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Leveraging multi-omics and machine learning approaches in malting barley research: From farm cultivation to the final products 在发芽大麦研究中利用多组学和机器学习方法:从农场种植到最终产品
IF 5.4 Q1 PLANT SCIENCES Pub Date : 2024-06-22 DOI: 10.1016/j.cpb.2024.100362
Bahman Panahi , Nahid Hosseinzadeh Gharajeh , Hossein Mohammadzadeh Jalaly , Saber Golkari

This study focuses on the potential of multi-omics and machine learning approaches in improving our understanding of the malting processes and cultivation systems in barley. The omics approach has been used to explore biomarkers associated with desired sensory characteristics in malting barley, enabling potential applications in specific treatments to modify diastatic power, enzyme activity, color, and aroma compounds. Moreover, the integration of machine learning and multi-omics in malting barley researches has significantly enhanced our knowledge in physiology, cultivation, and processing for more efficient and sustainable production systems in malting barley industry. The integration of cutting-edge machine vision and high-throughput phenotyping technologies has additionally the potential to revolutionize the assessment of physical and biochemical traits in malting barley. In addition, the harnessing of integrative approach to predict consumer acceptability, and assess physicochemical and colorimetric properties of malt extracts has been discussed. Current survey showed that the ML-driven predictive maintenance is revolutionizing the barley malting industry by not only enhancing equipment performance but also minimizing operational costs and reducing unplanned downtime. This knowledge not only promises advancements but also opens avenues for future researches in malting barley industry.

本研究的重点是多组学和机器学习方法在提高我们对大麦发芽过程和栽培系统的认识方面的潜力。我们利用组学方法探索了与大麦发芽所需的感官特性相关的生物标志物,使其在特定处理中的潜在应用成为可能,从而改变发芽率、酶活性、色泽和香味化合物。此外,机器学习和多组学在发芽大麦研究中的整合极大地丰富了我们在生理、栽培和加工方面的知识,从而为发芽大麦行业提供了更高效、更可持续的生产系统。此外,尖端机器视觉和高通量表型技术的整合还有可能彻底改变对发芽大麦物理和生化性状的评估。此外,还讨论了如何利用综合方法来预测消费者的接受度,以及评估麦芽提取物的理化和色度特性。目前的调查显示,以 ML 为驱动的预测性维护正在彻底改变大麦发芽行业,不仅能提高设备性能,还能最大限度地降低运营成本,减少计划外停机时间。这些知识不仅有望带来进步,还为大麦发芽行业的未来研究开辟了道路。
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引用次数: 0
Upper level and cross hierarchical regulation of predominantly expressed phenolic genes in maize 玉米中主要表达酚类基因的上层和跨层调控
IF 5.4 Q1 PLANT SCIENCES Pub Date : 2024-06-22 DOI: 10.1016/j.cpb.2024.100364
Ankita Abnave , Jerrin John , Erich Grotewold , Andrea I. Doseff , John Gray

There is strong interest in deciphering the gene regulatory networks (GRNs) that govern plant specialized metabolism to assist in plant breeding. Here, we investigated the GRN governing phenolic biosynthesis pathways from which ∼ 8000 secondary metabolites are derived in plants. Previously it was established that 19 predominantly expressed phenolic (PEP) genes in maize are sufficient to explain >70 % of the metabolic flux through the core phenylpropanoid, monolignol, and flavonoid branches of this pathway. A yeast-1-hybrid (Y1H) gene centric screening approach was employed to discover upper level (tier 2, 3, and 4) regulators of maize PEP genes. These regulators were further examined by co-expression analyses, and a subset of protein-DNA interactions (PDIs) validated in vivo by ChIP-qPCR and luciferase reporter assays in maize protoplasts. This study reveals a comprehensive GRN composed of 429 PDIs that exhibits hubs with high connectivity and cross hierarchical regulation of PEP genes in different branches of the pathway. The core GRN includes TFs that are conserved in other plant species and that are implicated in phenolic gene regulation including ZmMYB40/53/100, ZmMADS9, and ZmWD40.1/PAC1. The GRN also includes conserved TFs (e.g., ZmC3H9, ZmHB20/79, ZmNAC103/123, ZmMYB19/26, ZmMYBR87, ZmDOF3, ZmbZIP67, ZmTCP30, and ZmbHLH128) which indicate that maize PEP genes are developmentally regulated but also fall under the control of biotic and abiotic stress signals. Together, the maize PEP GRN provides a complex regulatory mechanism that has evolved to coordinately regulate many phenolic genes in response to multiple internal and external signals and can guide efforts aimed at manipulating phenolic levels in plants towards targeted breeding improvement.

人们对破译支配植物特殊代谢的基因调控网络(GRN)以帮助植物育种有着浓厚的兴趣。在这里,我们研究了支配酚类生物合成途径的基因调控网络。此前已确定,玉米中 19 个主要表达的酚类(PEP)基因足以解释该途径核心苯丙酚、单木质素和黄酮类分支中 70% 的代谢通量。采用酵母-1-杂交(Y1H)基因中心筛选方法发现了玉米 PEP 基因的上层(2、3 和 4 级)调控因子。通过共表达分析进一步研究了这些调控因子,并在玉米原生质体中通过 ChIP-qPCR 和荧光素酶报告实验验证了蛋白质-DNA 相互作用(PDI)的子集。这项研究揭示了一个由 429 个 PDIs 组成的综合性 GRN,该 GRN 显示了具有高度连接性的枢纽,并对通路不同分支中的 PEP 基因进行交叉分层调控。核心 GRN 包括在其他植物物种中保守的、与酚类基因调控有关的 TF,包括 ZmMYB40/53/100、ZmMADS9 和 ZmWD40.1/PAC1。GRN 还包括保守的 TF(如 ZmC3H9、ZmHB20/79、ZmNAC103/123、ZmMYB19/26、ZmMYBR87、ZmDOF3、ZmbZIP67、ZmTCP30 和 ZmbHLH128),这表明玉米 PEP 基因受发育调控,但也受生物和非生物胁迫信号的控制。总之,玉米 PEP GRN 提供了一个复杂的调控机制,该机制在进化过程中协调调控许多酚类基因以响应多种内部和外部信号,并可指导旨在操纵植物酚类水平的工作,从而实现有针对性的育种改良。
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引用次数: 0
In vitro plant regeneration and bioactive metabolite production of endangered medicinal plant Fritillaria cirrhosa 濒危药用植物 Fritillaria cirrhosa 的体外植物再生和生物活性代谢物生产
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-13 DOI: 10.1016/j.cpb.2024.100363
Zhen Zhang , Chengyuan Xing , Hongyan Su , Jianghang Wang , Yaodong Qi , Mengfei Li

The bulb of Fritillaria cirrhosa D. Don is widely used for the anti-asthmatic, anti-tussive, and anti-cancer agents, etc., while the yield is limited by an endangered status, a long juvenile phase, and restricted growth habitat. Ancillary approaches to improve the bulb yield by micropropagation and bioactive metabolites production by bioreactor have not been established. Here is reported the plant regeneration, suspension cell culture, and bioactive metabolite production at different treatments. The embryogenic calli were successfully induced via the histomorphological identification. The highest proliferation times (4.11-fold) were observed with a select combination of hormones [NAA (0.2 mg/L) + 6-BA (1.0 mg/L) + GA3 (1.0 mg/L)] and culture conditions (red light and 20 °C), the highest content of imperialine (0.13 mg/g) was observed under blue light, total phenolic (0.52 mg/g) under red light, polysaccharides (36.57 mg/g) and total flavonoids (2.67 mg/g) as well as antioxidant capacity under white light. The plantlets were regenerated within 125 d from the induced embryogenic calli to acclimation and transplantation of seedlings. For the suspension cell culture, a 6.30-, 1.78-, 1.37-, and 1.51-fold increase of proliferation times, imperialine, polysaccharides, and total phenolic contents was observed at 40 d, respectively. Based on the above observations, an effective and complete in vitro approach has been proposed to regenerate plants and produce bioactive metabolites in F. cirrhosa.

Fritillaria cirrhosa D. Don 的鳞茎被广泛用于抗哮喘、抗灼伤和抗癌等方面,但其产量却受到濒危、幼苗期长和生长环境限制等因素的制约。通过微繁殖和生物反应器生产生物活性代谢物来提高鳞茎产量的辅助方法尚未建立。本文报道了不同处理下的植物再生、悬浮细胞培养和生物活性代谢物生产。通过组织形态学鉴定,成功诱导出了胚胎性胼胝体。在选择的激素组合[NAA(0.2 mg/L)+6-BA(1.0 mg/L)+GA3(1.0 mg/L)]和培养条件(红光和 20 °C)下,观察到了最高的增殖时间(4.11 倍);在红光和 20 °C下,观察到了最高的帝王素含量(0.在蓝光下观察到的帝王酸含量最高(0.13 mg/g),在红光下观察到的总酚含量最高(0.52 mg/g),在白光下观察到的多糖含量最高(36.57 mg/g),总黄酮含量最高(2.67 mg/g),抗氧化能力也最高。小植株从诱导出胚胎茧到适应环境和移栽幼苗在 125 天内完成再生。在悬浮细胞培养中,40 d 时观察到增殖时间、帝王素、多糖和总酚含量分别增加了 6.30 倍、1.78 倍、1.37 倍和 1.51 倍。根据上述观察结果,提出了一种有效而完整的体外方法来再生 F. cirrhosa 植物并产生生物活性代谢物。
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引用次数: 0
Transcriptome and widely metabolomic analysis reveal hormones and sugar signaling pathways contribute to the normal growth of seeds in young Picea neoveitchii Mast. trees 转录组和广泛的代谢组分析显示,激素和糖信号通路有助于新落羽杉幼树种子的正常生长
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-06 DOI: 10.1016/j.cpb.2024.100361
Kaiyuan Li , Ninghan Xue , Songlin Jiang , Muhammad Azher Nawaz , Wenli Ji

Abnormal seed growth is a problem in Picea neoveitchii Mast. in China that threatens the existence of this evergreen coniferous tree. However, the degree of abnormal seed growth varies in different age groups; regrettably, the causes behind abnormal seed growth at different ages are totally unclear. Thus, we compared the seeds of two ages: Gansu (GS) province, a 50-year-old tree (GS50), and a 300-year-old tree (GS300). Results indicated that 22187 unigenes were commonly found in both groups, whereas 5328 and 6079 unigenes were uniquely found in GS50 and GS300, respectively. Furthermore, a total of 5129 differentially expressed unigenes were identified between GS50 and GS300, with 2431 upregulated and 2698 downregulated. On the basis of Encyclopedia of Genes and Genomes (KEGG) enrichment analysis, plant hormone signal transduction and starch and sucrose metabolism pathways were further selected for their potential involvement in seed growth at both ages. A wide-targeted metabolomics-based approach using liquid chromatography mass spectrometry (LC-MS) was applied to study the difference between GS50 and GS300. The results showed that there were 35 different metabolites in total being detected, mainly amino acids and sugars. Subsequently, GS50 revealed the highest number of normal seeds and the lowest number of abnormal seeds in comparison with GS300 by improving endogenous indole-3-acetic acid (IAA), zeatin riboside (ZR), and gibberellic acid 3 (GA3) contents and reducing methyl jasmonate (JA-me), abscisic acid (ABA), and brassinosteroid (BR) contents. Our research provides important evidence on the growth of seeds in different age groups of trees that might help improve seed growth in old trees.

种子生长异常是中国常绿针叶树 Picea neoveitchii Mast.然而,不同树龄的种子异常生长程度各不相同;遗憾的是,不同树龄种子异常生长的原因尚不清楚。因此,我们对两个年龄段的种子进行了比较:甘肃省(GS)一棵 50 年树龄的树(GS50)和一棵 300 年树龄的树(GS300)的种子进行了比较。结果表明,22187 个单体基因普遍存在于两组中,而 5328 个单体基因和 6079 个单体基因分别存在于 GS50 和 GS300 中。此外,在 GS50 和 GS300 之间共发现了 5129 个差异表达的单基因,其中 2431 个上调,2698 个下调。在基因组百科全书(KEGG)富集分析的基础上,进一步筛选出植物激素信号转导和淀粉与蔗糖代谢途径,以确定它们可能参与了两个年龄段种子的生长。采用液相色谱-质谱(LC-MS)方法,基于广靶向代谢组学研究了 GS50 和 GS300 之间的差异。结果表明,共检测到 35 种不同的代谢物,主要是氨基酸和糖类。随后,与 GS300 相比,GS50 通过提高内源吲哚-3-乙酸(IAA)、玉米素核苷(ZR)和赤霉素 3(GA3)含量,降低茉莉酸甲酯(JA-me)、脱落酸(ABA)和类黄铜素(BR)含量,显示正常种子数量最多,异常种子数量最少。我们的研究为不同树龄组的种子生长提供了重要证据,可能有助于改善老树的种子生长。
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引用次数: 0
Comparative genomics and evidence for an unusual polyamine oxidation pathway in aquatic duckweed (Spirodela polyrhiza L.) 水生浮萍(Spirodela polyrhiza L.)的比较基因组学和不寻常多胺氧化途径的证据
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-03 DOI: 10.1016/j.cpb.2024.100359
Rakesh K. Upadhyay , Jonathan Shao , Grace E. Roberts , Autar K. Mattoo

Polyamines (PA) cellular levels are maintained through a balance between synthesis and catabolism, achieved by two classes of enzymes polyamine oxidases (PAOs) and copper amine oxidases (CuAO). Here we investigated the occurrence, molecular evolution and role(s) of PAOs and CuAO gene families in aquatic duckweed and their comparison with other aquatic plants -sea eelgrass, bladderwort, and Lotus. We identified eight bona fide PAO genes (SpPAO1–SpPAO8) and one SpCuAO1 in the greater duckweed genome from three genome assemblies. Interestingly, duckweed PAO genes increased their number through a tandem duplication event, while contrary to this CuAO genes were significantly lost to a single gene SpCuAO1. Phylogenetic analysis revealed that tandemly duplicated SpPAO2–7 share close similarity to well-known terminal catabolism (TC) pathway PAO genes while SpPAO1 and SpPAO8 seem to segregate along with back conversion (BC) participating known PAO genes, suggesting that all tandem duplicated PAOs are involved in TC pathway which is contrary to known trend in land plants where CuAOs are mainly involved in TC pathway. Comparative transcript abundance studies indicated that all eight PAOs and one CuAO gene respond to multiple stresses and principal component analysis identifies SpPAO4 as a highly active gene in response to multiple stresses. Results showed that oxidation of higher polyamines (SPD/SPM) through the TC pathway is diversified in duckweeds. Taken together this study reveals unique insights into the genomic losses and gains of polyamine metabolism possibly involved in achieving the structural and physiological adaptations required for aquatic lifestyle of duckweeds.

多胺(PA)的细胞水平是通过多胺氧化酶(PAOs)和铜胺氧化酶(CuAO)这两类酶的合成和分解代谢之间的平衡来维持的。在此,我们研究了水生浮萍中 PAOs 和 CuAO 基因家族的出现、分子进化和作用,并将其与其他水生植物(海鳗草、膀胱草和莲花)进行了比较。我们从三个基因组装配中发现了大浮萍基因组中八个真正的 PAO 基因(SpPAO1-SpPAO8)和一个 SpCuAO1。有趣的是,浮萍的 PAO 基因通过串联复制事件增加了其数量,而与此相反,CuAO 基因却显著减少,只剩下一个 SpCuAO1 基因。系统发育分析表明,串联重复的 SpPAO2-7 与众所周知的末端分解(TC)途径 PAO 基因具有近似性,而 SpPAO1 和 SpPAO8 似乎与参与反向转换(BC)的已知 PAO 基因一起分离,这表明所有串联重复的 PAO 都参与了 TC 途径,这与陆生植物中 CuAO 主要参与 TC 途径的已知趋势相反。转录本丰度比较研究表明,所有八个 PAO 和一个 CuAO 基因都对多种胁迫做出了反应,主成分分析确定 SpPAO4 是对多种胁迫做出反应的高活性基因。结果表明,通过 TC 途径氧化高级多胺(SPD/SPM)在浮萍中具有多样性。总之,这项研究揭示了多胺代谢基因组损益的独特见解,多胺代谢可能参与实现浮萍水生生活方式所需的结构和生理适应。
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引用次数: 0
Brassinosteroid-induced transcriptomic rearrangements unveiled the physiological mechanism of chromium stress tolerance in Brassica napus 芸苔素类固醇诱导的转录组重排揭示了芸苔素耐铬胁迫的生理机制
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-01 DOI: 10.1016/j.cpb.2024.100360
Xiaofen Wu , Lan Li , Fakhir Hannan , Tongjun Qin , Ahsan Ayyaz , Jiali Ma , Habib Ur Rehman Athar , Zafar Ullah Zafar , Muhammad Ahsan Farooq , Weijun Zhou

Brassinosteroid (BR), a plant hormone regulating growth, development, and stress responses, emerges as a promising tool for maintaining agricultural production under abiotic stress conditions. In this study, we conducted RNA-seq profiling and morpho-physiological analysis to investigate the molecular cross-talk involved in 24-epibrassinolide (EBR) mediating alleviation of chromium (Cr) stress. EBR inhibited Cr accumulation and reversed Cr-induced phytotoxicity, thereby promoting plant growth. The photosynthetic pigments, chlorophyll fluorescence a, electron transport rate (ETR) and non-photochemical quenching (NPQ) were significantly higher in EBR+Cr treated plants compared to Cr alone. EBR application facilitated the recovery from Cr-induced structural deformities, including the disintegration of cell walls and membranes. Furthermore, under Cr stress, EBR application reduced malondialdehyde (MDA) and reactive oxygen species (ROS) production and accumulation. The levels of glutathione reductase (GR) and the activities of antioxidant enzymes were notably higher in plants subjected to EBR application following Cr stress. In addition, we established a transcriptomic database comprising 2345 differentially expressed genes (DEGs) (1255 upregulated and 1090 downregulated) as a result of EBR application under Cr stress. The transcriptome analysis unveiled key DEGs and the associated pathways, emphasizing the importance of defense responses, genes encoding photosystem I and II, jasmonate signaling, aquaporins, ABC transporters, and cell wall biogenesis-related genes in the response of EBR to Cr stress.

芸苔素类固醇(BR)是一种调节生长、发育和胁迫反应的植物激素,是在非生物胁迫条件下维持农业生产的一种有前途的工具。在这项研究中,我们通过 RNA-seq 图谱分析和形态生理学分析,研究了 24-表芸香内酯(EBR)介导铬(Cr)胁迫缓解所涉及的分子交叉对话。EBR 抑制了铬的积累,逆转了铬诱导的植物毒性,从而促进了植物的生长。与单独使用铬相比,EBR+铬处理植物的光合色素、叶绿素荧光a、电子传递速率(ETR)和非光化学淬灭(NPQ)均显著提高。施用 EBR 有助于从 Cr 引起的结构畸变(包括细胞壁和细胞膜的解体)中恢复过来。此外,在 Cr 胁迫下,EBR 的应用减少了丙二醛(MDA)和活性氧(ROS)的产生和积累。在受到 Cr 胁迫后施用 EBR 的植物中,谷胱甘肽还原酶(GR)的水平和抗氧化酶的活性明显提高。此外,我们还建立了一个转录组数据库,其中包括 2345 个差异表达基因(DEGs)(1255 个上调,1090 个下调)。转录组分析揭示了关键的 DEGs 及其相关通路,强调了防御反应、编码光系统 I 和 II 的基因、茉莉酸信号转导、水汽蛋白、ABC 转运体以及细胞壁生物发生相关基因在 EBR 对 Cr 胁迫的响应中的重要性。
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引用次数: 0
Integrated transcriptome and hormonal analysis of darkness-induced adventitious rooting of Euryodendron excelsum H. T. Chang during in vitro propagation 试管繁殖过程中黑暗诱导 Euryodendron excelsum H. T. Chang 不定根的转录组和激素综合分析
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-27 DOI: 10.1016/j.cpb.2024.100353
Yuping Xiong , Xiaohong Chen , Junyu Liu , Jianrong Li , Zhan Bian , Yuan Li , Xinhua Zhang , Songjun Zeng , Guohua Ma

Euryodendron excelsum H. T. Chang, a rare and endangered evergreen tree that is endemic to China. The micropropagation system of this species has been established, but some challenges associated with in vitro rooting remained to be improved. In this study, the in vitro rooting of E. excelsum plantlets were optimized by dark exposure, and the network of gene expression and endogenous hormones levels during dark-induced adventitious root (AR) formation were revealed. AR formation of E. excelsum plantlets were significantly promoted by dark exposure, especially by dark exposure for 15 d. In the stems of E. excelsum plantlets under the treatment of dark exposure for 15 d, lower level of abscisic acid (ABA), gibberellic acid 1 (GA1), isopentenyladenine (IP), isopentenyladenosine (IPA) and zeatin (ZT), as well as higher level of GA7, jasmonic acid (JA) and salicylic acid (SA), promoted the whole course of AR formation. The higher level of trans-zeatin riboside (TZR) and T-zeatin (TZT) promoted the elongation of dark-induced AR, while higher level of indole-3-acetic acid (IAA) stimulated the process of AR primordia formation. Differentially expressed genes (DEGs) involved in hormone biosynthesis, plant hormone signal transduction and phenylpropanoid biosynthesis participated in the regulation of dark-induced AR development. The weighted gene co-expression network (WGCNA) analysis identified five modules that had highly correlation with phytohormone contents, and numerous hub genes associated with carotenoid biosynthesis, tryptophan metabolism, zeatin biosynthesis, alpha-Linolenic acid metabolism, phenylalanine metabolism, plant hormone signal transduction and phenylpropanoid biosynthesis were revealed. Those result will provide technical reference for in vitro rooting of woody species, and promote biological conservation and genetic engineering of rare and endangered species.

Euryodendron excelsum H. T. Chang 是中国特有的珍稀濒危常绿树种。该物种的微繁殖系统已经建立,但与离体生根相关的一些难题仍有待改进。本研究通过黑暗暴露优化了E. excelsum小植株的离体生根,并揭示了黑暗诱导不定根(AR)形成过程中的基因表达网络和内源激素水平。黑暗暴露能显著促进 E. excelsum 小植株的不定根形成,尤其是黑暗暴露 15 d。在黑暗暴露15 d的Extelsum小株茎中,较低水平的脱落酸(ABA)、赤霉素1(GA1)、异戊烯基腺嘌呤(IP)、异戊烯基腺苷(IPA)和玉米素(ZT),以及较高水平的GA7、茉莉酸(JA)和水杨酸(SA)促进了AR形成的整个过程。较高水平的反玉米素核苷(TZR)和T-玉米素(TZT)促进了暗诱导AR的伸长,而较高水平的吲哚-3-乙酸(IAA)刺激了AR初生茎的形成过程。参与激素生物合成、植物激素信号转导和苯丙酮生物合成的差异表达基因参与了暗诱导AR发育的调控。加权基因共表达网络(WGCNA)分析发现了与植物激素含量高度相关的五个模块,并揭示了与类胡萝卜素生物合成、色氨酸代谢、玉米素生物合成、α-亚麻酸代谢、苯丙氨酸代谢、植物激素信号转导和苯丙类生物合成相关的众多中枢基因。这些成果将为木本植物离体生根提供技术参考,促进珍稀濒危物种的生物保护和基因工程研究。
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引用次数: 0
Triangle area model (TAM) for predicting germination: An approach to enhance hydrothermal time model applications 用于预测发芽的三角区模型 (TAM):加强热液时间模型应用的方法
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-24 DOI: 10.1016/j.cpb.2024.100356
Mostafa Oveisi , Hassan Alizadeh , Sassan A. Lorestani , Aboozar Esmaili , Nasrin Sadeghnejad , Ramin Piri , Jose L. Gonzalez-Andujar , Heinz Müller-Schärer

A thorough examination of assumptions in hydrothermal time models revealed areas for enhancing model performance. We introduce the Triangle Area Model (TAM), which uses the area of right-angled triangles to calculate hydrothermal time for predicting population germination fractions (g). TAM is characterized by its depiction of triangles, considering insightful parameters such as the distance of germination temperature (T) to the base (Tb), optimal (To), and ceiling (Tc) temperatures, the range of TcTo, ToTb, and the germination water potential (Ψ), i.e. mean base water potential (Ψb(g)), along with potential g that may occur with T and Ψ combinations within TcTb when Ψ > Ψb(g). Applied to germination data from Ambrosia psilostachya L., Cynanchum acutum L., and Bidens pilosa L., TAM achieves an RMSE of 0.03 for A. psilostachya and C. acutum, and 0.05 for B. pilosa. Moreover, TAM demonstrates an R2 of 0.96, 0.97, and 0.98 for the respective species. TAM significantly outperforms earlier models through a comparison with varying T and Ψ. TAM determined Tb for A. psilostachya, C. acutum, and B. pilosa as 0.19, 14.57, and 5.76 °C; To as 25.1, 39.9, and 29.8 °C; and Tc as 46.7, 53, and 41°C, for the respective species. It also estimates Ψb(g) as -1.48 for A. psilostachya, -0.98 for C. acutum, and -0.97 for B. pilosa. The TAM approach deepens our understanding of temperature-moisture processes influencing plant survival, colonization, and habitat expansion for these three invasive alien species. Furthermore, it can be more widely applied for estimating TT and HTT across different growth stages, enhancing the prediction accuracy of plant phenological development.

对水热时间模型假设的全面研究揭示了可提高模型性能的领域。我们引入了三角形面积模型(TAM),该模型利用直角三角形的面积来计算水热时间,从而预测种群发芽率(g)。三角形面积模型的特点是对三角形的描述,并考虑了一些有洞察力的参数,如发芽温度(T)到基底温度(Tb)、最佳温度(To)和最高温度(Tc)的距离,Tc - To、To - Tb 的范围,以及发芽水势(Ψ),即平均基底水势(Ψ)。即平均基本水势 (Ψb(g)),以及 Tc - Tb 范围内 T 和 Ψ 组合可能出现的水势 g(当 Ψ > Ψb(g)时)。将 TAM 应用于 Ambrosia psilostachya L.、Cynanchum acutum L. 和 Bidens pilosa L. 的发芽数据,A. psilostachya 和 C. acutum 的 RMSE 为 0.03,B. pilosa 为 0.05。此外,TAM 对相应物种的 R2 分别为 0.96、0.97 和 0.98。通过比较不同的 T 和 Ψ,TAM 明显优于早期的模型。TAM 确定了 A. psilostachya、C. acutum 和 B. pilosa 的 Tb 为 0.19、14.57 和 5.76 °C;To 为 25.1、39.9 和 29.8 °C;Tc 为 46.7、53 和 41 °C。它还估计 A. psilostachya 的 Ψb(g) 为-1.48,C. acutum 为-0.98,B. pilosa 为-0.97。TAM方法加深了我们对影响这三种外来入侵物种的植物生存、定殖和栖息地扩展的温度-水分过程的理解。此外,它还可以更广泛地应用于估算不同生长阶段的温度-湿度和 HTT,从而提高植物物候发展的预测准确性。
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引用次数: 0
Beneficial effects of plant growth-promoting yeasts (PGPYs) on the early stage of growth of zucchini plants 植物生长促进酵母(PGPY)对西葫芦植株早期生长的有益影响
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-24 DOI: 10.1016/j.cpb.2024.100357
Chiara Ruspi , Debora Casagrande Pierantoni , Angela Conti , Lorenzo Favaro , Maria Elena Antinori , Edoardo Puglisi , Laura Corte , Gianluigi Cardinali

The use of microbes capable of beneficially interacting with plants is essential for advancing climate-smart agriculture. This approach aims to reduce chemical use while simultaneously enhancing crop productivity. This implies efforts to optimize the criteria for selecting potential plant growth promoters (PGPs), focusing also on yeasts, only recently investigated for their PGP potential. The present study employed a set of Ascomycetes and Basidiomycetes yeasts to test their PGP properties on zucchini (Cucurbita pepo L.), chosen as a fast-growing plant with a vast economical interest. Yeasts were tested alone and as consortium. Seed inoculation with yeasts boosted the early phase of growth of the zucchini plants, primarily affecting the root development. Three strains belonging to the species Schwanniomyces etchellsii, Zygotorulaspora florentina and Holtermanniella festucosa induced a strong and significant enhancement of weight and length of both epi- and hypogeal parts of the plant. Furthermore, the presence of yeasts induced strain-specific modulations in the biochemical profiles of soil, primarily detected in the rhizosphere. This suggests an active interaction between the roots and the inoculated yeast cultures.

使用能够与植物产生有益互动的微生物对于推进气候智能型农业至关重要。这种方法旨在减少化学品的使用,同时提高作物产量。这意味着需要努力优化潜在植物生长促进剂(PGPs)的筛选标准,同时还要关注酵母菌,因为最近才对它们的 PGP 潜力进行了调查。本研究采用了一系列子囊菌和担子菌酵母,测试它们在西葫芦(Cucurbita pepo L.)上的植物生长促进剂特性。对酵母菌进行了单独和联合测试。种子接种酵母菌可促进西葫芦植株的早期生长,主要影响根系发育。三种菌株分别属于 Schwanniomyces etchellsii、Zygotorulaspora florentina 和 Holtermanniella festucosa,它们能显著提高植株上部和下部的重量和长度。此外,酵母菌的存在还诱导了土壤生化特征中菌株特异性的变化,主要是在根圈中检测到。这表明根系与接种的酵母培养物之间存在着积极的相互作用。
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引用次数: 0
Towards programming-based synthetic genetic circuit enabled high-lysine maize 开发基于编程的合成基因回路,实现高赖氨酸玉米
IF 5.4 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-21 DOI: 10.1016/j.cpb.2024.100355
Md. Mahmudul Hasan

Although a major grain crop, maize is a deficit in Lysine (Lys), which is one of the essential amino acids (EAAs). Several attempts of molecular biology, conventional breeding, marker-assisted breeding, and single/multiple transgenesis have significantly increased Lys content in maize seed. However, till now, no commercial high-Lys maize for human consumption is available in the global market. Therefore, alternative strategies are needed that be adopted over the above-mentioned techniques to develop high-Lys maize. In addition to microbes, circuit-enabled programming-based synthetic biology has significantly improved the desired characteristics of crops including maize as synthetic mini chromosomes have already been built and transferred into maize. The above technology is advantageous as it is a precisely guided artificially controlled system that acts better in addition to the natural system or over the natural system. During the designing and programming of the synthetic genetic circuit for high-Lys maize, a deep understanding of natural Lys biosynthesis pathways, Lys metabolism, metabolic flux, metabolic interconnections, transporters, and transcription factor, post-translational protein regulation are needed. Hence, major genes in aspartate (Asp) pathway, like dihydrodipicolinate synthase (DHPS), aspartate kinase (AK), Lys-ketoglutarate reductase/saccharopine dehydrogenase (LKR/SDH) should be critically analyzed in maize before incorporating these into high-Lys synthetic genetic circuit. Indeed, a prototype of the synthetic high-Lys genetic circuits must have a synthetic switch for precise regulation of multiplex gene expression, memory circuits, synthetic boolean logic gates, and synthetic intercellular communication systems. For proper transformation of the synthetic high-Lys genetic circuit, the landing pad should be specific. Then, precise monitoring and remote regulation of the circuit over several generations might be done to obtain stable programmed high-Lys synthetic maize. Therefore, considering the current advancement of single/multiple transgenesis, conventional breeding, marker-assisted breeding that successfully increased maize Lys, precise programming-based synthetic genetic circuits should be designed for getting high-Lys maize following the mechanism of how the synthetic genetic circuits would work in the maize genome and its remote control. These need deep understanding in maize biology, integration of previously published transgenesis for high-Lys maize, in silico, in vitro and in vivo experiments for successful development of programming-based synthetic genetic circuit enabled high-Lys maize.

玉米虽然是一种主要粮食作物,但却缺乏赖氨酸(Lys),而赖氨酸是人体必需氨基酸(EAA)之一。通过分子生物学、常规育种、标记辅助育种和单/多基因转基因等多种尝试,玉米种子中的赖氨酸含量已显著提高。然而,迄今为止,全球市场上还没有供人类食用的商业化高赖氨酸玉米。因此,除了上述技术外,还需要采用其他策略来开发高赖氨酸玉米。除微生物外,基于电路编程的合成生物学也极大地改善了包括玉米在内的农作物的理想特性,因为合成微型染色体已被构建并转移到玉米中。上述技术的优势在于,它是一种精确制导的人工控制系统,可以更好地发挥自然系统之外的作用,也可以超越自然系统。在高赖氨酸玉米合成基因回路的设计和编程过程中,需要深入了解天然赖氨酸生物合成途径、赖氨酸代谢、代谢通量、代谢相互联系、转运体以及转录因子、翻译后蛋白质调控。因此,在将天冬氨酸(Asp)途径中的主要基因,如二氢二羟丁酸合成酶(DHPS)、天冬氨酸激酶(AK)、赖氨酸-酮戊二酸还原酶/糖胺酸脱氢酶(LKR/SDH)等纳入高赖氨酸合成基因回路之前,应对这些基因进行严格分析。事实上,合成高赖氨酸基因电路的原型必须具备用于精确调控多重基因表达的合成开关、记忆电路、合成布尔逻辑门和合成细胞间通信系统。为了正确改造合成高赖氨酸基因电路,着陆点应该是特定的。然后,可以通过几代人对电路进行精确监控和远程调控,以获得稳定的程序化高赖氨酸合成玉米。因此,考虑到目前单/多转基因、常规育种、标记辅助育种成功提高玉米赖氨酸的进展,应根据合成基因线路在玉米基因组中的工作机制及其远程控制,设计基于精确编程的合成基因线路,以获得高赖氨酸玉米。这需要对玉米生物学有深入的了解,整合以前发表的高赖氨酸玉米转基因研究成果,进行硅学、体外和体内实验,以成功开发基于编程的合成基因线路,实现高赖氨酸玉米。
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引用次数: 0
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Current Plant Biology
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