Passion fruit

  • 文章类型: Journal Article
    背景:转化酶(INVs)是糖代谢中的关键酶,蔗糖裂解成葡萄糖和果糖,在植物生长发育和逆境胁迫反应中起着重要作用,然而,西番莲中的INV基因家族尚未有系统报道。
    结果:在这项研究中,从百香果基因组中鉴定出16个PeINV基因,并根据其亚细胞位置和染色体位置进行命名。这些包括六个细胞壁转化酶(CWINV)基因,两个液泡转化酶(VINV)基因,和8个中性/碱性转化酶(N/AINV)基因。基因结构,系统发育树,利用生物信息学方法预测了PeINV基因家族的顺式作用元件。结果表明,PeINV基因的上游启动子区含有各种反应元件;特别是,PeVINV2、PeN/AINV3、PeN/AINV5、PeN/AINV6、PeN/AINV7和PeN/AINV8有较多的反响元件。此外,不同非生物胁迫下PeINV基因的表达谱(干旱,盐,寒冷的温度,和高温)表明PeCWINV5,PeCWINV6,PeVINV1,PeVINV2,PeN/AINV2,PeN/AINV3,PeN/AINV6和PeN/AINV7对这些非生物胁迫具有显着的响应,这与顺式作用元素预测结果一致。蔗糖,葡萄糖,和果糖是百香果果肉中的主要可溶性成分。总可溶性糖的含量,己糖,甜度指数在果实成熟早期显著增加。转录组数据表明,随着果实发育和成熟度的增加,PeCWINV2、PeCWINV5和PeN/AINV3的表达水平呈上调趋势,特别是对于显示最高丰度的PeCWINV5,这与可溶性糖的积累和甜度指数有关。瞬时过表达结果表明,果糖的含量,过表达PeCWINV5的果实果肉中葡萄糖和蔗糖增加。据推测,这种细胞壁转化酶基因,PeCWINV5可能在蔗糖卸载和己糖积累中起重要作用。
    结论:在这项研究中,我们首次系统地鉴定了百香果中的INV基因,并进一步研究了它们的理化性质,进化,和表达模式。此外,我们筛选出参与己糖积累的关键候选基因。本研究为进一步研究INV基因奠定了基础,有利于西番莲的遗传改良育种。
    BACKGROUND: Invertases (INVs) are key enzymes in sugar metabolism, cleaving sucrose into glucose and fructose and playing an important role in plant development and the stress response, however, the INV gene family in passion fruit has not been systematically reported.
    RESULTS: In this study, a total of 16 PeINV genes were identified from the passion fruit genome and named according to their subcellular location and chromosome position. These include six cell wall invertase (CWINV) genes, two vacuolar invertase (VINV) genes, and eight neutral/alkaline invertase (N/AINV) genes. The gene structures, phylogenetic tree, and cis-acting elements of PeINV gene family were predicted using bioinformatics methods. Results showed that the upstream promoter region of the PeINV genes contained various response elements; particularly, PeVINV2, PeN/AINV3, PeN/AINV5, PeN/AINV6, PeN/AINV7, and PeN/AINV8 had more response elements. Additionally, the expression profiles of PeINV genes under different abiotic stresses (drought, salt, cold temperature, and high temperature) indicated that PeCWINV5, PeCWINV6, PeVINV1, PeVINV2, PeN/AINV2, PeN/AINV3, PeN/AINV6, and PeN/AINV7 responded significantly to these abiotic stresses, which was consistent with cis-acting element prediction results. Sucrose, glucose, and fructose are main soluble components in passion fruit pulp. The contents of total soluble sugar, hexoses, and sweetness index increased significantly at early stages during fruit ripening. Transcriptome data showed that with an increase in fruit development and maturity, the expression levels of PeCWINV2, PeCWINV5, and PeN/AINV3 exhibited an up-regulated trend, especially for PeCWINV5 which showed highest abundance, this correlated with the accumulation of soluble sugar and sweetness index. Transient overexpression results demonstrated that the contents of fructose, glucose and sucrose increased in the pulp of PeCWINV5 overexpressing fruit. It is speculated that this cell wall invertase gene, PeCWINV5, may play an important role in sucrose unloading and hexose accumulation.
    CONCLUSIONS: In this study, we systematically identified INV genes in passion fruit for the first time and further investigated their physicochemical properties, evolution, and expression patterns. Furthermore, we screened out a key candidate gene involved in hexose accumulation. This study lays a foundation for further study on INV genes and will be beneficial on the genetic improvement of passion fruit breeding.
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  • 文章类型: Journal Article
    目前,关于具有特殊风味的烤鸡的风味成分及其动态变化的研究很少。在这项研究中,准备了一只百香果烤鸡,其特征风味成分通过风味组学分析,并确定了它们的进化模式和前兆。结果表明,贡献率最高的特征风味成分为丁酸乙酯(50.44%)。特别是,与其他可用的烤鸡产品相比,发现了一些独特的风味化合物。加工各阶段的挥发性风味成分主要为醇类,酯类,和碳氢化合物,15~30min的烘烤是建立香气体系的重要阶段,最后,碳氢化合物是主要的挥发性化合物。在30天的储存期间,特征风味成分包括丁酸乙酯,乙基麦芽酚,β-石竹烯,和愈并苯。总之,百香果烤鸡含有许多特有的风味成分,主要在焙烧15~30min内形成,在30天的贮存期内基本稳定。一句话,这项工作制备了一种新型烤鸡,并揭示了其在不同烘烤阶段和储存时期的风味形成机理,为工业生产提供参考。
    Currently, research on the flavor components and their dynamic changes in roasted chicken with a special flavor is rare. In this study, a passion fruit-roasted chicken was prepared, its characteristic flavor components were profiled by flavoromics, and their evolution patterns and precursors were determined. The results showed that the characteristic flavor component with the highest contribution rate was ethyl butyrate (50.44%). In particular, some unique flavor compounds were identified compared with other roasted chicken products available. The main volatile flavor components in all stages of processing were alcohols, esters, and hydrocarbons, 15 to 30 min of roasting is an important stage for establishing the aroma system, and at the end, hydrocarbons were the main volatile compounds. During the 30-day storage period, the characteristic flavor components included ethyl butyrate, ethyl maltol, β-caryophyllene, and guaiacene. In conclusion, passion fruit-roasted chicken contained many characteristic flavor components, which were mainly formed within 15 to 30 min of roasting and were basically stable during the 30-day storage period. In a word, this work prepared a novel roasted chicken and revealed its mechanism of flavor formation at different baking stages and storage periods, which provided references for industrial production.
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  • 文章类型: Journal Article
    背景:钙调蛋白(CaM)和类钙调蛋白(CML)在植物生长和发育中起调节作用,对生物和非生物胁迫的反应,和其他生物过程。作为一种受欢迎的水果和观赏作物,探索百香果花果发育的调控机制具有重要意义。
    结果:在这项研究中,从百香果基因组中鉴定出32个PeCaM/PeCML基因,并根据系统发育分析将其分为9组。结构分析,包括保守的图案,基因结构和同源建模,说明同一亚组中的PeCaM/PeCML具有相对保守的结构特征。共线性分析表明,CaM/CML基因家族的扩展可能主要是通过节段复制进行的,全基因组复制事件与基因组的快速扩增密切相关。不同花组织发育可能需要PeCaM/PeCML。重要的是,与其他PeCML基因相比,PeCML26在胚珠和果实发育过程中具有极高的表达水平,表明PeCML26具有参与百香果花和果实发育的潜在功能。与生长和发育相关的各种顺式元素的共存,激素反应性,这些PeCaM/PeCML的启动子区域中的应激反应可能有助于其不同的调节作用。此外,PeCaM/PeCML也被各种非生物胁迫诱导。这项工作提供了对CaM/CML基因家族的全面了解,并为以后研究百香果中CaM/CML基因的功能和进化提供了有价值的线索。
    结论:共32个PeCaM/PeCML基因分为9组。PeCaM/PeCML基因在不同发育阶段的花组织中显示出差异表达模式。值得注意的是,与AtCaM2高度同源的PeCML26不仅与多个BBR-BPCTFs相互作用,而且在胚珠和果实发育过程中也有较高的表达水平,表明PeCML26具有参与百香果花和果实发育的潜在功能。本研究为进一步研究和验证PeCaM/PeCML基因在百香果生长发育中的潜在功能奠定了基础。
    BACKGROUND: The calmodulin (CaM) and calmodulin-like (CML) proteins play regulatory roles in plant growth and development, responses to biotic and abiotic stresses, and other biological processes. As a popular fruit and ornamental crop, it is important to explore the regulatory mechanism of flower and fruit development of passion fruit.
    RESULTS: In this study, 32 PeCaM/PeCML genes were identified from passion fruit genome and were divided into 9 groups based on phylogenetic analysis. The structural analysis, including conserved motifs, gene structure and homologous modeling, illustrates that the PeCaM/PeCML in the same subgroup have relative conserved structural features. Collinearity analysis suggested that the expansion of the CaM/CML gene family likely took place mainly by segmental duplication, and the whole genome replication events were closely related with the rapid expansion of the gene group. PeCaM/PeCMLs were potentially required for different floral tissues development. Significantly, PeCML26 had extremely high expression levels during ovule and fruit development compared with other PeCML genes, suggesting that PeCML26 had potential functions involved in the development of passion fruit flowers and fruits. The co-presence of various cis-elements associated with growth and development, hormone responsiveness, and stress responsiveness in the promoter regions of these PeCaM/PeCMLs might contribute to their diverse regulatory roles. Furthermore, PeCaM/PeCMLs were also induced by various abiotic stresses. This work provides a comprehensive understanding of the CaM/CML gene family and valuable clues for future studies on the function and evolution of CaM/CML genes in passion fruit.
    CONCLUSIONS: A total of 32 PeCaM/PeCML genes were divided into 9 groups. The PeCaM/PeCML genes showed differential expression patterns in floral tissues at different development stages. It is worth noting that PeCML26, which is highly homologous to AtCaM2, not only interacts with multiple BBR-BPC TFs, but also has high expression levels during ovule and fruit development, suggesting that PeCML26 had potential functions involved in the development of passion fruit flowers and fruits. This research lays the foundation for future investigations and validation of the potential function of PeCaM/PeCML genes in the growth and development of passion fruit.
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  • 文章类型: Journal Article
    百香果在热带地区广泛种植,世界的亚热带地区。细菌和真菌疾病的攻击,和环境因素严重影响百香果的产量和生产力。CC-NBS-LRR(CNL)基因家族是R基因的一个亚类,可保护植物免受病原体的攻击,并在效应子触发的免疫(ETI)中起重要作用。然而,没有关于百香果这个基因家族的信息。为了解决潜在的问题,已经在紫色的基因组中鉴定了总共25和21个CNL基因(西番莲的Sims。)和黄色(西番莲果皮)百香果。系统发育树分为四组,仅在3组中存在PeCNL。基因结构分析显示,外显子的数量为1至9个,其中1个最常见。大多数PeCNL基因聚集在3号染色体上,并经过强纯化选择,通过分段(17个基因对)和串联重复(17个基因对)扩展。PeCNL基因含有参与植物生长的顺式元件,荷尔蒙,和应激反应。转录组数据表明,在黄瓜花叶病毒和冷胁迫下,PeCNL3,PeCNL13和PeCNL14差异表达。通过应用机器学习的随机森林模型验证了三个基因的多应激反应性。了解PeCNL蛋白的生物学功能,进行了三维结构和基因本体论(GO)富集分析。我们的研究分析了西番莲中的CNL基因家族,以了解压力调节和提高弹性。这项研究为未来的研究奠定了基础,旨在提高百香果的遗传组成,以确保在充满挑战的环境中强劲的生长和生产力。
    Passion fruit is widely cultivated in tropical, subtropical regions of the world. The attack of bacterial and fungal diseases, and environmental factors heavily affect the yield and productivity of the passion fruit. The CC-NBS-LRR (CNL) gene family being a subclass of R-genes protects the plant against the attack of pathogens and plays a major role in effector-triggered immunity (ETI). However, no information is available regarding this gene family in passion fruit. To address the underlying problem a total of 25 and 21 CNL genes have been identified in the genome of purple (Passiflora edulis Sims.) and yellow (Passiflora edulis f. flavicarpa) passion fruit respectively. Phylogenetic tree was divided into four groups with PeCNLs present in 3 groups only. Gene structure analysis revealed that number of exons ranged from 1 to 9 with 1 being most common. Most of the PeCNL genes were clustered at the chromosome 3 and underwent strong purifying selection, expanded through segmental (17 gene pairs) and tandem duplications (17 gene pairs). PeCNL genes contained cis-elements involved in plant growth, hormones, and stress response. Transcriptome data indicated that PeCNL3, PeCNL13, and PeCNL14 were found to be differentially expressed under Cucumber mosaic virus and cold stress. Three genes were validated to be multi-stress responsive by applying Random Forest model of machine learning. To comprehend the biological functions of PeCNL proteins, their 3D structure and gene ontology (GO) enrichment analysis were done. Our research analyzed the CNL gene family in passion fruit to understand stress regulation and improve resilience. This study lays the groundwork for future investigations aimed at enhancing the genetic composition of passion fruit to ensure robust growth and productivity in challenging environments.
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  • 文章类型: Journal Article
    这项研究调查了单次食用百香果汁(PFJ)对工作能力和注意力的影响。它包括14名年龄在20-30岁之间的健康参与者。参与者以3.5mL/kg体重随机服用安慰剂或50%PFJ。每个干预分为两个阶段(消耗之前和之后)。消费前,参与者接受了血糖,血压,和心率检查。然后,评估了工作能力和注意力。此后,血糖,血压,反复检查心率。接下来,参与者完成消费。消费后,参与者在食用前进行了相同的实验.两种干预措施消耗后的总工作能力得分均显着较高(P<0.05)。然而,PFJ干预在1、2、3、4和5min的工作能力明显高于安慰剂干预(P<0.05)。此外,PFJ干预比安慰剂干预有更多的注意力增加。两种干预措施之间的注意力没有显着差异。在工作能力测试前和注意力测试后,PFJ干预组的血糖水平均明显低于安慰剂干预组(P<0.05)。单次服用PFJ可改善健康参与者的工作能力。这可以通过改善注意力集中和维持餐后血糖来增强。
    This study investigated the effects of a single consumption of passion fruit juice (PFJ) on working ability and attention. It included 14 healthy participants aged 20-30 years. Participants randomly consumed either placebo or 50% PFJ at 3.5 mL/kg body mass. Each intervention was divided into two phases (before and after consumption). Before consumption, the participants underwent blood glucose, blood pressure, and heart rate examinations. Then, working ability and attention were evaluated. Thereafter, the blood glucose, blood pressure, and heart rate were repeatedly examined. Next, the participants completed consumption. After consumption, the participants underwent the same experiments performed before consumption. The total working ability scores after consumption were significantly high in both interventions (P < 0.05). However, PFJ intervention had a significantly higher working ability at 1, 2, 3, 4, and 5 min than placebo intervention (P < 0.05). Moreover, PFJ intervention had greater increases in attention than placebo intervention. There were no significant differences in attention between two interventions. The blood glucose levels were significantly lower in PFJ intervention than in placebo intervention both before the working ability test and after the attention test (P < 0.05). A single consumption of PFJ improved working ability in healthy participants. This may be enhanced by improving attentional focus and maintaining postprandial blood glucose.
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  • 文章类型: Journal Article
    百香果,一种有经济价值的水果作物,极易受到不利气候条件的影响。HVA22基因,被认为是脱落酸(ABA)和应激诱导型,在多种真核生物的应激反应和生长调节中起着至关重要的作用。这里,首先在百香果基因组中鉴定出六个HVA22基因,并且所有基因都被预测位于内质网内。系统发育分析表明,所有PeHVA22都分为四个亚组。聚簇在同一亚组中的PeHVA22基因的基因结构特征相对保守,而不同亚组的PeHVA22s的基因结构特征差异显著。在第二组中,PeHVA22A和PeHVA22C与大麦HVA22紧密聚集,也被ABA和干旱胁迫处理诱导,提示保守作用类似于大麦HVA22。同时,大多数PeHVA22表现出干旱处理后的诱导表达,但在盐下被抑制,低温和高温条件,表明在干旱响应中的独特作用。此外,PeHVA22在不同组织中显示组织特异性表达模式,除了可能是假基因的PeHVA22B.值得注意的是,PeHVA22C,PeHVA22E,和PeHVA22F主要在果实中表达,表明它们参与了果实发育。几乎所有的PeHVA22都在雄蕊或胚珠的不同发育阶段表现出可变的表达,暗示他们在百香果有性繁殖中的作用。PeHVA22s的复杂作用可能来自多种调节因子,包括与植物生长和发育相关的转录因子和CREs。激素和压力反应。这些观察结果表明,PeHVA22可能在ABA响应和干旱胁迫耐受性中发挥保守作用,并参与了百香果生长和花发育的调节。
    Passion fruit, an economically valuable fruit crop, is highly vulnerable to adverse climate conditions. The HVA22 genes, recognized as abscisic acid (ABA) and stress-inducible, play vital roles in stress response and growth regulation in diverse eukaryotic organisms. Here, six HVA22 genes were firstly identified in passion fruit genome and all predicted to be localized within the endoplasmic reticulum. Phylogenetic analyses showed that all PeHVA22s were divided into four subgroups. The gene structural features of PeHVA22 genes clustered in the same subgroup were relatively conserved, while the gene structure characteristics of PeHVA22s from different subgroups varied significantly. PeHVA22A and PeHVA22C closely clustered with barley HVA22 in Group II, were also induced by ABA and drought stress treatment, suggesting conserved roles similar to barley HVA22. Meanwhile, most PeHVA22s exhibited induced expression post-drought treatment but were suppressed under salt, low and high-temperature conditions, indicating a unique role in drought response. Additionally, PeHVA22s displayed tissue-specific expression patterns across diverse tissues, except for PeHVA22B which maybe a pseudogene. Notably, PeHVA22C, PeHVA22E, and PeHVA22F predominantly expressed in fruit, indicating their involvement in fruit development. Almost all PeHVA22s showed variable expression at different developmental stages of stamens or ovules, implying their roles in passion fruit\'s sexual reproduction. The intricate roles of PeHVA22s may result from diverse regulatory factors including transcription factors and CREs related to plant growth and development, hormone and stress responsiveness. These observations highlighted that PeHVA22s might play conserved roles in ABA response and drought stress tolerance, and also be participated in the regulation of passion fruit growth and floral development.
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  • 文章类型: Journal Article
    百香果(Passifloraedulis)是一种多年生常绿藤本植物,由于其营养,主要生长在热带和亚热带地区,药用和观赏价值。然而,由于缺乏一种简单有效的转化方法,百香果的分子生物学研究受到极大的阻碍。原生质体转化系统在植物再生中起着至关重要的作用,基因功能分析和基因组编辑。这里,我们提出了一种以子叶为源组织的简单有效的百香果原生质体分离方法(子叶剥离法)。在酶溶液中孵育[1%(w/v)纤维素酶R10,0.25%(w/v)macerozymeR10,0.4M甘露醇,10mMCaCl2,20mMKCl,20mMMES和0.1%(w/v)BSA,pH5.7]持续2小时。此外,我们通过优化后的绿色荧光蛋白(GFP)标记的质粒,通过聚乙二醇(PEG)介导的转化实现了83%的高转染效率。影响转化效率的关键因素优化如下:3μg质粒DNA,转染时间5min,PEG浓度为40%,原生质体密度为100×104细胞/ml。此外,所建立的原生质体系统已成功应用于多种荧光细胞器标记的亚细胞定位分析和蛋白质-蛋白质相互作用研究。一起来看,我们报告了一种简单高效的百香果原生质体分离转化系统,并首次在百香果中展示了其在瞬时基因表达中的应用。原生质体系统将为各种百香果生物学研究提供必要的支持,包括基因组编辑,基因功能分析和全株再生。
    Passion fruit (Passiflora edulis) is a perennial evergreen vine that grows mainly in tropical and subtropical regions due to its nutritional, medicinal and ornamental values. However, the molecular biology study of passion fruit is extremely hindered by the lack of an easy and efficient method for transformation. The protoplast transformation system plays a vital role in plant regeneration, gene function analysis and genome editing. Here, we present a new method (\'Cotyledon Peeling Method\') for simple and efficient passion fruit protoplast isolation using cotyledon as the source tissue. A high yield (2.3 × 107 protoplasts per gram of fresh tissues) and viability (76%) of protoplasts were obtained upon incubation in the enzyme solution [1% (w/v) cellulase R10, 0.25% (w/v) macerozyme R10, 0.4 M mannitol, 10 mM CaCl2, 20 mM KCl, 20 mM MES and 0.1% (w/v) BSA, pH 5.7] for 2 hours. In addition, we achieved high transfection efficiency of 83% via the polyethylene glycol (PEG)-mediated transformation with a green fluorescent protein (GFP)-tagged plasmid upon optimization. The crucial factors affecting transformation efficiency were optimized as follows: 3 μg of plasmid DNA, 5 min transfection time, PEG concentration at 40% and protoplast density of 100 × 104 cells/ml. Furthermore, the established protoplast system was successfully applied for subcellular localization analysis of multiple fluorescent organelle markers and protein-protein interaction study. Taken together, we report a simple and efficient passion fruit protoplast isolation and transformation system, and demonstrate its usage in transient gene expression for the first time in passion fruit. The protoplast system would provide essential support for various passion fruit biology studies, including genome editing, gene function analysis and whole plant regeneration.
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  • 文章类型: Journal Article
    非生物压力是百香果研究的重点,因为它损害了行业,其中高温是一个重要的影响因素。Dof转录因子(TF)在胁迫条件下充当必需的调节因子。TFs可以通过多种生物过程保护免受非生物胁迫。关于百香果的Dof(PeDof)家族的系统研究尚未发表。这项研究通过使用高质量的基因组发现了13个PeDof家族成员,并且通过生物信息学鉴定了该表征的成员。用转录组测序和qRT-PCR分析了3个时期高温胁迫下PeDofs的诱导表达,其中PeDof-11被显著诱导高表达。然后选择PeDof-11并将其转化为酵母,烟草,和拟南芥,研究结果表明,PeDof-11可以显着响应高温胁迫。本研究为更好地理解高温胁迫下的PeDof基因调控奠定了基础。
    Abiotic stress is the focus of passion fruit research since it harms the industry, in which high temperature is an important influencing factor. Dof transcription factors (TFs) act as essential regulators in stress conditions. TFs can protect against abiotic stress via a variety of biological processes. There is yet to be published a systematic study of the Dof (PeDof) family of passion fruit. This study discovered 13 PeDof family members by using high-quality genomes, and the members of this characterization were identified by bioinformatics. Transcriptome sequencing and qRT-PCR were used to analyze the induced expression of PeDofs under high-temperature stress during three periods, in which PeDof-11 was significantly induced with high expression. PeDof-11 was then chosen and converted into yeast, tobacco, and Arabidopsis, with the findings demonstrating that PeDof-11 could significantly respond to high-temperature stress. This research lays the groundwork for a better understanding of PeDof gene regulation under high-temperature stress.
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  • 文章类型: Journal Article
    优化间接芽再生方案是在西番莲中发展农杆菌介导的遗传转化和/或基因组编辑的关键前提之一。通过应用机器学习(ML)和优化算法的组合,可以获得间接芽再生和优化协议的综合知识。
    在本次调查中,间接芽再生响应(即,从头芽再生率,从头射击的数量,基于不同类型和浓度的PGRs(即,TDZ,BAP,PUT,KIN,和IBA)以及愈伤组织类型(即,愈伤组织来自不同的外植体,包括叶,节点,和节点间)使用广义回归神经网络(GRNN)和随机森林(RF)。此外,将开发的模型集成到遗传算法(GA)中,以优化PGR的浓度和愈伤组织类型,以最大程度地提高间接芽再生响应。此外,进行了敏感性分析,以评估每个输入变量对所研究参数的重要性。
    结果表明,两种算法(RF和GRNN)在对所有研究参数进行建模的训练集和测试集中都具有很高的预测准确性(R2>0.86)。根据优化过程的结果,从在添加0.77mg/LBAP加2.41mg/LPUT加0.06mg/LIBA的培养基中培养的节节段的愈伤组织中获得最高的从头芽再生率(100%)。敏感性分析的结果表明,外源施用PGRs对间接从头芽再生的影响具有外植体依赖性。
    ML(GRNN和RF)和GA的组合可以显示出前瞻性的帮助,以优化和预测体外培养系统,从而应对西番莲组织培养中当前面临的几个挑战。
    Optimization of indirect shoot regeneration protocols is one of the key prerequisites for the development of Agrobacterium-mediated genetic transformation and/or genome editing in Passiflora caerulea. Comprehensive knowledge of indirect shoot regeneration and optimized protocol can be obtained by the application of a combination of machine learning (ML) and optimization algorithms.
    In the present investigation, the indirect shoot regeneration responses (i.e., de novo shoot regeneration rate, the number of de novo shoots, and length of de novo shoots) of P. caerulea were predicted based on different types and concentrations of PGRs (i.e., TDZ, BAP, PUT, KIN, and IBA) as well as callus types (i.e., callus derived from different explants including leaf, node, and internode) using generalized regression neural network (GRNN) and random forest (RF). Moreover, the developed models were integrated into the genetic algorithm (GA) to optimize the concentration of PGRs and callus types for maximizing indirect shoot regeneration responses. Moreover, sensitivity analysis was conducted to assess the importance of each input variable on the studied parameters.
    The results showed that both algorithms (RF and GRNN) had high predictive accuracy (R2 > 0.86) in both training and testing sets for modeling all studied parameters. Based on the results of optimization process, the highest de novo shoot regeneration rate (100%) would be obtained from callus derived from nodal segments cultured in the medium supplemented with 0.77 mg/L BAP plus 2.41 mg/L PUT plus 0.06 mg/L IBA. The results of the sensitivity analysis showed the explant-dependent impact of exogenous application of PGRs on indirect de novo shoot regeneration.
    A combination of ML (GRNN and RF) and GA can display a forward-thinking aid to optimize and predict in vitro culture systems and consequentially cope with several challenges faced currently in Passiflora tissue culture.
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  • 文章类型: Journal Article
    环境压力在农业种植中无处不在,影响百香果食用组织的健康成长和发育。抗性机制的研究对于理解植物对环境胁迫的适应和抗性具有重要意义。在这项工作中,选择了两种不同抗性的百香果品种,利用转录因子MYB的表达特征,探讨MYB基因在各种环境胁迫下的抗性机制。使用高质量的百香果基因组鉴定了174个MYB家族成员:98个2R-MYB,53R-MYB,和711R-MYB(MYB相关)。对他们的家庭信息进行了系统分析,包括亚细胞定位,物理化学性质,基因组水平的系统发育,启动子功能,编码蛋白质,和互惠监管。在这项研究中,生物信息学和转录组测序用于鉴定百香果全基因组数据中的PeMYB基因成员,和生物技术,如qPCR,基因克隆,和酵母的瞬时转化,用于确定百香果MYB基因在非生物胁迫耐受性中的功能。获得了两个抗性和易感品种的差异表达特征的转录组数据,纸浆发育过程中的三种表达方式,和四种在非生物胁迫条件下的诱导表达模式。我们进一步关注了PeMYB87在环境胁迫中的抗性机制。我们选择了10个代表性的PeMYB基因进行定量表达验证。大多数基因是由四种非生物胁迫差异诱导的,其中,PeMYB87对酵母系统中高温诱导的PeMYB87基因的表达和过表达具有显着的反应。转基因酵母PeMYB87在寒冷环境下表现出不同程度的抗逆性,高温,干旱,盐的压力。这些发现为进一步分析百香果抗逆境中PeMYBs的生物学功能奠定了基础。
    Environmental stresses are ubiquitous in agricultural cultivation, and they affect the healthy growth and development of edible tissues in passion fruit. The study of resistance mechanisms is important in understanding the adaptation and resistance of plants to environmental stresses. In this work, two differently resistant passion fruit varieties were selected, using the expression characteristics of the transcription factor MYB, to explore the resistance mechanism of the MYB gene under various environmental stresses. A total of 174 MYB family members were identified using high-quality passion fruit genomes: 98 2R-MYB, 5 3R-MYB, and 71 1R-MYB (MYB-relate). Their family information was systematically analyzed, including subcellular localization, physicochemical properties, phylogeny at the genomic level, promoter function, encoded proteins, and reciprocal regulation. In this study, bioinformatics and transcriptome sequencing were used to identify members of the PeMYB genes in passion fruit whole-genome data, and biological techniques, such as qPCR, gene clone, and transient transformation of yeast, were used to determine the function of the passion fruit MYB genes in abiotic stress tolerance. Transcriptomic data were obtained for differential expression characteristics of two resistant and susceptible varieties, three expression patterns during pulp development, and four induced expression patterns under abiotic stress conditions. We further focused on the resistance mechanism of PeMYB87 in environmental stress, and we selected 10 representative PeMYB genes for quantitative expression verification. Most of the genes were differentially induced by four abiotic stresses, among which PeMYB87 responded significantly to high-temperature-induced expression and overexpression of the PeMYB87 gene in the yeast system. The transgenic PeMYB87 in yeast showed different degrees of stress resistance under exposure to cold, high temperatures, drought, and salt stresses. These findings lay the foundation for further analysis of the biological functions of PeMYBs involved in stress resistance in passion fruit.
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