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1.
Eur Respir J ; 59(2)2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34172473

RESUMO

BACKGROUND: Idiopathic pulmonary fibrosis (IPF) is a progressive, fatal fibrotic interstitial lung disease. Few circulating biomarkers have been identified to have causal effects on IPF. METHODS: To identify candidate IPF-influencing circulating proteins, we undertook an efficient screen of circulating proteins by applying a two-sample Mendelian randomisation (MR) approach with existing publicly available data. For instruments, we used genetic determinants of circulating proteins which reside cis to the encoded gene (cis-single nucleotide polymorphisms (SNPs)), identified by two genome-wide association studies (GWASs) in European individuals (3301 and 3200 subjects). We then applied MR methods to test if the levels of these circulating proteins influenced IPF susceptibility in the largest IPF GWAS (2668 cases and 8591 controls). We validated the MR results using colocalisation analyses to ensure that both the circulating proteins and IPF shared a common genetic signal. RESULTS: MR analyses of 834 proteins found that a 1 sd increase in circulating galactoside 3(4)-l-fucosyltransferase (FUT3) and α-(1,3)-fucosyltransferase 5 (FUT5) was associated with a reduced risk of IPF (OR 0.81, 95% CI 0.74-0.88; p=6.3×10-7 and OR 0.76, 95% CI 0.68-0.86; p=1.1×10-5, respectively). Sensitivity analyses including multiple cis-SNPs provided similar estimates both for FUT3 (inverse variance weighted (IVW) OR 0.84, 95% CI 0.78-0.91; p=9.8×10-6 and MR-Egger OR 0.69, 95% CI 0.50-0.97; p=0.03) and FUT5 (IVW OR 0.84, 95% CI 0.77-0.92; p=1.4×10-4 and MR-Egger OR 0.59, 95% CI 0.38-0.90; p=0.01). FUT3 and FUT5 signals colocalised with IPF signals, with posterior probabilities of a shared genetic signal of 99.9% and 97.7%, respectively. Further transcriptomic investigations supported the protective effects of FUT3 for IPF. CONCLUSIONS: An efficient MR scan of 834 circulating proteins provided evidence that genetically increased circulating FUT3 level is associated with reduced risk of IPF.


Assuntos
Fucosiltransferases , Fibrose Pulmonar Idiopática , Fucosiltransferases/genética , Estudo de Associação Genômica Ampla , Humanos , Fibrose Pulmonar Idiopática/genética , Análise da Randomização Mendeliana/métodos , Polimorfismo de Nucleotídeo Único
2.
Respir Res ; 23(1): 62, 2022 Mar 19.
Artigo em Inglês | MEDLINE | ID: mdl-35305632

RESUMO

BACKGROUND: Idiopathic pulmonary fibrosis (IPF) is a progressive form of fibrosing interstitial pneumonia with poor survival. This study provides insight into the epidemiology, cost, and disease course of IPF in Germany. METHODS: A cohort of incident patients with IPF (n = 1737) was identified from German claims data (2014-2019). Incidence and prevalence rates were calculated and adjusted for age differences compared with the overall German population. All-cause and IPF-related healthcare resource utilization as well as associated costs were evaluated per observed person-year (PY) following the initial IPF diagnosis. Finally, Kaplan-Meier analyses were performed to assess time from initial diagnosis to disease deterioration (using three proxy measures: non-elective hospitalization, IPF-related hospitalization, long-term oxygen therapy [LTOT]); antifibrotic therapy initiation; and all-cause death. RESULTS: The cumulative incidence of IPF was estimated at 10.7 per 100,000 individuals in 2016, 10.9 in 2017, 10.5 in 2018, and 9.6 in 2019. The point prevalence rates per 100,000 individuals for the respective years were 21.7, 23.5, 24.1, and 24.1. On average, ≥ 14 physician visits and nearly two hospitalizations per PY were observed after the initial IPF diagnosis. Of total all-cause direct costs (€15,721/PY), 55.7% (€8754/PY) were due to hospitalizations and 29.1% (€4572/PY) were due to medication. Medication accounted for 49.4% (€1470/PY) and hospitalizations for 34.8% (€1034/PY) of total IPF-related direct costs (€2973/PY). Within 2 years of the initial IPF diagnosis (23.6 months), 25% of patients died. Within 5 years of diagnosis, 53.1% of patients had initiated LTOT; only 11.6% were treated with antifibrotic agents. The median time from the initial diagnosis to the first non-elective hospitalization was 5.5 months. CONCLUSION: The incidence and prevalence of IPF in Germany are at the higher end of the range reported in the literature. The main driver for all-cause cost was hospitalization. IPF-related costs were mainly driven by medication, with antifibrotic agents accounting for around one-third of the total medication costs even if not frequently prescribed. Most patients with IPF do not receive pharmacological treatment, highlighting the existing unmet medical need for effective and well-tolerated therapies.


Assuntos
Fibrose Pulmonar Idiopática/economia , Fibrose Pulmonar Idiopática/epidemiologia , Idoso , Antifibróticos/uso terapêutico , Bases de Dados Factuais , Progressão da Doença , Feminino , Alemanha/epidemiologia , Hospitalização/economia , Hospitalização/estatística & dados numéricos , Humanos , Fibrose Pulmonar Idiopática/terapia , Incidência , Masculino , Oxigenoterapia/economia , Oxigenoterapia/estatística & dados numéricos , Aceitação pelo Paciente de Cuidados de Saúde/estatística & dados numéricos , Prevalência , Estudos Retrospectivos
3.
Proc Natl Acad Sci U S A ; 116(10): 4538-4547, 2019 03 05.
Artigo em Inglês | MEDLINE | ID: mdl-30787185

RESUMO

Diabetic macular edema is a major complication of diabetes resulting in loss of central vision. Although heightened vessel leakiness has been linked to glial and neuronal-derived factors, relatively little is known on the mechanisms by which mature endothelial cells exit from a quiescent state and compromise barrier function. Here we report that endothelial NOTCH1 signaling in mature diabetic retinas contributes to increased vascular permeability. By providing both human and mouse data, we show that NOTCH1 ligands JAGGED1 and DELTA LIKE-4 are up-regulated secondary to hyperglycemia and activate both canonical and rapid noncanonical NOTCH1 pathways that ultimately disrupt endothelial adherens junctions in diabetic retinas by causing dissociation of vascular endothelial-cadherin from ß-catenin. We further demonstrate that neutralization of NOTCH1 ligands prevents diabetes-induced retinal edema. Collectively, these results identify a fundamental process in diabetes-mediated vascular permeability and provide translational rational for targeting the NOTCH pathway (primarily JAGGED1) in conditions characterized by compromised vascular barrier function.


Assuntos
Permeabilidade Capilar , Retinopatia Diabética/patologia , Receptor Notch1/metabolismo , Transdução de Sinais , Proteínas Adaptadoras de Transdução de Sinal/biossíntese , Animais , Antígenos CD/metabolismo , Caderinas/metabolismo , Proteínas de Ligação ao Cálcio/biossíntese , Ativação Enzimática , Hiperglicemia/metabolismo , Proteína Jagged-1/biossíntese , Camundongos , Óxido Nítrico/biossíntese , Vasos Retinianos/metabolismo , Receptor 2 de Fatores de Crescimento do Endotélio Vascular/metabolismo , Quinases da Família src/metabolismo
4.
Nat Genet ; 55(1): 44-53, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36635386

RESUMO

Metabolic processes can influence disease risk and provide therapeutic targets. By conducting genome-wide association studies of 1,091 blood metabolites and 309 metabolite ratios, we identified associations with 690 metabolites at 248 loci and associations with 143 metabolite ratios at 69 loci. Integrating metabolite-gene and gene expression information identified 94 effector genes for 109 metabolites and 48 metabolite ratios. Using Mendelian randomization (MR), we identified 22 metabolites and 20 metabolite ratios having estimated causal effect on 12 traits and diseases, including orotate for estimated bone mineral density, α-hydroxyisovalerate for body mass index and ergothioneine for inflammatory bowel disease and asthma. We further measured the orotate level in a separate cohort and demonstrated that, consistent with MR, orotate levels were positively associated with incident hip fractures. This study provides a valuable resource describing the genetic architecture of metabolites and delivers insights into their roles in common diseases, thereby offering opportunities for therapeutic targets.


Assuntos
Estudo de Associação Genômica Ampla , Metaboloma , Humanos , Metaboloma/genética , Fenótipo , Densidade Óssea/genética , Genômica , Polimorfismo de Nucleotídeo Único/genética
5.
Cancer Epidemiol Biomarkers Prev ; 31(10): 1966-1974, 2022 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-35839461

RESUMO

BACKGROUND: Tobacco exposure causes 8 of 10 lung cancers, and identifying additional risk factors is challenging due to confounding introduced by smoking in traditional observational studies. MATERIALS AND METHODS: We used Mendelian randomization (MR) to screen 207 metabolites for their role in lung cancer predisposition using independent genome-wide association studies (GWAS) of blood metabolite levels (n = 7,824) and lung cancer risk (n = 29,266 cases/56,450 controls). A nested case-control study (656 cases and 1,296 matched controls) was subsequently performed using prediagnostic blood samples to validate MR association with lung cancer incidence data from population-based cohorts (EPIC and NSHDS). RESULTS: An MR-based scan of 207 circulating metabolites for lung cancer risk identified that blood isovalerylcarnitine (IVC) was associated with a decreased odds of lung cancer after accounting for multiple testing (log10-OR = 0.43; 95% CI, 0.29-0.63). Molar measurement of IVC in prediagnostic blood found similar results (log10-OR = 0.39; 95% CI, 0.21-0.72). Results were consistent across lung cancer subtypes. CONCLUSIONS: Independent lines of evidence support an inverse association of elevated circulating IVC with lung cancer risk through a novel methodologic approach that integrates genetic and traditional epidemiology to efficiently identify novel cancer biomarkers. IMPACT: Our results find compelling evidence in favor of a protective role for a circulating metabolite, IVC, in lung cancer etiology. From the treatment of a Mendelian disease, isovaleric acidemia, we know that circulating IVC is modifiable through a restricted protein diet or glycine and L-carnatine supplementation. IVC may represent a modifiable and inversely associated biomarker for lung cancer.


Assuntos
Neoplasias Pulmonares , Análise da Randomização Mendeliana , Biomarcadores Tumorais/genética , Carnitina/análogos & derivados , Estudos de Casos e Controles , Estudo de Associação Genômica Ampla , Glicina/genética , Humanos , Neoplasias Pulmonares/epidemiologia , Neoplasias Pulmonares/genética , Análise da Randomização Mendeliana/métodos , Polimorfismo de Nucleotídeo Único , Fatores de Risco
6.
BMJ ; 366: l4410, 2019 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-31371314

RESUMO

OBJECTIVE: To determine if genetically increased serum calcium levels are associated with improved bone mineral density and a reduction in osteoporotic fractures. DESIGN: Mendelian randomisation study. SETTING: Cohorts used included: the UK Biobank cohort, providing genotypic and estimated bone mineral density data; 25 cohorts from UK, USA, Europe, and China, providing genotypic and fracture data; and 17 cohorts from Europe, providing genotypic and serum calcium data (summary level statistics). PARTICIPANTS: A genome-wide association meta-analysis of serum calcium levels in up to 61 079 individuals was used to identify genetic determinants of serum calcium levels. The UK Biobank study was used to assess the association of genetic predisposition to increased serum calcium with estimated bone mineral density derived from heel ultrasound in 426 824 individuals who had, on average, calcium levels in the normal range. A fracture genome-wide association meta-analysis comprising 24 cohorts and the UK Biobank including a total of 76 549 cases and 470 164 controls, who, on average, also had calcium levels in the normal range was then performed. RESULTS: A standard deviation increase in genetically derived serum calcium (0.13 mmol/L or 0.51 mg/dL) was not associated with increased estimated bone mineral density (0.003 g/cm2, 95% confidence interval -0.059 to 0.066; P=0.92) or a reduced risk of fractures (odds ratio 1.01, 95% confidence interval 0.89 to 1.15; P=0.85) in inverse-variance weighted mendelian randomisation analyses. Sensitivity analyses did not provide evidence of pleiotropic effects. CONCLUSIONS: Genetic predisposition to increased serum calcium levels in individuals with normal calcium levels is not associated with an increase in estimated bone mineral density and does not provide clinically relevant protection against fracture. Whether such predisposition mimics the effect of short term calcium supplementation is not known. Given that the same genetically derived increase in serum calcium is associated with an increased risk of coronary artery disease, widespread calcium supplementation in the general population could provide more risk than benefit.


Assuntos
Densidade Óssea/genética , Cálcio/sangue , Predisposição Genética para Doença , Fraturas por Osteoporose/sangue , Fraturas por Osteoporose/genética , Adenosina Trifosfatases/genética , Diacilglicerol Quinase/genética , Feminino , Fator de Transcrição GATA3/genética , Estudo de Associação Genômica Ampla , Genótipo , Humanos , Masculino , Análise da Randomização Mendeliana , Polimorfismo de Nucleotídeo Único , Receptores de Detecção de Cálcio/genética , Medição de Risco , Vitamina D3 24-Hidroxilase/genética , Vitamina K Epóxido Redutases/genética
7.
J Bone Miner Res ; 33(4): 643-650, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-29232479

RESUMO

The metabolic state of the body can be a major determinant of bone health. We used a Mendelian randomization approach to identify metabolites causally associated with bone mass to better understand the biological mechanisms of osteoporosis. We tested bone phenotypes (femoral neck, total hip, and lumbar spine bone mineral density [BMD]) for association with 280 fasting blood metabolites in 6055 women from TwinsUK cohort with genomewide genotyping scans. Causal associations between metabolites and bone phenotypes were further assessed in a bidirectional Mendelian randomization study using genetic markers/scores as instrumental variables. Significant associations were replicated in 624 participants from the Hong Kong Osteoporosis Study (HKOS). Fifteen metabolites showed direct associations with bone phenotypes after adjusting for covariates and multiple testing. Using genetic instruments, four of these metabolites were found to be causally associated with hip or spine BMD. These included androsterone sulfate, epiandrosterone sulfate, 5alpha-androstan-3beta17beta-diol disulfate (encoded by CYP3A5), and 4-androsten-3beta17beta-diol disulfate (encoded by SULT2A1). In the HKOS population, all four metabolites showed significant associations with hip and spine BMD in the expected directions. No causal reverse association between BMD and any of the metabolites were found. In the first metabolome-genomewide Mendelian randomization study of human bone mineral density, we identified four novel biomarkers causally associated with BMD. Our findings reveal novel biological pathways involved in the pathogenesis of osteoporosis. © 2017 American Society for Bone and Mineral Research.


Assuntos
Densidade Óssea/genética , Citocromo P-450 CYP3A/genética , Análise da Randomização Mendeliana , Osteoporose/genética , Sulfotransferases/genética , Adulto , Idoso , Citocromo P-450 CYP3A/metabolismo , Feminino , Humanos , Masculino , Metaboloma , Pessoa de Meia-Idade , Osteoporose/metabolismo , Sulfotransferases/metabolismo
8.
J Clin Invest ; 126(8): 3006-22, 2016 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-27400127

RESUMO

Diabetic retinopathy (DR) is a major complication of diabetes and a leading cause of blindness in the working-age population. Impaired blood-retinal barrier function leads to macular edema that is closely associated with the deterioration of central vision. We previously demonstrated that the neuronal guidance cue netrin-1 activates a program of reparative angiogenesis in microglia within the ischemic retina. Here, we provide evidence in both vitreous humor of diabetic patients and in retina of a murine model of diabetes that netrin-1 is metabolized into a bioactive fragment corresponding to domains VI and V of the full-length molecule. In contrast to the protective effects of full-length netrin-1 on retinal microvasculature, the VI-V fragment promoted vascular permeability through the uncoordinated 5B (UNC5B) receptor. The collagenase matrix metalloprotease 9 (MMP-9), which is increased in patients with diabetic macular edema, was capable of cleaving netrin-1 into the VI-V fragment. Thus, MMP-9 may release netrin-1 fragments from the extracellular matrix and facilitate diffusion. Nonspecific inhibition of collagenases or selective inhibition of MMP-9 decreased pathological vascular permeability in a murine model of diabetic retinal edema. This study reveals that netrin-1 degradation products are capable of modulating vascular permeability, suggesting that these fragments are of potential therapeutic interest for the treatment of DR.


Assuntos
Permeabilidade Capilar , Retinopatia Diabética/metabolismo , Metaloproteinase 9 da Matriz/metabolismo , Fatores de Crescimento Neural/metabolismo , Proteínas Supressoras de Tumor/metabolismo , Idoso , Idoso de 80 Anos ou mais , Animais , Barreira Hematorretiniana , Estudos de Casos e Controles , Diabetes Mellitus Experimental , Retinopatia Diabética/genética , Modelos Animais de Doenças , Humanos , Edema Macular/metabolismo , Camundongos , Camundongos Endogâmicos C57BL , Microglia/metabolismo , Pessoa de Meia-Idade , Fatores de Crescimento Neural/genética , Netrina-1 , Domínios Proteicos , Retina/metabolismo , Estreptozocina , Proteínas Supressoras de Tumor/genética
9.
J Vis Exp ; (88): e51351, 2014 Jun 23.
Artigo em Inglês | MEDLINE | ID: mdl-24998265

RESUMO

The rodent retina is perhaps the most accessible mammalian system in which to investigate neurovascular interplay within the central nervous system (CNS). It is increasingly being recognized that several neurodegenerative diseases such as Alzheimer's, multiple sclerosis, and amyotrophic lateral sclerosis present elements of vascular compromise. In addition, the most prominent causes of blindness in pediatric and working age populations (retinopathy of prematurity and diabetic retinopathy, respectively) are characterized by vascular degeneration and failure of physiological vascular regrowth. The aim of this technical paper is to provide a detailed protocol to study CNS vascular regeneration in the retina. The method can be employed to elucidate molecular mechanisms that lead to failure of vascular growth after ischemic injury. In addition, potential therapeutic modalities to accelerate and restore healthy vascular plexuses can be explored. Findings obtained using the described approach may provide therapeutic avenues for ischemic retinopathies such as that of diabetes or prematurity and possibly benefit other vascular disorders of the CNS.


Assuntos
Regeneração Nervosa/fisiologia , Retina/fisiopatologia , Doenças Retinianas/fisiopatologia , Animais , Isquemia Encefálica/fisiopatologia , Modelos Animais de Doenças , Camundongos , Neovascularização Patológica/fisiopatologia , Oxigênio , Retina/efeitos dos fármacos , Retina/patologia , Vasos Retinianos/patologia
10.
J Clin Invest ; 124(11): 4807-22, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25271625

RESUMO

Immunological activity in the CNS is largely dependent on an innate immune response and is heightened in diseases, such as diabetic retinopathy, multiple sclerosis, amyotrophic lateral sclerosis, and Alzheimer's disease. The molecular dynamics governing immune cell recruitment to sites of injury and disease in the CNS during sterile inflammation remain poorly defined. Here, we identified a subset of mononuclear phagocytes (MPs) that responds to local chemotactic cues that are conserved among central neurons, vessels, and immune cells. Patients suffering from late-stage proliferative diabetic retinopathy (PDR) had elevated vitreous semaphorin 3A (SEMA3A). Using a murine model, we found that SEMA3A acts as a potent attractant for neuropilin-1-positive (NRP-1-positive) MPs. These proangiogenic MPs were selectively recruited to sites of pathological neovascularization in response to locally produced SEMA3A as well as VEGF. NRP-1-positive MPs were essential for disease progression, as NRP-1-deficient MPs failed to enter the retina in a murine model of oxygen-induced retinopathy (OIR), a proxy for PDR. OIR mice with NRP-1-deficient MPs exhibited decreased vascular degeneration and diminished pathological preretinal neovascularization. Intravitreal administration of a NRP-1-derived trap effectively mimicked the therapeutic benefits observed in mice lacking NRP-1-expressing MPs. Our findings indicate that NRP-1 is an obligate receptor for MP chemotaxis, bridging neural ischemia to an innate immune response in neovascular retinal disease.


Assuntos
Quimiotaxia , Células Mieloides/fisiologia , Neuropilina-1/fisiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Animais , Proliferação de Células , Células Cultivadas , Corioide/imunologia , Retinopatia Diabética/imunologia , Retinopatia Diabética/metabolismo , Humanos , Imunidade Inata , Camundongos Endogâmicos C57BL , Pessoa de Meia-Idade , Sistema Fagocitário Mononuclear/imunologia , Neovascularização Fisiológica , Neuroimunomodulação , Semaforina-3A/metabolismo , Técnicas de Cultura de Tecidos
11.
Cell Metab ; 18(4): 505-18, 2013 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-24093675

RESUMO

The deterioration of the inner blood-retinal barrier and consequent macular edema is a cardinal manifestation of diabetic retinopathy (DR) and the clinical feature most closely associated with loss of sight. We provide evidence from both human and animal studies for the critical role of the classical neuronal guidance cue, semaphorin 3A, in instigating pathological vascular permeability in diabetic retinas via its cognate receptor neuropilin-1. We reveal that semaphorin 3A is induced in early hyperglycemic phases of diabetes within the neuronal retina and precipitates initial breakdown of endothelial barrier function. We demonstrate, by a series of orthogonal approaches, that neutralization of semaphorin 3A efficiently prevents diabetes-induced retinal vascular leakage in a stage of the disease when vascular endothelial growth factor neutralization is inefficient. These observations were corroborated in Tg(Cre-Esr1)/Nrp1(flox/flox) conditional knockout mice. Our findings identify a therapeutic target for macular edema and provide further evidence for neurovascular crosstalk in the pathogenesis of DR.


Assuntos
Retinopatia Diabética/metabolismo , Neurônios/metabolismo , Semaforina-3A/metabolismo , Idoso , Idoso de 80 Anos ou mais , Animais , Células Cultivadas , Diabetes Mellitus Experimental/induzido quimicamente , Diabetes Mellitus Experimental/metabolismo , Diabetes Mellitus Experimental/patologia , Retinopatia Diabética/patologia , Células Endoteliais/citologia , Células Endoteliais/efeitos dos fármacos , Humanos , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Camundongos Obesos , Pessoa de Meia-Idade , Neuropilina-1/deficiência , Neuropilina-1/genética , Neuropilina-1/metabolismo , Permeabilidade/efeitos dos fármacos , RNA Mensageiro/metabolismo , Retina/metabolismo , Retina/fisiopatologia , Semaforina-3A/genética , Semaforina-3A/farmacologia , Fator A de Crescimento do Endotélio Vascular/farmacologia
12.
Cell Metab ; 17(3): 353-71, 2013 Mar 05.
Artigo em Inglês | MEDLINE | ID: mdl-23473031

RESUMO

In stroke and proliferative retinopathy, despite hypoxia driven angiogenesis, delayed revascularization of ischemic tissue aggravates the loss of neuronal function. What hinders vascular regrowth in the ischemic central nervous system remains largely unknown. Using the ischemic retina as a model of neurovascular interaction in the CNS, we provide evidence that the failure of reparative angiogenesis is temporally and spatially associated with endoplasmic reticulum (ER) stress. The canonical ER stress pathways of protein kinase RNA-like ER kinase (PERK) and inositol-requiring enzyme-1α (IRE1α) are activated within hypoxic/ischemic retinal ganglion neurons, initiating a cascade that results in angiostatic signals. Our findings demonstrate that the endoribonuclease IRE1α degrades the classical guidance cue netrin-1. This neuron-derived cue triggers a critical reparative-angiogenic switch in neural macrophage/microglial cells. Degradation of netrin-1, by persistent neuronal ER stress, thereby hinders vascular regeneration. These data identify a neuronal-immune mechanism that directly regulates reparative angiogenesis.


Assuntos
Isquemia Encefálica/fisiopatologia , Estresse do Retículo Endoplasmático/fisiologia , Endorribonucleases/metabolismo , Neovascularização Fisiológica/fisiologia , Fatores de Crescimento Neural/metabolismo , Neurônios/fisiologia , Proteínas Serina-Treonina Quinases/metabolismo , Retina/fisiopatologia , Proteínas Supressoras de Tumor/metabolismo , Animais , Western Blotting , Ácido Clodrônico , Eletroforese em Gel de Poliacrilamida , Citometria de Fluxo , Vetores Genéticos , Imuno-Histoquímica , Indóis , Lentivirus , Camundongos , Camundongos Endogâmicos C57BL , Microdissecção , Netrina-1 , Reação em Cadeia da Polimerase em Tempo Real , eIF-2 Quinase/metabolismo
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