采用双模态联合表征学习方法识别作物病害

基于深度卷积神经网络的视觉识别方法在病害诊断中表现出色,逐渐成为了研究热点。但是,基于深度卷积神经网络建立的视觉识别模型通常只利用了图像模态的数据,导致模型的识别准确率和鲁棒性,都依赖训练数据集的规模和标注的质量。构建开放环境下大规模的病害数据集并完成高质量的标注,通常需要付出巨大的经济和技术代价,限制了基于深度卷积神经网络的视觉识别方法在实际应用中的推广。该研究提出了一种基于图像与文本双模态联合表征学习的开放环境下作物病害识别模型(bimodalNet)。该模型在病害图像模态的基础上,进行了病害文本模态信息的嵌入,利用两种模态病害信息间的相关性和互补性,实现了病害特征的联合表征学习。最终bimodalNet在较小的数据集上取得了优于单纯的图像模态模型和文本模态模型的效果,最优模型组合在测试集的准确率、精确率、灵敏度、特异性和F1值分别为99.47%、98.51%、98.61%、99.68%和98.51%。该研究证明了利用病害图像和病害文本的双模态表征学习是解决开放环境下作物病害识别的有效方法。     

Progress in relationship between epithelial sodium channel and related respiratory diseases

Epithelial sodium channel (ENaC) is an ion channel widely distributed in various tissues and organs of human. It is composed of 3 homologous subunits and allows the flow of sodium ion across epithelial cells, maintain?ing water-salt balance in the cells. Recent studies show that abnormal expression or dysfunction of ENaC in the respiratory system affects water-salt balance, fluid transportation and cell mobility, and causes abnormal changes of the airway surface liquid level and impaired clearance. ENaC is closely related to the development of respiratory diseases, such as cystic fibrosis, asthma and chronic obstructive pulmonary disease. This article reviews the progress in ENaC structure, function and roles in related respiratory diseases in order to provide a reference for the treatment of the diseases.     

Gastrointestinal motility modulation by stress is associated with reduced smooth muscle contraction through specific transient receptor potential channel

Excessive stress response causes disability in social life. There are many diseases caused by stress, such as gastrointestinal motility disorders, depression, eating disorders, and cardiovascular diseases. Transient receptor potential (TRP) channels underlie non-selective cation currents and are downstream effectors of G protein-coupled receptors. Ca²⁺ influx is important for smooth muscle contraction, which is responsible for gastrointestinal motility. Little is known about the possible involvement of TRP channels in the gastrointestinal motility disorders due to stress. The purpose of this study was to measure the changes in gastrointestinal motility caused by stress and to elucidate the mechanism of these changes. The stress model used the water immersion restraint stress. Gastrointestinal motility, especially the ileum, was recorded responses to electric field stimulation (EFS) by isometric transducer. EFS-induced contraction was significantly reduced in the ileum of stressed mouse. Even under the conditions treated with atropine, EFS-induced contraction was significantly reduced in the ileum of stressed mouse. In addition, carbachol-induced, neurokinin A-induced, and substance P-induced contractions were all significantly reduced in the ileum of stressed mouse. Furthermore, the expression of TRPC3 was decreased in the ileum of stressed mouse. These results suggest that the gastrointestinal motility disorders due to stress is associated with specific non-selective cation channel.     

含刚性沉水植物明渠水流结构的试验研究

【目的】得到含刚性沉水植物明渠的水流结构。【方法】采用粒子图像测速仪(PIV),用有机玻璃棒模拟刚性植物,在不同来水流量、植物密度条件下对明渠水流结构进行了试验研究。【结果】无植物时平均流速沿垂向呈对数分布规律,有植物时则呈现明显的分区分布特性。无植物时紊动强度值沿垂向变化不大,有植物时在植物顶端位置处紊动最剧烈。流量或植物密度越大,植物顶端位置的流速梯度就越大,植物层上方的流速最大值也越大。植物密度越大,植物顶端位置的紊动强度越大,植物密度对水流紊动强度由最大值减小到最小值的区域影响很大。【结论】刚性沉水植物的存在会改变水流结构,增强紊动掺混,增强流体质点交换和能量传递,且上述影响会随着流量或植物密度的增大而增强。     

桃蚜电压门控钠离子通道基因cDNA克隆及其生物信息学分析

克隆获得桃蚜电压门控钠离子通道基因cDNA序列，明确钠离子通道的典型特征，为研究桃蚜抗性分子机理奠定基础。采用实验技术主要有RT-PCR和PCR，克隆桃蚜钠离子通道基因cDNA序列，利用相关软件对其序列进行生物信息学分析。克隆得到两段cDNA序列MpNa_v-1（NCBI登录号：MN124170）和MpNa_v-2（NCBI登录号：MN176136）。MpNa_v-1长度为2945 bp，包括2877 bp的完整开放阅读框，共编码958个氨基酸；MpNa_v-2长度为3546 bp，包括3486 bp的完整开放阅读框，共编码1161个氨基酸。MpNa_v-1和MpNa_v-2共同组成桃蚜的钠离子通道α亚基，MpNa_v-1包含同源结构域Ⅰ和同源结构域Ⅱ，MpNa_v-2包含同源结构域Ⅲ和同源结构域Ⅳ。同源比对发现，桃蚜与豌豆蚜和高粱蚜钠离子通道基因相似度分别高达97.67%和97.65%，所克隆序列包含昆虫钠离子通道α亚基典型特征，具有MFM模块，并含有蚜虫类钠通道特有模块DENS。成功地克隆桃蚜钠离子通道基因，为阐明其对拟除虫菊酯类药剂产生靶标抗性的分子机制奠定基础。     

木薯(Manihot esculenta)AKT1基因的克隆及生物信息学分析

植物细胞中的K^+通道蛋白AKT1(Arabidopsis K^+transpoter 1)主要负责吸收K^+。本研究基于木薯基因组数据库信息,利用PCR技术从木薯中克隆一个MeAKT1基因,该基因全长2634 bp,编码877个氨基酸,生物信息学分析表明MeAKT1含有10个外显子和9个内含子,编码的氨基酸分子量为99.02 kD,等电点为8.43,属于稳定蛋白。MeAKT1包含有5个跨膜区域,N端含有1个Ion_trans结构域,C端有1个KHA结构域,其二级结构以α-螺旋和无规则卷曲为主,进化树分析发现MeAKT1与蓖麻RcAKT1的亲缘关系最近。通过对MeAKT1蛋白的生物信息学分析有助于下一步深入研究MeAKT1在木薯耐贫瘠过程中的功能。     

Modelling soil erodibility in mountain rangelands of southern Kyrgyzstan

Soil erosion in mountain rangelands in Kyrgyzstan is an emerging problem due to vegetation loss caused by overgrazing. It is further exacerbated by mountain terrain and high precipitation values in Fergana range in the south of Kyrgyzstan. The main objective of this study was to map soil erodibility in the mountainous rangelands of Kyrgyzstan. The results of this effort are expected to contribute to the development of soil erodibility modelling approaches for mountainous areas. In this study, we mapped soil erodibility at two sites, both representing grazing rangelands in the mountains of Kyrgyzstan and having potentially different levels of grazing pressure. We collected a total of 232 soil samples evenly distributed in geographical space and feature space. Then we analyzed the samples in laboratory for grain size distribution and calculated soil erodibility values from these data using the Revised Universal Soil Loss Equation (RUSLE) K-factor formula. After that, we derived different terrain indices and ratios of frequency bands from ASTER GDEM and LANDSAT images to use as auxiliary data because they are among the main soil forming factors and widely used for prediction of various soil properties. Soil erodibility was significantly correlated with channel network base level (geographically extrapolated altitude of water channels), remotely sensed indices of short-wave infrared spectral bands, exposition, and slope degree. We applied multiple regression analysis to predict soil erodibility from spatially explicit terrain and remotely sensed indices. The final soil erodibility model was developed using the spatially explicit predictors and the regression equation and then improved by adding the residuals. The spatial resolution of the model was 30 m, and the estimated mean adjusted coefficient of determination was 0.47. The two sites indicated different estimated and predicted means of soil erodibility values (0.035 and 0.039) with a 0.05 significance level, which is attributed mainly to the considerable difference in elevation.     

黄河三角洲河道演变与景观格局分析

以黄河三角洲地区东营市部分为研究区域,研究了黄河三角洲河道演变规律与景观格局分布规律,并着重研究了该地区河道演变与景观格局分布的联系。结果表明:近20年间黄河总取水量呈上升趋势;2002~2010年裸地沼泽面积明显减少,植被面积增多。2010~2019年,建设用地面积明显增加;土地利用景观格局的形式从沿海区域开始向内陆演变呈现一定的规律,最外环为海洋、向内依次为是浅海滩涂、滩涂、水产湿地、盐田、旱地、沼泽湿地、植被、建设用地;受季节影响较大的图可以利用ENVI提取其对应的植被覆盖图来消除影响。在NDVI植被归一化指数的基础之上建立植被覆盖图,通过NDVI指数分析植被的长势和营养状况。