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1.
Biochem Biophys Res Commun ; 678: 78-83, 2023 10 20.
Artigo em Inglês | MEDLINE | ID: mdl-37619314

RESUMO

Bacterial infection is a life-threatening situation, and its rapid diagnosis is essential for treatment. Apart from medical applications, rapid identification of bacteria is vital in the food industry or the public health system. There are various bacterial identification techniques, including molecular-based methods, immunological approaches, and biosensor-based procedures. The most commonly used methods are culture-based methods, which are time-consuming. The objective of this study is to find a fingerprint of bacteria to identify them. Three strains of bacteria were selected, and seven different concentrations of each bacterium were prepared. The bacteria were then treated with two different molar concentrations of the fluorescent fluorophore, dichlorodihydrofluorescein diacetate for 30 minutes. Then, using the fluorescence mode of a multimode reader, the fluorescence emission of each bacterium is scanned twice during 60 minutes. Plotting the difference between two scans versus the bacteria concentration results in a unique fluorescence pattern for each bacterium. Observation of the redox state of bacteria, during 90 minutes, results in a fluorescence pattern that is clearly a fingerprint of different bacteria. This pattern is independent of fluorophore concentration. Mean Squares Errors (MSE) between the fluorescence patterns of similar bacteria is less than that of different bacteria, which shows the method can properly identify the bacteria. In this study, a new label-free method is developed to detect and identify different species of bacteria by measuring the redox activity and using the fluorescence fluorophore, dichlorodihydrofluorescein diacetate. This robust and low-cost method can properly identify the bacteria, uses only one excitation and emission wavelength, and can be simply implemented with current multimode plate readers.


Assuntos
Bactérias , Corantes Fluorescentes , Oxirredução
2.
Cancer Cell Int ; 23(1): 261, 2023 Nov 03.
Artigo em Inglês | MEDLINE | ID: mdl-37924077

RESUMO

There is a growing interest to understand the role and mechanism of action of microRNAs (miRNAs) in cancer. The miRNAs are defined as short non-coding RNAs (18-22nt) that regulate fundamental cellular processes through mRNA targeting in multicellular organisms. The miR-150 is one of the miRNAs that have a crucial role during tumor cell progression and metastasis. Based on accumulated evidence, miR-150 acts as a double-edged sword in malignant cells, leading to either tumor-suppressive or oncogenic function. An overview of miR-150 function and interactions with regulatory and signaling pathways helps to elucidate these inconsistent effects in metastatic cells. Aberrant levels of miR-150 are detectable in metastatic cells that are closely related to cancer cell migration, invasion, and angiogenesis. The ability of miR-150 in regulating of epithelial-mesenchymal transition (EMT) process, a critical stage in tumor cell migration and metastasis, has been highlighted. Depending on the cancer cells type and gene expression profile, levels of miR-150 and potential target genes in the fundamental cellular process can be different. Interaction between miR-150 and other non-coding RNAs, such as long non-coding RNAs and circular RNAs, can have a profound effect on the behavior of metastatic cells. MiR-150 plays a significant role in cancer metastasis and may be a potential therapeutic target for preventing or treating metastatic cancer.

3.
Inflammopharmacology ; 31(6): 3037-3045, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37847472

RESUMO

Licorice extract (glycyrrhizin), a potent antiviral, anti-inflammatory, and antioxidant remedy, is a potential therapeutic option for COVID-19. We evaluated the efficacy and safety of licorice in patients with moderate COVID-19. In this study, 60 patients with confirmed COVID-19 were randomly assigned in a 1:1 ratio to receive licorice (at a dose of 760 mg three times a day for seven days) or control groups. The primary outcomes were SPO2, body temperature, and respiratory rate (RR) after the end of the intervention. The findings indicated that SPO2, body temperature, and RR had no significant difference between the groups at the end of the intervention. However, CRP and ALT improved in the licorice group toward the baseline. The number of patients with worse prognoses, LOS, mortality, and the incidence of adverse events were not different between the groups at the end of the study. Licorice had no beneficial effect on the clinical symptoms of COVID-19. Moreover, this intervention demonstrated a safe profile of adverse events. The confirmation of the results of this preparatory trial requires more detailed multiple-center trials with a larger sample size.


Assuntos
COVID-19 , Glycyrrhiza , Humanos , Extratos Vegetais/efeitos adversos , Extratos Vegetais/uso terapêutico , SARS-CoV-2
4.
Inflammopharmacology ; 31(1): 265-274, 2023 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36401728

RESUMO

Patients with COVID-19 have shown melatonin deficiency. We evaluated the efficacy and safety of administration oral melatonin in patients with COVID-19-induced pneumonia. Patients were randomly assigned in a 1:1 ratio to receive melatonin plus standard treatment or standard treatment alone. The primary outcomes were mortality rate and requirement of IMV. The clinical status of patients was recorded at baseline and every day over hospitalization based on seven-category ordinal scale from 1 (discharged) to 7 (death). A total of 226 patients (109 in the melatonin group and 117 in the control group) were enrolled (median age; in melatonin group: 54.60 ± 11.51, in control group: 54.69 ± 13.40). The mortality rate was 67% in the melatonin group and 94% in the control group (OR; 7.75, 95% CI, 3.27-18.35, P < 0.001). The rate of IMV requirement was 51.4% in the melatonin group and 70.9% in the control group, for an OR of 2.31 (95% CI, 1.34-4.00, P < 0.001). The median number of days to hospital discharge was 15 days (13-17) in the melatonin group and 21 days (14-24) in the control group (OR; 5.00, 95% CI, 0.15-9.84, P = 0.026). Time to clinical status improvement by ≥ 2 on the ordinal scale in was 12 days (9-13) in the melatonin group and 16 days (10-19) in the control group (OR; 3.92, 95% CI, 1.69-6.14, P = 0.038). Melatonin significantly improved clinical status with a safe profile in patients with severe COVID-19 pneumonia.


Assuntos
COVID-19 , Melatonina , Humanos , SARS-CoV-2 , Resultado do Tratamento
5.
Urologiia ; (4): 82-89, 2023 Sep.
Artigo em Russo | MEDLINE | ID: mdl-37850286

RESUMO

BACKGROUND: Renal Transplantation is the final choice for some patients with ESRD (End-Stage Renal Disease), but some transplantations suffer from acute or chronic rejection, so its very important to predict the outcome of transplantation. METHOD: s. The dataset was extracted from records of 4572 patients with kidney transplantations. We applied an Artificial Neural Network (ANN) model to predict transplantation outcome. Moreover, novel features have been explored which enhanced the prediction performance. RESULTS: The results show that the well configured neural networks can predict renal transplant outcome with a sensitivity and specificity of higher than 86%. The results show creatinine is the most important risk factor that affects the renal transplantation outcome. CONCLUSION: The designed neural networks can properly predict the transplantation outcome with the accuracy of 86%. Recipient creatinine is the most important variable in the prediction of the renal outcome.


Assuntos
Falência Renal Crônica , Transplante de Rim , Humanos , Transplante de Rim/efeitos adversos , Creatinina , Rim , Redes Neurais de Computação , Falência Renal Crônica/cirurgia , Fatores de Risco
6.
J Turbomach ; 138(9)2016 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-31534303

RESUMO

Surface infrared thermography, hotwire anemometry, and thermocouple surveys were performed on two new film cooling hole geometries: spiral/rifled holes and fluidic sweeping holes. The spiral holes attempt to induce large-scale vorticity to the film cooling jet as it exits the hole to prevent the formation of the kidney shaped vortices commonly associated with film cooling jets. The fluidic sweeping hole uses a passive in-hole geometry to induce jet sweeping at frequencies that scale with blowing ratios. The spiral hole performance is compared to that of round holes with and without compound angles. The fluidic hole is of the diffusion class of holes and is therefore compared to a 777 hole and Square holes. A patent-pending spiral hole design showed the highest potential of the non-diffusion type hole configurations. Velocity contours and flow temperature were acquired at discreet cross-sections of the downstream flow field. The passive fluidic sweeping hole shows the most uniform cooling distribution but suffers from low span-averaged effectiveness levels due to enhanced mixing. The data was taken at a Reynolds number of 11,000 based on hole diameter and freestream velocity. Infrared thermography was taken for blowing ratios of 1.0, 1.5, 2.0, and 2.5 at a density ratio of 1.05. The flow inside the fluidic sweeping hole was studied using 3D unsteady RANS.

7.
9.
Zootaxa ; 3754: 353-80, 2014 Jan 16.
Artigo em Inglês | MEDLINE | ID: mdl-24869696

RESUMO

A survey on the genus Bracon Fabricius, 1804 was conducted in Hormozgan province, Southern Iran, during February 2011-July 2012. In all, 19 species belonging to seven subgenera were collected and identified, of which seven species and the subgenus Asiabracon Tobias, 1957 are recorded for first time from Iran. Bracon (Orthobracon) persiangulfensis Ameri, Beyarslan & Talebi sp. n. is newly described and illustrated from the Queshm island of Persian Gulf. Morphological characters of the new species were compared with the congeneric species. The newly recorded species from Iran were as follow: B. (Asiabracon) quardrimaculatus Telenga, 1936; B. (Bracon) kozak Telenga, 1936; B. (Glabrobracon) immutator Nees; B. (Habrobracon) telengai (Mulyarskaya, 1955); B. (Habrobracon) variegator Spinola, 1808; B. (Orthobracon) epitriptus Marshall, 1885 and B. (Orthobracon) exhilarator Nees, 1834. A key is presented for identification of Bracon species collected in Hormozgan province as well as an updated checklist of all Bracon species occurring in Iran.


Assuntos
Himenópteros/classificação , Animais , Feminino , Himenópteros/anatomia & histologia , Oceano Índico , Irã (Geográfico) , Ilhas , Masculino
10.
Medicine (Baltimore) ; 103(34): e39142, 2024 Aug 23.
Artigo em Inglês | MEDLINE | ID: mdl-39183421

RESUMO

BACKGROUND: Deferoxamine is a potent iron chelator that could remove iron from the virus, and severe acute respiratory syndrome coronavirus 2 requires iron to replication. Also, deferoxamine has antioxidant and cytokine-modulating effects. Therefore, we evaluated the efficacy and safety of deferoxamine in patients with moderate coronavirus disease 2019 (COVID-19). METHODS: In this randomized controlled trial, patients with moderate COVID-19 were randomly assigned in a 1:1 ratio to the deferoxamine group (received a solution of 500 mg deferoxamine divided into 4 doses a day through a nebulizer for 7 days) and the control group. The main outcomes were viral clearance, oxygen saturation (SPO2), body temperature, and respiratory rate (RR). Intensive care unit admission, hospital length of stay, and hospital mortality were also assessed. RESULTS: A total of 62 patients, with 30 in the deferoxamine group and 32 in the control group, were randomly assigned. There was no statistically significant improvement in viral clearance after the intervention ended in the deferoxamine group (36.7%) compared to the control group (34.4%). The results showed there was no significant difference between the analyzed groups in terms of SPO2, body temperature, RR, and the number of patients with a worse prognosis (SPO2 < 96%, temperature ≥ 37.5 °C, or RR ≥ 16/min) at the end of the study. There were no significant differences seen between the groups in terms of intensive care unit admission, hospital length of stay, hospital mortality, and the occurrence of adverse medication events during the follow-up period. CONCLUSION: Deferoxamine had no significant impact on improving moderately ill patients with COVID-19. However, it was well-tolerated in the patients, and this intervention demonstrated a safe profile of adverse events.


Assuntos
Tratamento Farmacológico da COVID-19 , Desferroxamina , SARS-CoV-2 , Humanos , Desferroxamina/uso terapêutico , Desferroxamina/administração & dosagem , Masculino , Feminino , Pessoa de Meia-Idade , COVID-19/mortalidade , Idoso , Tempo de Internação/estatística & dados numéricos , Resultado do Tratamento , Mortalidade Hospitalar , Adulto , Saturação de Oxigênio , Temperatura Corporal/efeitos dos fármacos
11.
Medicine (Baltimore) ; 103(8): e35549, 2024 Feb 23.
Artigo em Inglês | MEDLINE | ID: mdl-38394514

RESUMO

Coronavirus disease 2019 (COVID-19) vaccines are the most effective tools in managing the pandemic. However, the concern about these vaccines is the occurrence of unwanted adverse events (AEs). This study aimed to evaluate the short-term AEs of COVID-19 vaccines (Sputnik V, Astrazenka, and Sinopharm). A cross-sectional study using an online questionnaire was conducted among 321 vaccinated individuals. Demographic information, history of drug use, prior infection with COVID-19, the type of vaccine, vaccination stage, local injection site complication, systemic complication, and allergic reactions were collected and evaluated. Local complications, including pain and swelling at the injection site, and systemic complications, including fever, fatigue, lethargy, lymphadenopathy, and diarrhea, were reported after the injection of the AstraZeneca vaccine was more than the other 2 vaccines; The prevalence of fatigue and lethargy was higher than other systemic complications. The least reported complication was due to lymphadenopathy. The Sinopharm vaccine showed a lower prevalence of AEs than the other 2. The rare AEs, such as facial paralysis, nasal bleeding, and urticarial, were further reported after injection of the AstraZeneca vaccine. In general, the severity of systemic complications after the second dose of the vaccine was also higher than the first dose. All 3 vaccines were safe and tolerable. The most commonly reported AEs were injection site pain (local) and fatigue and lethargy (systemic). These expected AEs occurred shortly after vaccination and indicated an early immune response after vaccination.


Assuntos
COVID-19 , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos , Linfadenopatia , Vacinas , Humanos , Vacinas contra COVID-19/efeitos adversos , Letargia , Estudos Transversais , COVID-19/epidemiologia , COVID-19/prevenção & controle , Fadiga/epidemiologia , Fadiga/etiologia , Dor
12.
Avicenna J Med Biotechnol ; 16(2): 88-94, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38618504

RESUMO

Background: Exposure to pesticides is of concern to public health officials worldwide. Deltamethrin is a synthetic pyrethroid pesticide which is widely used in agriculture and veterinary medicine. Deltamethrin poisoning is always one of the concerns in medical centers due to the deltamethrin induced hepatotoxicity. This study evaluated the hepato-protective effects of N-acetylcysteine (NAC) against deltamethrin induced hepatotoxicity in mice. Methods: A total of 40 BALB/c male mice were randomly divided into four groups; the first group was used as a control (0.5 ml normal saline); Groups 2-4 were treated with NAC [160 mg/kg Body Weight (BW)], deltamethrin (50 mg/kg BW), and NAC plus deltamethrin. At 1 and 24 hr after treatment, the animals were sacrificed and blood and liver samples were obtained for analysis and the liver/body ration, hepatic enzymes as Aspartate aminotransferase (AST), Alanine Transaminase (ALT), Alkaline phosphatase (ALP), Lactate dehydrogenase (LDH), Glutathione (GSH) content and Reactive Oxygen Species (ROS) level were measured. For comparison between more than two experimental groups, one-way ANOVA following Tukey test was used by SPSS software. Results: The deltamethrin significantly increased AST, ALT, ALP, and the level of ROS level at the end of 1 and 24 hr after treatment; while the LDH level and GSH content were decreased. Mice in the deltamethrin treated group had a higher liver/body weight ratio than in other treated groups after 24 hr. On the other hand, NAC in combination with deltamethrin significantly reduced the activities of AST, ALT, ALP, and increased GSH levels. Conclusion: This study demonstrated that NAC has a hepatoprotective role against deltamethrin-induced toxicity.

13.
Medicine (Baltimore) ; 103(22): e38289, 2024 May 31.
Artigo em Inglês | MEDLINE | ID: mdl-39259072

RESUMO

BACKGROUND: Ginger, a potent antiviral, anti-inflammatory, and antioxidant remedy, is a potential therapeutic option for COVID-19. However, there was not enough clinical evidence about ginger and COVID-19. We evaluated the efficacy and safety of ginger on clinical and paraclinical features in outpatients with COVID-19. METHODS: In this randomized controlled trial, the outpatients with confirmed COVID-19 were randomly assigned in a 1:1 ratio to receive ginger (1000 mg 3 times a day for 7 days) or placebo. The primary outcome was viral clearance after the end of the intervention. Oxygen saturation (SPO2), body temperature, respiratory rate (RR), hospital admission, and the incidence of adverse events were also assessed. RESULTS: A total of 84 patients (42 in the ginger and 42 in the control groups) were randomized. The viral clearance was not statistically improved in the ginger group (41.6%) compared to the placebo group (42.8%). The findings indicated that SPO2, body temperature, and RR had no significant difference between the groups at the end of the intervention. The imaging finding indicated pulmonary infiltrate significantly reduced on the 7th day of the intervention in the ginger group. The percentage of patients with SPO2 <96% in the ginger group decreased over the study compared to the placebo group. Moreover, the need for hospital admission and the incidence of adverse drug events were not different between the groups over the follow-up period. CONCLUSIONS: Ginger had no significant impact on the clinical and paraclinical parameters of patients. However, this intervention demonstrated a safe profile of adverse events and reduced pulmonary infiltrate. TRIAL REGISTRATION: The trial was registered as IRCT20200506047323N1.


Assuntos
Tratamento Farmacológico da COVID-19 , COVID-19 , Extratos Vegetais , SARS-CoV-2 , Zingiber officinale , Humanos , Masculino , Feminino , Método Duplo-Cego , Pessoa de Meia-Idade , Extratos Vegetais/uso terapêutico , Extratos Vegetais/efeitos adversos , Adulto , Rizoma , Pacientes Ambulatoriais , Resultado do Tratamento , Antivirais/uso terapêutico , Idoso , Temperatura Corporal/efeitos dos fármacos
14.
Ginekol Pol ; 84(12): 1025-9, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24505949

RESUMO

OBJECTIVE: The epiphyses ossification centers appear late in gestation, when traditional biometric measurements are the least accurate, and they can be useful in determining third trimesters gestational age. To evaluate fetal distal femoral epiphysis (DFE) size in various ages of gestation and establish a reference chart for Iranian population. MATERIALS & METHODS: DFE diameter was measured in 1300 normal singleton pregnancies, between 28 and 40 weeks. Mean diameter in each week of gestation was evaluated. RESULTS: The DFE is not visualized in 28 weeks' gestation. It appeared in a small proportion of the fetuses (5%) as early as the 29th week. DFE was detectable by ultrasonography increased dramatically to 56% at 33 weeks' reaching 94% at 36 weeks and 100% at 37 weeks gestation. CONCLUSION: Ultrasonographic visualization of the distal femoral epiphyses ossification center is a useful marker of fetal third trimesters gestational age.


Assuntos
Determinação da Idade pelo Esqueleto/métodos , Epífises/diagnóstico por imagem , Epífises/embriologia , Fêmur/diagnóstico por imagem , Fêmur/embriologia , Idade Gestacional , Osteogênese/fisiologia , Adulto , Epífises/crescimento & desenvolvimento , Feminino , Fêmur/crescimento & desenvolvimento , Humanos , Irã (Geográfico) , Masculino , Gravidez , Terceiro Trimestre da Gravidez , Ultrassonografia
15.
Dose Response ; 21(4): 15593258231210432, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37900619

RESUMO

Purpose: Gamma knife radiosurgery (GKRS) delivers high-dose external radiation to a small intracranial lesion. However, scattering and leaked radiation can deposit a portion of the dose outside the radiation field, which may pose a risk to radiation-sensitive patients, such as pregnant women. Trigeminal Neuralgia (TN) is treated with one of the highest GKRS doses (80-90 Gy). This study aimed to estimate the risk of secondary cancer induction in the uterus, ovaries, thyroid gland, and eyes of TN patients undergoing GKRS. Methods: Radiation doses to the uterus, ovary, eyes, and thyroid gland were measured for 25 female TN patients, with a mean age of 35 years, utilizing Thermo Luminescent Dosimeters (TLD). Results: The mean absorbed dose for the uterus, ovary, thyroid gland, and eyes were .63 ± .24, .471 ± .2, 8.26 ± 1.01, and 10.64 ± 1.08 cGy, respectively. Lifetime Attributable Risk (LAR) has been calculated using BEIR VII (2006) method. LAR for the uterus, ovary, and thyroid gland was 1, 2, and 23, respectively. Conclusion: The results of this study and its comparison with standard values demonstrate that on average, mean doses to mentioned organs were smaller than their tolerance doses, and there is no limitation to treating patients suffering from TN by GK.

16.
Int J Prev Med ; 14: 125, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38264555

RESUMO

Bachground: Noise is one of the most important harmful factors in the environment. There are limited studies on the effect of noise loudness on brain signals and attention. The main objective of this study was to investigate the relationship between exposure to different loudness levels with brain index, types of attention, and subjective evaluation. Methods: Four noises with different loudness levels were generated. Sixty-four male students participated in this study. Each subject performed the integrated visual and auditory continuous performance test (IVA-2) test before and during exposure to noise loudness signals while their electroencephalography was recorded. Finally, the alpha-to-gamma ratio (AGR), five types of attention, and the subjective evaluation results were examined. Results: During exposure to loudness levels, the AGR and types of attention decreased while the NASA-Tax Load Index (NASA-TLX) scores increased. The noise exposure at lower loudness levels (65 and 75 phon) leads to greater attention dysfunction than at higher loudness. The AGR was significantly changed during exposure to 65 and 75 phon and audio stimuli. This significant change was observed in exposure at all loudness levels except 85 phon and visual stimuli. The divided and sustained attention changed significantly during exposure to all loudness levels and visual stimuli. The AGR had a significant inverse correlation with the total score of NASA-TLX during noise exposure. Conclusions: These results can lead to the design of methods to control the psychological effects of noise at specific frequencies (250 and 4000 Hz) and can prevent non-auditory damage to human cognitive performance in industrial and urban environments.

17.
Biomimetics (Basel) ; 8(1)2023 Feb 24.
Artigo em Inglês | MEDLINE | ID: mdl-36975322

RESUMO

This paper presents an investigation on the stiffness and energy absorption capabilities of three proposed biomimetic structures based on the internal architecture of a cornstalk. 3D printing was used to manufacture specimens using a tough and impact-resistant thermoplastic material, acrylonitrile butadiene styrene (ABS). The structural stiffness, maximum stress, densification strain, and energy absorption were extracted from the compression tests performed at a strain rate of 10-3 s-1. A numerical model was developed to analyse the behaviour of the biomimetic structures under compression loading. Further, a damage examination was conducted through optical microscopy and profilometry. The results showed that the cornstalk-inspired biomimetic structure exhibited a superior specific energy absorption (SEA) capability that was three times higher than that of the other core designs as reported in the literature.

18.
J Biomed Phys Eng ; 12(6): 559-568, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36569567

RESUMO

Background: The conventional procedure of skin-related disease detection is a visual inspection by a dermatologist or a primary care clinician, using a dermatoscope. The suspected patients with early signs of skin cancer are referred for biopsy and histopathological examination to ensure the correct diagnosis and the best treatment. Recent advancements in deep convolutional neural networks (CNNs) have achieved excellent performance in automated skin cancer classification with accuracy similar to that of dermatologists. However, such improvements are yet to bring about a clinically trusted and popular system for skin cancer detection. Objective: This study aimed to propose viable deep learning (DL) based method for the detection of skin cancer in lesion images, to help physicians in diagnosis. Material and Methods: In this analytical study, a novel DL based model was proposed, in which other than the lesion image, the patient's data, including the anatomical site of the lesion, age, and gender were used as the model input to predict the type of the lesion. An Inception-ResNet-v2 CNN pretrained for object recognition was employed in the proposed model. Results: Based on the results, the proposed method achieved promising performance for various skin conditions, and also using the patient's metadata in addition to the lesion image for classification improved the classification accuracy by at least 5% in all cases investigated. On a dataset of 57536 dermoscopic images, the proposed approach achieved an accuracy of 89.3%±1.1% in the discrimination of 4 major skin conditions and 94.5%±0.9% in the classification of benign vs. malignant lesions. Conclusion: The promising results highlight the efficacy of the proposed approach and indicate that the inclusion of the patient's metadata with the lesion image can enhance the skin cancer detection performance.

19.
IEEE J Biomed Health Inform ; 26(7): 2888-2897, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-35015656

RESUMO

Efficient storage and transmission of electromyogram (EMG) data are important for emerging applications such as telemedicine and big data, as a vital tool for further advancement of the field. However, due to limitations in internet speed and hardware resources, transmission and storage of EMG data are challenging. As a solution, this work proposes a new method for EMG data compression using deep convolutional autoencoders (CAE). Eight-channel EMG data from 10 subjects, and high-density EMG data from 18 subjects, were investigated for compression. The CAE architecture was designed to extract an abstract data representation that is heavily compressed, but from which the salient information for classification can be effectively reconstructed. The proposed method attained efficient compression; for CR = 1600, the average PRDN (percentage RMS difference normalized) was 31.5% and the wrist motions classification accuracy (CA) reduced roughly 5%. The CAE substantially outperformed the state-of-the-art high-efficiency video coding and a well-known wavelet-thresholding compression technique. Moreover, by reducing the bit-resolution of the CAE's compressed data from 24 bits to 6 bits, an additional 4-fold compression was achieved without significant degradation of the reconstruction performance. Furthermore, the CAE's inter-subject performance was promising; e.g., for CR = 1600, the PRDN for the inter-subject case was only 2.6% less than that of the within-subject performance. The powerful EMG compression performance with remarkable reconstruction results reflects the CAEs potential as an automatic end-to-end approach with the ability to learn the complete encoding and decoding process. Furthermore, the excellent inter-subject performance demonstrates the generalizability and usability of the proposed approach.


Assuntos
Compressão de Dados , Algoritmos , Compressão de Dados/métodos , Eletromiografia/métodos , Humanos , Redes Neurais de Computação , Processamento de Sinais Assistido por Computador
20.
Int Immunopharmacol ; 113(Pt A): 109334, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36327869

RESUMO

Breast cancer, the most common cancer in women worldwide, is curable in âˆ¼ 70-80 % of patients with early-stage, non-metastatic disorder. However, advanced breast cancer with distant organ metastases is incurable with available therapeutics. Thus, scientists have sought emerging strategies for treating metastatic breast cancers., Immune checkpoint inhibitors (ICIs) have represented a significant development in breast cancer immunotherapy. Now, targeting immune checkpoint molecules (e.g., programmed cell death protein 1 (PD-1) and programmed cell death ligand 1 (PD-L1)) have attracted increasing attention in the context of breast cancer therapy, chiefly triple-negative breast cancer (TNBC). Atezolizumab, a humanized IgG1 monoclonal antibody (mAb), has been designed to interfere with the binding of the PD-L1 ligand to its receptor. Targeting PD-L1 using atezolizumab potentiates T-cell responses to the tumor and consequently boosts tumor responses. The results of the IMpassion130 trial have recently led to the approval of the combination of atezolizumab and nab-paclitaxel to treat unresectable locally advanced or metastatic patients with PD-L1-positive TNBC. Herein, we summarize the clinical efficacy of atezolizumab in treating breast cancer and briefly discuss the possible immune-related adverse events (irAEs).


Assuntos
Antígeno B7-H1 , Neoplasias de Mama Triplo Negativas , Humanos , Feminino , Neoplasias de Mama Triplo Negativas/patologia , Ligantes , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico
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