MUSA

Musa
  • 文章类型: Journal Article
    香蕉(Musaspp。)是经济上最重要的园艺作物之一。香蕉有很多种,具有不同的倍性(通常是二倍体,三倍体,或四倍体)和基因组类型(大多数包含A或/和B基因组)。目前,观察和基因组类型检测是香蕉种质资源鉴定的常用方法。然而,观察是乏味的,而基因组类型检测不能区分基因组类型以下的类别。是的,因此,建立一种简单有效的香蕉种质资源鉴别方法是当务之急。本研究对62份香蕉种质资源的核糖体DNA内部转录间隔区(ITS)序列进行了测序分析,特别是在420-bp位置附近的20bp区域(称为420-bp区域),表现出相对可识别和可重复的多态性特征。使用420-bp区域作为标记,我们能够快速区分属于不同基因组类型组或同一基因组类型组中不同亚组的香蕉。此外,看来,ITS的Sanger测序可用于鉴定杂交香蕉后代。总的来说,ITS测序简化了香蕉种质资源的分类,在Musa改良的多个领域具有潜在的应用前景。
    Banana (Musa spp.) is one of the most economically important horticultural crops. There are many types of banana, with differing ploidy (usually diploid, triploid, or tetraploid) and genome types (most containing the A or/and B genome). Currently, observation and genome type detection are commonly used to identify banana germplasm resources. However, observation is tedious, while genome type detection cannot distinguish categories below genome types. It is, therefore, urgent to establish a simple and effective method for identifying banana germplasm resources. This study sequenced and analyzed the ribosomal DNA internal transcribed spacer (ITS) sequences of 62 banana germplasm resources and found that the sequencing peaks, especially the 20 bp region near the 420-bp position (referred to as the 420-bp region), exhibited relatively recognizable and repeatable polymorphism characteristics. Using the 420-bp region as a marker, we were able to quickly distinguish bananas belonging to different genome type groups or different subgroups in the same genome type group. Moreover, it appeared that Sanger sequencing of ITS could be used to identify hybrid banana offspring. In general, ITS sequencing simplifies the classification of banana germplasm resources and has potential application in several areas of Musa improvement.
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  • 文章类型: Journal Article
    谷子(FM)和绿香蕉(GB)富含促进健康的营养物质和生物活性物质,比如抗氧化剂,膳食纤维,以及各种必需的宏量和微量营养素。使用GB和FM面粉作为益生元归因于它们支持肠道健康并提供多种健康益处的能力。本研究旨在评估掺入10%GB面粉(GBF)和不同比例(10-40%)的FM面粉(FMF)对益生元潜力的影响,抗氧化剂,营养,颜色,烹饪质量,面条的水分活度和感官属性。益生元的潜力,抗氧化剂,通过增加FMF的水平,生产的面条的营养成分得到了显着改善。感官评估显示,含有30%FMF和10%GBF的面条获得了与对照样品相当的分数。此外,配方面条表现出显著(p<0.05)更高的蛋白质水平,必需矿物质(如铁,镁,和锰),膳食纤维(9.37至12.71克/100克),总酚类化合物(17.81至36.35mgGAeq./100g),和总抗氧化剂(172.57至274.94毫克AA当量。/100g)与对照相比。富集面条还表现出显著(p<0.05)增加的抗氧化能力,正如DPPH和FRAP活动增强所证明的那样,与对照面条相比。总的来说,掺入30%FMF和10%GBF导致面条的营养和抗氧化品质显着改善,以及面条对植物乳杆菌的益生元潜力,L.鼠李糖,和嗜酸乳杆菌.这种富集策略的实施具有赋予多种健康优势的潜力。
    Foxtail millet (FM) and green banana (GB) are rich in health-promoting nutrients and bioactive substances, like antioxidants, dietary fibers, and various essential macro and micronutrients. Utilizing GB and FM flour as prebiotics is attributed to their ability to support gut health and offer multiple health benefits. The present study aimed to evaluate the impact of incorporating 10% GB flour (GBF) and different proportions (10-40%) of FM flour (FMF) on the prebiotic potential, antioxidant, nutrient, color, cooking quality, water activity and sensory attributes of noodles. The prebiotic potential, antioxidant, and nutrient of the produced noodles were significantly improved by increasing the levels of FMF. Sensorial evaluation revealed that noodles containing 30% FMF and 10% GBF attained comparable scores to the control sample. Furthermore, the formulated noodles exhibited significantly (p < 0.05) higher levels of protein, essential minerals (such as iron, magnesium, and manganese), dietary fiber (9.37 to 12.71 g/100 g), total phenolic compounds (17.81 to 36.35 mg GA eq./100 g), and total antioxidants (172.57 to 274.94 mg AA eq./100 g) compared to the control. The enriched noodles also demonstrated substantially (p < 0.05) increased antioxidant capacity, as evidenced by enhanced DPPH and FRAP activities, when compared to the control noodles. Overall, the incorporation of 30% FMF and 10% GBF led to a noteworthy improvement in the nutritional and antioxidant qualities of the noodles, as well as the prebiotic potential of the noodles with regard to L. plantarum, L. rhamnosus, and L. acidophilus. The implementation of this enrichment strategy has the potential to confer a multitude of health advantages.
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  • 文章类型: Journal Article
    香蕉皮,约占水果重量的35%,经常被丢弃,提出环境和经济问题。本研究的重点是通过优化先进的提取技术回收香蕉皮废物,特别是微波辅助提取(MAE)和超声辅助提取(UAE),用于分离酚类化合物。将基于氯化胆碱的深度低共熔溶剂(DES)与30%(w/w)水含量的甘油以1:3的比例与30%乙醇进行比较。参数,包括样品溶剂比(SSR),提取时间,MAE的温度或阿联酋的振幅,是多种多样的。分析提取物的羟基肉桂酸(HCA)和类黄酮含量,和使用FRAP和ABTS测定的抗氧化活性。DES优于乙醇,HCA含量为180.80至765.92mg/100g,类黄酮含量为96.70至531.08mg/100g,伴随着更高的抗氧化活性。使用DES的最佳MAE条件是SSR为1:50,温度为60°C,10分钟的时间,而SSR为1:60,时间为5分钟,75%的振幅对于阿联酋是最佳的。优化提取物的多酚谱包含19种属于黄酮醇类的单独化合物,黄烷-3-醇,和酚酸。这项研究得出的结论是,DES,凭借其优越的提取效率和环境效益,是用于从香蕉皮中提取高价值生物活性化合物的有前途的溶剂,并为食品和制药行业提供了巨大的潜力。
    Banana peels, comprising about 35% of the fruit\'s weight, are often discarded, posing environmental and economic issues. This research focuses on recycling banana peel waste by optimizing advanced extraction techniques, specifically microwave-assisted (MAE) and ultrasound-assisted extraction (UAE), for the isolation of phenolic compounds. A choline chloride-based deep eutectic solvent (DES) with glycerol in a 1:3 ratio with a water content of 30% (w/w) was compared to 30% ethanol. Parameters, including sample-to-solvent ratio (SSR), extraction time, and temperature for MAE or amplitude for UAE, were varied. Extracts were analyzed for hydroxycinnamic acid (HCA) and flavonoid content, and antioxidant activity using FRAP and ABTS assays. DES outperformed ethanol, with HCA content ranging from 180.80 to 765.92 mg/100 g and flavonoid content from 96.70 to 531.08 mg/100 g, accompanied by higher antioxidant activity. Optimal MAE conditions with DES were an SSR of 1:50, a temperature of 60 °C, and a time of 10 min, whereas an SSR of 1:60, time of 5 min, and 75% amplitude were optimal for UAE. The polyphenolic profile of optimized extracts comprised 19 individual compounds belonging to the class of flavonols, flavan-3-ols, and phenolic acids. This study concluded that DESs, with their superior extraction efficiency and environmental benefits, are promising solvents for the extraction of high-value bioactive compounds from banana peels and offer significant potential for the food and pharmaceutical industries.
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  • 文章类型: Journal Article
    水果加工业负责处置大量副产品,尤其是水果皮(FPs),经常被丢弃在垃圾填埋场。在生物技术过程中使用FP有助于循环经济,降低FPs的环境负担,增加水果加工行业的收入。这项研究的重点是通过丝状真菌的固态发酵(SSF)来提高橙色(OPs)和香蕉(BPs)果皮的营养价值。SSF系数(水分,发酵时间,接种物大小,硫酸铵(AS),通过可变筛选Plackett-Burman设计研究了玉米浆(CSL))和真菌种类(黑曲霉和米根霉)。两种真菌都在未经处理的FP上生长,增加蛋白质含量和抗氧化活性。水分,AS,和CSL通过Box-Behnken设计与A.ibericus进行了进一步研究。在70%的水分和0.005g/gAS下发酵的OPs使其蛋白质含量增加了200%,而70%水分和0.005g/gCSL的BPs增加了123%。发酵果皮富含蛋白质,纤维,矿物,碳水化合物和可溶性糖含量低。发酵的OPs和BPs比未发酵的果皮显示出更高的抗氧化活性。这些FP的SSF是一种创新的方法,有助于获得丰富的营养发酵果皮食品。
    The fruit processing industry is responsible for disposing of huge amounts of byproducts, especially fruit peels (FPs), which are often discarded in landfills. Using FPs in biotechnological processes contributes to a circular economy, reducing the environmental burden of FPs and increasing the revenue of the fruit processing industry. This study was focused on upgrading the nutritional value of orange (OPs) and banana (BPs) peels by solid-state fermentation (SSF) with filamentous fungi. SSF factors (moisture, fermentation time, inoculum size, ammonium sulfate (AS), and corn steep liquor (CSL)) and fungi species (Aspergillus ibericus and Rhizopus oryzae) were studied by a variable screening Plackett-Burman design. Both fungi grew on untreated FPs, increasing their protein content and antioxidant activity. Moisture, AS, and CSL were further studied by a Box-Behnken design with A. ibericus. Fermented OPs at 70% moisture and 0.005 g/g AS increased their protein content by 200%, whereas BPs at 70% moisture and 0.005 g/g CSL increased by 123%. Fermented peels were enriched in protein, fiber, and minerals, with a low content of carbohydrates and soluble sugars. Fermented OPs and BPs showed higher antioxidant activity than unfermented peels. The SSF of these FPs is an innovative approach that contributes to obtaining rich nutrient-fermented peels for food.
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  • 文章类型: Journal Article
    香蕉枯萎病,由尖孢镰刀菌引起。古巴热带种族4(FocTR4),是世界范围内香蕉植物的主要疾病。效应蛋白在香蕉-FocTR4相互作用中起关键作用。我们以前的研究强调了FocTR4分泌组中属于T2家族的核糖核酸酶蛋白(称为FocRnt2),被预测为效应器。然而,其在FocTR4感染中的生物学功能尚不清楚。在这里,我们观察到FocRnt2在真菌感染早期的显着表达。酵母信号序列陷阱分析显示FocRnt2含有用于分泌的功能性信号肽。FocRnt2具有核糖核酸酶活性,可以在体外降解香蕉总RNA。亚细胞定位表明,FocRnt2定位于烟草叶片的细胞核和细胞质中。FocRnt2的瞬时表达抑制了水杨酸和茉莉酸信号标记基因的表达,活性氧积累,和BAX介导的N.benthamiana细胞死亡。FocRnt2缺失限制真菌渗透,减少FocTR4中的镰刀酸生物合成,并减弱对香蕉植物的真菌毒力,但对FocTR4的生长和对各种胁迫的敏感性影响不大。此外,FocRnt2缺失突变体在香蕉植物中诱导防御相关基因的更高表达。这些结果表明,FocRnt2在FocTR4的全毒力中起重要作用,进一步提高了我们对效应子介导的FocTR4发病机制的理解。
    Banana Fusarium wilt, caused by Fusarium oxysporum f. sp. cubense tropical race 4 (Foc TR4), is a major disease of banana plants worldwide. Effector proteins play critical roles in banana-Foc TR4 interaction. Our previous studies highlighted a ribonuclease protein belonging to the T2 family (named as FocRnt2) in the Foc TR4 secretome, which was predicted to be an effector. However, its biological function in Foc TR4 infection is still unclear. Herein, we observed significant expression of FocRnt2 during the early stage of fungal infection in planta. A yeast signal sequence trap assay showed that FocRnt2 contained a functional signal peptide for secretion. FocRnt2 possessed ribonuclease activity that could degrade the banana total RNA in vitro. Subcellular localization showed that FocRnt2 was localized in the nucleus and cytoplasm of Nicotiana benthamiana leaves. Transient expression of FocRnt2 suppressed the expression of salicylic acid- and jasmonic acid-signalling marker genes, reactive oxygen species accumulation, and BAX-mediated cell death in N. benthamiana. FocRnt2 deletion limited fungal penetration, reduced fusaric acid biosynthesis in Foc TR4, and attenuated fungal virulence against banana plants, but had little effect on Foc TR4 growth and sensitivity to various stresses. Furthermore, FocRnt2 deletion mutants induced higher expression of the defence-related genes in banana plants. These results suggest that FocRnt2 plays an important role in full virulence of Foc TR4, further improving our understanding of effector-mediated Foc TR4 pathogenesis.
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  • 文章类型: Journal Article
    α-淀粉酶(AMY)在调节植物生长中起着重要作用,发展,和植物采后品质的形成。然而,关于全基因组特征知之甚少,表达模式,亚细胞定位,和AMY基因(MaAMYs)在普通淀粉香蕉(Musaacuminata)中的功能调节。来自香蕉基因组数据库的12种MaAMY蛋白被分为两组,并包含一个保守的催化结构域。这些MaAMYs与玉米和水稻的AMYs形成共线对。在MaAMYs中发现了三个串联基因对,表明了推定的基因复制事件。发现MaAMY启动子的顺式作用元件与植物激素有关,发展,和应激反应。此外,MaAMY02、08、09和11在果实发育和成熟过程中活跃表达。具体来说,MaAMY11在香蕉成熟的中后期显示出最高的表达水平。亚细胞定位显示MaAMY02和11主要存在于叶绿体中,而MaAMY08和09主要位于细胞质中。值得注意的是,MaAMY11表达的瞬时衰减导致香蕉果实淀粉含量明显增加,而通过MaAMY11的瞬时过表达证实了淀粉含量的显着降低。一起,这些结果揭示了对结构的新见解,进化,和MaAmy家族的表达模式,肯定了MaAMY11在香蕉果实淀粉降解中的功能作用。
    Alpha-amylase (AMY) plays a significant role in regulating the growth, development, and postharvest quality formation in plants. Nevertheless, little is known about the genome-wide features, expression patterns, subcellular localization, and functional regulation of AMY genes (MaAMYs) in the common starchy banana (Musa acuminata). Twelve MaAMY proteins from the banana genome database were clustered into two groups and contained a conserved catalytic domain. These MaAMYs formed collinear pairs with the AMYs of maize and rice. Three tandem gene pairs were found within the MaAMYs and are indicative of putative gene duplication events. Cis-acting elements of the MaAMY promoters were found to be involved in phytohormone, development, and stress responses. Furthermore, MaAMY02, 08, 09, and 11 were actively expressed during fruit development and ripening. Specifically, MaAMY11 showed the highest expression level at the middle and later stages of banana ripening. Subcellular localization showed that MaAMY02 and 11 were predominately found in the chloroplast, whereas MaAMY08 and 09 were primarily localized in the cytoplasm. Notably, transient attenuation of MaAMY11 expression resulted in an obvious increase in the starch content of banana fruit, while a significant decrease in starch content was confirmed through the transient overexpression of MaAMY11. Together, these results reveal new insights into the structure, evolution, and expression patterns of the MaAMY family, affirming the functional role of MaAMY11 in the starch degradation of banana fruit.
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  • 文章类型: Journal Article
    香蕉(Musaspp。)是全球消费最广泛的水果。枯萎病,由尖孢镰刀菌引起。立方体(Foc),是一种对香蕉生产具有高度威胁的疾病。对Foc的抗性基因存在于野生Musa基因型中,例如Musaacuminata亚种。Burmannicoidesvar.加尔各答4.虽然实时PCR(RT-qPCR)适用于准确分析参与宿主防御反应的途径中的基因表达,在特定生物胁迫条件和宿主组织类型下稳定表达的参考基因对于样品变异的正常化是必需的。在这种情况下,潜在宿主参考基因ACT1、APT、EF1α,GAPDH,αTUB,RAN,在加尔各答4(抗性)和Musasp。的根组织的总RNA样品中评估了UBIQ1,UBIQ2,βTUB1,βTUB3,L2和ACTA1。与Foc亚热带种族4(STR4)相互作用时提取的品种Prata-anã(易感)。使用算法geNorm计算表达式稳定性,NormFinder和BestKeeper。βTUB3和L2在加尔各答4中最稳定,而ACTA1和GAPDH在Prata-anã中最稳定。这些用于分析Musa-FocSTR4病理系统中基因表达调节的参考基因对于增进对这种重要病原体的宿主防御反应的理解至关重要。
    Banana (Musa spp.) is the most widely consumed fruit globally. Fusarium wilt, caused by Fusarium oxysporum f. sp. cubense (Foc), is a highly threatening disease to banana production. Resistance genes to Foc exist in wild Musa genotypes such as Musa acuminata subsp. burmannicoides var. Calcutta 4. Whilst real-time PCR (RT-qPCR) is appropriate for accurate analysis of gene expression in pathways involved in host defence responses, reference genes with stable expression under specific biotic stress conditions and host tissue types are necessary for normalization of sample variation. In this context, the stability in potential host reference genes ACT1, APT, EF1α, GAPDH, αTUB, RAN, UBIQ1, UBIQ2, βTUB1, βTUB3, L2 and ACTA1 was evaluated in total RNA samples from root tissues in Calcutta 4 (resistant) and Musa sp. cultivar Prata-anã (susceptible) extracted during interaction with Foc subtropical race 4 (STR4). Expression stability was calculated using the algorithms geNorm, NormFinder and BestKeeper. βTUB3 and L2 were identified as the most stable in Calcutta 4, with ACTA1 and GAPDH the most stable in Prata-anã. These reference genes for analysis of gene expression modulation in the Musa-Foc STR4 pathosystem are fundamental for advancing understanding of host defence responses to this important pathogen.
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  • 文章类型: Journal Article
    尖孢镰刀菌f.sp.古巴(Foc)作为致命的真菌病原体对香蕉作物构成重大威胁。Foc的全球传播突显了与传统管理方法在对抗这种病原体方面的巨大挑战。这项研究探讨了Foc中与低毒力相关的分枝杆菌病毒。从Foc菌株LA6中,我们分离并鉴定了Hadakaviridae家族的新成员,命名为哈达卡病毒1株LA6(HadV1-LA6)。HadV1-LA6包含10个基因组RNA片段,RNA1至RNA7与已知的HadV1-7n共享80.9%-95.0%的氨基酸序列同一性,而RNA8至RNA10显示显著较低的同一性。HadV1-LA6通过共培养在不同Foc菌株之间以全或无的方式显示水平传输能力。表型比较突出表明,在细胞壁胁迫和氧化应激条件下,HadV1-LA6显着降低了其宿主真菌的生长速率。重要的是,HadV1-LA6减弱Foc在离体叶片和香蕉植物中的毒力。这项研究代表了在Foc中首次引入新型低毒力相关的Hadaka病毒1。香蕉枯萎病(FWB)是由土壤传播的尖孢镰刀菌引起的严重真菌病。sp。立方体(Foc)。在各种策略中,生物控制成为一种安全的,生态友好,和具有成本效益的FWB管理方法。在这项研究中,我们专注于探索hadakavirid新型低毒成员的潜力,HadV1-LA6.以前的报道表明,HadV1对宿主没有明显的影响。然而,通过表型评估,我们证明HadV1-LA6在胁迫条件下显着阻碍其宿主真菌的生长速率。更重要的是,HadV1-LA6在离体叶片和香蕉植物中表现出明显的减弱Foc毒力的能力。此外,HadV1-LA6可以在不同的Foc菌株之间水平传播,为揭示Hadaka病毒1与其宿主之间相互作用的分子机制提供了有希望的资源。
    Fusarium oxysporum f. sp. cubense (Foc) poses a significant threat to banana crops as a lethal fungal pathogen. The global spread of Foc underscores the formidable challenges associated with traditional management methods in combating this pathogen. This study delves into the hypovirulence-associated mycovirus in Foc. From Foc strain LA6, we isolated and characterized a novel member of the Hadakaviridae family, named Hadaka virus 1 strain LA6 (HadV1-LA6). HadV1-LA6 comprises 10 genomic RNA segments, with RNA1 to RNA7 sharing 80.9%-95.0% amino acid sequence identity with known HadV1-7n, while RNA8 to RNA10 display significantly lower identity. HadV1-LA6 demonstrates horizontal transmission capabilities in an all-or-none fashion between different Foc strains via coculturing. Phenotypic comparisons highlight that HadV1-LA6 significantly reduces the growth rates of its host fungus under cell wall stress and oxidative stress conditions. Importantly, HadV1-LA6 attenuates Foc\'s virulence in detached leaves and banana plants. This study represents the first introduction of a novel hypovirulence-associated Hadaka virus 1 in Foc.IMPORTANCEFusarium wilt of banana (FWB) is a severe fungal disease caused by soil-borne Fusarium oxysporum f. sp. cubense (Foc). Among various strategies, biocontrol emerges as a safe, ecologically friendly, and cost-effective approach to managing FWB. In this study, we focus on exploring the potential of a novel hypovirulent member of hadakavirid, HadV1-LA6. Previous reports suggest that HadV1 shows no apparent effect on the host. However, through phenotypic assessments, we demonstrate that HadV1-LA6 significantly impedes the growth rates of its host fungus under stress conditions. More importantly, HadV1-LA6 exhibits a remarkable capacity to attenuate Foc\'s virulence in detached leaves and banana plants. Furthermore, HadV1-LA6 could be horizontally transmitted between different Foc strains, presenting a promising resource for revealing the molecular mechanism of the interaction between Hadaka virus 1 and its host.
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  • 文章类型: Journal Article
    印度经济深受香蕉产业的影响,需要农业农业的进步。最近的研究强调了解决影响香蕉植物的疾病的必要性,特别注重早期检测以保障生产。疾病主要影响香蕉植物叶片的事实强调了早期识别的紧迫性。集成机器学习和深度学习算法的自动化系统已被证明可有效预测疾病。这篇手稿研究了香蕉叶中疾病的预测和检测,探索各种疾病,机器学习算法,和方法论。这项研究做出了贡献,提出了两种提高绩效的方法,并提出了未来的研究方向。总之,目的是促进对香蕉叶片疾病的预测和检测的理解和促进进展。调查结果强调了加强疾病识别过程的必要性。现有模型由于缺乏旋转和尺度不变性而面临挑战。虽然随机森林和决策树等算法受到的影响较小,最初考虑将卷积神经网络(CNN)用于疾病预测。尽管卷积神经网络模型在许多研究中表现出令人印象深刻的准确性,但它缺乏缩放和旋转的不变性。此外,观察到,由于其固有的设计,它不能与特征提取方法相结合,以识别香蕉叶病害。由于这个原因,提出了将ANN与尺度不变特征变换(SIFT)模型或方向梯度直方图(HOG)与局部二进制模式(LBP)模型相结合的两种替代模型。具有SIFT的第一模型ANN通过使用激活函数通过区分复杂模式来处理由SIFT提取的特征来识别疾病。第二次整合HOG和LBP的组合特征以因此通过表示图像中的局部模式和梯度来识别疾病。这为ANN学习和识别香蕉叶病铺平了道路。往前走,通过量身定制的机器学习算法探索视频格式的数据集,用于香蕉叶的疾病检测,为研究提供了一个有希望的途径。
    The Indian economy is greatly influenced by the Banana Industry, necessitating advancements in agricultural farming. Recent research emphasizes the imperative nature of addressing diseases that impact Banana Plants, with a particular focus on early detection to safeguard production. The urgency of early identification is underscored by the fact that diseases predominantly affect banana plant leaves. Automated systems that integrate machine learning and deep learning algorithms have proven to be effective in predicting diseases. This manuscript examines the prediction and detection of diseases in banana leaves, exploring various diseases, machine learning algorithms, and methodologies. The study makes a contribution by proposing two approaches for improved performance and suggesting future research directions. In summary, the objective is to advance understanding and stimulate progress in the prediction and detection of diseases in banana leaves. The need for enhanced disease identification processes is highlighted by the results of the survey. Existing models face a challenge due to their lack of rotation and scale invariance. While algorithms such as random forest and decision trees are less affected, initially convolutional neural networks (CNNs) is considered for disease prediction. Though the Convolutional Neural Network models demonstrated impressive accuracy in many research but it lacks in invariance to scale and rotation. Moreover, it is observed that due its inherent design it cannot be combined with feature extraction methods to identify the banana leaf diseases. Due to this reason two alternative models that combine ANN with scale-invariant Feature transform (SIFT) model or histogram of oriented gradients (HOG) combined with local binary patterns (LBP) model are suggested. The first model ANN with SIFT identify the disease by using the activation functions to process the features extracted by the SIFT by distinguishing the complex patterns. The second integrate the combined features of HOG and LBP to identify the disease thus by representing the local pattern and gradients in an image. This paves a way for the ANN to learn and identify the banana leaf disease. Moving forward, exploring datasets in video formats for disease detection in banana leaves through tailored machine learning algorithms presents a promising avenue for research.
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  • 文章类型: Journal Article
    乙烯和环氧乙烷广泛应用于化学工业,乙烯在果实成熟中的作用也很重要。更好的传感系统将有助于对这些化学品进行风险管理。这里,我们表征了分枝杆菌NBB4菌株中的乙烯调节系统,并使用这些遗传部分来创建生物传感器。将调控基因etnR1和etnR2以及同源启动子Petn与分枝杆菌穿梭载体中的荧光报告基因(fuGFP)组合以产生质粒pUS301-EtnR12P。耻垢分枝杆菌mc2-155(pUS301-EtnR12P)的培养物响应环氧乙烷给出荧光信号,检测极限为0.2μM(9ppb)。通过将环氧化物生物传感器细胞与另一种表达乙烯单加氧酶的培养物组合,该系统被转化为乙烯生物传感器。共培养物能够检测香蕉果实的乙烯排放。这些是用于环氧化物或脂族烯烃的全细胞生物传感器的第一个实例。这项工作还解决了有关细菌中乙烯分解代谢调节的长期问题。
    Ethylene and ethylene oxide are widely used in the chemical industry, and ethylene is also important for its role in fruit ripening. Better sensing systems would assist risk management of these chemicals. Here, we characterise the ethylene regulatory system in Mycobacterium strain NBB4 and use these genetic parts to create a biosensor. The regulatory genes etnR1 and etnR2 and cognate promoter Petn were combined with a fluorescent reporter gene (fuGFP) in a Mycobacterium shuttle vector to create plasmid pUS301-EtnR12P. Cultures of M. smegmatis mc2-155(pUS301-EtnR12P) gave a fluorescent signal in response to ethylene oxide with a detection limit of 0.2 μM (9 ppb). By combining the epoxide biosensor cells with another culture expressing the ethylene monooxygenase, the system was converted into an ethylene biosensor. The co-culture was capable of detecting ethylene emission from banana fruit. These are the first examples of whole-cell biosensors for epoxides or aliphatic alkenes. This work also resolves long-standing questions concerning the regulation of ethylene catabolism in bacteria.
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