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[Research advances in CYP450-mediated biosynthetic pathways of steroids in plants]. [cyp450介导的植物类固醇生物合成途径研究进展]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-11-25 DOI: 10.13345/j.cjb.250457
Shuyue Zhang, Jianqiang Kong

Steroids, a group of diverse plant-derived natural products, exhibit not only essential physiological roles but also significant pharmacological activities, including anti-tumor, anti-viral, antibacterial, anti-inflammatory, blood glucose- and lipid-lowering, hepatoprotective, and immunomodulatory properties. The cytochrome P450 monooxygenase (CYP450) superfamily constitutes a class of heme-containing enzymes capable of catalyzing remarkably regiospecific and stereospecific oxidative reactions. CYP450s serve as pivotal catalysts for structural modifications of steroids in plants. This review comprehensively summarizes the functionally characterized CYP450 proteins that participate in plant steroid biosynthesis, which encompasses backbone formation (C-14 demethylation and side chain degradation) and structural modifications of both steroid skeleton and side chains. Focusing on distinct structural features of steroid skeletons and side chains, we highlight recent advances in CYP450-mediated biosynthetic pathways of Δ22-sterols, brassinosteroids, cholesterol derivatives, and withanolides, with a particular emphasis on the impacts of oxidative modifications on the bioactivity and functionality of steroids. Furthermore, we discuss prospective research directions for CYP450s in plant steroid biosynthesis, aiming to provide a comprehensive and up-to-date overview of CYP450s involved in plant steroid metabolism. This review is intended to give novel insights for deciphering additional steroid biosynthetic pathways and advancing their biotechnological applications.

类固醇是一组多种植物源性天然产物,不仅具有重要的生理作用,而且具有重要的药理活性,包括抗肿瘤、抗病毒、抗菌、抗炎、降血糖、降脂、保肝和免疫调节等特性。细胞色素P450单加氧酶(CYP450)超家族构成一类含血红素的酶,能够催化显著的区域特异性和立体特异性氧化反应。cyp450是植物甾体结构修饰的关键催化剂。本文综述了参与植物类固醇生物合成的CYP450蛋白的功能特征,包括主干形成(C-14去甲基化和侧链降解)以及类固醇骨架和侧链的结构修饰。关注类固醇骨架和侧链的独特结构特征,我们强调了cyp450介导的Δ22-sterols、油菜素内酯、胆固醇衍生物和withanolides的生物合成途径的最新进展,特别强调了氧化修饰对类固醇生物活性和功能的影响。此外,我们还讨论了cyp450在植物类固醇生物合成中的未来研究方向,旨在对cyp450在植物类固醇代谢中的作用进行全面和最新的综述。本综述旨在为破解其他类固醇生物合成途径和推进其生物技术应用提供新的见解。
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引用次数: 0
[Screening and fermentation condition optimization of Streptomyces scabies antagonists]. 【疥疮链霉菌拮抗剂的筛选及发酵条件优化】。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250051
Mengyan Dou, Ziwei Wang, Pan Zhao, Xiu Wang, Aiping Wang, Naiqin Zhong

In recent years, potato scab caused by Streptomyces scabies is aggravating year by year, becoming an industrial problem urgently to be resolved. Screening antagonistic bacteria with good inhibitory effect and wide adaptability is the main measure to realize effective prevention and control of the disease. This study screened three strains of antagonistic bacteria DXT2-4, T2-1 and 21-14 with good inhibitory effect on S. scabies by using plate standoff test, and identified them as Bacillus altitudinis, Bacillus safensis and Bacillus pumilus, respectively, based on morphological characteristics, physiological and biochemical properties, and 16S rRNA gene sequences. DXT2-4, T2-1 and 21-14 showed the pot control efficacy of 68.83%, 48.57%, and 57.14%, respectively. The field control efficacy of the three strains was 59.48%, 34.58% and 51.75% in Hulun Buir, Inner Mongolia Autonomous Region and 55.14%, 36.05%, and 49.05% in Huizhou, Guangdong. The three strains could grow normally in the media with pH 1.0-13.0 and with 1%-11% NaCl, and they had inhibitory effects on Rhizoctonia solani, Verticillium dahliae, Alternaria solani, and Fusarium oxysporum. The indole-3-acetic acid yields of DXT2-4, T2-1, and 21-14 were 2.23, 1.11, and 1.67 mg/L, respectively. DXT2-4 and 21-14 demonstrated strong abilities to solubilize phosphorus. The optimal carbon source, nitrogen source, and inorganic salt for fermentation of strain DXT2-4 were 2% molasses+2% corn starch, 2% soybean meal, and 0.3% MgSO4·7H2O, respectively. These findings suggest the three strains of bacteria can efficiently inhibit the growth of S. scabies and have strong environmental adaptability. Particularly, DXT2-4 has the best effects of inhibiting the disease and promoting plant growth, showing a high development value and broad application prospects, this is of great significance for promoting sustainable potato production and ensuring the environmentally sound utilization of resources.

近年来,马铃薯疥疮链霉菌引起的马铃薯疥疮逐年加重,成为一个亟待解决的工业问题。筛选抑菌效果好、适应性广的拮抗菌是实现疾病有效防治的主要措施。本研究通过平板对峙试验筛选出3株对疥疮具有良好抑制作用的拮抗菌DXT2-4、T2-1和21-14,根据形态特征、生理生化特性和16S rRNA基因序列,分别鉴定为高原芽孢杆菌(Bacillus altitinis)、萨菲芽孢杆菌(Bacillus safensis)和矮芽孢杆菌(Bacillus pumilus)。DXT2-4、T2-1和21-14的防锅效分别为68.83%、48.57%和57.14%。3个菌株在内蒙古呼伦贝尔的田间防效分别为59.48%、34.58%和51.75%,在广东惠州的田间防效分别为55.14%、36.05%和49.05%。3株菌株在pH为1.0 ~ 13.0、NaCl浓度为1% ~ 11%的培养基中均能正常生长,对茄枯丝核菌、大丽花黄萎病菌、茄疫病菌和尖孢镰刀菌均有抑制作用。DXT2-4、T2-1和21-14的吲哚-3乙酸产率分别为2.23、1.11和1.67 mg/L。DXT2-4和21-14表现出较强的溶磷能力。菌株DXT2-4发酵的最佳碳源、氮源和无机盐分别为2%糖蜜+2%玉米淀粉、2%豆粕和0.3% MgSO4·7H2O。上述结果表明,3株细菌均能有效抑制疥疮S.疥疮的生长,具有较强的环境适应性。其中DXT2-4抑制病害和促进植株生长的效果最好,具有很高的开发价值和广阔的应用前景,这对促进马铃薯可持续生产和确保资源的环境无害化利用具有重要意义。
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引用次数: 0
[Preface for special issue on Future Agriculture]. [未来农业专刊前言]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250722
Jianhua Zhao, Huishan Guo

Agriculture, the strategic cornerstone of national long-term stability, is undergoing a fundamental shift from resource-dependent to technology-driven, driven by global food security and ecological conservation needs. Traditional agriculture can no longer sustain the growing food demand. Scientific and technological advancements are fundamental guarantees for ensuring food supply security and are the primary driver for future agricultural development. This special issue compiles the latest research advancements from diverse experts, covering fields such as microbe-driven green agriculture, pesticide technology innovation, intelligent agricultural machinery, smart manufacturing, and molecular design breeding fundamentals. It aims to inspire researchers to explore cutting-edge directions in future agriculture, promote interdisciplinary collaboration and technological integration, and thereby drive innovative breakthroughs and industrial transformation in agricultural modernization.

在全球粮食安全和生态保护需求的推动下,作为国家长治久安战略基石的农业正在经历从资源依赖型向技术主导型的根本性转变。传统农业已无法满足日益增长的粮食需求。科技进步是保障粮食供应安全的根本保障,是未来农业发展的第一动力。本期特刊汇集了多位专家的最新研究进展,涵盖微生物驱动的绿色农业、农药技术创新、智能农机、智能制造、分子设计育种基础等领域。旨在激发研究者探索未来农业前沿方向,促进跨学科合作和技术融合,从而推动农业现代化的创新突破和产业转型。
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引用次数: 0
[Optimization of extraction process with deep eutectic solvents and analysis of antioxidant activity of Gastrodia elata polysaccharides]. [深共晶溶剂提取工艺优化及天麻多糖抗氧化活性分析]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250300
Chanchan Shi, Qianxia Su, Min Yang, Xiao Sun, Xinyi Huang

This study optimizes the extraction process and explores the antioxidant activity of Gastrodia elata polysaccharides, aiming to provide theoretical reference for the extraction, development, and application of the polysaccharides. Polysaccharides were extracted from G. elata by an ultrasonic-assisted method with deep eutectic solvents. The extraction process was optimized by single factor and response surface tests. The antioxidant activity of polysaccharides was evaluated by DPPH and ABTS+ free radical scavenging rates. The optimal deep eutectic solvents were composed of choline chloride and lactic acid at a molar ratio of 1:2. The optimal extraction conditions were the ultrasonic treatment at 50 ℃ for 48 min, a solid-to-liquid ratio of 1:38, and a water content of 42%. Under these conditions, the polysaccharide yield reached (19.88±0.93)%. The results of antioxidant activity experiment in vitro showed that the scavenging rates of G. elata polysaccharides on DPPH and ABTS+ free radicals were up to (26.39±1.47)% and (30.61±0.16)%, respectively, which indicated that the polysaccharides extracted by the deep eutectic solvents had a certain antioxidant ability. The extracted polysaccharides can be further studied and developed as a potential natural antioxidant.

本研究对天麻多糖的提取工艺进行了优化,并对其抗氧化活性进行了探讨,旨在为天麻多糖的提取、开发和应用提供理论参考。采用深共晶溶剂,超声辅助法提取龙葵多糖。通过单因素试验和响应面试验对提取工艺进行优化。以DPPH和ABTS+自由基清除率评价多糖的抗氧化活性。最佳的深度共晶溶剂为氯化胆碱与乳酸的摩尔比为1:2。最佳提取条件为:超声处理50℃,提取48 min,料液比1:38,水含量42%。在此条件下,多糖得率达到(19.88±0.93)%。体外抗氧化活性实验结果表明,栀子多糖对DPPH和ABTS+自由基的清除率分别高达(26.39±1.47)%和(30.61±0.16)%,表明深共晶溶剂提取的栀子多糖具有一定的抗氧化能力。所提取的多糖可作为一种潜在的天然抗氧化剂进一步研究和开发。
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引用次数: 0
[An intelligent recognition method for crop density based on Faster R-CNN]. [基于Faster R-CNN的作物密度智能识别方法]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250355
Xiuhua Li, Qian Li, Hanwen Zhang, Lu Ding, Zeping Wang

Accurately obtaining the crop quantity and density is not only crucial for the demand-based input of water and fertilizer in the field but also vital for ensuring the yield and quality of crops. Aerial photography by unmanned aerial vehicles (UAVs) can quickly acquire the distribution image information of crops over a large area. However, the accurate recognition of a single type of dense targets is a huge challenge for most recognition algorithms. Taking banana seedlings as an example in this study, we captured the images of banana plantations by UAVs from high altitudes to explore an efficient recognition method for dense targets. We proposed a strategy of "cut-recognition-stitch" and constructed a counting method based on the improved Faster R-CNN algorithm. First, the images containing highly dense targets were cropped into a large number of image tiles according to different sizes (simulating different flight altitudes), and the Contrast Limited Adaptive Histogram Equalization (CLAHE) algorithm was adopted to improve the image quality. A banana seedling dataset containing 36 000 image tiles was constructed. Then, the Faster R-CNN network with optimized parameters was used to train the banana seedling recognition model. Finally, the recognition results were reversely stitched together, and a boundary deduplication algorithm was designed to correct the final counting results to reduce the repeated recognition caused by image cropping. The results show that the recognition accuracy of the Faster R-CNN with optimized parameters for banana image datasets of different sizes can reach up to 0.99 at most. The deduplication algorithm can reduce the average counting error for the original aerial images from 1.60% to 0.60%, and the average counting accuracy of banana seedlings reaches 99.4%. The proposed method effectively addresses the challenge of recognizing dense small objects in high-resolution aerial images, providing an efficient and reliable technical solution for intelligent crop density monitoring in precision agriculture.

准确获取作物数量和密度,不仅对田间水肥按需投入至关重要,而且对保证作物的产量和品质至关重要。利用无人机进行航拍,可以快速获取大面积农作物的分布图像信息。然而,对于大多数识别算法来说,准确识别单一类型的密集目标是一个巨大的挑战。本研究以香蕉幼苗为例,利用无人机对香蕉种植园进行高空图像采集,探索一种高效的密集目标识别方法。我们提出了一种“切割-识别-缝合”策略,并基于改进的Faster R-CNN算法构建了一种计数方法。首先,将含有高密度目标的图像按不同大小(模拟不同飞行高度)裁剪成大量图像块,采用对比度有限自适应直方图均衡化(CLAHE)算法提高图像质量;构建了包含36000个图像块的香蕉幼苗数据集。然后,采用参数优化后的Faster R-CNN网络对香蕉幼苗识别模型进行训练。最后,将识别结果反向拼接在一起,设计边界重复删除算法对最终计数结果进行校正,以减少图像裁剪导致的重复识别。结果表明,参数优化后的Faster R-CNN对不同尺寸香蕉图像数据集的识别准确率最高可达0.99。重复数据删除算法可以将原始航拍图像的平均计数误差从1.60%降低到0.60%,其中香蕉幼苗的平均计数精度达到99.4%。该方法有效解决了高分辨率航空影像中密集小目标的识别难题,为精准农业作物密度智能监测提供了高效可靠的技术解决方案。
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引用次数: 0
[Advantages and potential ecological risks of genetically modified crops]. 【转基因作物的优势与潜在生态风险】。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250359
Qingjie Chen, Yuqing Cheng, Yu Ma, Ning Xu

Genetically modified (GM) crops, as a pivotal innovation in modern agriculture, exhibit significant advantages such as pest and disease resistance, herbicide tolerance, stress tolerance, and yield enhancement. However, their widespread adoption has been associated with potential ecological risks, including weediness of transgenic plants, gene flow, emergence of novel viral strains in virus-resistant crops, impacts on non-target organisms and soil ecosystems, and evolution of target pest resistance. This review focuses on the dual characteristics of GM crops, systematically examining their agronomic benefits and the underlying mechanisms of ecological risks. This review provides a theoretical foundation for optimizing the development of GM crops and ecological risk management, facilitating sustainable agricultural practices.

转基因作物作为现代农业的一项关键性创新,具有抗病虫害、抗除草剂、抗逆境、增产等显著优势。然而,它们的广泛采用与潜在的生态风险有关,包括转基因植物的杂草,基因流动,抗病毒作物中新病毒株的出现,对非目标生物和土壤生态系统的影响,以及目标害虫抗性的进化。本文综述了转基因作物的双重特性,系统分析了其农艺效益和生态风险的潜在机制。为优化转基因作物开发和生态风险管理,促进农业可持续发展提供理论依据。
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引用次数: 0
[N-terminal domain of Rep encoded by beet severe curly top virus mediates suppression of RNA silencing and induces VIM5 expression]. [甜菜严重卷顶病毒编码Rep的n端结构域介导RNA沉默抑制,诱导VIM5表达]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250362
Jingyu Xu, Jianxin Lu, Zhenyu Yu, Meijie Hu, Chengkai Guo, Zhongqi Qiu, Zhongqi Chen

Geminiviruses cause substantial crop yield losses worldwide. The replication initiator protein (Rep) encoded by geminiviruses is indispensable for geminiviral replication. The Rep protein encoded by beet severe curly top virus (BSCTV, genus Curtovirus, family Geminiviridae) induces VARIANT IN METHYLATION 5 (VIM5) expression in Arabidopsis leaves upon BSCTV infection. VIM5 functions as a ubiquitination-related E3 ligase to promote the proteasomal degradation of methyltransferases, resulting in reduction of methylation levels in the BSCTV C2-3 promoter. However, the specific domains of Rep responsible for VIM5 induction remain poorly characterized. Although Rep proteins from several geminiviruses act as viral suppressors of RNA silencing (VSRs), whether BSCTV Rep also possesses VSR activity remains to be illustrated. In this study, we employed a transient expression system in the 16c-GFP transgenic and the wild-type Nicotiana benthamiana plants to analyze the VSR and the VIM5-inducing activities of different truncated Rep proteins haboring distinct domains. We found that the N-terminal domain (amino acids 1-180) of Rep suppressed GFP silencing in 16c-GFP transgenic N. benthamiana leaves. The minimal N-terminal fragment (amino acids 1-104) induced VIM5 expression upon co-infiltration, while C-terminal truncations lacked VIM5-inducing activity. Our results indicate that the N-terminal domain of Rep encoded by BSCTV mediates the suppression of RNA silencing and induces VIM5 expression. Thus, our findings contribute to a better understanding of interactions between geminiviral Rep and plant hosts.

双病毒在世界范围内造成大量作物产量损失。双病毒编码的复制启动蛋白(Rep)是双病毒复制过程中不可缺少的物质。甜菜严重卷顶病毒(BSCTV, Curtovirus属,Geminiviridae)编码的Rep蛋白在BSCTV感染后诱导拟南芥叶片中变异IN甲基化5 (VIM5)的表达。VIM5作为泛素化相关的E3连接酶,促进甲基转移酶的蛋白酶体降解,导致BSCTV C2-3启动子甲基化水平降低。然而,负责VIM5诱导的Rep的特定结构域仍然缺乏表征。虽然来自几种双病毒的Rep蛋白作为RNA沉默(VSRs)的病毒抑制因子,但BSCTV Rep是否也具有VSR活性仍有待证实。在本研究中,我们利用瞬时表达系统在16c-GFP转基因和野生型烟叶中分析了不同结构域的Rep截断蛋白的VSR和vim5诱导活性。我们发现,在转16c-GFP的benthamiana叶片中,Rep的n端结构域(氨基酸1-180)抑制了GFP的沉默。最小的n端片段(氨基酸1-104)在共浸润时诱导VIM5表达,而c端截断缺乏VIM5诱导活性。我们的研究结果表明,BSCTV编码的Rep的n端结构域介导RNA沉默抑制,诱导VIM5的表达。因此,我们的发现有助于更好地理解双病毒Rep与植物宿主之间的相互作用。
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引用次数: 0
[Screening of soil biocontrol bacteria and evaluation of their control effects on Fusarium head blight of wheat]. [土壤生防菌筛选及防治小麦赤霉病效果评价]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250281
Dongfang Wang, Xinxin Zhai, Chunlin Yang, Huilan Zhang, Jie Wu, Zerong Song, Pan Zhao, Yu Chi

Fusarium head blight (FHB), caused by Fusarium graminearum, not only leads to severe yield losses but also poses a threat to food safety due to the mycotoxins produced by the pathogen. Since this disease is preventable but not curable, the current control mainly relies on chemical fungicides, the long-term use of which may lead to pathogen resistance and environmental pollution. To develop green control methods, we screened 13 biocontrol strains from the rhizosphere soil of wheat, among which strain No. 12 (identified as Pythium aphanidermatum) showed significant antifungal effects. In the plate confrontation test, this strain reduced the colony diameter of the pathogen by 69.2% (1.47 mm vs. 4.78 mm in the control group), with an inhibition rate of 77% (P < 0.01). Microscopic observation revealed obvious deformations in the pathogen hyphae, suggesting a lysing effect. The coleoptile experiment further confirmed that the pre-treatment with this strain reduced the incidence rate to 0. These findings provide new candidate strains for the biocontrol of FHB and offer a scientific basis for reducing the use of chemical fungicides and promoting sustainable agricultural development.

赤霉病(Fusarium head blight, FHB)是由禾谷镰刀菌(Fusarium graminearum)引起的疫病,不仅造成严重的产量损失,而且由于其产生的真菌毒素对食品安全构成威胁。由于此病可防不可治,目前的防治主要依靠化学杀菌剂,长期使用可能导致病原菌耐药性和环境污染。为了开发绿色防治方法,从小麦根际土壤中筛选了13株防菌菌株,其中12号菌株(鉴定为霉霉)表现出显著的抑菌效果。在平板对抗试验中,该菌株使病原菌菌落直径减少了69.2% (1.47 mm vs.对照组4.78 mm),抑制率为77% (P < 0.01)。显微镜观察发现病原菌菌丝明显变形,提示有裂解作用。胚芽实验进一步证实,该菌株预处理后发病率降至0。这些发现为FHB的生物防治提供了新的候选菌株,为减少化学杀菌剂的使用和促进农业可持续发展提供了科学依据。
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引用次数: 0
[Microbe-induced gene silencing targeting VdEno of Verticillium dahliae for the control of cotton Verticillium wilt]. [针对大丽花黄萎病VdEno的微生物诱导基因沉默防治棉花黄萎病]。
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250460
Wen Tian, Qianye Guo, Qing Shuai, Qingyan Liu, Huishan Guo, Jianhua Zhao

Small RNAs (sRNAs), the key components of RNA interference (RNAi) or RNA silencing, can mediate cell-autonomous gene silencing and function as signaling molecules across species. Microbe-induced gene silencing (MIGS), which is based on interspecies RNAi, is an effective approach for controlling fungal diseases in crops. The enolase gene VdEno is essential for the growth and development of the fungal pathogen Verticillium dahliae, which causes cotton Verticillium wilt. In this study, we engineered Trichoderma harzianum (Th) to express the double-stranded RNA (dsRNA) targeting VdEno. The engineered strain Th-VdEnoi successfully generated VdEno-specific small interfering RNA (siVdEno). We further confirmed that Th-VdEnoi effectively induced VdEno silencing at the translational level. The results of crop protection assays revealed that the cotton plants co-inoculated with V. dahliae (strain V592) and Th-VdEnoi presented significantly reduced disease severity and lower fungal biomass in their roots than the control plants inoculated with V. dahliae alone or with V. dahliae and Th-GFPi (a control strain expressing GFP-targeting dsRNA). Collectively, our findings demonstrate that VdEno is an effective target for controlling cotton Verticillium wilt and confirm that MIGS is a promising strategy for managing soil-borne fungal pathogens in crops. MIGS provides strong technical support for reducing the application of conventional chemical pesticides, developing eco-friendly biopesticides, and facilitating the sustainable development of agriculture.

小RNA (sRNAs)是RNA干扰(RNAi)或RNA沉默的关键成分,可以介导细胞自主基因沉默,并作为跨物种的信号分子发挥作用。基于种间RNAi技术的微生物诱导基因沉默(MIGS)是控制作物真菌病害的有效方法。烯醇化酶基因VdEno对引起棉花黄萎病的大丽黄萎病真菌病原菌的生长发育至关重要。在这项研究中,我们设计了哈兹木霉(Trichoderma harzianum, Th)来表达针对VdEno的双链RNA (dsRNA)。工程菌株Th-VdEnoi成功生成了vdeno特异性小干扰RNA (siVdEno)。我们进一步证实Th-VdEnoi在翻译水平上有效诱导VdEno沉默。作物保护试验结果表明,与单独接种大丽花弧菌或与表达gfp靶向dsRNA的对照菌株Th-GFPi接种相比,大丽花弧菌(V592)和Th-VdEnoi共接种棉花植株的病害严重程度和根系真菌生物量显著降低。总之,我们的研究结果表明,VdEno是控制棉花黄萎病的有效靶点,并证实MIGS是一种有前途的管理作物土传真菌病原体的策略。MIGS为减少常规化学农药的使用,开发生态友好型生物农药,促进农业可持续发展提供了强有力的技术支持。
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引用次数: 0
[A high-throughput plant canopy leaf area index inversion model based on UAV-LiDAR]. 基于无人机-激光雷达的植物冠层叶面积指数高通量反演模型
Q4 Biochemistry, Genetics and Molecular Biology Pub Date : 2025-10-25 DOI: 10.13345/j.cjb.250360
Yuming Liang, Xueyan Fan, Muqing Zhang, Wei Yao, Xiuhua Li, Zeping Wang, Sifan Dong, Xuechen Li

To explore the feasibility of using UAV-LiDAR for measuring the leaf area index (LAI) of crop canopies, we employed UAV-LiDAR to scan sugarcane canopies during the tillering and elongation stages, acquiring canopy point cloud data. Subsequently, features such as average row height, projected row area, point cloud density at different canopy layers, and the ratios between these parameters were extracted. Three feature selection methods-partial least squares regression (PLSR), XGBoost feature importance (XGBoost-FI), and random forest-recursive feature elimination (RF-RFE)-were adopted to evaluate and identify the optimal input variables for modeling. With these selected variables, LAI inversion models were developed based on random forest (RF) and adaptive boosting (AdaBoost) algorithms, and their performance was assessed. Among the extracted features, the projected row area Sp and the total row point count Ctotal exhibited strong correlations with LAI, with correlation coefficients of 0.73 and 0.72, respectively. The AdaBoost-based LAI inversion model, using the projected row area Sp, average height Havg, mid-layer point cloud density Cm, and total row point count Ctotal as input variables, achieved the best performance, with a coefficient of determination (Rv²) of 0.713 and a root mean square error (RMSEv) of 0.25 on the validation set. This study provides an effective method for high-throughput acquisition of LAI in field crops, offering valuable scientific support for sugarcane field management and breeding efforts.

为了探索利用无人机-激光雷达测量作物冠层叶面积指数(LAI)的可行性,本研究利用无人机-激光雷达对甘蔗分蘖期和伸长期冠层进行扫描,获取冠层点云数据。然后,提取不同冠层的平均行高、投影行面积、点云密度等特征以及这些参数之间的比值。采用三种特征选择方法——偏最小二乘回归(PLSR)、XGBoost特征重要性(XGBoost- fi)和随机森林递归特征消除(RF-RFE)来评估和识别建模的最佳输入变量。利用这些选定的变量,建立了基于随机森林(RF)和自适应增强(AdaBoost)算法的LAI反演模型,并对其性能进行了评估。在提取的特征中,投影行面积Sp和总行点数Ctotal与LAI表现出较强的相关性,相关系数分别为0.73和0.72。基于adaboost的LAI反演模型,以投影行面积Sp、平均高度Havg、中层点云密度Cm和总行点数Ctotal作为输入变量,在验证集上的决定系数(Rv²)为0.713,均方根误差(RMSEv)为0.25,取得了最佳的反演效果。本研究为田间作物LAI的高通量获取提供了有效的方法,为甘蔗田间管理和育种工作提供了有价值的科学支持。
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Sheng wu gong cheng xue bao = Chinese journal of biotechnology
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