CSwin2SR: Circular Swin2SR for Compressed Image Super-Resolution

Closed-loop negative feedback mechanism is extensively utilized in automatic control systems and brings about extraordinary dynamic and static performance. In order to further improve the reconstruction capability of current methods of compressed image super-resolution, a circular Swin2SR (CSwin2SR) approach is proposed. The CSwin2SR contains a serial Swin2SR for initial super-resolution reestablishment and circular Swin2SR for enhanced super-resolution reestablishment. Simulated experimental results show that the proposed CSwin2SR dramatically outperforms the classical Swin2SR in the capacity of super-resolution recovery. On DIV2K test and valid datasets, the average increment of PSNR is greater than 1dB and the related average increment of SSIM is greater than 0.006

CMISR: Circular Medical Image Super-Resolution

Classical methods of medical image super-resolution (MISR) utilize open-loop architecture with implicit under-resolution (UR) unit and explicit super-resolution (SR) unit. The UR unit can always be given, assumed, or estimated, while the SR unit is elaborately designed according to various SR algorithms. The closed-loop feedback mechanism is widely employed in current MISR approaches and can efficiently improve their performance. The feedback mechanism may be divided into two categories: local and global feedback. Therefore, this paper proposes a global feedback-based closed-cycle framework, circular MISR (CMISR), with unambiguous UR and SR elements. Mathematical model and closed-loop equation of CMISR are built. Mathematical proof with Taylor-series approximation indicates that CMISR has zero recovery error in steady-state. In addition, CMISR holds plug-and-play characteristic which can be established on any existing MISR algorithms. Five CMISR algorithms are respectively proposed based on the state-of-the-art open-loop MISR algorithms. Experimental results with three scale factors and on three open medical image datasets show that CMISR is superior to MISR in reconstruction performance and is particularly suited to medical images with strong edges or intense contrast

Cascade Decoders-Based Autoencoders for Image Reconstruction

Autoencoders are composed of coding and decoding units, hence they hold the inherent potential of high-performance data compression and signal compressed sensing. The main disadvantages of current autoencoders comprise the following several aspects: the research objective is not data reconstruction but feature representation; the performance evaluation of data recovery is neglected; it is hard to achieve lossless data reconstruction by pure autoencoders, even by pure deep learning. This paper aims for image reconstruction of autoencoders, employs cascade decoders-based autoencoders, perfects the performance of image reconstruction, approaches gradually lossless image recovery, and provides solid theory and application basis for autoencoders-based image compression and compressed sensing. The proposed serial decoders-based autoencoders include the architectures of multi-level decoders and the related optimization algorithms. The cascade decoders consist of general decoders, residual decoders, adversarial decoders and their combinations. It is evaluated by the experimental results that the proposed autoencoders outperform the classical autoencoders in the performance of image reconstruction

Factores determinantes del éxito en la carrera de enfermeras actuantes en tecnología de reproducción asistida

Objetivo: examinar la relación entre éxito en la carrera y ambiente de trabajo con enfermeras actuantes en tecnología de reproducción asistida (TRA), e identificar factores que afectan su éxito en la carrera. Método: estudio transversal realizado en 53 centros de fertilidad de 26 provincias en la China Continental. Datos recolectados utilizando cuestionario de datos demográficos, un Cuestionario de Competencias de TRA para Enfermeras Especializadas, la Career-Success Scale (Escala de éxito profesional) y la Nursing Work Environment Scale (Escala del entorno de trabajo de enfermería). Se aplicó estadística inferencial y descriptiva. Resultados: 597 enfermeras actuantes en TRA participaron en nuestra encuesta, entregando 555 cuestionarios válidos. Los puntajes generales promedio de éxito en la carrera y ambiente de trabajo fueron 3,75 (desviación estándar, [DE]=1,01) y 3,42 (DE=0,77) respectivamente. Se observó fuerte correlación positiva entre éxito en la carrera y ambiente de trabajo (r=0,742; p<0,01). La regresión múltiple mostró que la concurrencia a conferencias académicas, atención psicológica, desarrollo profesional, apoyo y cuidado, salario y bienestar constituyeron factores significantes con influencia en el éxito en la carrera. Conclusión: la concurrencia a conferencias académicas, atención psicológica y ambiente de trabajo guardan relación positiva con el éxito en la carrera. Los gestores deberían considerar formas de abordar tales factores.Objetivo: examinar a relação entre o sucesso profissional e o ambiente de trabalho de enfermeiros da área de tecnologia de reprodução assistida e identificar os fatores que afetaram tal sucesso. Método: estudo transversal conduzido em 53 centros de fertilidade em 26 províncias da China Continental. Os dados foram coletados por meio de um questionário demográfico, um questionário sobre competências de enfermagem especializada em tecnologias de reprodução assistida, da Career-Success Scale (Escala de Sucesso Profissional) e da Nursing Work Environment Scale (Escala do Ambiente de Trabalho na Enfermagem). Aplicaram-se análises de estatística descritiva e inferencial. Resultados: participaram do estudo 597 enfermeiros da área de tecnologia de reprodução assistida, e 555 questionários válidos foram coletados. As pontuações globais médias para o sucesso profissional e o ambiente de trabalho foram 3,75 [desvio padrão (DP) = 1,01] e 3,42 (DP = 0,77), respectivamente. Verificou-se forte correlação positiva entre o sucesso profissional e o ambiente de trabalho (r = 0,742; p < 0,01). A análise de regressão múltipla mostrou que a participação em eventos acadêmicos, a assistência psicológica, o desenvolvimento profissional, o apoio e os cuidados, e o salário e o bem-estar foram fatores que influenciaram significativamente o sucesso profissional. Conclusão: a participação em eventos acadêmicos, a assistência psicológica e o ambiente de trabalho mostraram correlação positiva com o sucesso profissional. Os gestores deveriam considerar formas de abordar esses fatores.Objective: to examine the relationship between career success and work environment of nurses who practice in assisted reproductive technology and to identify factors that affect career success. Method: a cross-sectional study conducted in 53 fertility centres in 26 provinces in mainland China. Data were collected using a demographic data questionnaire, a specialised nursing competence questionnaire, the Career-Success Scale, and the Nursing Work Environment Scale. Descriptive and inferential statistics were applied. Results: 597 assisted reproductive technology nurses participated in our survey, and 555 valid questionnaires were collected. Theoverall mean scores for career success and work environment were 3.75 [standard deviation (SD) = 1.01] and 3.42 (SD = 0.77) respectively. There was a strong positive correlation between career success and work environment (r = 0.742, p < 0.01). Multiple regression showed that attending academic conferences, psychological care, professional development, support and care, salary, and welfare were significant factors that influence career success. Conclusion: attending academic conferences, psychological care, and work environment are positively related to career success. Administrators should consider ways to address these factors

Enhancing hepatic glycolysis reduces obesity differential effects on lipogenesis depend on site of glycolytic modulation

Summary Reducing obesity requires an elevation of energy expenditure and/or a suppression of food intake. Here we show that enhancing hepatic glycolysis reduces body weight and adiposity in obese mice. Overexpression of glucokinase or 6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase is used to increase hepatic glycolysis. Either of the two treatments produces similar increases in rates of fatty acid oxidation in extrahepatic tissues, i.e., skeletal muscle, leading to an elevation of energy expenditure. However, only 6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase overexpression causes a suppression of food intake and a decrease in hypothalamic neuropeptide Y expression, contributing to a more pronounced reduction of body weight with this treatment. Furthermore, the two treatments cause differential lipid profiles due to opposite effects on hepatic lipogenesis, associated with distinct phosphorylation states of carbohydrate response element binding protein and AMP-activated protein kinase. The step at which hepatic glycolysis is enhanced dramatically influences overall whole-body energy balance and lipid profiles

PFKFB3 Control of Cancer Growth by Responding to Circadian Clock Outputs

Circadian clock dysregulation promotes cancer growth. Here we show that PFKFB3, the gene that encodes for inducible 6-phosphofructo-2-kinase as an essential supporting enzyme of cancer cell survival through stimulating glycolysis, mediates circadian control of carcinogenesis. In patients with tongue cancers, PFKFB3 expression in both cancers and its surrounding tissues was increased significantly compared with that in the control, and was accompanied with dys-regulated expression of core circadian genes. In the in vitro systems, SCC9 tongue cancer cells displayed rhythmic expression of PFKFB3 and CLOCK that was distinct from control KC cells. Furthermore, PFKFB3 expression in SCC9 cells was stimulated by CLOCK through binding and enhancing the transcription activity of PFKFB3 promoter. Inhibition of PFKFB3 at zeitgeber time 7 (ZT7), but not at ZT19 caused significant decreases in lactate production and in cell proliferation. Consistently, PFKFB3 inhibition in mice at circadian time (CT) 7, but not CT19 significantly reduced the growth of implanted neoplasms. Taken together, these findings demonstrate PFKFB3 as a mediator of circadian control of cancer growth, thereby highlighting the importance of time-based PFKFB3 inhibition in cancer treatment.China National Science Foundation [31110103905, 31422022]; National Institutes of Health [HL108922, HL095556, R01DK095828, R01DK095862]; Hatch Program of the National Institutes of Food and Agriculture (NIFA)SCI(E)[email protected]; [email protected]

Discovery of TIGIT inhibitors based on DEL and machine learning

Drug discovery has entered a new period of vigorous development with advanced technologies such as DNA-encoded library (DEL) and artificial intelligence (AI). The previous DEL-AI combination has been successfully applied in the drug discovery of classical kinase and receptor targets mainly based on the known scaffold. So far, there is no report of the DEL-AI combination on inhibitors targeting protein-protein interaction, including those undruggable targets with few or unknown active scaffolds. Here, we applied DEL technology on the T cell immunoglobulin and ITIM domain (TIGIT) target, resulting in the unique hit compound 1 (IC50 = 20.7 μM). Based on the screening data from DEL and hit derivatives a1-a34, a machine learning (ML) modeling process was established to address the challenge of poor sample distribution uniformity, which is also frequently encountered in DEL screening on new targets. In the end, the established ML model achieved a satisfactory hit rate of about 75% for derivatives in a high-scored area

Berberine Ameliorates Hepatic Steatosis and Suppresses Liver and Adipose Tissue Inflammation in Mice with Diet-induced Obesity

Increasing evidence demonstrates that berberine (BBR) is beneficial for obesity-associated nonalcoholic fatty liver disease (NAFLD). However, it remains to be elucidated how BBR improves aspects of NAFLD. Here we revealed an AMP-activated protein kinase (AMPK)-independent mechanism for BBR to suppress obesity-associated inflammation and improve hepatic steatosis. In C57BL/6J mice fed a high-fat diet (HFD), treatment with BBR decreased inflammation in both the liver and adipose tissue as indicated by reduction of the phosphorylation state of JNK1 and the mRNA levels of proinflammatory cytokines. BBR treatment also decreased hepatic steatosis, as well as the expression of acetyl-CoA carboxylase and fatty acid synthase. Interestingly, treatment with BBR did not significantly alter the phosphorylation state of AMPK in both the liver and adipose tissue of HFD-fed mice. Consistently, BBR treatment significantly decreased the phosphorylation state of JNK1 in both hepatoma H4IIE cells and mouse primary hepatocytes in both dose-dependent and time-dependent manners, which was independent of AMPK phosphorylation. BBR treatment also caused a decrease in palmitate-induced fat deposition in primary mouse hepatocytes. Taken together, these results suggest that BBR actions on improving aspects of NAFLD are largely attributable to BBR suppression of inflammation, which is independent of AMPK.National Institutes of Health [HL108922, HL095556, R01DK095828, R01DK095862]; National Natural Science Foundation of China [81100562/H0711]; Hatch Program of the National Institutes of Food and Agriculture (NIFA)SCI(E)[email protected]; [email protected]

Indole Alleviates Diet-induced Hepatic Steatosis and Inflammation in a Manner Involving Myeloid Cell PFKFB3

Background and aims: Indole is a microbiota metabolite that exerts anti-inflammatory responses. However, the relevance of indole to human non-alcoholic fatty liver disease (NAFLD) is not clear. It also remains largely unknown whether and how indole acts to protect against NAFLD. The present study sought to examine the association between the circulating levels of indole and liver fat content in human subjects and explore the mechanisms underlying indole actions in mice with diet-induced NAFLD. Approach and results: In a cohort of 137 subjects, the circulating levels of indole were reversely correlated with body mass index. In addition, the circulating levels of indole in obese subjects were significantly lower than those in lean subjects and were accompanied with increased liver fat content. At the whole-animal level, treatment of high-fat diet (HFD)-fed C57BL/6J mice with indole caused significant decreases in the severity of hepatic steatosis and inflammation. In cultured cells, indole treatment stimulated the expression of 6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 3 (PFKFB3), a master regulatory gene of glycolysis, and suppressed macrophage proinflammatory activation in a PFKFB3-dependent manner. Moreover, myeloid cell-specific PFKFB3 disruption exacerbated the severity of HFD-induced hepatic steatosis and inflammation and blunted the effect of indole on alleviating diet-induced NAFLD phenotype. Conclusions: Taken together, our results demonstrate that indole is relevant to human NAFLD and capable of alleviating diet-induced NAFLD phenotypes in mice in a myeloid cell PFKFB3-dependent manner. Therefore, indole mimetic and/or macrophage-specific PFKFB3 activation may be the viable preventive and/or therapeutic approaches for inflammation-associated diseases including NAFLD