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Purpose: Deep learning (DL) is widely used in dose prediction for radiation oncology, multiple DL techniques comparison is often lacking in the literature. To compare the performance of 4 state-of-the-art DL models in predicting the voxel-level dose distribution for cervical cancer volumetric modulated arc therapy (VMAT). Methods and Materials: A total of 261 patients' plans for cervical cancer were retrieved in this retrospective study. A three-channel feature map, consisting of a planning target volume (PTV) mask, organs at risk (OARs) mask, and CT image was fed into the three-dimensional (3D) U-Net and its 3 variants models. The data set was randomly divided into 80% as training-validation and 20% as testing set, respectively. The model performance was evaluated on the 52 testing patients by comparing the generated dose distributions against the clinical approved ground truth (GT) using mean absolute error (MAE), dose map difference (GT-predicted), clinical dosimetric indices, and dice similarity coefficients (DSC). Results: The 3D U-Net and its 3 variants DL models exhibited promising performance with a maximum MAE within the PTV 0.83% ± 0.67% in the UNETR model. The maximum MAE among the OARs is the left femoral head, which reached 6.95% ± 6.55%. For the body, the maximum MAE was observed in UNETR, which is 1.19 ± 0.86%, and the minimum MAE was 0.94 ± 0.85% for 3D U-Net. The average error of the Dmean difference for different OARs is within 2.5 Gy. The average error of V40 difference for the bladder and rectum is about 5%. The mean DSC under different isodose volumes was above 90%. Conclusions: DL models can predict the voxel-level dose distribution accurately for cervical cancer VMAT treatment plans. All models demonstrated almost analogous performance for voxel-wise dose prediction maps. Considering all voxels within the body, 3D U-Net showed the best performance. The state-of-the-art DL models are of great significance for further clinical applications of cervical cancer VMAT. [ABSTRACT FROM AUTHOR]

This paper presents a case study of a lithium battery and fuel cell integrated powertrain system for a renewable energy vehicle. The performance analysis includes evaluating the energy consumption of the vehicle and the efficiency of the power generation components. When driven solely by the lithium battery at average speeds of 15 km/h and 20 km/h, it was observed that speed significantly influences the travel distance of the vehicle, with higher speeds resulting in lower mileage. The energy efficiency rates were found to be 89.3% and 85.7% at speeds of 15 km/h and 20 km/h, respectively, indicating an 18.1% decrease in efficiency from low to higher speeds. When the lithium battery is solely charged by the hydrogen fuel cell, the efficiency under test conditions reaches approximately 32.5%. In the "FC + B + SC" driving mode, which combines the use of the lithium battery, fuel cell, and solar panel to power the vehicle, the travel range can be extended to 50.62 km and 42.05 km, respectively, representing an increase of over 50%, with overall efficiencies of 63.8% and 60.7%, respectively. This hybrid powertrain system exhibits rapid dynamic response, high energy and power density, and enables longer travel distances for the renewable energy vehicle. [ABSTRACT FROM AUTHOR]

Methylene blue dye has been widely used in many industries and usually released in natural water sources, which become a health thereat to human-beings and microbes. This paper demonstrates an oxidation method to remove methylene blue in water. The effect of natural organic matter humic acid, on the degradation of methylene blue using PMS was investigated. The results show that PMS could effectively degrade 50 mg/L methylene blue (>95%) when the PMS concentration was larger than 1.0 mM. Humic acid had either negative or positive impact on the degradation processes because of the co-existence of several competitive degradation mechanisms (I: humic acid competes with methylene blue for PMS; II: humic acid activates PMS to produce sulfate radicals; III: Cl–1 competes with methylene blue for sulfate radicals). This study is expected to provide valuable information to improve in situ remediation of dye-contaminated wastewater in the existence of natural organic matters.

A novel Fenton-like catalyst made of reduced graphene oxide-coated CuFeO2 (rGO-coated CuFeO2) was synthesized by the hydrothermal reaction method to remove terramycin from aqueous solutions. The catalytic degradation performance of rGO-coated CuFeO2 for terramycin was verified with H2O2 activation. The characterization reveals that rGO-coated CuFeO2 has a micro- and mesoporous structure, with groups such as C=C/C−C, CH2−CO, and HO−C=O found on the surface. The Fenton-like catalytic degradation of terramycin by rGO-coated CuFeO2 was in line with the pseudo-second-order kinetic model, and the elevated temperature accelerated the reaction. Terramycin was catalytically degraded by rGO-coated CuFeO2 in two steps: terramycin was first adsorbed by rGO, and then Fenton-like degradation took place on its surface. This research presents new insight into the design and fabrication of Fenton-like catalysts with enhanced performance. [ABSTRACT FROM AUTHOR]

Proteins in Jumonji family function as histone demethylases and participate in cardiac development. Jumonji domain containing 5 (JMJD5) is responsible for the embryonic development through removing methyl moieties from H3K36me2 histone, and has pro‐proliferative effect on heart and eye development. However, the protective role of JMJD5 against oxygen–glucose deprivation and reperfusion (OGD/R)‐induced injury in cardiomyocytes has not been fully understood. Firstly, myocardial ischemia/reperfusion (I/R) rat model was established by ligation of left coronary artery. OGD/R was performed in non‐transfected H9C2 or H9C2 transfected with pcDNA‐JMJD5 plasmid to induce cell cytotoxicity. Data from qRT‐PCR and western blot showed that JMJD5 was reduced in the heart tissues of myocardial I/R rat model and OGD/R‐induced H9C2. Secondly, JMJD5 over‐expression attenuated OGD/R‐induced decrease in cell viability and increase in lactate dehydrogenase secretion and cell apoptosis in H9C2. Mitophagy was promoted by pcDNA‐mediated over‐expression of JMJD5 with enhanced protein expression of LC3‐I, LC3‐II, Atg5, and Beclin 1. Thirdly, knockdown of JMJD5 aggravated OGD/R‐induced decrease in hypoxia‐inducible factor‐1α (HIF‐1α), whereas JMJD5 over‐expression enhanced BNIP3 (Bcl‐2/adenovirus E1B 19‐kDa interacting protein) through upregulation of HIF‐1α. Lastly, BNIP3 silencing promoted cell apoptosis, suppressed mitophagy, and attenuated the protective effects of JMJD5 over‐expression against OGD/R‐induced injury in H9C2. In conclusion, JMJD5 exerted protective effects against OGD/R‐induced injury in cardiomyocytes through upregulation of HIF‐1α‐BNIP3. [ABSTRACT FROM AUTHOR]

Essential tremor (ET) is the most common movement disorder. In recent years, there has been no breakthrough of drug therapy. Therefore, surgical methods have played an important role in the treatment of ET patients with ineffective drug treatment. Magnetic resonance - guided focused ultrasound (MRgFUS) has been increasingly researched and applied in the treatment of ET as a good replacement therapy of surgeries, because it has such advantages as noninvasiveness, non - ionizing radiation, and intraoperative real - time monitoring of target temperature and morphology. The development history of MRgFUS treatment in ET, treatment principles, target selection, clinical efficacy, side effects, comparison with other surgical methods, deficiencies and prospects were briefly reviewed in this article. [ABSTRACT FROM AUTHOR]