 blockade on innate immunity regulation, which is critical in systemic autoinflammatory diseases. This further encourages early use on Still's disease IL-1 blockade to prevent the development of disease or drug-related complications. Further analysis at the clinical level will validate the findings and help determining the timeframe of the window of opportunity for canakinumab treatment.


Assuntos
Artrite Juvenil , Doença de Still de Início Tardio , Adulto , Artrite Juvenil/tratamento farmacológico , Inteligência Artificial , Simulação por Computador , Humanos , Biologia de Sistemas
11.
Oncotarget ; 12(4): 316-332, 2021 Feb 16.
Artigo em Inglês | MEDLINE | ID: mdl-33659043

RESUMO

Around 3-7% of patients with non-small cell lung cancer (NSCLC), which represent 85% of diagnosed lung cancers, have a rearrangement in the ALK gene that produces an abnormal activity of the ALK protein cell signaling pathway. The developed ALK tyrosine kinase inhibitors (TKIs), such as crizotinib, ceritinib, alectinib, brigatinib and lorlatinb present good performance treating ALK+ NSCLC, although all patients invariably develop resistance due to ALK secondary mutations or bypass mechanisms. In the present study, we compare the potential differences between brigatinib and alectinib's mechanisms of action as first-line treatment for ALK+ NSCLC in a systems biology-based in silico setting. Therapeutic performance mapping system (TPMS) technology was used to characterize the mechanisms of action of brigatinib and alectinib and the impact of potential resistances and drug interferences with concomitant treatments. The analyses indicate that brigatinib and alectinib affect cell growth, apoptosis and immune evasion through ALK inhibition. However, brigatinib seems to achieve a more diverse downstream effect due to a broader cancer-related kinase target spectrum. Brigatinib also shows a robust effect over invasiveness and central nervous system metastasis-related mechanisms, whereas alectinib seems to have a greater impact on the immune evasion mechanism. Based on this in silico head to head study, we conclude that brigatinib shows a predicted efficacy similar to alectinib and could be a good candidate in a first-line setting against ALK+ NSCLC. Future investigation involving clinical studies will be needed to confirm these findings. These in silico systems biology-based models could be applied for exploring other unanswered questions.

12.
Brain ; 132(Pt 5): 1335-45, 2009 May.
Artigo em Inglês | MEDLINE | ID: mdl-19251756

RESUMO

Alzheimer's disease neuropathology is characterized by neuronal death, amyloid beta-peptide deposits and neurofibrillary tangles composed of paired helical filaments of tau protein. Although crucial for our understanding of the pathogenesis of Alzheimer's disease, the molecular mechanisms linking amyloid beta-peptide and paired helical filaments remain unknown. Here, we show that amyloid beta-peptide-induced nitro-oxidative damage promotes the nitrotyrosination of the glycolytic enzyme triosephosphate isomerase in human neuroblastoma cells. Consequently, nitro-triosephosphate isomerase was found to be present in brain slides from double transgenic mice overexpressing human amyloid precursor protein and presenilin 1, and in Alzheimer's disease patients. Higher levels of nitro-triosephosphate isomerase (P < 0.05) were detected, by Western blot, in immunoprecipitates from hippocampus (9 individuals) and frontal cortex (13 individuals) of Alzheimer's disease patients, compared with healthy subjects (4 and 9 individuals, respectively). Triosephosphate isomerase nitrotyrosination decreases the glycolytic flow. Moreover, during its isomerase activity, it triggers the production of the highly neurotoxic methylglyoxal (n = 4; P < 0.05). The bioinformatics simulation of the nitration of tyrosines 164 and 208, close to the catalytic centre, fits with a reduced isomerase activity. Human embryonic kidney (HEK) cells overexpressing double mutant triosephosphate isomerase (Tyr164 and 208 by Phe164 and 208) showed high methylglyoxal production. This finding correlates with the widespread glycation immunostaining in Alzheimer's disease cortex and hippocampus from double transgenic mice overexpressing amyloid precursor protein and presenilin 1. Furthermore, nitro-triosephosphate isomerase formed large beta-sheet aggregates in vitro and in vivo, as demonstrated by turbidometric analysis and electron microscopy. Transmission electron microscopy (TEM) and atomic force microscopy studies have demonstrated that nitro-triosephosphate isomerase binds tau monomers and induces tau aggregation to form paired helical filaments, the characteristic intracellular hallmark of Alzheimer's disease brains. Our results link oxidative stress, the main etiopathogenic mechanism in sporadic Alzheimer's disease, via the production of peroxynitrite and nitrotyrosination of triosephosphate isomerase, to amyloid beta-peptide-induced toxicity and tau pathology.


Assuntos
Doença de Alzheimer/metabolismo , Peptídeos beta-Amiloides/metabolismo , Lobo Frontal/metabolismo , Modelos Moleculares , Triose-Fosfato Isomerase/metabolismo , Tirosina/análogos & derivados , Peptídeos beta-Amiloides/análise , Animais , Western Blotting , Estudos de Casos e Controles , Linhagem Celular , Linhagem Celular Tumoral , Lobo Frontal/química , Humanos , Imuno-Histoquímica , Camundongos , Camundongos Transgênicos , Microscopia de Força Atômica , Microscopia Confocal , Microscopia Eletrônica , Neuroblastoma , Emaranhados Neurofibrilares/metabolismo , Estresse Oxidativo , Ácido Peroxinitroso/análise , Ácido Peroxinitroso/metabolismo , Fosforilação , Triose-Fosfato Isomerase/análise , Tirosina/metabolismo , Proteínas tau/análise , Proteínas tau/metabolismo
13.
PLoS One ; 15(10): e0240149, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33006999

RESUMO

From January 2020, COVID-19 is spreading around the world producing serious respiratory symptoms in infected patients that in some cases can be complicated by the severe acute respiratory syndrome, sepsis and septic shock, multiorgan failure, including acute kidney injury and cardiac injury. Cost and time efficient approaches to reduce the burthen of the disease are needed. To find potential COVID-19 treatments among the whole arsenal of existing drugs, we combined system biology and artificial intelligence-based approaches. The drug combination of pirfenidone and melatonin has been identified as a candidate treatment that may contribute to reduce the virus infection. Starting from different drug targets the effect of the drugs converges on human proteins with a known role in SARS-CoV-2 infection cycle. Simultaneously, GUILDify v2.0 web server has been used as an alternative method to corroborate the effect of pirfenidone and melatonin against the infection of SARS-CoV-2. We have also predicted a potential therapeutic effect of the drug combination over the respiratory associated pathology, thus tackling at the same time two important issues in COVID-19. These evidences, together with the fact that from a medical point of view both drugs are considered safe and can be combined with the current standard of care treatments for COVID-19 makes this combination very attractive for treating patients at stage II, non-severe symptomatic patients with the presence of virus and those patients who are at risk of developing severe pulmonary complications.


Assuntos
Antivirais/uso terapêutico , Infecções por Coronavirus/tratamento farmacológico , Reposicionamento de Medicamentos , Melatonina/uso terapêutico , Pneumonia Viral/tratamento farmacológico , Piridonas/uso terapêutico , COVID-19 , Síndrome da Liberação de Citocina/tratamento farmacológico , Síndrome da Liberação de Citocina/virologia , Bases de Dados de Produtos Farmacêuticos , Furina/metabolismo , Humanos , Melatonina/farmacologia , Pandemias , Piridonas/farmacologia , Tratamento Farmacológico da COVID-19
14.
Artigo em Inglês | MEDLINE | ID: mdl-32477262

RESUMO

Type 1 diabetes is an autoimmune disease caused by the destruction of the insulin-producing ß-cells. An ideal immunotherapy should combine the blockade of the autoimmune response with the recovery of functional target cell mass. With the aim to develop new therapies for type 1 diabetes that could contribute to ß-cell mass restoration, a drug repositioning analysis based on systems biology was performed to identify the ß-cell regenerative potential of commercially available compounds. Drug repositioning is a strategy used for identifying new uses for approved drugs that are outside the scope of the medical indication. A list of 28 non-synonymous repurposed drug candidates was obtained, and 16 were selected as diabetes mellitus type 1 treatment candidates regarding pancreatic ß-cell regeneration. Drugs with poor safety profile were further filtered out. Lastly, we selected liraglutide for its predictive efficacy values for neogenesis, transdifferentiation of α-cells, and/or replication of pre-existing ß-cells. Liraglutide is an analog of glucagon-like peptide-1, a drug used in patients with type 2 diabetes. Liraglutide was tested in immunodeficient NOD-Scid IL2rg-/- (NSG) mice with type 1 diabetes. Liraglutide significantly improved the blood glucose levels in diabetic NSG mice. During the treatment, a significant increase in ß-cell mass was observed due to a boost in ß-cell number. Both parameters were reduced after withdrawal. Interestingly, islet bihormonal glucagon+insulin+ cells and insulin+ ductal cells arose during treatment. In vitro experiments showed an increase of insulin and glucagon gene expression in islets cultured with liraglutide in normoglycemia conditions. These results point to ß-cell replacement, including transdifferentiation and neogenesis, as aiding factors and support the role of liraglutide in ß-cell mass restoration in type 1 diabetes. Understanding the mechanism of action of this drug could have potential clinical relevance in this autoimmune disease.


Assuntos
Reprogramação Celular , Diabetes Mellitus Experimental/complicações , Diabetes Mellitus Tipo 1/complicações , Peptídeo 1 Semelhante ao Glucagon/análogos & derivados , Hiperglicemia/prevenção & controle , Células Secretoras de Insulina/efeitos dos fármacos , Liraglutida/farmacologia , Animais , Peptídeo 1 Semelhante ao Glucagon/administração & dosagem , Hiperglicemia/etiologia , Hiperglicemia/metabolismo , Hiperglicemia/patologia , Hipoglicemiantes/farmacologia , Masculino , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID
15.
J Neurochem ; 110(1): 220-30, 2009 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-19457132

RESUMO

It has been suggested that cellular cholesterol levels can modulate the metabolism of the amyloid precursor protein (APP) but the underlying mechanism remains controversial. In the current study, we investigate in detail the relationship between cholesterol reduction, APP processing and gamma-secretase function in cell culture studies. We found that mild membrane cholesterol reduction led to a decrease in Abeta(40) and Abeta(42) in different cell types. We did not detect changes in APP intracellular domain or Notch intracellular domain generation. Western blot analyses showed a cholesterol-dependent decrease in the APP C-terminal fragments and cell surface APP. Finally, we applied a fluorescence resonance energy transfer (FRET)-based technique to study APP-Presenilin 1 (PS1) interactions and lipid rafts in intact cells. Our data indicate that cholesterol depletion reduces association of APP into lipid rafts and disrupts APP-PS1 interaction. Taken together, our results suggest that mild membrane cholesterol reduction impacts the cleavage of APP upstream of gamma-secretase and appears to be mediated by changes in APP trafficking and partitioning into lipid rafts.


Assuntos
Peptídeos beta-Amiloides/metabolismo , Precursor de Proteína beta-Amiloide/metabolismo , Encéfalo/metabolismo , Colesterol/deficiência , Microdomínios da Membrana/metabolismo , Neurônios/metabolismo , Doença de Alzheimer/metabolismo , Doença de Alzheimer/fisiopatologia , Secretases da Proteína Precursora do Amiloide/metabolismo , Animais , Células CHO , Linhagem Celular , Cricetinae , Cricetulus , Regulação para Baixo/fisiologia , Humanos , Fragmentos de Peptídeos/metabolismo , Placa Amiloide/metabolismo , Presenilina-1/metabolismo , Estrutura Terciária de Proteína/fisiologia , Transporte Proteico/fisiologia
16.
Sci Rep ; 8(1): 1879, 2018 01 30.
Artigo em Inglês | MEDLINE | ID: mdl-29382857

RESUMO

Here we used a systems biology approach and artificial intelligence to identify a neuroprotective agent for the treatment of peripheral nerve root avulsion. Based on accumulated knowledge of the neurodegenerative and neuroprotective processes that occur in motoneurons after root avulsion, we built up protein networks and converted them into mathematical models. Unbiased proteomic data from our preclinical models were used for machine learning algorithms and for restrictions to be imposed on mathematical solutions. Solutions allowed us to identify combinations of repurposed drugs as potential neuroprotective agents and we validated them in our preclinical models. The best one, NeuroHeal, neuroprotected motoneurons, exerted anti-inflammatory properties and promoted functional locomotor recovery. NeuroHeal endorsed the activation of Sirtuin 1, which was essential for its neuroprotective effect. These results support the value of network-centric approaches for drug discovery and demonstrate the efficacy of NeuroHeal as adjuvant treatment with surgical repair for nervous system trauma.


Assuntos
Fármacos Neuroprotetores/farmacologia , Doenças do Sistema Nervoso Periférico/tratamento farmacológico , Ferimentos e Lesões/tratamento farmacológico , Algoritmos , Animais , Inteligência Artificial , Linhagem Celular , Feminino , Aprendizado de Máquina , Camundongos , Regeneração Nervosa/efeitos dos fármacos , Radiculopatia/tratamento farmacológico , Ratos , Ratos Sprague-Dawley , Recuperação de Função Fisiológica/efeitos dos fármacos , Medula Espinal/efeitos dos fármacos , Raízes Nervosas Espinhais/efeitos dos fármacos
17.
Subcell Biochem ; 38: 147-65, 2005.
Artigo em Inglês | MEDLINE | ID: mdl-15709477

RESUMO

Amyloid beta peptide (Abeta) accumulation produces the senile plaques in the brain parenchyma characteristic of Alzheimer's Disease (AD) and the vascular deposits of Cerebral Amyloid Angiopathy (CAA). Oxidative stress is directly involved in Abeta-mediated cytotoxicity and antioxidants have been reported as cytoprotective in AD and CAA. Vitamin E has antioxidant and hydrophobic properties that render this molecule as the main antioxidant present in biological membranes, preventing lipid peroxidation, carbonyl formation and inducing intracellular modulation of cell signalling pathways. Accordingly, vascular damage produced by Abeta and prooxidant agents can be decreased or prevented by vitamin E. The protective effect of vitamin E against Abeta cytotoxicity in vascular cells in comparison to the neuronal system is reviewed in this chapter.


Assuntos
Doença de Alzheimer/prevenção & controle , Peptídeos beta-Amiloides/efeitos dos fármacos , Antioxidantes/uso terapêutico , Vitamina E/uso terapêutico , Doença de Alzheimer/patologia , Amiloidose/tratamento farmacológico , Amiloidose/prevenção & controle , Transtornos Cerebrovasculares/tratamento farmacológico , Transtornos Cerebrovasculares/prevenção & controle , Humanos , Estresse Oxidativo/efeitos dos fármacos
18.
PLoS One ; 11(1): e0147626, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-26807587

RESUMO

Amyotrophic Lateral Sclerosis is a fatal, progressive neurodegenerative disease characterized by loss of motor neuron function for which there is no effective treatment. One of the main difficulties in developing new therapies lies on the multiple events that contribute to motor neuron death in amyotrophic lateral sclerosis. Several pathological mechanisms have been identified as underlying events of the disease process, including excitotoxicity, mitochondrial dysfunction, oxidative stress, altered axonal transport, proteasome dysfunction, synaptic deficits, glial cell contribution, and disrupted clearance of misfolded proteins. Our approach in this study was based on a holistic vision of these mechanisms and the use of computational tools to identify polypharmacology for targeting multiple etiopathogenic pathways. By using a repositioning analysis based on systems biology approach (TPMS technology), we identified and validated the neuroprotective potential of two new drug combinations: Aliretinoin and Pranlukast, and Aliretinoin and Mefloquine. In addition, we estimated their molecular mechanisms of action in silico and validated some of these results in a well-established in vitro model of amyotrophic lateral sclerosis based on cultured spinal cord slices. The results verified that Aliretinoin and Pranlukast, and Aliretinoin and Mefloquine promote neuroprotection of motor neurons and reduce microgliosis.


Assuntos
Esclerose Lateral Amiotrófica/tratamento farmacológico , Cromonas/uso terapêutico , Mefloquina/uso terapêutico , Fármacos Neuroprotetores/uso terapêutico , Algoritmos , Animais , Cromonas/farmacologia , Simulação por Computador , Quimioterapia Combinada , Humanos , Mefloquina/farmacologia , Modelos Teóricos , Fármacos Neuroprotetores/farmacologia , Ratos , Ratos Sprague-Dawley , Medula Espinal/efeitos dos fármacos
19.
FEBS Lett ; 536(1-3): 45-50, 2003 Feb 11.
Artigo em Inglês | MEDLINE | ID: mdl-12586336

RESUMO

Cancer-induced cachexia affects most advanced cancer patients. It is characterized by anorexia, profound metabolic dysfunctions, and severe neurological disorders. Here we show that voltage-gated potassium channel (Kv) expression is impaired in the brain of tumor-bearing animals. Expression of both delayed rectifier (Kv1.1, Kv1.2, Kv1.3, Kv1.5, Kv1.6, Kv2.1, Kv3.1, Kv4.2) and A-type potassium channels (Kv1.4, Kv3.3, Kv3.4) was greatly down-regulated in brain from animals bearing a Yoshida AH-130 ascites hepatoma. The possible compensatory mechanisms (Kv1.4/Kv4.2), expression of redundant genes (Kv3.1/Kv3.3) and heteromultimeric channel formation (Kv2.1/Kv9.3) were also affected. The high circulating levels of TNFalpha and the reduced expression of the anti-apoptotic protein Bcl-XL found in the brain of tumor-bearing animals indicate that this response could be mediated by an increase in brain cell death due to apoptosis. The results suggest that brain function is impaired during cancer cachexia, and may account for the cancer-induced anorectic response and other neurological alterations.


Assuntos
Encéfalo/metabolismo , Caquexia/etiologia , Caquexia/metabolismo , Neoplasias Experimentais/complicações , Canais de Potássio de Abertura Dependente da Tensão da Membrana/metabolismo , Animais , Encéfalo/patologia , Caquexia/genética , Canais de Potássio de Retificação Tardia , Feminino , Canais de Potássio/genética , Canais de Potássio/metabolismo , Canais de Potássio de Abertura Dependente da Tensão da Membrana/genética , Proteínas Proto-Oncogênicas/biossíntese , Proteínas Proto-Oncogênicas/genética , Proteínas Proto-Oncogênicas c-bcl-2/biossíntese , Proteínas Proto-Oncogênicas c-bcl-2/genética , RNA Mensageiro/biossíntese , Ratos , Ratos Wistar , Canais de Potássio Shab , Transcrição Gênica , Proteína X Associada a bcl-2 , Proteína bcl-X
20.
FEBS Lett ; 572(1-3): 189-94, 2004 Aug 13.
Artigo em Inglês | MEDLINE | ID: mdl-15304346

RESUMO

TNF-alpha, generated during the systemic inflammatory response, triggers a wide range of biological activities that mediate the neurologic manifestations associated with cancer and infection. Since this cytokine regulates ion channels in vitro (especially Kv1.3 and Kir2.1), we aimed to study Kv1.3 and Kir2.1 expression in brain in response to in vivo systemic inflammation. Cancer-induced cachexia and LPS administration increased plasma TNF-alpha. Kv1.3 and Kir2.1 expression was impaired in brain during cancer cachexia. However, LPS treatment induced Kv1.3 and downregulated Kir2.1 expression, and TNF-alpha administration mimicked these results. Experiments using TNF-alpha double receptor knockout mice demonstrated that the systemic inflammatory response mediates K(+) channel regulation in brain via TNF-alpha-dependent and -independent redundant pathways. In summary, distinct neurological alterations associated with systemic inflammation may result from the interaction of various cytokine pathways tuning ion channel expression in response to neurophysiological and neuroimmunological processes.


Assuntos
Encéfalo/fisiologia , Inflamação/fisiopatologia , Canais de Potássio Corretores do Fluxo de Internalização/fisiologia , Canais de Potássio de Abertura Dependente da Tensão da Membrana , Canais de Potássio/fisiologia , Fator de Necrose Tumoral alfa/fisiologia , Animais , Antígenos CD/genética , Antígenos CD/fisiologia , Encéfalo/fisiopatologia , Caquexia/genética , Caquexia/fisiopatologia , Feminino , Inflamação/genética , Canal de Potássio Kv1.3 , Neoplasias Hepáticas Experimentais , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Ratos , Ratos Wistar , Receptores do Fator de Necrose Tumoral/deficiência , Receptores do Fator de Necrose Tumoral/genética , Receptores do Fator de Necrose Tumoral/fisiologia , Receptores Tipo I de Fatores de Necrose Tumoral , Receptores Tipo II do Fator de Necrose Tumoral
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