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1.
Neurochem Res ; 2024 Jun 18.
Article in English | MEDLINE | ID: mdl-38888830

ABSTRACT

Alzheimer's disease (AD) is a neurodegenerative disorder characterized by the accumulation of amyloid-ß, leading to N-methyl-D-aspartate (NMDA) receptor-dependent synaptic depression, spine elimination, and memory deficits. Glycine transporter type 1 (GlyT1) modulates glutamatergic neurotransmission via NMDA receptors (NMDAR), presenting a potential alternative therapeutic approach for AD. This study investigates the neuroprotective potential of GlyT1 inhibition in an amyloid-ß-induced AD mouse model. C57BL/6 mice were treated with N-[3-([1,1-Biphenyl]-4-yloxy)-3-(4-fluorophenyl)propyl]-N-methylglycine (NFPS), a GlyT1 inhibitor, 24 h prior to intrahippocampal injection of amyloid-ß. NFPS pretreatment prevented amyloid-ß-induced cognitive deficits in short-term and long-term memory, evidenced by novel object recognition and spatial memory tasks. Moreover, NFPS pretreatment curbed microglial activation, astrocytic reactivity, and subsequent neuronal damage from amyloid-ß injection. An extensive label-free quantitative UPLC-MSE proteomic analysis was performed on the hippocampi of mice treated with NFPS. In proteomics, KEGG enrichment analysis revealed increased in dopaminergic synapse, purine-containing compound biosynthetic process and long-term potentiation, and a reduction in Glucose catabolic process and glycolytic process pathways. The western blot analysis confirmed that NFPS treatment elevated BDNF levels, correlating with enhanced TRKB phosphorylation and mTOR activation. Moreover, NFPS treatment reduced the GluN2B expression after 6 h, which was associated with an increase on CaMKIV and CREB phosphorylation. Collectively, these findings demonstrate that GlyT1 inhibition by NFPS activates diverse neuroprotective pathways, enhancing long-term potentiation signaling and countering amyloid-ß-induced hippocampal damage.

2.
Neurosci Lett ; 826: 137715, 2024 Mar 15.
Article in English | MEDLINE | ID: mdl-38460902

ABSTRACT

The striatum, an essential component of the brain's motor and reward systems, plays a pivotal role in a wide array of cognitive processes. Its dysfunction is a hallmark of neurodegenerative diseases like Parkinson's disease (PD) and Huntington's disease (HD), leading to profound motor and cognitive deficits. These conditions are often related to excitotoxicity, primarily due to overactivation of NMDA receptors (NMDAR). In the synaptic cleft, glycine transporter type 1 (GlyT1) controls the glycine levels, a NMDAR co-agonist, which modulates NMDAR function. This research explored the neuroprotective potential of NFPS, a GlyT1 inhibitor, in murine models of striatal injury. Employing models of neurotoxicity induced by 6-hydroxydopamine (PD model) and quinolinic acid (HD model), we assessed the effectiveness of NFPS pre-treatment in maintaining the integrity of striatal neurons and averting neuronal degeneration. The results indicated that NFPS pre-treatment conferred significant neuroprotection, reducing neuronal degeneration, protecting dopaminergic neurons, and preserving dendritic spines within the striatum. Additionally, this pre-treatment notably mitigated motor impairments resulting from striatal damage. The study revealed that GlyT1 inhibition led to substantial changes in the ratios of NMDAR subunits GluN2A/GluN1 and GluN2B/GluN1, 24 h after NFPS treatment. These findings underscore the neuroprotective efficacy of GlyT1 inhibition, proposing it as a viable therapeutic strategy for striatum-related damage.


Subject(s)
Glycine Plasma Membrane Transport Proteins , Huntington Disease , Mice , Animals , Glycine Plasma Membrane Transport Proteins/metabolism , Sarcosine/pharmacology , Neuroprotection , Glycine/pharmacology , Corpus Striatum/metabolism , Huntington Disease/drug therapy
3.
Cannabis Cannabinoid Res ; 9(2): 537-546, 2024 Apr.
Article in English | MEDLINE | ID: mdl-36745386

ABSTRACT

Introduction: Multiple sclerosis (MS) is a chronic autoimmune disease of the central nervous system characterized by neuroinflammation leading to demyelination. The associated symptoms lead to a devastating decrease in quality of life. The cannabinoids and their derivatives have emerged as an encouraging alternative due to their management of symptom in MS. Objective: The aim of the study was to investigate the mechanism of action of cannabidiol (CBD), a nonpsychoactive cannabinoid, on molecular and cellular events associated with leukocyte recruitment induced by experimental autoimmune encephalomyelitis (EAE). Materials and Methods: C57BL/6 female mice were randomly assigned to the four experimental groups: C (control group), CBD (cannabidiol-treated group, 5 mg/kg i.p.; 14 days), EAE (experimental autoimmune encephalomyelitis-induced group), and EAE+CBD (experimental autoimmune encephalomyelitis-induced plus cannabidiol-treated group). Results: The results indicated that 5 mg/kg of CBD injected intraperitoneally between the 1st and 14th days of EAE could reduce the leukocyte rolling and adhesion into the spinal cord microvasculature as well cellular tissue infiltration. These results were supported by a decreased mRNA expression of intercellular adhesion molecule-1 (ICAM-1) and vascular cell adhesion molecule-1 (VCAM-1) in the spinal cord. Conclusion: Purified CBD reduces in vivo VCAM and ICAM-mediated leukocyte recruitment to the spinal cord microvasculature at EAE peak disease.


Subject(s)
Cannabidiol , Cannabinoids , Encephalomyelitis, Autoimmune, Experimental , Multiple Sclerosis , Animals , Mice , Female , Encephalomyelitis, Autoimmune, Experimental/drug therapy , Encephalomyelitis, Autoimmune, Experimental/chemically induced , Cannabidiol/adverse effects , Quality of Life , Mice, Inbred C57BL , Spinal Cord , Cannabinoids/adverse effects , Leukocytes , Microvessels
4.
Neurochem Res ; 49(1): 170-183, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37684384

ABSTRACT

The glutamatergic hypothesis of schizophrenia suggests a correlation between NMDA receptor hypofunction and negative psychotic symptoms. It has been observed that the expression of the proline transporter (PROT) in the central nervous system (CNS) is associated with glutamatergic neurotransmission, as L-proline has the capacity to activate and modulate AMPA and NMDA receptors. In this study, we aimed to investigate whether inhibition of proline transporters could enhance glutamatergic neurotransmission and potentially exhibit antipsychotic effects in an experimental schizophrenia model. Using molecular dynamics analysis in silico, we validated an innovative PROT inhibitor, LQFM215. We quantified the cytotoxicity of LQFM215 in the Lund human mesencephalic cell line (LUHMES). Subsequently, we employed the ketamine-induced psychosis model to evaluate the antipsychotic potential of the inhibitor, employing behavioral tests including open-field, three-chamber interaction, and prepulse inhibition (PPI). Our results demonstrate that LQFM215, at pharmacologically active concentrations, exhibited negligible neurotoxicity when astrocytes were co-cultured with neurons. In the ketamine-induced psychosis model, LQFM215 effectively reduced hyperlocomotion and enhanced social interaction in a three-chamber social approach task across all administered doses. Moreover, the compound successfully prevented the ketamine-induced disruption of sensorimotor gating in the PPI test at all tested doses. Overall, these findings suggest that PROT inhibition could serve as a potential therapeutic target for managing symptoms of schizophrenia model.


Subject(s)
Amino Acid Transport Systems, Neutral , Antipsychotic Agents , Ketamine , Schizophrenia , Humans , Antipsychotic Agents/pharmacology , Antipsychotic Agents/therapeutic use , Schizophrenia/chemically induced , Schizophrenia/drug therapy , Schizophrenia/metabolism , Ketamine/pharmacology , Ketamine/therapeutic use , Amino Acid Transport Systems, Neutral/therapeutic use , Receptors, N-Methyl-D-Aspartate
5.
Clin Sci (Lond) ; 136(1): 81-101, 2022 01 14.
Article in English | MEDLINE | ID: mdl-34904644

ABSTRACT

RATIONALE: The FDA-approved Dimethyl Fumarate (DMF) as an oral drug for Multiple Sclerosis (MS) treatment based on its immunomodulatory activities. However, it also caused severe adverse effects mainly related to the gastrointestinal system. OBJECTIVE: Investigated the potential effects of solid lipid nanoparticles (SLNs) containing DMF, administered by inhalation on the clinical signs, central nervous system (CNS) inflammatory response, and lung function changes in mice with experimental autoimmune encephalomyelitis (EAE). MATERIALS AND METHODS: EAE was induced using MOG35-55 peptide in female C57BL/6J mice and the mice were treated via inhalation with DMF-encapsulated SLN (CTRL/SLN/DMF and EAE/SLN/DMF), empty SLN (CTRL/SLN and EAE/SLN), or saline solution (CTRL/saline and EAE/saline), every 72 h during 21 days. RESULTS: After 21 days post-induction, EAE mice treated with DMF-loaded SLN, when compared with EAE/saline and EAE/SLN, showed decreased clinical score and weight loss, reduction in brain and spinal cord injury and inflammation, also related to the increased influx of Foxp3+ cells into the spinal cord and lung tissues. Moreover, our data revealed that EAE mice showed signs of respiratory disease, marked by increased vascular permeability, leukocyte influx, production of TNF-α and IL-17, perivascular and peribronchial inflammation, with pulmonary mechanical dysfunction associated with loss of respiratory volumes and elasticity, which DMF-encapsulated reverted in SLN nebulization. CONCLUSION: Our study suggests that inhalation of DMF-encapsulated SLN is an effective therapeutic protocol that reduces not only the CNS inflammatory process and disability progression, characteristic of EAE disease, but also protects mice from lung inflammation and pulmonary dysfunction.


Subject(s)
Dimethyl Fumarate/administration & dosage , Encephalomyelitis, Autoimmune, Experimental/drug therapy , Liposomes/administration & dosage , Nanoparticles/administration & dosage , Pneumonia/drug therapy , Administration, Inhalation , Animals , Disease Models, Animal , Female , Immunosuppressive Agents/administration & dosage , Mice, Inbred C57BL , Multiple Sclerosis
6.
Front Cell Dev Biol ; 9: 665795, 2021.
Article in English | MEDLINE | ID: mdl-34113618

ABSTRACT

Astrocytes are highly specialized glial cells responsible for trophic and metabolic support of neurons. They are associated to ionic homeostasis, the regulation of cerebral blood flow and metabolism, the modulation of synaptic activity by capturing and recycle of neurotransmitters and maintenance of the blood-brain barrier. During injuries and infections, astrocytes act in cerebral defense through heterogeneous and progressive changes in their gene expression, morphology, proliferative capacity, and function, which is known as reactive astrocytes. Thus, reactive astrocytes release several signaling molecules that modulates and contributes to the defense against injuries and infection in the central nervous system. Therefore, deciphering the complex signaling pathways of reactive astrocytes after brain damage can contribute to the neuroinflammation control and reveal new molecular targets to stimulate neurorepair process. In this review, we present the current knowledge about the role of astrocytes in brain damage and repair, highlighting the cellular and molecular bases involved in synaptogenesis and neurogenesis. In addition, we present new approaches to modulate the astrocytic activity and potentiates the neurorepair process after brain damage.

7.
Neurosci Biobehav Rev ; 118: 97-110, 2020 11.
Article in English | MEDLINE | ID: mdl-32712279

ABSTRACT

Glycine transporters (GlyTs) are Na+/Cl--dependent neurotransmitter transporters, responsible for l-glycine uptake into the central nervous system. GlyTs are members of the solute carrier family 6 (SLC6) and comprise glycine transporter type 1 (SLC6A9; GlyT1) and glycine transporter type 2 (SLC6A5; Glyt2). GlyT1 and GlyT2 are expressed on both astrocytes and neurons, but their expression pattern in brain tissue is foremost related to neurotransmission. GlyT2 is markedly expressed in brainstem, spinal cord and cerebellum, where it is responsible for glycine uptake into glycinergic and GABAergic terminals. GlyT1 is abundant in neocortex, thalamus and hippocampus, where it is expressed in astrocytes, and involved in glutamatergic neurotransmission. Consequently, inhibition of GlyT1 transporters can modulate glutamatergic neurotransmission through NMDA receptors, suggesting an alternative therapeutic strategy. In this review, we focus on recent progress in the understanding of GlyTs role in brain function and in various diseases, such as epilepsy, hyperekplexia, neuropathic pain, drug addiction, schizophrenia and stroke, as well as in neurodegenerative disorders.


Subject(s)
Glycine Plasma Membrane Transport Proteins , Synaptic Transmission , Astrocytes/metabolism , Glycine , Glycine Plasma Membrane Transport Proteins/metabolism , Humans , Receptors, N-Methyl-D-Aspartate/metabolism
8.
Parasitol Res ; 118(10): 2969-2977, 2019 Oct.
Article in English | MEDLINE | ID: mdl-31482465

ABSTRACT

C57BL/6 mice infected with Plasmodium berghei ANKA (PbA) develop neurological symptoms and die 6--7-day post-inoculation in the absence of high parasitemia. The effects of chronic intake of a high-fat diet on this process are largely unknown. In this study, we assessed the effect of a high-fat diet on the host-parasite response to malarial infection. Mice were fed ad libitum with either standard or a high-fat diet for 8 weeks and afterwards were infected with PbA. PbA-infected mice feeding a standard diet presented blood parasitemia, hepatic and cerebral histopathological alterations, and hepatic injury with increased hemozoin deposition in the liver. By contrast, these changes were not observed in the malaria high-fat diet group. In addition, mice fed a high-fat diet did not develop the expected neurological symptoms of cerebral malaria and were resistant to death. Taken together, our results indicate that chronic ingestion of high-fat diet prevents the development of experimental malaria induced by PbA injection, suggesting a relationship between a high-fat diet and malaria, which is an interesting subject for further study in humans.


Subject(s)
Diet, High-Fat , Malaria/prevention & control , Plasmodium berghei/physiology , Animals , Brain/pathology , Disease Models, Animal , Hemeproteins/metabolism , Liver/metabolism , Liver/pathology , Malaria/parasitology , Malaria/pathology , Mice, Inbred C57BL , Parasitemia/parasitology , Parasitemia/prevention & control , Plasmodium berghei/growth & development
9.
Brain Behav Immun ; 79: 186-194, 2019 07.
Article in English | MEDLINE | ID: mdl-30716391

ABSTRACT

It is well-established that bacterial lipopolysaccharides (LPS) can promote neuroinflammation through receptor Toll-like 4 activation and induces sickness behavior in mice. This phenomenon triggers changes in membranes lipid dynamics to promote the intracellular cell signaling. Desorption electrospray ionization mass spectrometry (DESI-MS) is a powerful technique that can be used to image the distribution of lipids in the brain tissue directly. In this work, we characterize the LPS-induced neuroinflammation and the lipid dynamics in C57BL/6 mice at 3 and 24 h after LPS injection. We have observed that intraperitoneal administration of LPS (5 mg/kg body weight) induces sickness behavior and triggers a peripheral and cerebral increase of pro- and anti-inflammatory cytokine levels after 3 h, but only IL-10 was upregulated after 24 h. Morphological analysis of hypothalamus, cortex and hippocampus demonstrated that microglial activation was present after 24 h of LPS injection, but not at 3 h. DESI-MS revealed a total of 14 lipids significantly altered after 3 and 24 h and as well as their neuroanatomical distribution. Multivariate statistical analyzes have shown that ions associated with phosphatidylethanolamine [PE(38:4)] and docosatetraenoic acid [FA (22:4)] could be used as biomarkers to distinguish samples from the control or LPS treated groups. Finally, our data demonstrated that monitoring cerebral lipids dynamics and its neuroanatomical distribution can be helpful to understand sickness behavior and microglial activation after LPS administration.


Subject(s)
Lipids/immunology , Neurogenic Inflammation/immunology , Neuroimmunomodulation/immunology , Animals , Brain/diagnostic imaging , Brain/metabolism , Cerebral Cortex/diagnostic imaging , Cerebral Cortex/metabolism , Cytokines/metabolism , Hippocampus/diagnostic imaging , Hippocampus/metabolism , Hypothalamus/diagnostic imaging , Hypothalamus/metabolism , Illness Behavior/physiology , Lipopolysaccharides/administration & dosage , Male , Mice , Mice, Inbred C57BL , Microglia/immunology , Signal Transduction , Spectrometry, Mass, Electrospray Ionization/methods
10.
Semin Cell Dev Biol ; 95: 12-24, 2019 11.
Article in English | MEDLINE | ID: mdl-30578863

ABSTRACT

Neurogenesis is the process by which new neurons are generated in the brain. Neural stem cells (NSCs) are differentiated into neurons, which are integrated into the neural network. Nowadays, pluripotent stem cells, multipotent stem cells, and induced pluripotent stem cells can be artificially differentiated into neurons utilizing several techniques. Specific transcriptional profiles from NSCs during differentiation are frequently used to approach and observe phenotype alteration and functional determination of neurons. In this context, the role of non-coding RNA, transcription factors and epigenetic changes in neuronal development and differentiation has gained importance. Epigenetic elucidation has become a field of intense research due to distinct patterns of normal conditions and different neurodegenerative disorders, which can be explored to develop new diagnostic methods or gene therapies. In this review, we discuss the complexity of transcription factors, non-coding RNAs, and extracellular vesicles that are responsible for guiding and coordinating neural development.


Subject(s)
Cell Differentiation/genetics , Epigenesis, Genetic , Neurons/cytology , Neurons/metabolism , Signal Transduction/genetics , Animals , Exosomes/metabolism , Humans , RNA, Untranslated/genetics , RNA, Untranslated/metabolism
11.
Brain Behav Immun ; 57: 282-292, 2016 Oct.
Article in English | MEDLINE | ID: mdl-27179819

ABSTRACT

In addition to the well-known functions as a neurotransmitter, acetylcholine (ACh) can modulate of the immune system. Nonetheless, how endogenous ACh release inflammatory responses is still not clear. To address this question, we took advantage of an animal model with a decreased ACh release due a reduction (knockdown) in vesicular acetylcholine transporter (VAChT) expression (VAChT-KD(HOM)). These animals were challenged with lipopolysaccharide (LPS). Afterwards, we evaluated sickness behavior and quantified systemic and cerebral inflammation as well as neuronal activation in the dorsal vagal complex (DVC). VAChT-KD(HOM) mice that were injected with LPS (10mg/kg) showed increased mortality rate as compared to control mice. In line with this result, a low dose of LPS (0.1mg/kg) increased the levels of pro-inflammatory (TNF-α, IL-1ß, and IL-6) and anti-inflammatory (IL-10) cytokines in the spleen and brain of VAChT-KD(HOM) mice in comparison with controls. Similarly, serum levels of TNF-α and IL-6 were increased in VAChT-KD(HOM) mice. This excessive cytokine production was completely prevented by administration of a nicotinic receptor agonist (0.4mg/kg) prior to the LPS injection. Three hours after the LPS injection, c-Fos expression increased in the DVC region of VAChT-KD(HOM) mice compared to controls. In addition, VAChT-KD(HOM) mice showed behavioral changes such as lowered locomotor and exploratory activity and reduced social interaction after the LPS challenge, when compared to control mice. Taken together, our results show that the decreased ability to release ACh exacerbates systemic and cerebral inflammation and promotes neural activation and behavioral changes induced by LPS. In conclusion, our findings support the notion that activity of cholinergic pathways, which can be modulated by VAChT expression, controls inflammatory and neural responses to LPS challenge.


Subject(s)
Acetylcholine/metabolism , Behavior, Animal , Illness Behavior , Inflammation , Lipopolysaccharides/pharmacology , Signal Transduction , Vesicular Acetylcholine Transport Proteins/metabolism , Animals , Behavior, Animal/drug effects , Disease Models, Animal , Illness Behavior/drug effects , Inflammation/chemically induced , Inflammation/immunology , Inflammation/metabolism , Inflammation/prevention & control , Lipopolysaccharides/administration & dosage , Male , Mice , Mice, Transgenic , Nicotinic Agonists/pharmacology , Vesicular Acetylcholine Transport Proteins/genetics
12.
J Chem Neuroanat ; 55: 24-37, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24321291

ABSTRACT

The analysis of amino acid levels is crucial for neuroscience studies because of the roles of these molecules as neurotransmitters and their influence on behavior. The present study describes the distribution and levels of 16 amino acids (alanine, asparagine, aspartic acid, cysteine, glycine, glutamic acid, isoleucine, leucine, lysine, methionine, phenylalanine, proline, sarcosine, serine, valine, and threonine) in brain tissues (prefrontal cortex, striatum, hippocampus and cerebellum) and the serum. Neurochemical analysis was performed on Wistar rats and C57BL/6 mice using an efficient method for extraction, a fast microwave-assisted derivatization and gas chromatography-mass spectrometry analysis. The amino acid concentration varied across brain regions for 14 of the 16 analyzed molecules, with detection limits ranging from 0.02±0.005µmolL(-1) to 7.07±0.05µmolL(-1). In rats, the concentrations of alanine, glycine, methionine, serine and threonine were higher in prefrontal cortex than in other areas, whereas in mice, the concentrations of glutamic acid, leucine and proline were highest in the hippocampus. In conclusion, this study provides a cerebral profile of amino acids in brain regions and the serum of rats and mice.


Subject(s)
Amino Acids/metabolism , Brain/metabolism , Gas Chromatography-Mass Spectrometry/methods , Amino Acids/blood , Animals , Mice , Mice, Inbred C57BL , Rats , Rats, Wistar
13.
J Neuroimmunol ; 264(1-2): 24-34, 2013 Nov 15.
Article in English | MEDLINE | ID: mdl-24054000

ABSTRACT

The interactions between a prior program of regular exercise and the development of experimental autoimmune encephalomyelitis (EAE)-mediated responses were evaluated. In the exercised EAE mice, although there was no effect on infiltrated cells, the cytokine and derived neurotrophic factor (BDNF) levels were altered, and the clinical score was attenuated. Although, the cytokine levels were decreased in the brain and increased in the spinal cord, BDNF was elevated in both compartments with a tendency of lesser demyelization volume in the spinal cord of the exercised EAE group compared with the unexercised.


Subject(s)
Brain-Derived Neurotrophic Factor/metabolism , Brain/metabolism , Cytokines/metabolism , Encephalomyelitis, Autoimmune, Experimental/pathology , Encephalomyelitis, Autoimmune, Experimental/rehabilitation , Exercise Therapy/methods , Spinal Cord/metabolism , Analysis of Variance , Animals , Disease Models, Animal , Encephalomyelitis, Autoimmune, Experimental/chemically induced , Encephalomyelitis, Autoimmune, Experimental/metabolism , Enzyme-Linked Immunosorbent Assay , Female , Freund's Adjuvant/toxicity , Leukocyte Count , Mice , Mice, Inbred C57BL , Myelin-Oligodendrocyte Glycoprotein/toxicity , Peptide Fragments/toxicity , Physical Conditioning, Animal/methods , Swimming , Time Factors
14.
Microbes Infect ; 15(13): 903-10, 2013 Nov.
Article in English | MEDLINE | ID: mdl-23988520

ABSTRACT

Infection of mice with Plasmodium berghei NK65 represents a well-recognized malaria model in which infection is accompanied by an intense hepatic inflammatory response. Enzyme-inducible nitric oxide synthase is an important regulator of inflammation and leukocyte recruitment in microvessels, but these functions have yet to be evaluated in experimental malaria. In this study, we assessed the involvement of inducible nitric oxide synthase in inflammatory responses to murine experimental malaria induced by P. berghei NK65. We observed that wild type (WT) and nitric oxide synthase (iNOS)-deficient mice (iNOS(-/-)) mice showed similar levels of parasitemia following P. berghei NK65 infection, although infected iNOS(-/-) mice presented early mortality. Inducible nitric oxide synthase deficiency led to increased leukocyte rolling and adhesion to the liver in iNOS(-/-) mice relative to the WT animals, as observed via intravital microscopy. Infected iNOS(-/-) mice also exhibited increased hepatic leukocyte migration and subsequent liver damage, which was associated with high serum levels of the cytokines TNF-α, IL-6 and IL-10. Our data suggest potential role for the iNOS enzyme as a regulator of hepatic inflammatory response induced by P. berghei NK65-infection, and its absence leads to exacerbated inflammation and sequential associated-hepatic damage in the animals.


Subject(s)
Hepatitis/immunology , Hepatitis/parasitology , Malaria/immunology , Nitric Oxide Synthase Type II/immunology , Plasmodium berghei/immunology , Animals , Cytokines/blood , Hepatitis/pathology , Liver/immunology , Liver/pathology , Malaria/pathology , Mice , Mice, Knockout , Nitric Oxide Synthase Type II/deficiency , Plasmodium berghei/pathogenicity , Survival Analysis
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