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Mantle cell lymphoma (MCL) is a rare subtype of B-cell non-Hodgkin's lymphoma (NHL), which generally has an aggressive course. Its pathophysiology seems to be related with the malignant transformation of B-cell mantle zone lymphocytes due to the CCND1 rearrangement. The occurrence of MCL in the oral cavity is especially rare. In this report, we present an exceptional case of oral MCL diagnosed in the palate in a 56-year-old male patient, highlighting its distinct morphological and immunohistochemical features that may assist in the accurate diagnosis.
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BACKGROUND: Transcatheter aortic valve implantation (TAVI) is a well-established treatment for symptomatic patients with aortic stenosis. Yet, the impact of sex differences and public vs. private procedural setting on TAVI outcomes remain uncertain. METHODS: The RIBAC-NT (Brazilian Registry for Evaluation of Transcatheter Aortic Valve Replacement Outcomes) dataset included 3194 TAVI patients from 2009 to 2021. This retrospective analysis explored disparities in baseline characteristics, procedural and in-hospital outcomes stratifying patients by sex and procedural setting. Temporal trends were also investigated. RESULTS: We included 1551 (49 %) female and 1643 (51 %) male patients. Women were older (83 [78-87] vs. 81 [75-85] years; p < 0.01) but had a lower prevalence of diabetes mellitus (30.2 % vs. 36.3 %, p < 0.01) and coronary artery disease (39.0 % vs. 52.2 %, p < 0.01). However, women had a 3-fold higher higher risk of life-threatening bleeding (6.1 % vs. 2.4 %, p < 0.01). Women presented higher procedural and in-hospital mortality rates (4.4 % vs. 2.5 % and 7.7 % vs. 4.5 %, all p < 0.01, respectively). Although public hospitals presented ~2-fold higher procedural mortality rate compared with private settings (5.0 % vs. 2.7 %, p < 0.01), after multivariable analysis procedural setting was not independently associated with in-hospital mortality. CONCLUSIONS: Women had higher procedural and in-hospital mortality rates after TAVI as compared with men, while facing higher life-threatening bleeding and adverse events rates. Although public hospitals exhibited higher mortality rates than private centers, procedural setting was not independently associated with in-hospital mortality.
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Root-knot nematodes (RKN) are one of the most harmful soil-borne plant pathogens in the world. Actinobacteria are known phytopathogen control agents. The aim of this study was to select soil actinobacteria with control potential against the RKN (Meloidogyne javanica) in tomato plants and to determine mechanisms of action. Ten isolates were tested and a significant reduction was observed in the number of M. javanica eggs, and galls 46 days after infestation with the nematode. The results could be explained by the combination of different mechanisms including parasitism and induction of plant defense response. The M. javanica eggs were parasited by all isolates tested. Some isolates reduced the penetration of juveniles into the roots. Other isolates using the split-root method were able to induce systemic defenses in tomato plants. The 4L isolate was selected for analysis of the expression of the plant defense genes TomLoxA, ACCO, PR1, and RBOH1. In plants treated with 4L isolate and M. javanica, there was a significant increase in the number of TomLoxA and ACCO gene transcripts. In plants treated only with M. javanica, only the expression of the RBOH1 and PR1 genes was induced in the first hours after infection. The isolates were identified using 16S rRNA gene sequencing as Streptomyces sp. (1A, 3F, 4L, 6O, 8S, 9T, and 10U), Kribbella sp. (5N), Kitasatospora sp. (2AE), and Lentzea sp. (7P). The efficacy of isolates from the Kitasatospora, Kribbella, and Lentzea genera was reported for the first time, and the efficacy of Streptomyces genus isolates for controlling M. javanica was confirmed. All the isolates tested in this study were efficient against RKN. This study provides the opportunity to investigate bacterial genera that have not yet been explored in the control of M. javanica in tomatoes and other crops.
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Actinobacteria , Actinomycetales , Solanum lycopersicum , Tylenchoidea , Animais , Doenças das Plantas/prevenção & controle , Tylenchoidea/genética , Actinobacteria/genética , RNA Ribossômico 16S/genética , Bactérias/genética , Actinomycetales/genética , SoloRESUMO
Microorganisms are important indicators of soil quality due to their sensitivity to changes, reflecting the impacts caused by different land uses. The objective of this study was to evaluate the microbiological and physical-chemical attributes of the soil in areas cultivated with coffee under three different management systems (shaded coffee and full sun coffee with two spacings), as well as in adjacent areas under pasture and native forest, in Bahia, Brazil. The microbiological and physicochemical indicators evaluated were basal soil respiration (MBR), soil total organic carbon (TOC), microbial biomass carbon (MBC), metabolic quotient (qCO2), microbial quotient (qMic), enzyme activities (urease, acid phosphatase and fluorescein diacetate hydrolysis (FDA)). Physical and chemical indicators (particle size, texture, pH, P, K+, Ca2+, Mg2+, Al3+, and sum of bases) were also evaluated. Biological and chemical attributes were much more discriminative of study areas in the dry season. Microbial quotient (qMic) and metabolic quotient (qCO2) in the dry season showed that pasture is the most degraded land use. Conversely, nature forest and coffee with Grevillea were similar and were the best ones. In general, soil quality indicators were more sensitive to discriminate pasture and native forest from coffee systems, which, in turn, were not well discriminated among themselves.
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Coffea , Microbiologia do Solo , Solo , Brasil , Solo/química , Coffea/microbiologia , Coffea/química , Coffea/crescimento & desenvolvimento , Café/química , Café/microbiologia , Bactérias/classificação , Bactérias/isolamento & purificação , Bactérias/genética , Agricultura/métodosRESUMO
This study assessed the safety and efficacy of OncoTherad® (MRB-CFI-1) nanoimmunotherapy for non-muscle invasive bladder cancer (NMIBC) patients unresponsive to Bacillus Calmette-Guérin (BCG) and explored its mechanisms of action in a bladder cancer microenvironment. A single-arm phase I/II study was conducted with 44 patients with NMIBC who were unresponsive to BCG treatment. Primary outcomes were pathological complete response (pCR) and relapse-free survival (RFS). Secondary outcomes comprised response duration and therapy safety. Patients' mean age was 65 years; 59.1% of them were refractory, 31.8% relapsed, and 9.1% were intolerant to BCG. Moreover, the pCR rate after 24 months reached 72.7% (95% CI), whereas the mean RFS reached 21.4 months. Mean response duration in the pCR group was 14.3 months. No patient developed muscle-invasive or metastatic disease during treatment. Treatment-related adverse events occurred in 77.3% of patients, mostly grade 1-2 events. OncoTherad® activated the innate immune system through toll-like receptor 4, leading to increased interferon signaling. This activation played a crucial role in activating CX3CR1+ CD8 T cells, decreasing immune checkpoint molecules, and reversing immunosuppression in the bladder microenvironment. OncoTherad® has proved to be a safe and effective therapeutic option for patients with BCG-unresponsive NMIBC, besides showing likely advantages in tumor relapse prevention processes.
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Imunoterapia , Neoplasias não Músculo Invasivas da Bexiga , Neoplasias da Bexiga Urinária , Idoso , Humanos , Adjuvantes Imunológicos/uso terapêutico , Administração Intravesical , Vacina BCG/uso terapêutico , Receptor 1 de Quimiocina CX3C , Invasividade Neoplásica , Recidiva Local de Neoplasia/tratamento farmacológico , Neoplasias não Músculo Invasivas da Bexiga/terapia , Transdução de Sinais , Receptor 4 Toll-Like/uso terapêutico , Microambiente Tumoral , Neoplasias da Bexiga Urinária/tratamento farmacológico , Neoplasias da Bexiga Urinária/patologia , Imunoterapia/métodos , Sistemas de Liberação de Fármacos por NanopartículasRESUMO
Atmospheric data are collected by researchers every day. Campaigns such as GOAmazon 2014/2015 and the Amazon Tall Tower Observatory collect essential data on aerosols, gases, cloud properties, and meteorological parameters in the Brazilian Amazon basin. These data products provide insights and essential information for analyzing and predicting natural processes. However, in Brazil, it is estimated that more than 80% of the scientific data collected are not published due to the lack of web portals that collect and store these data. This makes it difficult, or even impossible, to access and integrate the data, which can result in the loss of significant amounts of information and significantly affect the understanding of the overall data. To address this problem, we propose a data portal architecture and open data deployment that enable Big Data processing, human interaction, and download-oriented approaches with tools that help users catalog, publish and visualize atmospheric data. Thus, we describe the architecture developed, based on the experience of the Atmospheric Radiation Measurement Data Center, which incorporates the principles of FAIR, the infrastructure and content management system for managing scientific data. The portal partial results were tested with environmental data from contaminated areas at the University of São Paulo. Overall, this data portal creates more shared knowledge about atmospheric processes by providing users with access to open environmental data.
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Publicações , Editoração , Humanos , Brasil , AerossóisRESUMO
To better understand the relationship among cell adhesion molecules (CAM) and investigate the clinical diagnostic and prognostic application of ICAM-1 (ICAM1), LFA-1 (ITGAL), and L-selectin (SELL) proteins and mRNA corresponding expression in thyroid cancer. Gene expression was evaluated by RT-qPCR, and protein expression was evaluated by immunohistochemistry. We evaluated 275 patients (218 women, 57 men, 48.4 ± 14.5 years old), including 102 benign and 173 malignant nodules. The 143 papillary thyroid carcinoma (PTC) and 30 follicular thyroid carcinoma (FTC) patients were managed according to current guidelines and followed-up for 78.7 ± 54.2 months. Malignant and benign nodules differed concerning mRNA (p = 0.0027) and protein (p = 0.0020 for nuclear) expression of L-selectin and ICAM-1 (mRNA: p = 0.0001 and protein: p = 0.0014) and protein expression of LFA-1 (p = 0.0168), but not mRNA expression of LFA-1 (p = 0.2131). SELL expression was more intense in malignant tumors (p = 0.0027). ICAM1 (p = 0.0064) and ITGAL (p = 0.0244) mRNA expression was higher in tumors with lymphocyte infiltrate. ICAM-1 expression correlated with younger age at diagnosis (p = 0.0312) and smaller tumor size (p = 0.0443). Also, LFA-1 expression correlated with higher age at diagnosis (p = 0.0376) and was more intense at stage III and IV (p = 0.0077). In general, the protein expression of the 3 CAM decreased as the process of cellular dedifferentiation occurred. We suggest that the SELL and ICAM1 genes and L-selectin and LFA-1 protein expression may help confirm malignancy and assist in the histological characterization of follicular patterned lesions, but we were unable to correlate these CAMs with patient outcomes.
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Neoplasias da Glândula Tireoide , Nódulo da Glândula Tireoide , Masculino , Humanos , Feminino , Adulto , Pessoa de Meia-Idade , Nódulo da Glândula Tireoide/patologia , Molécula 1 de Adesão Intercelular , Selectina L , Antígeno-1 Associado à Função Linfocitária , Neoplasias da Glândula Tireoide/patologia , Moléculas de Adesão CelularRESUMO
Castleman's disease (CD) is a rare and heterogeneous lymphoproliferative disorder, with limited available clinical information in Brazil. A retrospective study was carried out through information contained in the medical records of 51 patients, between July 1999 and June 2020. Seven patients were excluded, and 44 were analyzed in total. The average age of unicentric CD (UCD) patients was 35 years old and of multicentric CD (MCD) patients was 49 years old (p = 0.013). Regarding gender, there was a predominance of females among patients with UCD (68.4%) and males in patients with MCD (57.9%) (p = 0.103). The most common site of involvement in UCD was the cervical region (36.8%). A total of 73.7% of patients with UCD and 68.4% of patients with MCD presented the histological form hialyne-vascular (HV) (p = 0.499). Most patients with laboratory abnormalities had MCD. A total of 78% of the patients were asymptomatic, with the majority of symptomatic patients with MCD (p = 0.042). Only two of the 27 patients evaluated for the presence of human immunodeficiency virus (HIV) had positive serology. HHV-8 was evaluated in 14 cases, being positive in two. Of the patients with UCD, 94.7% underwent excisional biopsy, against only 41.2% of patients with MCD (p = 0.01). The mean follow-up was 61 months. We observed similarities in the clinical profile between patients in our study and patients described in the literature, such as gender, mean age, B symptoms, visceromegaly, fluid accumulation, and treatment. Unlike the literature, the cervical region was the most affected site, besides the greater association of the HV histological subtype among patients with MCD.
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Hiperplasia do Linfonodo Gigante , Herpesvirus Humano 8 , Masculino , Feminino , Humanos , Adulto , Pessoa de Meia-Idade , Hiperplasia do Linfonodo Gigante/diagnóstico , Brasil/epidemiologia , Estudos Retrospectivos , HIVRESUMO
Gastrointestinal (GI) cancers are a set of diverse diseases affecting many parts/ organs. The five most frequent GI cancer types are esophageal, gastric cancer (GC), liver cancer, pancreatic cancer, and colorectal cancer (CRC); together, they give rise to 5 million new cases and cause the death of 3.5 million people annually. We provide information about molecular changes crucial to tumorigenesis and the behavior and prognosis. During the formation of cancer cells, the genomic changes are microsatellite instability with multiple chromosomal arrangements in GC and CRC. The genomically stable subtype is observed in GC and pancreatic cancer. Besides these genomic subtypes, CRC has epigenetic modification (hypermethylation) associated with a poor prognosis. The pathway information highlights the functions shared by GI cancers such as apoptosis; focal adhesion; and the p21-activated kinase, phosphoinositide 3-kinase/Akt, transforming growth factor beta, and Toll-like receptor signaling pathways. These pathways show survival, cell proliferation, and cell motility. In addition, the immune response and inflammation are also essential elements in the shared functions. We also retrieved information on protein-protein interaction from the STRING database, and found that proteins Akt1, catenin beta 1 (CTNNB1), E1A binding protein P300, tumor protein p53 (TP53), and TP53 binding protein 1 (TP53BP1) are central nodes in the network. The protein expression of these genes is associated with overall survival in some GI cancers. The low TP53BP1 expression in CRC, high EP300 expression in esophageal cancer, and increased expression of Akt1/TP53 or low CTNNB1 expression in GC are associated with a poor prognosis. The Kaplan Meier plotter database also confirmed the association between expression of the five central genes and GC survival rates. In conclusion, GI cancers are very diverse at the molecular level. However, the shared mutations and protein pathways might be used to understand better and reveal diagnostic/prognostic or drug targets.
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Methicillin-resistant Staphylococcus aureus (MRSA) is one of the main pathogens that cause infections in diabetic individuals. In this paper, we report the outcomes of our investigation on the intradermal application of antimicrobial photodynamic therapy (PDT) with curcumin in an infection induced by MRSA ATCC 43300 strain in the ear of mice with Type 1 Diabetes Mellitus (T1DM). A solution containing 100 µg of curcumin was photoactivated ex vivo with a LED light (450 nm) delivering a fluency of 13.5 J/cm3. This solution was administered in the ear intradermally, at the same inoculum site as the MRSA ATCC 43300 strain (PDT Group). This study also included the use of two control groups (both infected): One was treated with saline and the other was treated with non-photoactivated curcumin. The animals were euthanized 24 h after these treatments and samples of draining lymph node and treated ear were collected for examination. The PDT group showed lower bacterial load in the draining lymph node when compared to the saline and curcumin groups (p-value <0.05) 24 h after treatment. In addition to bacterial load, the PDT group presented a higher concentration of nitrates and nitrites in the draining lymph node when compared to the saline and curcumin groups (p-value <0.001). Examining the infectious site, despite apparently having similar inflammatory cell recruitment compared with the control groups, the PDT group showed a profile with less intense activity in the myeloperoxidase expression when compared to the saline group (p-value <0.001). Additionally, the detected concentration of cytokines such as IL-1ß, IL-12, and IL-10 was significantly lower in the PDT group when compared to the saline group (p-value <0.01; p-value <0.05; p-value <0.05, respectively), thus presenting a less intense inflammatory response during infection resolution. Our pilot study showed for the first time the therapeutic potential of PDT using curcumin when administered intradermally in the treatment of infections caused by S. aureus in mice with T1DM.
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Curcumina/uso terapêutico , Diabetes Mellitus Tipo 1/complicações , Staphylococcus aureus Resistente à Meticilina/isolamento & purificação , Fotoquimioterapia , Dermatopatias Bacterianas/tratamento farmacológico , Infecções Estafilocócicas/tratamento farmacológico , Animais , Biomarcadores/metabolismo , Mediadores da Inflamação/metabolismo , Camundongos , Camundongos Endogâmicos C57BL , Projetos Piloto , Dermatopatias Bacterianas/complicações , Dermatopatias Bacterianas/microbiologia , Infecções Estafilocócicas/complicações , Infecções Estafilocócicas/microbiologia , EstreptozocinaRESUMO
OBJECTIVE: Abnormalities involving the TGFB1 gene and its receptors are common in several types of cancer and often related to tumor progression. We investigated the role of single nucleotide polymorphisms (SNP) in the susceptibility to cancer, their impact on its features, as well as the role of mRNA expression of these genes in thyroid malignancy. METHODS: We genotyped TGFB1, TGFBR1, and TGFBR2 SNPs in 157 papillary thyroid cancer (PTC) patients and 200 healthy controls. Further, we investigated RNA samples of 47 PTC and 80 benign nodules, searching for differential mRNA expression. RESULTS: SNPs rs1800472 and rs1800469 were associated with characteristics of PTC aggressiveness. Effect predictor software analysis of nonsynonymous SNP rs1800472 indicated increasing protein stability and post-translational changes. TGFB1 mRNA expression was upregulated in PTC and downregulated in benign samples, differentiating malignant from benign nodules (p<0.0001); PTC from goiter (p<0.0001); and PTC from FA (p<0.0001). TGFBR1 mRNA expression was upregulated in goiter and PTC, but downregulated in FA, distinguishing PTC from goiter (p=0.0049); PTC from FA (p<0.0001); and goiter from FA (p=0.0267). On the other hand, TGFBR2 was downregulated in all histological types analyzed and was not able to differentiate thyroid nodules. CONCLUSION: TGFB1 polymorphism rs1800472 may confer greater activity to TGF-ß1 in the tumor microenvironment, favoring PTC aggressiveness. Evaluation of TGFB1 and TGFBR1 mRNA levels may be useful to identify malignancy in thyroid nodules.
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Receptor do Fator de Crescimento Transformador beta Tipo II , Receptor do Fator de Crescimento Transformador beta Tipo I , Nódulo da Glândula Tireoide , Fator de Crescimento Transformador beta1 , Humanos , Polimorfismo de Nucleotídeo Único , RNA Mensageiro/genética , Receptor do Fator de Crescimento Transformador beta Tipo I/genética , Receptor do Fator de Crescimento Transformador beta Tipo II/genética , Neoplasias da Glândula Tireoide , Nódulo da Glândula Tireoide/genética , Fator de Crescimento Transformador beta1/genética , Microambiente TumoralRESUMO
Epilepsy is a yet under-recognized consequence after a stroke and nearly 30% of cases are pharmacoresistant. There is an unmet need for therapeutic interventions during epileptogenesis for better long-term disease outcomes. Transcranial photobiomodulation (PBM) and omega-3 (Ω-3) dietary supplementation are two approaches that have been shown promising neuroprotective effects after brain injuries. Here, we studied the PBM treatment or Ω-3 diet during epileptogenesis in long-term recurrent spontaneous abnormal electrical discharges after stroke. Wistar rats received repetitive 780 nm-laser in the scalp or oral diet with Ω-3 for 2-months after photothrombotic stroke. EEG recordings were performed 60 days after treatment end. PBM but not Ω-3 reduced both electrographic seizure duration and spikes number in the ipsilateral and contralateral cortices and ventral posteromedial thalamic nucleus. Conclusively, PBM reduced epileptiform discharges in stroke-induced epilepsy. Our results suggest the PBM as a therapeutic approach for stroke-induced epileptogenesis to minimize long-term disease outcomes.
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Lesões Encefálicas , Epilepsia , Acidente Vascular Cerebral , Animais , Epilepsia/etiologia , Ratos , Ratos Wistar , Acidente Vascular Cerebral/complicações , Acidente Vascular Cerebral/terapiaRESUMO
Here we present and analyze the complete genome of Alcaligenes faecalis strain Mc250 (Mc250), a bacterium isolated from the roots of Mimosa calodendron, an endemic plant growing in ferruginous rupestrian grasslands in Minas Gerais State, Brazil. The genome has 4,159,911 bp and 3,719 predicted protein-coding genes, in a single chromosome. Comparison of the Mc250 genome with 36 other Alcaligenes faecalis genomes revealed that there is considerable gene content variation among these strains, with the core genome representing only 39% of the protein-coding gene repertoire of Mc250. Mc250 encodes a complete denitrification pathway, a network of pathways associated with phenolic compounds degradation, and genes associated with HCN and siderophores synthesis; we also found a repertoire of genes associated with metal internalization and metabolism, sulfate/sulfonate and cysteine metabolism, oxidative stress and DNA repair. These findings reveal the genomic basis for the adaptation of this bacterium to the harsh environmental conditions from where it was isolated. Gene clusters associated with ectoine, terpene, resorcinol, and emulsan biosynthesis that can confer some competitive advantage were also found. Experimental results showed that Mc250 was able to reduce (~60%) the virulence phenotype of the plant pathogen Xanthomonas citri subsp. citri when co-inoculated in Citrus sinensis, and was able to eradicate 98% of juveniles and stabilize the hatching rate of eggs to 4% in two species of agricultural nematodes. These results reveal biotechnological potential for the Mc250 strain and warrant its further investigation as a biocontrol and plant growth-promoting bacterium.
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Alcaligenes faecalis/genética , Citrus/microbiologia , Genoma Bacteriano , Sequenciamento Completo do Genoma , Alcaligenes faecalis/efeitos dos fármacos , Animais , Antibacterianos/farmacologia , Sequência de Bases , Citrus/parasitologia , DNA Circular/genética , Resistência Microbiana a Medicamentos/efeitos dos fármacos , Resistência Microbiana a Medicamentos/genética , Ilhas Genômicas/genética , Ferro/metabolismo , Metais Pesados/toxicidade , Mimosa/microbiologia , Nematoides/fisiologia , Fenóis/metabolismo , FilogeniaRESUMO
BACKGROUND: Orofacial pain is clinically challenging, having therapeutic failures and side effects. This study evaluated the antinociceptive activities of the CTK 01512-2 toxin, the TRPA1 channel antagonist, and the selective inhibitor of the N-type voltage-gated calcium channels (N-type VGCC), in different pain models. MATERIALS AND METHODS: The trigeminal ganglia were stimulated in vitro with capsaicin. The in vivo models received subcutaneous (sc) injections of formalin into the upper lip of the rats, Freund's Complete Adjuvant (FCA) into the temporomandibular joint (TMJ), and infraorbital nerve constrictions (IONC). CTK 01512-2 at concentrations of 30, 100, and 300 pmol/site, intrathecally (ith), and MVIIA at 10, 30, and 100 pmol/site in the formalin test, guided the doses for the models. The glutamate levels in the CSF of the rats that were submitted to IONC were analyzed. RESULTS: CTK 01512-2 decreased the nociceptive behavior in the inflammatory phase of the formalin test (65.94 ± 7.35%) and MVIIA in the neurogenic phase (81.23 ± 3.36%). CTK 01512-2 reduced facial grooming with FCA in the TMJ (96.7 ± 1.6%), and in the IONC neuropathy model, it decreased heat hyperalgesia (100%) and cold hyperalgesia (81.61 ± 9.02%). The levels of glutamate in the trigeminal ganglia in vitro (81.40 ± 8.59%) and in the CSF in vivo (70.0 ± 9.2%) were reduced. CONCLUSIONS: The roles of TRPA1 in pain transduction and the performance of CTK 01512-2 in the inhibition of the N-type VGCCs were reinforced. This dual activity may represent an advantage in clinical treatments.
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Analgésicos/farmacologia , Dor Facial/tratamento farmacológico , Canal de Cátion TRPA1/antagonistas & inibidores , ômega-Conotoxinas/farmacologia , Animais , Canais de Cálcio Tipo N/metabolismo , Capsaicina/farmacologia , Modelos Animais de Doenças , Adjuvante de Freund , Ácido Glutâmico/metabolismo , Hiperalgesia/tratamento farmacológico , Masculino , Neuralgia/tratamento farmacológico , Medição da Dor , Ratos , Ratos WistarRESUMO
BACKGROUND: Although the pancreatic ductal adenocarcinoma (PDAC) presents high mortality and metastatic potential, there is a lack of effective therapies and a low survival rate for this disease. This PDAC scenario urges new strategies for diagnosis, drug targets, and treatment. METHODS: We performed a gene expression microarray meta-analysis of the tumor against normal tissues in order to identify differentially expressed genes (DEG) shared among all datasets, named core-genes (CG). We confirmed the CG protein expression in pancreatic tissue through The Human Protein Atlas. It was selected five genes with the highest area under the curve (AUC) among these proteins with expression confirmed in the tumor group to train an artificial neural network (ANN) to classify samples. RESULTS: This microarray included 461 tumor and 187 normal samples. We identified a CG composed of 40 genes, 39 upregulated, and one downregulated. The upregulated CG included proteins and extracellular matrix receptors linked to actin cytoskeleton reorganization. With the Human Protein Atlas, we verified that fourteen genes of the CG are translated, with high or medium expression in most of the pancreatic tumor samples. To train our ANN, we selected the best genes (AHNAK2, KRT19, LAMB3, LAMC2, and S100P) to classify the samples based on AUC using mRNA expression. The network classified tumor samples with an f1-score of 0.83 for the normal samples and 0.88 for the PDAC samples, with an average of 0.86. The PDAC-ANN could classify the test samples with a sensitivity of 87.6 and specificity of 83.1. CONCLUSION: The gene expression meta-analysis and confirmation of the protein expression allow us to select five genes highly expressed PDAC samples. We could build a python script to classify the samples based on RNA expression. This software can be useful in the PDAC diagnosis.
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Biomarcadores Tumorais/genética , Carcinoma Ductal Pancreático/genética , Perfilação da Expressão Gênica/métodos , Neoplasias Pancreáticas/genética , Área Sob a Curva , Estudos de Casos e Controles , Regulação Neoplásica da Expressão Gênica , Redes Reguladoras de Genes , Humanos , Redes Neurais de Computação , Análise de Sequência com Séries de Oligonucleotídeos , Software , Regulação para CimaRESUMO
PURPOSE: Comparative genomic analysis of strains may help us to better understand the wide diversity of their genetic profiles. The aim of this study was to analyse the genomic features of the resistome and virulome of Brazilian first methicillin-resistant Staphylococcus aureus (MRSA) isolates and their relationship to other Brazilian and international MRSA strains. METHODOLOGY: The whole genomes of three MRSA strains previously isolated in Vitória da Conquista were sequenced, assembled, annotated and compared with other MRSA genomes. A phylogenetic tree was constructed and the pan-genome and accessory and core genomes were constructed. The resistomes and virulomes of all strains were identified.Results/Key findings. Phylogenetic analysis of all 49 strains indicated different clones showing high similarity. The pan-genome of the analysed strains consisted of 4484 genes, with 31 % comprising the gene portion of the core genome, 47 % comprising the accessory genome and 22 % being singletons. Most strains showed at least one gene related to virulence factors associated with immune system evasion, followed by enterotoxins. The strains showed multiresistance, with the most recurrent genes conferring resistance to beta-lactams, fluoroquinolones, aminoglycosides and macrolides. CONCLUSIONS: Our comparative genomic analysis showed that there is no pattern of virulence gene distribution among the clones analysed in the different regions. The Brazilian strains showed similarity with clones from several continents.
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Genoma Bacteriano , Staphylococcus aureus Resistente à Meticilina/genética , Staphylococcus aureus Resistente à Meticilina/virologia , Filogenia , Fatores de Virulência/genética , Antibacterianos/farmacologia , Brasil , Enterotoxinas/genética , Fluoroquinolonas/farmacologia , Genômica , Humanos , Macrolídeos/farmacologiaRESUMO
Here, we report the draft genome sequence of Staphylococcus aureus strain LC33, isolated from human breast milk in Brazil. This microorganism has been typed as ST1/t127/sccmecV. To our knowledge, this is the first draft genome sequence of a methicillin-resistant S. aureus strain isolated from human breast milk.