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The performance of supervised deep learning-based denoising methods relies on massive amounts of high-quality training data set with labels. However, data labelling is a time-consuming and tedious process, and the lack of labelled data set has become a major bottleneck affecting the development of supervised deep learning-based denoising methods. In recent years, denoising methods that only use unlabelled noisy data set for training have received more and more attention. Although these methods get rid of the dependence on labels, they usually have some specific requirements on the training data set. For example, the paired training data are required to be multiple noisy observations for each scene or obey a specific noise distribution, etc., which are often very challenging to meet in practical applications. In this study, we propose an improved self-supervised denoising framework based on Noise2Noise that only uses noisy seismic data set for training, and we name it sample2sample. The proposed denoising framework does not require multiple repeated acquisitions of seismic data to obtain multiple independent noisy observations for each scene used for training, and has no specific requirement for the noise distribution prior. Specifically, we introduce a random sampler to generate paired subsamples from some individual noisy seismic data for training. The corresponding elements in the two paired subsamples are adjacent in the original seismic data and approximately meet the training premise of Noise2Noise, that is the paired training data have the same signal. In addition, considering that there are some subtle differences in the signals of the paired subsamples generated by sampling, we also introduce a regularization loss to compensate for this. We conducted a qualitative and quantitative analysis of the denoising performance of the proposed method through further experiments, including synthetic data experiments and field data experiments. [ABSTRACT FROM AUTHOR]

Membrane separation technology was used to separate and purify the microwave-assisted oxalic acid extraction of soy hull polysaccharides (MOSP) in order to obtain samples of different molecular weights. The emulsification characteristics of the MOSP were investigated including protein adsorption, polysaccharide adsorption, interfacial tension, emulsion index, and particle size; optical microscopy and Phenom electron microscopy were used to elucidate the emulsion structures. In addition, Fourier transform infrared spectroscopy (FT-IR), atomic force microscopy (AFM), and high-performance gelfiltration chromatography (HPGFC) were used to study the differences in the components and structures of MOSP in different molecular weights. The molecular weight had several important effects on the emulsifying properties of MOSP. The adsorption capacities of the emulsion droplets containing low molecular weight MOSP (L-MOSP), middle molecular weight MOSP (M-MOSP), and high molecular weight MOSP (H-MOSP) were relatively low, and those of H-MOSP were slightly higher than those of L-MOSP. With extended storage time, the particle sizes of the emulsions rich in L-MOSP, M-MOSP, and H-MOSP increased. L-MOSP, M-MOSP, and H-MOSP were mainly composed of furans. The conformation of the molecular chain was spherical. The emulsions formed with H-MOSP were the most stable. [ABSTRACT FROM AUTHOR]

The fertilization model is an important breakthrough in the field of nutrient management for high quality crop production. However, there are few studies on the flue-cured tobacco fertilization model. In this study eight plots were selected, for use in a fertilization experiment to determine the optimal nitrogen, phosphorus and potassium fertilizer application amounts for flue-cured tobacco planting in the Southwest China. Based on parameters such as the nutrient requirements, fertilizer utilization rate, and soil nutrient correction coefficient of flue-cured tobacco, the curves of N, P2O5, K2O and their corresponding nutrient correction coefficients were constructed. We fitted a non-linear curve model using soil parameters, i.e. yield per area, nutrient requirements and fertilizer utilization rate, etc. The result showed that the recommended fertilization models are N = 0.091×Y - 149.505×SN 0.029; P2O5 = 0.072×Y - 11.595×SP 0.749; K2O = 0.199×Y - 55.924×SK 0.351. The validation of the experiments showed that the yield of the flue-cured tobacco reached about 2,700 kg ha-1. In addition, the recommended amount of fertilization was 30% less than the conventional fertilizer application. Therefore, the recommended amount will lower the production cost, reduce the environmental pollution caused by excess soil fertility, and promote the sustainable development of flue-cured tobacco planting. [ABSTRACT FROM AUTHOR]

Effects of straw application on amino sugars (a significant soil organic matter pool) in upland fields have received much attention, however, those in paddy fields remain unknown. We conducted a three-year experiment including three treatments: one without straw application (CK) and straw application at rates of 2500 (SA1) and 5000 (SA2) kg ha-1 yr-1. SA2 stimulated a higher increase in glucosamine (GluN), muramic acid (MurA), galactosamine (GalN), fungal-derived GluN (GluNF), and total amino sugars than SA1 in the rhizosphere and bulk soil in the first year. Generally, the positive effects of SA1 and SA2 on amino sugars did not differ in the last two years. Rhizosphere soil maintained a significantly higher content of MurA at 10.95%-16.35% than bulk soil. In total, rhizosphere soil accumulated insignificantly more GluN, GluNF, and total amino sugars than the bulk soil, indicating a limited positive effect of the rhizosphere on microbial-derived carbon. SA1 and SA2 notably increased the ratio of GluNF/MurA in bulk soil, implying that straw application increased the relative contribution of fungal-derived residues to soil organic carbon. This work may contribute to understanding the effect of straw applications on microbial residues and their contribution to soil organic carbon in paddy fields. [ABSTRACT FROM AUTHOR]

OBJECTIVE: Osteogenic differentiation of bone marrow stromal stem cells (BMSCs) is beneficial to the treatment of osteoarthritis (OA). Lnc-RNA BLACAT1 involves in occurrence and development of various diseases. However, the role of Lnc-RNA BLACAT1 in BMSCs differentiation under inflammation remains unclear. MATERIALS AND METHODS: Rat BMSCs were isolated and randomly divided into control group and inflammation group (addition of IL- 6). The inflammation group was further divided into BLACAT1 siRNA group and BLACAT1 siRNA+miR-142-5p inhibitor group, followed by analysis of Lnc-RNA BLACAT1 expression by real time PCR, BMSCs proliferation, Caspase 3 activity, ALP activity, expression of Runx2, OC and PPARγ2 by real time PCR, and secretion of TNF-α and IL-1β by enzyme-linked immunosorbent assay (ELISA). The bioinformatics software and the Luciferase reporter system analyze the targeted relationship between BLACAT1 and miR-142-5p. RESULTS: In inflammation group, Lnc-BLACAT1 expression was increased, along with inhibited BMSCs proliferation, increased Caspase 3 activity, decreased ALP activity, and expression of Runx2 and OC, increased PPARγ2 expression and secretion of TNF-α and IL-1β. The difference was statistically significant compared with control group (p<0.05). MiR-142-5p is the target miRNA of Lnc-RNA BLACAT1. BLACAT1 siRNA down-regulated BLACAT1 expression, promoted cell proliferation, inhibited Caspase 3 activity, increased ALP activity and Runx2 and OC expression, decreased PPARγ2 expression and TNF-α and IL-1β secretion. Compared with inflammation group, the difference was statistically significant (p<0.05). Of note, BLACAT1 siRNA+miR-142-5p inhibitor group reversed the effect of siRNA-mediated knockdown of BLACAT1. CONCLUSIONS: L nc-RNA B LACAT1 e xpression was increased in inflammatory BMSCs, and knockdown of BLACAT1 promoted proliferation and osteogenic differentiation of BMSCs targeting miR-142-5p. [ABSTRACT FROM AUTHOR]

Rumen-protected betaine (RPB) can enhance betaine absorption in the small intestine of ruminants, while betaine can alter fat distribution and has the potential to affect the meat quality of livestock. Hence, we hypothesized that RPB might also affect the meat quality of lambs. Sixty male Hu sheep of similar weight (30.47 ± 2.04 kg) were selected and randomly subjected to five different treatments. The sheep were fed a control diet (control treatment, CTL); 1.1 g/day unprotected-betaine supplemented diet (UPB); or doses of 1.1 g/day (low RPB treatment; L-PB), 2.2 g/day (middle RPB treatment; M-PB) or 3.3 g/day (high RPB treatment; H-PB) RPB-supplemented diet for 70 days. Slaughter performance, meat quality, fatty acid and amino acid content in the longissimus dorsi (LD) muscle, shoulder muscle (SM) and gluteus muscle (GM) were measured. Compared with CTL, betaine (including UPB and RPB) supplementation increased the average daily weight gain (ADG) (P < 0.05) and average daily feed intake (P < 0.01) of lambs. Rumen-protected betaine increased ADG (P < 0.05) compared with UPB. With increasing RPB doses, the eye muscle area of the lambs linearly increased (P < 0.05). Compared with CTL, betaine supplementation decreased water loss (P < 0.05) in SM and increased pH24 in the SM (P < 0.05) and GM (P < 0.05). Compared with UPB, RPB decreased water loss in the GM (P < 0.01), decreased shear force (P < 0.05) in the LD and SM and increased the pH of the meat 24 h after slaughter (pH 24 ). With increasing RPB doses, the shear force and b* value in the LD linearly decreased (P < 0.05), and the pH24 of the meat quadratically increased (P < 0.05). Compared with CTL, betaine supplementation increased the polyunsaturated fatty acid in the GM (P < 0.05). Compared with UPB, RPB supplementation decreased the saturated fatty acid (SFA) content in the LD (P < 0.05) and increased the unsaturated fatty acids (UFA), mono-unsaturated fatty acids and UFA/SFA ratio in the LD (P < 0.05). Compared with CTL, the content of histidine in the LD increased with betaine supplementation. Compared with UPB, RPB supplementation increased the content of total free amino acids and flavor amino acids in the LD of lambs (P < 0.05). With increasing RPB, the isoleucine and phenylalanine contents in the LD linearly increased (P < 0.05). Overall, the data collected indicated that the meat quality of lambs (especially in the LD) improved as a result of betaine supplementation, and RPB showed better effects than those of UPB. [ABSTRACT FROM AUTHOR]

OBJECTIVE: MicroRNAs are noncoding RNAs which are involved in the occurrence and progression of tumors. This study aims to explore the role of microRNA-92a in cutaneous malignant melanoma (CMM) and its underlying mechanism. PATIENTS AND METHODS: The expression level of microRNA-92a in 75 pairs of CMM tissues and paracancerous tissues was determined using quantitative Real Time-Polymerase Chain Reaction (qRT-PCR). The correlation between microRNA-92a expression with clinical data of CMM patients was analyzed. Besides, microRNA-92a expression in CMM cells and primary epidermal melanocytes (PEM) was determined by qRT-PCR as well. After transfection of si-microRNA-92a in CMM cells, biological performances of CMM were determined using cell counting kit-8 (CCK-8), colony formation and transwell assay, respectively. FOXP1 expression in CMM cells and tissues was determined using Western blot. Kaplan-Meier survival curves were drawn to explore the correlation between the FOXP1 expression and prognosis of CMM patients. RESULTS: MicroRNA-92a was highly expressed in CMM tissues compared with that of paracancerous tissues. Compared with CMM patients with lower expression of microRNA-92a, those with higher expression of microRNA-92a presented higher tumor stage, higher incidences of lymph node metastasis and distant metastasis, as well as lower overall survival. The knockdown of microRNA-92a remarkably decreased proliferative, invasive and metastatic capacities of CMM cells. Western blot results elucidated that microRNA-92a knockdown in CMM cells upregulates FOXP1 expression. Additionally, rescue experiments showed that mi-croRNA-92a regulates biological performances of CMM cells by regulating FOXP1. CONCLUSIONS: MicroRNA-92a is highly expressed in CMM, which is remarkably correlated to tumor stage and poor prognosis of CMM patients. We found that microRNA-92a pro-motes malignant progression of CMM by regulating FOXP1. [ABSTRACT FROM AUTHOR]

Cancer initiating cells (CICs) are responsible for the unrestrained cell growth and chemoresistance of malignant tumors. Histone demethylation has been shown to be crucial for self-renewal/differentiation of stem cells, but it remains elusive whether lysine-specific demethylase 1 (LSD1) regulates the stemness properties of CICs. Here we report that the abundant expression of leucine-rich repeat-containing G-protein-coupled receptor 5 (Lgr5) is associated with the progression of hepatocellular carcinoma (HCC). Lgr5+ HCC cells behave similarly to CICs and are highly tumorigenic and resistant to chemotherapeutic agents. Importantly, Lgr5+ cells express higher levels of LSD1, which in turn regulates Lgr5 expression and promotes the self-renewal and drug resistance of Lgr5+ CICs. Mechanistically, LSD1 promotes β-catenin activation by inhibiting the expression of several suppressors of β-catenin signaling, especially Prickle1 and APC in Lgr5+ CICs, by directly regulating the levels of mono- and di-methylation of histone H3 lysine-4 at the promoters of these genes. Furthermore, LSD1-associated activation of the β-catenin signaling is essential for maintaining the activity of Lgr5+ CICs. Together, our findings unravel the LSD1/Prickle1/APC/β-catenin signaling axis as a novel molecular circuit regulating the stemness and chemoresistance of hepatic Lgr5+ CICs and provide potential targets to improve chemotherapeutic efficacies against HCC. [ABSTRACT FROM AUTHOR]