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This study aims to integrate a convolutional neural network (CNN) and the Random Forest Model into a rehabilitation assessment device to provide a comprehensive gait analysis in the evaluation of movement disorders to help physicians evaluate rehabilitation progress by distinguishing gait characteristics under different walking modes. Equipped with accelerometers and six-axis force sensors, the device monitors body symmetry and upper limb strength during rehabilitation. Data were collected from normal and abnormal walking groups. A knee joint limiter was applied to subjects to simulate different levels of movement disorders. Features were extracted from the collected data and analyzed using a CNN. The overall performance was scored with Random Forest Model weights. Significant differences in average acceleration values between the moderately abnormal (MA) and severely abnormal (SA) groups (without vehicle assistance) were observed (p < 0.05), whereas no significant differences were found between the MA with vehicle assistance (MA-V) and SA with vehicle assistance (SA-V) groups (p > 0.05). Force sensor data showed good concentration in the normal walking group and more scatter in the SA-V group. The CNN and Random Forest Model accurately recognized gait conditions, achieving average accuracies of 88.4% and 92.3%, respectively, proving that the method mentioned above provides more accurate gait evaluations for patients with movement disorders.
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Aprendizaje Profundo , Marcha , Trastornos del Movimiento , Redes Neurales de la Computación , Humanos , Trastornos del Movimiento/rehabilitación , Trastornos del Movimiento/diagnóstico , Trastornos del Movimiento/fisiopatología , Marcha/fisiología , Masculino , Dispositivos de Autoayuda , Adulto , Femenino , Acelerometría/instrumentación , Acelerometría/métodos , Caminata/fisiología , Monitoreo Fisiológico/métodos , Monitoreo Fisiológico/instrumentaciónRESUMEN
Malignant ventricular arrhythmia (VA) after myocardial infarction (MI) is mainly caused by myocardial electrophysiological remodeling. Brahma-related gene 1 (BRG1) is an ATPase catalytic subunit that belongs to a family of chromatin remodeling complexes called Switch/Sucrose Non-Fermentable Chromatin (SWI/SNF). BRG1 has been reported as a molecular chaperone, interacting with various transcription factors or proteins to regulate transcription in cardiac diseases. In this study, we investigated the potential role of BRG1 in ion channel remodeling and VA after ischemic infarction. Myocardial infarction (MI) mice were established by ligating the left anterior descending (LAD) coronary artery, and electrocardiogram (ECG) was monitored. Epicardial conduction of MI mouse heart was characterized in Langendorff-perfused hearts using epicardial optical voltage mapping. Patch-clamping analysis was conducted in single ventricular cardiomyocytes isolated from the mice. We showed that BRG1 expression in the border zone was progressively increased in the first week following MI. Cardiac-specific deletion of BRG1 by tail vein injection of AAV9-BRG1-shRNA significantly ameliorated susceptibility to electrical-induced VA and shortened QTc intervals in MI mice. BRG1 knockdown significantly enhanced conduction velocity (CV) and reversed the prolonged action potential duration in MI mouse heart. Moreover, BRG1 knockdown improved the decreased densities of Na+ current (INa) and transient outward potassium current (Ito), as well as the expression of Nav1.5 and Kv4.3 in the border zone of MI mouse hearts and in hypoxia-treated neonatal mouse ventricular cardiomyocytes. We revealed that MI increased the binding among BRG1, T-cell factor 4 (TCF4) and ß-catenin, forming a transcription complex, which suppressed the transcription activity of SCN5A and KCND3, thereby influencing the incidence of VA post-MI.
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Infarto del Miocardio , Ratones , Animales , Infarto del Miocardio/metabolismo , Arritmias Cardíacas/genética , Miocardio/patología , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , Miocitos Cardíacos/metabolismoRESUMEN
The lateral line is critical for prey detection, predator avoidance, schooling, and rheotaxis behavior in fish. As similar to hair cells in the mammalian inner ear, the lateral line sensory organ called neuromasts is a popular model for hair cell regeneration. However, the mechanism of lateral line development has not been fully understood. In this study, we showed for the first time that hypoxia-inducible factor (HIF) signaling is involved in lateral line development in zebrafish. hif1ab and epas1b were highly expressed in neuromasts during lateral line development. Hypoxia response induced by a prolyl hydroxylase domain-containing proteins (PHD) inhibitor treatment or vhl gene knockout significantly reduced hair cells and support cells in neuromast during lateral line development. In addition, inhibition of Hif-1α or Epas1 could partially rescue hair cells in the larvae with increased HIF activity, respectively. Moreover, the support cell proliferation and the expression of Wnt target genes decreased in vhl mutants which suggests that Wnt signaling mediated the role of HIF signaling in lateral line development. Collectively, our results demonstrate that HIF signaling overactivation inhibits lateral line development in zebrafish and suggest that inhibition of HIF signaling might be a potential therapeutic method for hair cell death.
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Sistema de la Línea Lateral , Pez Cebra , Animales , Pez Cebra/genética , Pez Cebra/metabolismo , Sistema de la Línea Lateral/metabolismo , Proteínas de Pez Cebra/genética , Proteínas de Pez Cebra/metabolismo , Vía de Señalización Wnt/genética , Hipoxia/metabolismo , Mamíferos/metabolismoRESUMEN
Tomato brown rugose fruit virus (ToBRFV) is an emerging tobamovirus that has become a great concern to tomato production industry. Due to the lack of resistant cultivars, precise detection of ToBRFV is essential to prevent the spread of ToBRFV. In this study, we produced highly sensitive and specific monoclonal antibodies against ToBRFV and established dot-enzyme-linked immunosorbent assay (dot-ELISA) and colloidal gold immunochromatographic strip (CGICS)-based methods for ToBRFV detection. These two methods could specifically detect ToBRFV without cross-reaction with seven tested tobamoviruses and three frequently occurring tomato-infecting viruses. Sensitivity analysis showed that the limit of detection of the established dot-ELISA and CGICS methods reached up to 1:6400 and 1:10,000 (w/v, g/mL) dilution of ToBRFV-infected tomato tissue, respectively. Further analyses using field-collected tomato foliar and fruit samples showed that the results obtained by dot-ELISA and CGICS were consistent with those obtained by reverse transcription polymerase chain reaction. The established methods here allow for specific, sensitive, and robust detection of ToBRFV, and will be helpful for precise monitoring and early warning of ToBRFV.
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Solanum lycopersicum , Tobamovirus , Anticuerpos Monoclonales , Oro Coloide , Frutas , Enfermedades de las Plantas , Ensayo de Inmunoadsorción Enzimática/métodosRESUMEN
Cardiovascular diseases have been closely linked to abnormal epigenetic regulation. In the context of epigenetic regulation, BRG1, a pivotal SWI/SNF chromatin remodeling enzyme, emerges as a key epigenetic regulator with significant impact on the development and progression of cardiovascular disorders. From the perspective of epigenetic regulation of cardiovascular diseases, BRG1 emerges as a pivotal SWI/SNF chromatin remodeling enzyme, functioning as a key epigenetic regulator. It exerts substantial influence on the development and progression of cardiovascular disorders by exerting precise control over gene expression and protein levels. Therefore, a comprehensive understanding of BRG1's epigenetic regulatory role in cardiovascular disease is essential for unraveling its underlying pathophysiological mechanisms. This paper summarizes and discusses the function of BRG1 in the epigenetic regulation of cardiovascular diseases.
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Enfermedades Cardiovasculares , Humanos , Enfermedades Cardiovasculares/genética , Epigénesis Genética , CromatinaRESUMEN
Cuproptosis, a new type of copper-induced cell death, is involved in the antitumor activity and resistance of multiple chemotherapeutic drugs. Our previous study revealed that adrenomedullin (ADM) was engaged in sunitinib resistance in clear cell renal cell carcinoma (ccRCC). However, it has yet to be investigated whether and how ADM regulates sunitinib resistance by cuproptosis. This study found that the ADM expression was elevated in sunitinib-resistant ccRCC tissues and cells. Furthermore, the upregulation of ADM significantly enhanced the chemoresistance of sunitinib compared with their respective control. Moreover, cuproptosis was involved in ADM-regulated sunitinib resistance by inhibiting mammalian ferredoxin 1 (FDX1) expression. Mechanically, the upregulated ADM activates the p38/MAPK signaling pathway to promote Forkhead box O3 (FOXO3) phosphorylation and its entry into the nucleus. Consequently, the increased FOXO3 in the nucleus inhibited FDX1 transcription and cell cuproptosis, promoting chemoresistance. Collectively, cuproptosis has a critical effector role in ccRCC progress and chemoresistance and thus is a relevant target to eradicate the cell population of sunitinib resistance.
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Apoptosis , Carcinoma de Células Renales , Carcinoma , Neoplasias Renales , Animales , Adrenomedulina/genética , Carcinoma de Células Renales/tratamiento farmacológico , Carcinoma de Células Renales/genética , Neoplasias Renales/tratamiento farmacológico , Neoplasias Renales/genética , Sunitinib/farmacología , CobreRESUMEN
Background: PFI-3 is a small-molecule inhibitor that targets the bromodomains (BRDs) of Brahma-related gene 1 (BRG1). This monomeric compound, which has high selectivity and potent cellular effects, has recently been developed. Although PFI-3 has been reported as a potential therapeutic agent targeting thrombomodulin, its role in the regulation of vascular function remains unknown. Therefore, we aimed to investigate the impact of PFI-3 on arterial vessel tone. Methods: A microvascular tension measurement device (DMT) was utilized to identify alterations in vascular tension within the mesenteric artery. To detect variations in cytosolic [Ca2+]i, a Fluo-3/AM fluorescent probe and fluorescence microscope were employed. Additionally, whole-cell patch clamp techniques were utilized to evaluate the activity of L-type voltage-dependent calcium channels (VDCCs) in cultured arterial smooth muscle cells (A10 cells). Results: PFI-3 exerted a dose-dependent relaxation effect on rat mesenteric arteries with both intact and denuded endothelium after phenylephrine (PE)- and high-K+-induced constriction. PFI-3-induced vasorelaxation was not affected by the presence of L-NAME/ODQ or K+ channel blockers (Gli/TEA). PFI-3 abolished Ca2+-induced contraction on endothelium-denuded mesenteric arteries preincubated by PE in Ca2+-free solution. Incubation with TG had no impact on PFI-3-induced vasorelaxation pre-contracted by PE. PFI-3 reduced Ca2+-induced contraction on endothelium-denuded mesenteric arteries pre-incubated by KCl (60 mM) in Ca2+-free solution. PFI-3 declined extracellular calcium influx in A10 cells detected by Fluo-3/AM fluorescent probe and fluorescence microscope. Furthermore, we observed that PFI-3 decreased the current densities of L-type VDCC by whole-cell patch clamp techniques. Conclusions: PFI-3 blunted PE and high K+-induced vasoconstriction independent of endothelium on rat mesenteric artery. The vasodilatory effect of PFI-3 may be attributed to its inhibition of VDCCs and receptor-operated calcium channels (ROCCs) on vascular smooth muscle cells (VSMCs).
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Calcio , Colorantes Fluorescentes , Animales , Ratas , Calcio/metabolismo , Canales de Calcio Tipo L/farmacología , Colorantes Fluorescentes/farmacología , Arterias MesentéricasRESUMEN
Objective To investigate the value of intraoperative transesophageal echocardiography (TEE) in the diagnosis and treatment of renal cell carcinoma with inferior vena cava tumor thrombus. Methods Ten patients of renal cell carcinoma with inferior vena cava tumor thrombus treated in the Second Hospital of Hebei Medical University from January 2017 to January 2021 were selected.TEE was employed to locate the position of the tumor thrombus,determine the occlusion point of the inferior vena cava,count the intraoperative tumor thrombus shedding rate,examine the tumor thrombus resection integrity,and measure blood loss and other indicators,on the basis of which the application value of TEE in the operation of renal cell carcinoma with inferior vena cava tumor thrombus was evaluated. Results All the 10 patients had completed the operations successfully,including 8 patients of open operation and 2 patients of laparoscopic operation.TEE showed tumor thrombi clearly,and all the tumor thrombi were completely removed.There was no tumor thrombus shedding during the operation.The blood loss varied within the range of 300-800 ml,with the mean of (520.0±193.2) ml.The grade III tumor thrombi in 2 patients and the grade I tumor thrombus in 1 patient diagnosed before operation were reduced to grade â ¡ and upgraded to grade â ¡,respectively,by TEE.One patient had no floating tumor thrombus at the end of tumor thrombus before operation,and the blocking position was adjusted in time with the assistance of TEE to avoid the shedding of the floating tumor thrombus. Conclusion TEE can accurately determine and dynamically monitor the location and shape of inferior vena cava tumor thrombus,which provides an important reference and has a significant clinical value in the operation of renal cell carcinoma with inferior vena cava tumor thrombus.
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Carcinoma de Células Renales , Neoplasias Renales , Humanos , Carcinoma de Células Renales/cirugía , Ecocardiografía Transesofágica , Vena Cava Inferior , Ecocardiografía , Neoplasias Renales/cirugíaRESUMEN
Petri nets (PNs) are widely used to model flexible manufacturing systems (FMSs). This paper deals with the performance optimization of FMSs modeled by Petri nets that aim to maximize the system's performance under a given budget by optimizing both quantities and types of resources, such as sensors and devices. Such an optimization problem is challenging since it is nonlinear; hence, a globally optimal solution is hard to achieve. Here, we developed a genetic algorithm combined with mixed-integer linear programming (MILP) to solve the problem. In this approach, a set of candidate resource allocation strategies, i.e., the choices of the number of resources, are first generated by using MILP. Then, the choices of the type and the cycle time of the resources are evaluated by MILP; the promising ones are used to spawn the next generation of candidate strategies. The effectiveness and efficiency of the developed methodology are illustrated by simulation studies.
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Chicken infectious anemia virus (CIAV) infection induces immunosuppression or subclinical immunosuppression in chickens. CIAV infection has been reported to repress type I interferon (IFN-I) expression, but the underlying mechanisms are not yet understood. Here we reported that VP1, the capsid protein of CIAV, the major immunogenic protein that triggers the production of neutralizing antibodies in chickens, inhibited type I interferon (IFN-I) expression induced by cGAS-STING signaling. We showed that VP1 inhibited TBK1 phosphorylation and down stream signal transduction, leading to the inhibition of IFN-I expression. Subsequently, we demonstrated that VP1 interacted with TBK1. Finally, we clarified that aa 120-150 in VP1 was essential for VP1 to interact with TBK1 and inhibit cGAS-STING signaling. These findings will help us further understand the pathogenesis of CIAV in chickens.
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Virus de la Anemia del Pollo , Interferón Tipo I , Animales , Fosforilación , Pollos , Nucleotidiltransferasas/metabolismo , Interferón Tipo I/metabolismoRESUMEN
In lumbar puncture surgery, compared with the conventional methodologies like computed tomography and magnetic resonance imaging, ultrasound imaging offers the advantages of being low cost, no radiation and real-time image generation. However, the use of ultrasound equipment in lumbar puncture involves a cumbersome and time-consuming process for the subjective imaging of the overall structure of the lumbar spine in order to determine the exact puncture point and path. Meanwhile, the robotic arm puncture system has the advantages of high precision, good stability and simple and efficient operation. As a result, robotic-assisted ultrasound scanning is valuable for the assessment of a puncture path in spinal tap surgery. In this pursuit, based on the official URSDK development package for a robot arm and the Transmission Control Protocol/Internet Protocol, the system proposed in the present study involves a program to control the robot arm to clamp down onto an ultrasonic probe to enable automatic scanning and acquisition of images. A three-dimensional reconstruction program based on the visualization toolkit was designed, and a lumbar spine experiment was conducted with this system. A total of 136 two-dimensional ultrasound images were collected in the lumbar spine model experiment by enhancing contrast of and denoising the original ultrasound images, and a linear interpolation algorithm was used to perform the three-dimensional reconstruction of the lumbar spine model. The reconstructed structure was defective, but the location of the spinous process gap was determined with the sagittal and coronal images. The feasibility of the system was verified by the reconstruction results, which can provide a reference for determining the puncture point and path planning in the lumbar puncture surgery.
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Vértebras Lumbares , Punción Espinal , Punción Espinal/métodos , Vértebras Lumbares/diagnóstico por imagen , Vértebras Lumbares/cirugía , Ultrasonografía/métodos , Imagen por Resonancia Magnética , Tomografía Computarizada por Rayos XRESUMEN
OBJECTIVE: The modified day surgery procedure was compared with traditional inpatient procedure and standard day surgery procedure of concealed penile surgery to investigate its advantages, as well as the feasibility of promoting it in our country. METHODS: Retrospective analyzing the clinical data between 135 cases of the concealed penis in children who underwent modified day surgery (day group) and 101 cases who underwent hospitalization surgery (hospitalization group) at the Second Hospital of Hebei Medical University and the results of follow-up.The modified day surgery procedure involves the establishment of dedicated day wards in each surgical department, where the patient's condition is monitored until 8 o'clock the following morning to assess their discharge eligibility.The children's clinical data was divided into two groups to compare clinical parameters, including age at surgery, bleeding volume, operation time, hospitalization expenses, day of hospitalization, and the occurrence of short-term complications before the initial dressing change after surgery.The satisfaction survey of the children was conducted among three distinct groups: the modified day group, the standard day group, and the hospitalization group enabling a comparison of satisfaction levels among these groups. RESULTS: The mean ages of the inpatient and day surgery groups were 8.92±4.42 years old and 11.85±4.43 years old, respectively. No significant differences were observed between these two groups regarding operation time, bleeding volume, and postoperative complications (P>0.05). Compared to the inpatient group, the mean inpatient time and the hospitalization cost of the day group decreased by 69% and 27%, respectively (P<0.05). The patients in the modified procedure group reported the highest satisfaction among the three groups. CONCLUSION: Modified day surgery procedure offers advantages over the standard day surgery procedure and traditional inpatient surgical procedures for the operative treatment of the concealed penis, which makes it suitable for large-scale popularization in China.
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Procedimientos Quirúrgicos Ambulatorios , Líquidos Corporales , Niño , Masculino , Humanos , Recién Nacido , Estudios Retrospectivos , China , Remoción de DispositivosRESUMEN
OBJECTIVE: Comparing the laparoscopic pyeloplasty via the mesocolon and para-colonic gutter approach for the treatment of pediatric pelvi-ureteric junction obstruction (UPJO) induced simple hydronephrosis, and analyzing the potential factors influencing surgical outcomes. METHODS: Clinical data of 71 children with UPJO who underwent laparoscopic pyeloplasty at the Department of Urology of the Second Hospital of Hebei Medical University from January 2020 to January 2023 were analyzed. The patients, aged 0.25 to 18 years, were divided into two groups: 30 cases underwent the transcolonic route (mesangial group) and 41 cases underwent the transcolonic paragutter route (paragrow group). RESULTS: showed that both surgical approaches had similar outcomes in terms of operation completion, smooth process, absence of laparotomy, operation time, intraoperative blood loss, postoperative feeding time, and postoperative drainage tube indwelling time, total hospitalization cost, surgical effect, and satisfaction. Common complications such as postoperative fever and abdominal pain were managed with drug treatment or observation, with no need for secondary surgery or fatal complications. Factors such as age, body mass index, preoperative symptoms, severity of hydronephrosis, and ABO blood group classification did not impact the surgical outcome. CONCLUSIONS: There was no statistically significant difference between laparoscopic pyeloplasty and another surgical method in terms of various surgical outcomes for children with ureteropelvic junction obstruction. Factors such as age, body mass index, preoperative symptoms, severity of hydronephrosis, and ABO blood group classification did not have a significant impact on the surgical outcome.
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Hidronefrosis , Laparoscopía , Obstrucción Ureteral , Humanos , Niño , Pelvis Renal/cirugía , Sistema del Grupo Sanguíneo ABO , Laparoscopía/métodos , Procedimientos Quirúrgicos Urológicos/métodos , Obstrucción Ureteral/cirugía , Obstrucción Ureteral/diagnóstico , Hidronefrosis/cirugía , Resultado del Tratamiento , Estudios RetrospectivosRESUMEN
Energy-storage capacitors based on relaxation ferroelectric ceramics have attracted a lot of interest in pulse power devices. How to improve the energy density by designing the structure of ceramics through simple approaches is still a challenge. Herein, enhanced energy-storage performances are achieved in relaxation ferroelectric 0.9 (0.94Na0.5Bi0.5TiO3-0.06BaTiO3)-0.1NaNbO3 (NBT-BT-NN) ceramics by tuning sintering temperature. The original observation based on Kelvin probe force microscopy (KPFM) presented that the sintering temperature has a key effect on the electrical homogeneousness of the ceramics. It is found that a high electrical homogeneousness can induce quick and active domain switching due to the weakening of the constraint from built-in fields, resulting in a big polarization difference. This work provides a feasible strategy to design high-performance energy-storage ceramic capacitors.
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OBJECTIVE: To explore the feasibility and safety of cryptorchidism surgery in the day surgery center. METHODS: This retrospective study included 122 cases of unilateral low cryptorchidism (ULC) and 27 cases of bilateral low cryptorchidism (BLC) treated by orchidopexy from July 2018 to July 2022 in the Second Hospital of Hebei Medical University. We divided the patients with ULC into an Ad (day surgery following modified day surgical procedures) and an Ac (conventional surgery) group, and those with BLC into a Bd and a Bc group. We analyzed the clinical data and compared the surgical parameters and patients' satisfaction between different groups. RESULTS: There were no statistically significant differences in the operation age, operation time, intraoperative blood loss, or postoperative complications between the Ad and Ac groups (P > 0.05), but the hospital stay and total cost were markedly reduced in the Ad group by 69% and 10%, respectively, compared with those in the Ac group (P < 0.05). No statistically significant differences were observed between the Bd and Bc groups in the operation age or intraoperative blood loss (P > 0.05), but the Bd group showed significant decreases in the operation time, hospital stay (62%) and total cost (14%) in comparison with the Bc group (P < 0.05). The satisfaction of the patients was remarkably higher in the former than in the latter group. CONCLUSION: Low cryptorchidism surgery following the modified day surgical procedures in the day surgery center is safe and feasible, with the advantages of lower cost and shorter hospital stay.
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Criptorquidismo , Masculino , Humanos , Criptorquidismo/cirugía , Estudios Retrospectivos , Procedimientos Quirúrgicos Ambulatorios , Estudios de Factibilidad , Pérdida de Sangre Quirúrgica , Resultado del TratamientoRESUMEN
Ebola virus (EBOV) is a highly pathogenic negative-stranded RNA virus that has caused several deadly endemics in the past decades. EBOV reverse genetics systems are available for studying live viruses under biosafety level 4 (BSL-4) or subviral particles under BSL-2 conditions. However, these systems all require cotransfection of multiple plasmids expressing viral genome and viral proteins essential for EBOV replication, which is technically challenging and unable to naturally mimic virus propagation using the subviral particle. Here, we established a new EBOV reverse genetics system only requiring transfection of a single viral RNA genome into an engineered cell line that stably expresses viral nucleoprotein (NP), viral protein 35 (VP35), VP30, and large (L) proteins and has been fine-tuned for its superior permissiveness for EBOV replication. Using this system, subviral particles expressing viral VP40, glycoprotein (GP), and VP24 could be produced and continuously propagated and eventually infect the entire cell population. We demonstrated the authentic response of the subviral system to antivirals and uncovered that the VP35 amount is critical for optimal virus replication. Furthermore, we showed that fully infectious virions can be efficiently rescued by delivering the full-length EBOV genome into the same supporting cell, and the efficiency is not affected by genome polarity or virus variant specificity. In summary, our work provides a new tool for studying EBOV under different biosafety levels.IMPORTANCE Ebola virus is among the most dangerous viral pathogens, with a case fatality rate of up to 90%. Since 2013, the two largest and most complex Ebola outbreaks in Africa have revealed the lack of investigation on this notorious virus. A reverse genetics system is an important tool for studying viruses by producing mutant viruses or generating safer and convenient model systems. Here, we developed an EBOV life cycle modeling system in which subviral particles can spontaneously propagate in cell culture. In addition, this system can be employed to rescue infectious virions of homologous or heterologous EBOV isolates using either sense or antisense viral RNA genomes. In summary, we developed a new tool for EBOV research.
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Ebolavirus/genética , Genoma Viral , ARN Viral/genética , Genética Inversa/métodos , Línea Celular , Virología/métodosRESUMEN
Brain-computer interfaces (BCIs) have shown great prospects as real-time bidirectional links between living brains and actuators. Artificial intelligence (AI), which can advance the analysis and decoding of neural activity, has turbocharged the field of BCIs. Over the past decade, a wide range of BCI applications with AI assistance have emerged. These "smart" BCIs including motor and sensory BCIs have shown notable clinical success, improved the quality of paralyzed patients' lives, expanded the athletic ability of common people and accelerated the evolution of robots and neurophysiological discoveries. However, despite technological improvements, challenges remain with regard to the long training periods, real-time feedback, and monitoring of BCIs. In this article, the authors review the current state of AI as applied to BCIs and describe advances in BCI applications, their challenges and where they could be headed in the future.
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As one of the most abundant DNA methylation form in prokaryotes, N6-methyladenine nucleotide (6 mA) was however only recently identified in eukaryotic genomes. To explore the implications of N6-adenine methylation in adipogenesis, genomic N6-adenine methylation was examined across adipocyte differentiation stages of 3T3-L1 cells. When the N6-adenine methylation profiles were analyzed and compared with the levels of gene expression, a positive correlation between the density of promoter 6 mA and gene expression level was uncovered. By means of in vitro methylation and gene knockdown assay, METTL4, a homologue of Drosophila methylase CG14906 and C. elegans methylase DAMT-1, was demonstrated to be a mammalian N6-adenine methylase that functions in adipogenesis. Knockdown of Mettl4 led to altered adipocyte differentiation, shown by defective gene regulation and impaired lipid production. We also found that the effects of N6-adenine methylation on lipid production involved the regulation of INSR signaling pathway, which promotes glucose up-taking and lipid production in the terminal differentiation stage.