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1.
制备柚皮素自微乳不对称膜渗透泵胶囊并考察其体外释药行为。实验利用球晶技术进行自微乳的固化研究,以醋酸纤维素浓度、栓模浸入聚合物溶液中时间、栓模浸入淬火液中时间为自变量,采用星点设计-效应面优化法,以囊壳厚度和24h药物累积释放度为因变量,确定不对称膜渗透泵胶囊壳的最佳制备工艺。其最佳制备工艺为:醋酸纤维素浓度9.44%,栓模浸入聚合物溶液中时间3.77min,栓模浸入淬火液中时间15.86min,按最佳工艺得到的药物累积释放度为96.27%,囊壳厚度为0.275mm。体外释药行为符合零级释药方程(R=0.9997)。柚皮素自微乳不对称膜渗透泵胶囊可有效控制药物缓慢释放,解决难溶性药物制成渗透泵制剂释药不完全的问题。 相似文献
2.
The aim of this investigation was preparation and comparative evaluation of fabricated matrix (FM), osmotic matrix (OM), and
osmotic pump (OP) tablets for controlled delivery of diclofenac sodium (DS). All formulations were evaluated for various physical
parameters, and in vitro studies were performed on USP 24 dissolution apparatus II in pH 7.4 buffer and distilled water. In
vivo studies were performed in 6 healthy human volunteers; the drug was assayed in plasma using HPLC, and results were compared
with the performance of 2 commercial tablets of DS. Various pharmacokinetic parameters (ie, Cmax, Tmax, area under the curve [AUC0–24], and mean residence time) and relative bioavailability were compared. All fabricated formulations showed more prolonged
and controlled DS release compared with commercial tablets studied. The OM and OP tablets, however, performed better than
the matrix tablets. The rate and extent of drug release from FM1 matrix tablets (single polymer) was significantly different
from that of FM2 (admixed polymers). Type of porosigenic agents and osmogens also influenced the drug release. Analysis of
in vitro data by regression coefficient analysis revealed zero-order release kinetics for OM and OP tablets, while FM tablets
exhibited Higuchi kinetics. In vivo results indicated prolonged blood levels with delayed peak and improved bioavailability
for fabricated tablets compared to commercial tablets. It was concluded that the osmotic matrix and osmotic pump tablets could
provide more prolonged, controlled, and gastrointestinal environmental-independent DS release that may result in an improved
therapeutic efficacy and patient compliance. 相似文献
3.
基于液泡膜质子泵的硝态氮再利用研究进展 总被引:1,自引:0,他引:1
全面掌握洛川果园的土壤水分环境特征,不仅可为苹果的园址选择、砧穗组合和改进土壤水分管理措施提供理论依据,而且对我国苹果产区果园提质增效具有借鉴价值.采用定点土壤水分连续监测法,对洛川苹果园的总体土壤水分环境以及不同生长年限、不同立地类型和乔、矮化果园的土壤水分分异特征进行分析.结果表明: 苹果树根际区 (0~200 cm)土壤水分普遍亏欠,且0~60 cm土层的水分亏欠小于60~200 cm土层;生长季0~60 cm土层贮水量与降水量的变化一致,土壤相对含水量大多<60%,季节性旱象严重;果园剖面土壤含水量变异系数随土壤深度加深而递减;随果园生长年限的增大,土壤剖面贮水量下降;在栽培密度一致的条件下,矮化果园5 m土层土壤含水量均高于乔化果园,而栽培密度大的矮化果园的土壤贮水量低于栽培密度小的乔化果园;塬地成龄果园的土壤水分含量最高,川地次之,台地相对较低.密度对果园土壤水分含量有很大影响,在栽培密度一致的条件下,采用矮化栽培能减少土壤水分消耗,显著提高果园土壤含水量;挖株降低栽培密度是维持苹果园土壤水分平衡、实现可持续发展的有效途径. 相似文献
4.
长期水分胁迫对小麦生育中后期根叶渗透调节能力、渗透调节物质的影响 总被引:17,自引:3,他引:17
以 2个抗旱性强的和 2个抗旱性弱的小麦品种为材料 ,研究了中度及严重水分胁迫对根系及叶片渗透调节能力的影响。结果表明 :随着水分胁迫的加剧 ,叶片的渗透调节能力增强 ,但在籽粒迅速扩大的灌浆期 ,叶片的渗透调节能力下降。去穗处理明显地提高叶片的渗透调节能力。说明叶片渗透调节能力的高低与同化物的供应及分配有关。不同品种根系渗透调节能力与叶片基本一致 ,但根系的渗透调节能力低于叶片。开花、灌浆期根系的渗透调节能力大大降低 ,严重水分胁迫下根系的渗透调节能力低于中度水分胁迫。这一方面与同化物的供应有关 ,另一方面严重水分胁迫还会对根细胞造成损伤 ,对根系的渗透调节能力产生影响。渗透调节物质的变化趋势与渗透调节能力基本一致。叶片中 K+对渗透调节的贡献最大 ;其次是可溶性糖 ,6种渗透调节物质排列顺序为 K+>可溶性糖 >游离氨基酸 >Ca2 +>Mg2 +>Pro。根系中仍以 K+占绝大部分 ,但根系中 Ca2 +也是不可忽视的成分之一。 相似文献
5.
P. M. CORTES 《Plant, cell & environment》1992,15(3):351-363
An equivalent circuit was developed to model the radial electrical coupling between root cells. The results of several experiments were analysed using the circuit to determine whether the electrogenic pumps of the inner cortical cells were active. This analysis indicated that, while in some roots electrogenic pumps appear to be active in all cortical layers, they may be inactive in the inner cortical cells in some cases. The circuit was used to show that, in spite of intercellular symplasmic coupling, if the inner cortical cells have inactive electrogenic pumps, their membrane potentials can be significantly less negative than those of the epidermal cells. The radial difference in membrane potential may in part account for observations that the uptake of ions occurs primarily on the root periphery. This implication is developed in an appendix to show that an osmotic water pump may exist in roots to allow them to extract water from soil at a lower water potential. It is hypothesized that, as a result of a radial difference in membrane potential, there is an efflux of solutes from the inner cortical cells as the symplastic solution moves inward. As a result, the water potential of the root interior is elevated with respect to its exterior. 相似文献
6.
In the first experiment, osmotic pressure of semen and seminal plasma in a semen sample from each of the 20 mature Nili-Ravi buffalo bulls was determined. In the second experiment, effects of osmotic pressure on motility (%), plasma membrane integrity (%) and viability (%) in fresh and frozen-thawed semen samples from each of the seven mature Nili-Ravi buffalo bulls was determined. In the first experiment, seminal plasma was harvested by centrifuging semen at 400 × g for 10 min at 37°C and osmotic pressure was determined using an osmometer. In the second experiment, motility (%) was assessed in fresh and frozen-thawed (37°C for 30 s) semen samples using a phase-contrast microscope (×400). Plasma membrane integrity (%) was determined by mixing 50 μl each of fresh and frozen-thawed semen with 500 μl of solution having an osmotic pressure of 50, 100, 150, 190 or 250 mOsm/l (hypotonic treatments of fructose + sodium citrate) and incubating at 37°C for 1 h. Viability (%) of fresh and frozen-thawed spermatozoa before and after challenging them to osmotic pressure (hypotonic treatments) was assessed using supravital stain under a phase-contrast microscope (×400). In the first experiment, the mean ± s.e. osmotic pressures of the buffalo semen and seminal plasma were 268.8 ± 1.17 and 256.0 ± 1.53 mOsm/l, respectively. In the second experiment, motility (%) decreased (P < 0.05) in frozen-thawed semen samples as compared with fresh semen (60.1 ± 1.34 v. 81 ± 1.57, respectively). The plasma membrane integrity (%) and magnitude of osmotic stress in fresh and frozen-thawed semen samples was higher (P < 0.05) at 50, 100, 150 and 190 mOsm/l as compared with 250 mOsm/l. Loss of viability (%) in fresh and frozen-thawed semen samples was higher (P < 0.05) at 50 mOsm/l (59% in fresh, 70% frozen thawed) as compared with other osmotic pressures, while it was lowest at 250 mOsm/l (4.1% for fresh, 9.7% frozen thawed). In conclusion, osmotic pressure of Nili-Ravi buffalo semen and seminal plasma is determined. Furthermore, variation in osmotic pressure below 250 mOsm/l is not favorable to fresh and frozen-thawed buffalo spermatozoa. 相似文献
7.
Shinpei Ohki 《The Journal of membrane biology》1984,77(3):265-275
Summary Fusion of phosphatidylserine vesicles induced by divalent cations, temperature and osmotic pressure gradients across the membrane was studied with respect to variations in vesicle size. Vesicle fusion was followed by two different methods: 1) the Tb/DPA fusion assay, whereby the fluorescent intensity upon mixing of the internal aqueous contents of fused lipid vesicles was monitored, and 2) measurement of the changes in turbidity of the vesicle suspension due to vesicle fusion. It was found that the threshold concentration of divalent cations necessary to induce vesicle fusion depended on the size of vesicles; as the diameter of the vesicle increased, the threshold value increased and the extent of fusion became less. For the osmotic pressure-induced vesicle fusion, the larger the diameter of vesicles, the smaller was the osmotic pressure gradient required to induce membrane fusion. Divalent cations, temperature increase and vesicle membrane expansion by osmotic pressure gradient all resulted in increase in surface energy (tension) of the membrane. The degree of membrane fusion correlated with the corresponding surface energy changes of vesicle membranes due to the above fusion-inducing agents. The increase in surface energy of 9.5 dyn/cm from the reference state corresponded to the threshold point of phosphatidylserine membrane fusion. An attempt was made to explain the factors influencing fusion phenomena on the basis of a single unifying theory. 相似文献
8.
Peter Brzezinski 《Journal of biological physics》1990,17(4):245-263
A detailed reaction cycle for cytochrome oxidase, an electron-transport-driven proton pump, has been presented earlier by our research group. The essential feature of the model is that both cytochrome a and CuA must be reduced in order to allow the transition from the electron and proton input state to the output state. The model is thus based on an indirect coupling between electron transfer and proton translocation.In this study, the same model is examined with respect to (1) intrinsic electron and proton leaks and (2) the effect of applying an electrochemical potential gradient on the pump incorporated in a membrane, both with respect to the electrical and chemical components.The model is successfully used to simulate various experimental results. Comparisons of experimental results with simulations based on the model support the existence of electron and proton leaks. The analysis of electron leaks suggests that electron gating is best achieved by varying the reorganization energy rather than by varying the reduction potentials.It is also suggested that both the electrical and chemical components of the electrochemical potential gradient are responsible for the regulation of the enzyme activity. Furthermore, an attempt is made to interpret the seemingly contradictory results obtained when measuring the pH dependence of the reduction potential of cytochrome a. In addition, the simulations support the assumption that protons are pumped by a mechanism that combines a membrane Bohr effect with the transition-state mechanism.Abbreviations
R
molar gas constant
-
k
B
Boltzmann contant
-
F
Faraday constant
-
e
elementary charge
-
T
absolute temperature
-
transmembrane electrochemical potential gradient
- pH
transmembrane pH difference
-
pH1 and pH2
inside (matrix) and outside (cytosol) pH, respectively
-
transmembrane electrical potential
-
E
m
midpoint potential 相似文献
9.
Phytoactivity and allelopathic studies are heavily dependent on germination bioassays of water solutions of allelochemical(s), which necessarily imply that pH and osmotic pressure vary among treatments and between treatments and controls and are therefore a confounding factor in the assessment of seed germination responses to allelochemical(s). When the contribution of pH and osmotic pressure to seed germination responses is considered in experimental designs their effects are almost without exceptions examined separately being assumed, without any evidences, that pH and osmotic pressure act independently on seed germination responses. The objectives of this work were to examine experimentally such assumption using wheat, lettuce, and subterranean clover cultivars to evaluate and model the combined effects on germination of pH and osmotic pressure in the range between 3.0–6.0 and 0–100 mOsmol kg?1, respectively. Empirical equations are fitted, discussed, and the need to consider the simultaneous effects of pH and osmotic pressure firmly established. Finally, the use of the equations fitted and its impact on conclusions is exemplified in a dose-response bioassay of water extracts of Cistus ladanifer on seed germination using subterranean clover as target species where hormesis was found before allelochemical effects were corrected for pH and osmotic pressure values of control and extracts. 相似文献
10.
The apparent Arrhenius energy of activation () of the water osmotic permeability () of the basolateral plasma cell membrane of isolated rabbit proximal straight tubules has been measured under control conditions and after addition of 2.5 mM of the sulfhydryl reagent, para-chloromercuribenzenesulfonic acid (pCMBS), of mersalyl and of dithiothreitol. (kcal/mol) was (controls) and (pCMBS), while decreased with pCMBS to of its control value. Mersalyl also decreased both in vitro and in vivo (using therapeutical doses). These actions of pCMBS and mersalyl were quickly reverted with 5 mM dithiothreitol and prevented by 0.1 M thiourea. for free viscous flow is 4.2 and greater than 10 for non-pore-containing lipid membranes. By analogy with these membranes and with red blood cells, where similar effects of pCMBS on are observed, it is concluded that cell membranes of the proximal tubule are pierced by aqueous pores which are reversibly shut by pCMBS. Part of the action of mercurial diuretics can be explained by their action on . 相似文献
11.
Robert H. Reed 《The Journal of membrane biology》1984,82(1):83-88
Summary In osmotic experiments involving cells of the euryhaline unicellular green algaChlorella emersonii exposed to hyperosmotic stress by immersion in a range of low molecular weight organic and inorganic solutes, a temporary breakdown in the selective permeability of the plasma membrane was observed during the initial phase of transfer to media of high osmotic strength (up to 2000 mosmol kg–1). Thus, although the cells appeared to obey the Boyle-van't Hoff relationship in all cases, showing approximately linear changes in volume (at high salinity) as a function of the reciprocal of the external osmotic pressure, the extent of change was least for the triitols, propylene glycol and glycerol, intermediate for glucose, sorbitol, NaCl and KCl, with greatest changes in media containing the disaccharides sucrose and maltose. In NaCl-treated cells, uptake of external solute and loss of internal ions was observed in response to hyperosmotic treatment while sucrose-treated cells showed no significant uptake of external solute, although loss of intracellular K+ was observed. These observations suggest that the widely used technique of estimating cellular turgor, and osmotic/nonosmotic volume by means of the changes in volume that occur upon transfer to media containing increasing amounts of either a low molecular weight organic solute or an inorganic salt may be subject to error. The assumption that all algal cells behave as ideal osmometers, with outer membranes that are permeable to water but not to solutes, during the course of such experiments is therefore incorrect, and the data need to be adjusted to take account of hyperosmotically induced external solute penetration and/or loss of intracellular osmotica before meaningful estimates of cell turgor and osmotic volume can be obtained. 相似文献
12.
A simple theory of the interactions of peptides bound onto a lipid membrane is developed, modeling the peptides as rods on a surface. At low peptide surface-concentration, excluded volume dominates the peptide-peptide interactions and the orientation of the peptides is random, resulting in an isotropic configuration. However, at high peptide density on the membrane, the peptides become orientationally ordered, resulting in an anisotropic configuration. This effect is entirely entropic in origin, and simply reflects the fact that peptides can be exchanged more easily on the surface if they are equally aligned, resulting in a larger number of possible configurations. In three dimensions, this phenomenon corresponds to the well-known isotropic-nematic phase transition. In two dimensions, the problem is not as well understood. The theoretical treatment presented here yields a simple, manageable expression which can be compared with experimental data. Two-dimensional ordering results in an increase in the apparent binding constant of peptides to membranes at high concentration of peptides relative to what is expected from the effect of excluded volume alone. The possible implications of side-by-side alignment for several biological processes, such as peptide translocation across membranes and plaque formation in Alzheimer's disease, are discussed. 相似文献
13.
P. Prent 《Biotechnic & histochemistry》2001,76(3):137-161
Biological staining is to a large degree explainable based on the principles governing folding and aggregation of macromolecules in aqueous solution. Most macromolecules are polyions, which, except for heteropolysaccharides, have a large proportion of nonpolar or only slightly polar residues. Because they are amphiphilic, they react in water by a complex set of hydrophobic interactions involving charged residues, nonpolar residues and water molecules. The hydrophobic interactions lead to complex folding systems or micelle-like structures. Dyes are amphiphilic molecules with a tendency to form micelles, but with limitations due to geometric constraints and charge repulsion. Macromolecules and dyes react with each other in aqueous solution following the same principles as for the structural organization of macromolecules, as in protein folding for example. Dye binding requires near contact between nonpolar groups in both the dye and macromolecule, and this is accomplished by choosing a pH at which the dye and macromolecule have opposite net charges. Charge attraction is insufficient for binding in most cases, but it is directive because it determines which macromolecules a given dye ion is able to contact. These considerations apply to the staining of globular (cytoplasmic) proteins and to nucleic acid staining. The staining mechanism is by hydrophobic interactions. Above approximately pH 3.5, DNA may also bind dyes by hydrophobic intercalation between the bases of the double helix; at lower pH the double helix opens and dye binding is as for RNA and globular proteins. Heteroglycans (mucins) have virtually no nonpolar groups, so nonpolar interactions are restricted to the dye molecules. Metachromatic staining of heteroglycans is due to hydrophobic bonding or micelle formation between the monovalent planar dye molecules aided by charge neutralization by the negatively charged heteroglycans. Alternatively, as the charge attraction increases with the number of closely placed charges, acidic heteroglycans may be stained by a polycation such as alcian blue or colloidal iron. For elastic fiber and collagen staining, actual hydrophobic interactions are less important and hydrogen bonding and simple nonpolar interactions play a major role. These macromolecules may therefore be stained using a nonaqueous alcoholic solution. 相似文献
14.
《Biotechnic & histochemistry》2013,88(3):137-161
Biological staining is to a large degree explainable based on the principles governing folding and aggregation of macromolecules in aqueous solution. Most macromolecules are polyions, which, except for heteropolysaccharides, have a large proportion of nonpolar or only slightly polar residues. Because they are amphiphilic, they react in water by a complex set of hydrophobic interactions involving charged residues, nonpolar residues and water molecules. The hydrophobic interactions lead to complex folding systems or micelle-like structures. Dyes are amphiphilic molecules with a tendency to form micelles, but with limitations due to geometric constraints and charge repulsion. Macromolecules and dyes react with each other in aqueous solution following the same principles as for the structural organization of macromolecules, as in protein folding for example. Dye binding requires near contact between nonpolar groups in both the dye and macromolecule, and this is accomplished by choosing a pH at which the dye and macromolecule have opposite net charges. Charge attraction is insufficient for binding in most cases, but it is directive because it determines which macromolecules a given dye ion is able to contact. These considerations apply to the staining of globular (cytoplasmic) proteins and to nucleic acid staining. The staining mechanism is by hydrophobic interactions. Above approximately pH 3.5, DNA may also bind dyes by hydrophobic intercalation between the bases of the double helix; at lower pH the double helix opens and dye binding is as for RNA and globular proteins. Heteroglycans (mucins) have virtually no nonpolar groups, so nonpolar interactions are restricted to the dye molecules. Metachromatic staining of heteroglycans is due to hydrophobic bonding or micelle formation between the monovalent planar dye molecules aided by charge neutralization by the negatively charged heteroglycans. Alternatively, as the charge attraction increases with the number of closely placed charges, acidic heteroglycans may be stained by a polycation such as alcian blue or colloidal iron. For elastic fiber and collagen staining, actual hydrophobic interactions are less important and hydrogen bonding and simple nonpolar interactions play a major role. These macromolecules may therefore be stained using a nonaqueous alcoholic solution. 相似文献
15.
降水稳定同位素研究的历史与现状——基于文献计量学及网络分析方法 总被引:1,自引:0,他引:1
降水稳定同位素可以揭示降水的不同水汽来源和水汽的季节转换。通过建立降水稳定同位素与不同气象要素的关系,可为区域水资源管理甚至可为生态修复中的植被恢复状态的研究提供重要的背景数据。为揭示降水稳定同位素研究的发展现状,基于文献计量学以及网络分析方法运用Citespace软件对1990—2017年Web of Science核心数据库中降水稳定同位素的相关文献进行可视化统计分析。发现降水稳定同位素相关的文献数量在呈逐年上升趋势,主要分布在地质、气象与大气科学、海洋学、湖泊沼泽学、古生物学等相关学科,美国、中国、德国、加拿大等国家以及中国科学院、美国地质调查局等研究机构文章数量较多,表现出较强的科研实力。利用Citespace软件绘制了降水稳定同位素研究相关文献的共被引、研究作者的共被引等知识图谱,对该研究领域知识基础及核心作者的影响力进行了探讨。图谱显示,2007年以来,Yao T、Risi C、Tian L等对降水稳定同位素的研究的推进起到了重要的推动作用。最后对该研究领域的关键词与词频等进行分析,绘制出降水稳定同位素研究领域的研究热点演进脉络,并确定leaf water、Tibetan Plateau、cellulose、environmental change、tree ring、atmospheric circulation、groundwater recharge、hydrograph separation等即将成为研究的新热点。近几年来,虽然研究的文章数量在逐年增加,但是核心作者及代表作品较少,与社会的实际生产应用结合度不足。在未来研究中在注重方法的更新的同时可考虑与社会生产实际相结合。 相似文献
16.
Meyer CR Moffat BA Kuszpit KK Bland PL Mckeever PE Johnson TD Chenevert TL Rehemtulla A Ross BD 《Molecular imaging》2006,5(1):16-23
We present a method for registering histology and in vivo imaging that requires minimal microtoming and is automatic following the user's initialization. In this demonstration, we register a single hematoxylin-and-eosin-stained histological slide of a coronal section of a rat brain harboring a 9L gliosarcoma with an in vivo 7T MR image volume of the same brain. Because the spatial resolution of the in vivo MRI is limited, we add the step of obtaining a high spatial resolution, ex vivo MRI in situ for intermediate registration. The approach taken was to maximize mutual information in order to optimize the registration between all pairings of image data whether the sources are MRI, tissue block photograph, or stained sample photograph. The warping interpolant used was thin plate splines with the appropriate basis function for either 2-D or 3-D applications. All registrations were implemented by user initialization of the approximate pose between the two data sets, followed by automatic optimization based on maximizing mutual information. Only the higher quality anatomical images were used in the registration process; however, the spatial transformation was directly applied to a quantitative diffusion image. Quantitative diffusion maps from the registered location appeared highly correlated with the H&E slide. Overall, this approach provides a robust method for coregistration of in vivo images with histological sections and will have broad applications in the field of functional and molecular imaging. 相似文献
17.
《Journal of biological dynamics》2013,7(1):117-134
In this paper, we consider a continuous mathematically tractable model and its discrete analogue for the tumour growth. The model formulation is based on stoichiometric principles considering tumour-immune cell interactions in potassium (K +)-limited environment. Our both continuous and discrete models illustrate ‘cancer immunoediting’ as a dynamic process having all three phases namely elimination, equilibrium and escape. The stoichiometric principles introduced into the model allow us to study its dynamics with the variation in the total potassium in the surrounding of the tumour region. It is found that an increase in the total potassium may help the patient fight the disease for a longer period of time. This result seems to be in line with the protective role of the potassium against the risk of pancreatic cancer as has been reported by Bravi et al. [Dietary intake of selected micronutrients and risk of pancreatic cancer: An Italian case-control study, Ann. Oncol. 22 (2011), pp. 202–206]. 相似文献
18.
Loubière K Olivo E Bougaran G Pruvost J Robert R Legrand J 《Biotechnology and bioengineering》2009,102(1):132-147
This study deals with the scale of a new photobioreactor for continuous microalgal production in hatcheries. The combination of the state-of-art with the constraints inherent to hatcheries has turned the design into a closed, artificially illuminated and external-loop airlift configuration based on a succession of elementary modules, each one being composed of two transparent vertical interconnected columns. The liquid circulation is ensured pneumatically (air injections) with respect to a swirling motion (tangential inlets). A single module of the whole photobioreactor was built-up to scale its geometry (diameter and length) and to optimize its design (air sparger, tangential inlets). The volumetric productivities were predicted by modeling radiative transfer and growth of Isochrysis affinis galbana (clone Tahiti). The hydrodynamics of the liquid phase was modeled in terms of global flow behavior (circulation and mixing times, Péclet number) and of swirling motion decay along the column (Particle Image Velocimetry). The aeration performances were determined by overall volumetric mass transfer measurements. Continuous cultures of Isochrysis affinis galbana (clone Tahiti) were run in two geometrical configurations, generating either an axial or a swirling flow. Lastly, the definitive options of design are presented as well as a 120-L prototype, currently implemented in a French mollusk hatchery and commercialized. 相似文献
19.
20.
Maize diseases are a major source of yield loss, but due to the lack of human experience and limitations of traditional image-recognition technology, obtaining satisfactory large-scale identification results of maize diseases are difficult. Fortunately, the advancement of deep learning-based technology makes it possible to automatically identify diseases. However, it still faces issues caused by small sample sizes and complex field background, which affect the accuracy of disease identification. To address these issues, a deep learning-based method was proposed for maize disease identification in this paper. DenseNet121 was used as the main extraction network and a multi-dilated-CBAM-DenseNet (MDCDenseNet) model was built by combining the multi-dilated module and convolutional block attention module (CBAM) attention mechanism. Five models of MDCDenseNet, DenseNet121, ResNet50, MobileNetV2, and NASNetMobile were compared and tested using three kinds of maize leave images from the PlantVillage dataset and field-collected at Northeast Agricultural University in China. Furthermore, auxiliary classifier generative adversarial network (ACGAN) and transfer learning were used to expand the dataset and pre-train for optimal identification results. When tested on field-collected datasets with a complex background, the MDCDenseNet model outperformed compared to these models with an accuracy of 98.84%. Therefore, it can provide a viable reference for the identification of maize leaf diseases collected from the farmland with a small sample size and complex background. 相似文献