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1.
Eur J Med Res ; 29(1): 213, 2024 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-38561853

RESUMO

OBJECTIVES: This study aims to compare the diagnostic efficacy of metagenomic next-generation sequencing (mNGS) to traditional diagnostic methods in patients with lower respiratory tract infections (LRTIs), elucidate the etiological spectrum of these infections, and explore the impact of mNGS on guiding antimicrobial therapy. METHODS: We retrospectively analyzed data from 128 patients admitted to the Respiratory Department of Anqing 116 Hospital between July 2022 and July 2023. All patients had undergone both mNGS and conventional microbiological techniques (CMT) for LRTI diagnosis. We assessed the diagnostic performance of these methods and examined the influence of mNGS on antimicrobial decision-making. RESULTS: Overall, mNGS demonstrated superior sensitivity (96.8%) and accuracy (96.8%) compared to CMT. For Mycobacterium tuberculosis detection, the accuracy and sensitivity of mNGS was 88.8% and 77.6%, which was lower than the 94.7% sensitivity of the T-spot test and the 79.6% sensitivity of CMT. In fungal pathogen detection, mNGS showed excellent sensitivity (90.5%), specificity (86.7%), and accuracy (88.0%). Bacteria were the predominant pathogens detected (75.34%), with Mycobacterium tuberculosis (41.74%), Streptococcus pneumoniae (21.74%), and Haemophilus influenzae (16.52%) being most prevalent. Bacterial infections were most common (62.10%), followed by fungal and mixed infections (17.74%). Of the 118 patients whose treatment regimens were adjusted based on mNGS results, 102 (86.5%) improved, 7 (5.9%) did not respond favorably, and follow-up was lost for 9 patients (7.6%). CONCLUSIONS: mNGS offers rapid and precise pathogen detection for patients with suspected LRTIs and shows considerable promise in diagnosing Mycobacterium tuberculosis and fungal infections. By broadening the pathogen spectrum and identifying polymicrobial infections, mNGS can significantly inform and refine antibiotic therapy.


Assuntos
Anti-Infecciosos , Coinfecção , Mycobacterium tuberculosis , Infecções Respiratórias , Humanos , Estudos Retrospectivos , Infecções Respiratórias/diagnóstico , Infecções Respiratórias/tratamento farmacológico , Sequenciamento de Nucleotídeos em Larga Escala , Mycobacterium tuberculosis/genética , Sensibilidade e Especificidade
2.
IEEE Trans Neural Netw Learn Syst ; 34(6): 2923-2937, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-34596556

RESUMO

This article considers distributed optimization by a group of agents over an undirected network. The objective is to minimize the sum of a twice differentiable convex function and two possibly nonsmooth convex functions, one of which is composed of a bounded linear operator. A novel distributed primal-dual fixed point algorithm is proposed based on an adapted metric method, which exploits the second-order information of the differentiable convex function. Furthermore, by incorporating a randomized coordinate activation mechanism, we propose a randomized asynchronous iterative distributed algorithm that allows each agent to randomly and independently decide whether to perform an update or remain unchanged at each iteration, and thus alleviates the communication cost. Moreover, the proposed algorithms adopt nonidentical stepsizes to endow each agent with more independence. Numerical simulation results substantiate the feasibility of the proposed algorithms and the correctness of the theoretical results.

3.
IEEE Trans Neural Netw Learn Syst ; 34(11): 8802-8814, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-35254996

RESUMO

Magnetic resonance (MR) imaging plays an important role in clinical and brain exploration. However, limited by factors such as imaging hardware, scanning time, and cost, it is challenging to acquire high-resolution MR images clinically. In this article, fine perceptive generative adversarial networks (FP-GANs) are proposed to produce super-resolution (SR) MR images from the low-resolution counterparts. By adopting the divide-and-conquer scheme, FP-GANs are designed to deal with the low-frequency (LF) and high-frequency (HF) components of MR images separately and parallelly. Specifically, FP-GANs first decompose an MR image into LF global approximation and HF anatomical texture subbands in the wavelet domain. Then, each subband generative adversarial network (GAN) simultaneously concentrates on super-resolving the corresponding subband image. In generator, multiple residual-in-residual dense blocks are introduced for better feature extraction. In addition, the texture-enhancing module is designed to trade off the weight between global topology and detailed textures. Finally, the reconstruction of the whole image is considered by integrating inverse discrete wavelet transformation in FP-GANs. Comprehensive experiments on the MultiRes_7T and ADNI datasets demonstrate that the proposed model achieves finer structure recovery and outperforms the competing methods quantitatively and qualitatively. Moreover, FP-GANs further show the value by applying the SR results in classification tasks.

4.
Chaos ; 32(9): 093143, 2022 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-36182353

RESUMO

This study investigates Caputo-Hadamard fractional differential equations on time scales. The Hadamard fractional sum and difference are defined for the first time. A general logarithm function on time scales is used as a kernel function. New fractional difference equations and their equivalent fractional sum equations are presented by the use of fundamental theorems. Gronwall inequality, asymptotical stability conditions, and two discrete-time Mittag-Leffler functions of Hadamard type are obtained. Numerical schemes are provided and chaos in fractional discrete-time logistic equation and neural network equations are reported.

5.
Neural Comput ; 34(4): 971-990, 2022 03 23.
Artigo em Inglês | MEDLINE | ID: mdl-35231924

RESUMO

A neural network method for solving fractional diffusion equations is presented in this letter. An adaptive gradient descent method is proposed to minimize energy functions. Due to the memory effects of the fractional calculus, the gradient of energy function becomes much more complicated, and we suggest a simplified method. Numerical examples with one-layer and two-layer neurons show the effectiveness of the method.


Assuntos
Algoritmos , Redes Neurais de Computação , Neurônios
6.
Math Biosci Eng ; 19(12): 13276-13293, 2022 09 13.
Artigo em Inglês | MEDLINE | ID: mdl-36654046

RESUMO

Brain community detection is an efficient method to represent the communities of brain networks. However, time-variable functions of the brain and the intricate brain community structure impose a great challenge on it. In this paper, a time-sequential graph adversarial learning (TGAL) framework is proposed to detect brain communities and characterize the structure of communities from brain networks. In the framework, a novel time-sequential graph neural network is designed as an encoder to extract efficient graph representations by spatio-temporal attention mechanism. Since it is difficult to capture the community structure, the measurable modularity loss is used to optimize by maximizing the modularity of the community. In addition, the framework employs an adversarial scheme to guide the learning of representation. The effectiveness of our model is shown through experiments on the real-world brain network datasets, and the great performance of brain community detection demonstrates the advantage of the proposed framework.


Assuntos
Encéfalo , Aprendizagem , Encéfalo/diagnóstico por imagem , Redes Neurais de Computação
7.
Chaos ; 31(3): 031103, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33810742

RESUMO

The standard definition of the Riemann-Liouville integral is revisited. A new fractional integral is proposed with an exponential kernel. Furthermore, some useful properties such as composition relationship of the new fractional integral and Leibniz integral law are provided. Exact solutions of the fractional homogeneous equation and the non-homogeneous equations are given, respectively. Finally, a finite difference scheme is proposed for solving fractional nonlinear differential equations with exponential memory. The results show the efficiency and convenience of the new fractional derivative.

8.
IEEE Trans Neural Netw Learn Syst ; 32(12): 5723-5737, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33048761

RESUMO

In this article, we come up with a novel Nesterov gradient and heavy-ball double accelerated distributed synchronous optimization algorithm, called NHDA, and adopt a general asynchronous model to further propose an effective asynchronous algorithm, called ASY-NHDA, for distributed optimization problem over directed graphs, where each agent has access to a local objective function and computes the optimal solution via communicating only with its immediate neighbors. Our goal is to minimize a sum of all local objective functions satisfying strong convexity and Lipschitz continuity. Consider a general asynchronous model, where agents communicate with their immediate neighbors and start a new computation independently, that is, agents can communicate with their neighbors at any time without any coordination and use delayed information from their in-neighbors to compute a new update. Delays are arbitrary, unpredictable, and time-varying but bounded. The theoretical analysis of NHDA is based on analyzing the interaction among the consensus, the gradient tracking, and the optimization processes. As for the analysis of ASY-NHDA, we equivalently transform the asynchronous system into an augmented synchronous system without delays and prove its convergence through using the generalized small gain theorem. The results show that NHDA and ASY-NHDA converge to the optimal solution at a linear convergence as long as the largest step size is positive and less than an explicitly estimated upper bound, and the largest momentum parameter is nonnegative and less than an upper bound. Finally, we demonstrate the advantages of ASY-NHDA through simulations.

9.
Chaos ; 30(12): 121106, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33380011

RESUMO

The fractional derivative holds long-time memory effects or non-locality. It successfully depicts the dynamical systems with long-range interactions. However, it becomes challenging to investigate chaos in the deformed fractional discrete-time systems. This study turns to fractional quantum calculus on the time scale and reports chaos in fractional q-deformed maps. The discrete memory kernels are used, and a weight function approach is proposed for fractional modeling. Rich q-deformed dynamics are demonstrated, which shows the methodology's efficiency.

10.
J BUON ; 25(4): 1721-1727, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33099906

RESUMO

PURPOSE: To investigate the influence of circular ribonucleic acid thrombospondin-1 (circTHBS1) on the proliferation and apoptosis of non-small cell lung cancer (NSCLC) cells by sponging miR-129-5p and regulating the expression of SRY-box transcription factor 4 (SOX4). METHODS: Carcinoma and para-carcinoma specimens were collected from 40 NSCLC patients, and 25 pairs of specimens were obtained from patients with metastatic and non-metastatic NSCLC. After NSCLC cells were cultured, the proliferation was detected via cell counting kit-8 (CCK-8) and 5-Ethynyl-2'- deoxyuridine (EdU) assays, and the cell cycle and apoptosis rate were analyzed through flow cytometry. Finally, the action targets of circTHBS1 were determined using dual-luciferase reporter gene assay, and Western blotting assay was applied to measure the changes in protein levels. RESULTS: The expression of circTHBS1 was markedly higher in NSCLC patients than that in control group, and it was increased in patients with metastatic NSCLC compared with that in patients with non-metastatic NSCLC. Moreover, the proliferative ability of the cells was weakened notably after transfection with small interfering (Si)-CircTHBS1, but it was enhanced remarkably after transfection with CircTHBS1-overexpression vector (OE). There were complementary sites in circTHBS1 for the 3'-UTR of miR-129-5p, and the fluorescence intensity of wild-type circTHBS1 declined evidently after interacting with miR-129-5p. Besides, there was a putative binding site between miR-129-5p and SOX4, and SOX4 expression was decreased obviously after overexpressing miR-129-5p but increased following overexpression of circTHBS1. CONCLUSIONS: CircTHBS1 promotes the proliferation and inhibits the apoptosis of NSCLC cells through targeting miR-129-5p and regulating SOX4 expression.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/metabolismo , Neoplasias Pulmonares/metabolismo , MicroRNAs/metabolismo , RNA Circular/metabolismo , Fatores de Transcrição SOXC/biossíntese , Trombospondina 1/metabolismo , Apoptose/fisiologia , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/patologia , Proliferação de Células/fisiologia , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/patologia , MicroRNAs/genética , RNA Circular/genética , Fatores de Transcrição SOXC/metabolismo
11.
Chaos ; 29(8): 083103, 2019 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-31472503

RESUMO

New variable-order fractional chaotic systems are proposed in this paper. A concept of short memory is introduced where the initial point in the Caputo derivative is varied. The fractional order is defined by the use of a piecewise constant function which leads to rich chaotic dynamics. The predictor-corrector method is adopted, and numerical solutions of fractional delay equations are obtained. Then, this concept is extended to fractional difference equations, and generalized chaotic behaviors are discussed numerically. Finally, the new fractional chaotic models are applied to block image encryption and each block has a different fractional order. The new chaotic system improves security of the image encryption and saves the encryption time greatly.

12.
J Cardiothorac Surg ; 14(1): 155, 2019 Aug 28.
Artigo em Inglês | MEDLINE | ID: mdl-31455391

RESUMO

BACKGROUND: This study aimed to study the clinical efficacy of argon plasma coagulation plus cryotherapy for central airway stenosis caused by lung cancer. METHODS: The clinical data of 177 patients with central airway stenosis caused by lung cancer received surgery from June, 2017 to July 2018 were retrospectively analyzed. According to different treatments, 43 patients received cryotherapy were included in the control group, while 134 patients received argon plasma coagulation plus cryotherapy were in the observation group. After propensity score matching, patients in the two groups were in a 1:1 ratio. The Karnofsky score, partial pressure of oxygen (PaO2), arterial oxygen saturation (SaO2), partial pressure of arterial carbon dioxide (PaCO2) and adverse reactions in patients were analyzed one week before and after treatment. Besides, the survival rates of the two groups were compared. RESULTS: After propensity score matching, the baseline data were not significantly different between the two groups. The post-treatment Karnofsky scores in the two groups were significantly higher than those of before treatment, and the post-treatment score of the observation group was higher than that of the control group (all P < 0.05). The post-treatment PaO2 and SaO2 in the observation group were both higher than those of the control group; while the PaCO2 in the observation group was significantly lower than that of the control group (all P < 0.05). In the observation group, the levels of PaO2 and SaO2 were significantly higher, and the level of PaCO2 was significantly lower after treatment than those of before treatment (all P < 0.05). The rates of completely effective and mild effective in the observation group were significantly higher than those in the control group (both P < 0.05). The incidences of bleeding, arrhythmia and fever in the observation group were significantly lower than those in the control group (all P < 0.05). The survival rate was significantly higher in the observation group (72.09%) than in the control group (51.16%). CONCLUSIONS: Argon plasma coagulation combined with cryotherapy can significantly alleviate the central airway stenosis caused by lung cancer, reduce the incidence of adverse reactions, and improve prognosis in patients.


Assuntos
Obstrução das Vias Respiratórias/cirurgia , Coagulação com Plasma de Argônio/métodos , Crioterapia/métodos , Neoplasias Pulmonares/complicações , Adulto , Idoso , Obstrução das Vias Respiratórias/diagnóstico , Obstrução das Vias Respiratórias/etiologia , Feminino , Humanos , Neoplasias Pulmonares/diagnóstico , Masculino , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Prognóstico , Estudos Retrospectivos , Resultado do Tratamento
13.
Altern Ther Health Med ; 23(1): 20-25, 2017 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-28160760

RESUMO

Context • Wrist-ankle acupuncture (WAA) has been used to relieve both chronic and acute pain in China. Some research has shown that WAA can increase the pain thresholds in pain patients, but the ability of WAA to affect the pain thresholds in healthy adults is unknown. Objective • The study intended to assess the influence of WAA on the pain thresholds of healthy adults. Design • This is an observational study. Setting • This study was conducted in the School of Traditional Chinese Medicine at the Second Military Medical University (Shanghai, China). Participants • Participants were 50 healthy university students aged 19-23 y. Intervention • In the theory of WAA, each side of the body and each limb are longitudinally divided into 6 regions, with 1 needling point defined for each region at the wrist or ankle. The theory indicates that needling a point should relieve pain in a point's corresponding region. For the study, a needle was inserted and retained for 30 min in the Upper 2 point of the left wrist of each participant. Outcome Measures • The pressure pain threshold was measured by a handheld algometer at a position in the left Upper 2 region corresponding to the site of the needling and at positions in the right Upper 2 region as well as the left and right Upper 3 regions not corresponding to the site of the needling. The measurements were taken at 40 min before needling, 5 min after needling, 30 min after needling when the needles were removed, and 70 min after needling. Results • The immediate influence of the WAA on the pain threshold was not significant at 5 min after needling (P > .05). However, at 30 min after needling when the needles were removed, the increases in the pain thresholds were statistically significant when compared to those at 40 min before needling, which were the measurements at baseline (P ≤ .01). At 70 min after needling, the pain thresholds remained higher than those at 40 min before needling (P < .05). From 40 min before needling to 70 min after needling, the pain thresholds in the different positions showed a continuous increase. Conclusions • The WAA had an analgesic effect on pressure-induced pain not only in the corresponding but also in the noncorresponding regions of the needling point in healthy adults. The immediate analgesic effect of the WAA at 5 min after needling was not obvious, but the effects at 30 min and 70 min after needling were statistically significant.


Assuntos
Pontos de Acupuntura , Terapia por Acupuntura/métodos , Tornozelo , Limiar da Dor , Punho , Adulto , China , Humanos , Adulto Jovem
14.
Chaos ; 26(8): 084308, 2016 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-27586625

RESUMO

A Riesz difference is defined by the use of the Riemann-Liouville differences on time scales. Then the definition is considered for discrete fractional modelling. A lattice fractional equation method is proposed among which the space variable is defined on discrete domains. Finite memory effects are introduced into the lattice system and the numerical formulae are given. Adomian decomposition method is adopted to solve the fractional partial difference equations numerically.

15.
Ai Zheng ; 27(8): 874-8, 2008 Aug.
Artigo em Chinês | MEDLINE | ID: mdl-18710625

RESUMO

BACKGROUND & OBJECTIVE: Up-regulation of a disintegrin and metalloprotease 8 (ADAM8) is correlated with genesis, progression, invasion, and metastasis of tumors. However, the expression of ADAM8, especially its correlation to epidermal growth factor receptor (EGFR), has seldom been reported in non-small cell lung cancer (NSCLC). This study was to investigate expressions of ADAM8 and EGFR in NSCLC, and to analyze their correlations. METHODS: Expressions of ADAM8 and EGFR in 49 specimens of NSCLC, 28 specimens of adjacent lung tissues and 13 specimens of benign lung tissues were detected using tissue microarray (TMA) and immunohistochemistry (IHC). The interrelationship between the two factors and their correlations to clinicopathologic features of NSCLC were analyzed. RESULTS: ADAM8 and EGFR were mainly expressed in the cytoplasm and on the cell membrane. The positive rates of ADAM8 and EGFR were significantly higher in NSCLC than in adjacent lung tissues and benign lung tissues (73.5% vs. 10.7% and 15.4%, 69.4% vs. 14.2% and 23.1%, P<0.01). The positive rates of ADAM8 and EGFR were slightly lower in squamous cell carcinoma than in adenocarcinoma (73.1% vs. 80.0%, 65.4% vs. 75.0%, P>0.05), while were significantly higher in stage N1-N3 NSCLC than in stage N0 (85.7% vs. 42.8%, 82.8 vs. 35.7%, P<0.01) and significantly higher in stage III-IV NSCLC than in stage I-II (90.0% vs. 62.1%, 90.0% vs. 65.5%, P<0.05). The expression of ADAM8 was positively correlated to EGFR (r=0.589, P<0.01), with a kappa value of 0.522. CONCLUSION: ADAM8 and EGFR are overexpressed in NSCLC, and their expressions are consistent.


Assuntos
Proteínas ADAM/metabolismo , Carcinoma Pulmonar de Células não Pequenas/metabolismo , Receptores ErbB/metabolismo , Neoplasias Pulmonares/metabolismo , Proteínas de Membrana/metabolismo , Adenocarcinoma/metabolismo , Adenocarcinoma/patologia , Idoso , Carcinoma Pulmonar de Células não Pequenas/patologia , Carcinoma de Células Escamosas/metabolismo , Carcinoma de Células Escamosas/patologia , Membrana Celular/metabolismo , Citoplasma/metabolismo , Feminino , Humanos , Neoplasias Pulmonares/patologia , Metástase Linfática , Masculino , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Regulação para Cima
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