基于CNN的小麦籽粒完整性图像检测系统

为了快速、准确识别小麦籽粒的完整粒和破损粒,设计了基于卷积神经网络(CNN)的小麦籽粒完整性图像检测系统,并成功应用于实际检测中。采集完整粒和破损粒两类小麦籽粒图像,对图像进行分割、滤波等处理后,建立单粒小麦的图像数据库和形态特征数据库。采用LeNet-5、AlexNet、VGG-16和ResNet-34等4种典型卷积神经网络建立小麦籽粒完整性识别模型,并与SVM和BP神经网络所建模型进行对比。结果表明,SVM和BP神经网络所建模型的验证集识别准确率最高为92. 25%; 4种卷积神经网络模型明显优于两种传统模型,其中,识别性能最佳的AlexNet的测试集识别准确率为98. 02%,识别速率为0. 827 ms/粒。基于AlexNet模型设计了小麦籽粒完整性图像检测系统,检测结果显示,100粒小麦的检测时间为26. 3 s,其中,图像采集过程平均用时21. 2 s,图像处理与识别过程平均用时为5. 1 s,平均识别准确率为96. 67%。     

低扬程泵装置压力脉动特性

初步分析了低扬程泵及泵装置压力脉动的基本规律. 基于浙江姚江上游西排工程排涝泵站立式泵装置不同叶片角度和不同流量时的压力脉动特性模型试验结果,研究泵装置的叶轮室进口、叶轮室出口、导叶体出口和出水流道出口处的压力脉动规律. 从叶轮与导叶之间的水流条件、水泵运行工况等方面,对低扬程泵装置压力脉动进行了初步理论分析,提出了导叶体与叶轮间隙的大小、导叶体的叶片数对低扬程泵装置压力脉动特性的影响等需进一步研究的问题. 从水力因素和水泵制造等方面提出了避免低扬程泵装置压力脉动有害影响的对策:适当加大叶轮与导叶之间的间隙,避免水泵在偏离最优工况较多的条件下运行,提高水泵抗空化性能等;从避免产生共振的角度,提出适当加大叶轮叶片厚度、导叶叶片厚度和加强水泵的结构设计等措施.     

Effect of pidotimod on renal function and inflammatory response in rat IgA nephropathy model

AIM:To explore the effect of pidotimod on the renal function in IgA nephropathy (IgAN) rat model, and to further study whether this effect is related to the inhibition of inflammatory response. METHODS:The SD rats (n=36) were randomly divided into control group, IgAN model group, IgAN with prednisone treatment group and IgAN with pidotimod treatment group, with 9 rats in each group. The IgAN model was induced by consecutive oral administration of bovine gamma globulin (BGG) for 8 weeks followed by injection of BGG through tail vein for 3 d. After the IgAN model was established, the drug was continuously used for 4 weeks. At the end of the treatment, the urine protein, serum creatinine and blood urea nitrogen were examined by an automated analyzer. IgA deposition in the renal tissues was observed by immunofluorescence staining. The mRNA expression levels of renal fibrosis markers transforming growth factor-β1 (TGF-β1) and fibronectin 1 in the renal tissues were detected by RT-qPCR. The mRNA and protein levels of pro-inflammatory cytokines interleukin-1β (IL-1β) and IL-6 in the renal tissues were determined by RT-qPCR and Western blot, respectively. RESULTS:No significant difference of the body weight was observed in different groups. Compared with control group, the content of urine protein, serum creatinine and blood urea nitrogen were significantly increased (P<0.01), whereas those were reversed by pidotimod treatment. The results of immunofluorescence staining showed that pidotimod inhibited IgA deposition in the IgAN rats. Pitomod treatment inhibited the mRNA expression levels of renal fibrosis markers TGF-β1 and fibronectin 1, and the mRNA and protein levels of pro-inflammatory cytokines IL-1β and IL-6 in the renal tissues of IgAN rats. CONCLUSION:Pidotimod alleviates IgAN progression in rats by inhibition of inflammatory response.     

Regulatory effect of astragaloside IV on SDF-1α/CXCR4 in EPCs

AIM: To investigate the effects of astragaloside IV (AS-IV) on chemokine receptor 4 (CXCR4) and stromal cell-derived factor 1α (SDF-1α) in endothelial progenitor cells (EPCs) and its mechanism. METHODS: Rat bone marrow-derived EPCs were cultured in vitro. The proliferation, adhesion, migration, apoptosis and tube formation capacity of EPCs treated with AS-IV and AMD3100, a specific blocker of CXCR4, were observed. The effects of AS-IV on the expression of SDF-1α/CXCR4 at mRNA and protein levels and the protein level of p-CXCR4 in the EPCs were determined. RESULTS: AS-IV significantly enhanced the proliferation, adhesion, migration and tube formation abilities of EPCs, reduced the apoptosis of EPCs, and up-regulated the mRNA and protein expression of SDF-1α and CXCR4 and the p-CXCR4 protein level in the EPCs. On the other hand, AMD3100 blocked the up-regulating effect of AS-IV on the mRNA and protein expression of CXCR4 and the p-CXCR4 protein level in the EPCs, but did not affect the effect of AS-IV on the expression of SDF-1α. CONCLUSION: AS-IV might enhance the biological function of EPCs by regulating the expression of SDF-1α/CXCR in EPCs.     

寄主植物中抑制十字花科黑腐病菌Ⅲ型分泌系统小分子化合物的鉴定

 寻找抑制植物病原菌III型分泌系统的植物源活性小分子化合物,是研发生物安全农药的重要途径之一。本研究采用水煮提取法从十字花科黑腐病菌寄主植物满身红萝卜中提取分离活性小分子化合物,利用高效液相-质谱联用解析出活性物质的单体结构。然后用荧光素酶基因luxAB构建融合报告系统以及定量PCR检测活性物质对十字花科黑腐病菌III型分泌系统的抑制效果,最后采用剪叶接种和压渗接种的方法研究活性小分子物质对十字花科黑腐病菌的生防作用。研究表明,植物鞘氨醇和二氢鞘氨醇对十字花科黑腐病菌III型分泌系统基因的转录表达有一定程度的抑制作用,但是对I、II、IV型分泌系统基因的表达没有明显的抑制作用。植物鞘氨醇在XCM1上影响菌的生长,而二氢鞘氨醇不影响菌的生长。同时,还发现这两种物质能显著降低Xcc在寄主植株满身红萝卜上的病害症状以及能够使Xcc在非寄主植物辣椒上引起过敏反应的能力丧失。该研究结果为深入研究小分子化合物对十字花科黑腐病菌III型分泌系统的作用机制及后续开发植物源抑制剂提供了一定的理论依据。     

雄性食蟹猴生殖系统中Ghrelin的分布定位

本文采用免疫组织化学染色方法,探讨ghrelin在雄性食蟹猴生殖系统内的分布定位。通过对ghrelin免疫阳性细胞在生殖系统中分布部位、含量及细胞形态等方面的研究,为今后ghrelin在食蟹猴体内的功能研究奠定形态学基础。免疫组化染色发现,ghrelin阳性细胞在食蟹猴的生殖系统中有分布。Ghrelin免疫阳性细胞被染为棕色到棕黑色,主要分布于睾丸、附睾及输精管中,精囊腺中无ghrelin阳性细胞分布。Ghrelin阳性细胞在组织中多呈散在分布。细胞大小不一、形态各异,多呈圆形、卵圆形、锥体形、长柱形及其他不规则形。     

Effect of DNA methylation of miR-30a-5p promoter region on hepatic injury induced by homocysteine

AIM: To explore the role of DNA methylation of microRNA-30a-5p(miR-30a-5p) promoter region in hepatic injury. METHODS: Four-week-old normal mice and cystathionine β-synthase (CBS) single gene knockout mice were used and divided into normal (CBS^+/+, n=12) group and single gene knockout (CBS^+/-, n=12) group, and the mice were fed with high methionine diet for 8 weeks. HL-7702 hepatic cells were routinely cultured in vitro and divided into control group, homocysteine (Hcy) group and Hcy+5-azacytidne (AZC) group. Serum Hcy, alanine aminotransferase (ALT) and aspartate aminotransferase (AST) levels were measured by automatic biochemical analyzer. The levels of ALT and AST in the cells culture medium were determined by the microplate method. Hepatic injury in the mice were observed with HE staining. Cell viability staining was used to measure the viability of hepatocytes. RT-qPCR was used to detect the expression of miR-30a-5p in the liver tissues and hepatocytes. The correlation between the expression of miR-30a-5p and serum ALT and AST levels was analyzed by Pearson correlation analysis. DNA methylation level of miR-30a-5p promoter region in the liver tissues and hepatocytes was detected by nested landing methylation-specific PCR (nMS-PCR). RESULTS: Compared with the CBS^+/+ mice, the serum levels of Hcy, ALT and AST in the CBS^+/- mice were significantly increased (P < 0.05). HE staining showed the hepatocyte swelling and nuclear fragmentation and dissolution. The expression level of miR-30a-5p in the liver tissues was decreased (P < 0.01). Besides, the expression level of miR-30a-5p in the mice was negatively correlated with serum ALT and AST levels (r²=0.4557, P=0.0003, r²=0.4626, P=0.0003), and the DNA methylation of miR-30a-5p promoter region was increased (P < 0.01). In the HL-7702 cells, compared with control group,the ALT and AST levels were increased in Hcy group (P < 0.05, P < 0.01), and the cell viability was remarkablely decreased. DNA methylation of miR-30a-5p promoter region was increased (P < 0.01), which decreased after treated the cells with AZC (P < 0.05), while the expression level of miR-30a-5p in the cells was increased (P < 0.05). CONCLUSION: Hypermethylation of miR-30a-5p promoter region may play an important role in hepatic injury.     

Effects of apelin-13 on oxidative stress induced by high uric acid in adipocytes

AIM: To study the effects of apelin-13 on oxidative stress induced by high uric acid in 3T3-L1 adipocytes and its underlying mechanisms. METHODS: 3T3-L1 adipocytes were stimulated with uric acid at 10 mg/dL for 48 h. Some of the adipocytes were administered with 1 μmol/L apelin-13 in the presence of uric acid at 10 mg/dL. The adipocytes stimulated with 100 μmol/L H₂O₂ were served as positive controls. The intracellular reactive oxygen species (ROS) concentrations were detected by flow cytometry. The biochemical kits were used to measure the activities of superotide dismutase (SOD), glutathione peroxidase (GSH-Px), catalase (CAT) and NADPH oxidase (NOX) activity, and the content of malondialdehyde (MDA) in the cell lysate and the supernatant. The mRNA levels of renin-angiotensin system (RAS) components, including angiotensinogen (AGT), angiotensin-converting enzyrne1 (ACE1), angiotensin II type 1 receptor (AT1R) and AT2R, as well as angiotensin II receptor -like 1 (APJ) were measured by real-time PCR. The concentrations of angiotensin II (AngⅡ) in the cell lysate and the supernatant were measured by ELISA. RESULTS: Adipocytes stimulated with uric acid at 10 mg/dL had lower activities of antioxidant enzymes (SOD, GSH-PX and CAT) and higher levels of NOX activity and MDA content (P < 0.05). Accordingly, the intracellular ROS levels were found to be dramatically increased. However, apelin-13 administration attenuated uric acid-induced oxidative stress in the 3T3-L1 adipocytes. Uric acid at 10 mg/dL upregulated the mRNA expression of local RAS, enhanced AngⅡ concentrations both in the cell lysate and the supernatant, and down-regulated the mRNA level of APJ in the adipocytes (P < 0.05). Conversely, apelin-13 partially reversed these parameters. CONCLUSION: Apelin-13 attenuates oxidative stress induced by uric acid, may be via down-regulation of local RAS expression in the 3T3-L1 adipocytes.     

海参加工业清洁生产评价指标体系的构建

海参加工业是我国北方重要的水产品加工行业之一。近年来,随着市场需求的不断增大,海参加工产品产量逐年增加,海参加工业面临的环境问题日益凸显。为了促进我国海参加工业的清洁生产,保证产业的可持续发展,本研究基于我国清洁生产技术体系及海参加工行业的特点,构建了由生产工艺及装备等6个一级指标和加工工艺等24个二级指标组成的海参加工业清洁生产评价指标体系,并选择两家案例企业进行清洁生产水平的评价。研究结果表明,案例企业的清洁生产水平均为Ⅱ级:国内清洁生产先进水平;通过案例分析结果与企业生产现状的对比,证明本指标体系具有一定的科学性、可操作性和适用性。根据评价结果对两家案例企业提出了改变能源类型、提高废弃物资源利用率的清洁生产改进措施,为我国水产品加工行业的清洁生产提供了借鉴与参考。     

氨氮胁迫对凡纳滨对虾肠道免疫相关指标的影响

为研究急性氨氮胁迫对凡纳滨对虾(Litopenaeus vannamei)肠道免疫功能的影响,将对虾暴露于氨氮浓度为20 mg·L^-1的海水中72 h,测定了不同时间点肠道中抗病原感染指标如酸性磷酸酶(ACP)、碱性磷酸酶(ALP)、溶菌酶(Lys)、酚氧化酶原(proPO)以及抗氧化功能指标如总抗氧化能力(T-AOC)、超氧化物歧化酶(SOD)、热休克蛋白70(HSP70)、热休克蛋白90(HSP90)等变化。结果显示,与对照组相比,氨氮胁迫后:1)ACP和ALP活性均于6 h显著升高(P<0.05),随后于48~72 h显著低于对照组(P<0.05);Lys活性于24 h显著升高至最大值(P<0.05),随后于72 h显著低于对照组(P<0.05)。2)T-AOC和SOD活性均于6 h和12 h显著高于对照组(P<0.05),随后于48 h和72 h显著降低(P<0.05)。3)HSP70基因表达水平于24 h显著升高至最大值,随后虽有降低,但仍显著高于对照组(P<0.05);HSP90和proPO基因表达水平均于12 h显著升高至最大值(P<0.05),随后于72 h降低至对照组水平(P>0.05)。研究表明,急性氨氮胁迫对凡纳滨对虾肠道免疫功能相关指标影响显著,对其肠道免疫防御系统有明显的损伤作用。