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Big data and artificial intelligence-aided crop breeding: Progress and prospects. 大数据和人工智能辅助作物育种:进展与前景。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-28 DOI: 10.1111/jipb.13791
Wanchao Zhu, Weifu Li, Hongwei Zhang, Lin Li

The past decade has witnessed rapid developments in gene discovery, biological big data (BBD), artificial intelligence (AI)-aided technologies, and molecular breeding. These advancements are expected to accelerate crop breeding under the pressure of increasing demands for food. Here, we first summarize current breeding methods and discuss the need for new ways to support breeding efforts. Then, we review how to combine BBD and AI technologies for genetic dissection, exploring functional genes, predicting regulatory elements and functional domains, and phenotypic prediction. Finally, we propose the concept of intelligent precision design breeding (IPDB) driven by AI technology and offer ideas about how to implement IPDB. We hope that IPDB will enhance the predictability, efficiency, and cost of crop breeding compared with current technologies. As an example of IPDB, we explore the possibilities offered by CropGPT, which combines biological techniques, bioinformatics, and breeding art from breeders, and presents an open, shareable, and cooperative breeding system. IPDB provides integrated services and communication platforms for biologists, bioinformatics experts, germplasm resource specialists, breeders, dealers, and farmers, and should be well suited for future breeding.

过去十年见证了基因发现、生物大数据(BBD)、人工智能(AI)辅助技术和分子育种的快速发展。在粮食需求不断增长的压力下,这些进步有望加速作物育种。在此,我们首先总结了当前的育种方法,并讨论了支持育种工作的新方法的必要性。然后,我们回顾了如何结合 BBD 和人工智能技术进行基因剖析、探索功能基因、预测调控元件和功能域以及表型预测。最后,我们提出了由人工智能技术驱动的智能精准设计育种(IPDB)概念,并就如何实施 IPDB 提出了想法。与现有技术相比,我们希望 IPDB 能够提高作物育种的可预测性、效率和成本。作为 IPDB 的一个范例,我们探讨了 CropGPT 提供的可能性,它结合了生物技术、生物信息学和育种家的育种艺术,呈现了一个开放、可共享和合作的育种系统。IPDB 为生物学家、生物信息学专家、种质资源专家、育种家、经销商和农民提供了综合服务和交流平台,非常适合未来的育种工作。
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引用次数: 0
Haplotype-resolved genome of a heterozygous wild peach reveals the PdaWRKY4-PdaCYP716A1 module mediates resistance to aphids by regulating betulin biosynthesis. 杂合野生桃的单倍型基因组显示,PdaWRKY4-PdaCYP716A1模块通过调节甜菜素的生物合成来介导对蚜虫的抗性。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-25 DOI: 10.1111/jipb.13782
Jun-Xiu Wang, Yong Li, Xin-Wei Wang, Ke Cao, Chang-Wen Chen, Jin-Long Wu, Wei-Chao Fang, Geng-Rui Zhu, Xue-Jia Chen, Dan-Dan Guo, Jiao Wang, Ya-Lin Zhao, Jia-Qi Fan, Su-Ning Liu, Wen-Qing Li, Hang-Ling Bie, Qiang Xu, Li-Rong Wang

Wild species of domesticated crops provide valuable genetic resources for resistance breeding. Prunus davidiana, a wild relative of peach with high heterozygosity and diverse stress tolerance, exhibits high resistance against aphids. However, the highly heterozygous genome of P. davidiana makes determining the underlying factors influencing resistance traits challenging. Here, we present the 501.7 Mb haplotype-resolved genome assembly of P. davidiana. Genomic comparisons of the two haplotypes revealed 18,152 structural variations, 2,699 Pda_hap1-specific and 2,702 Pda_hap2-specific genes, and 1,118 allele-specific expressed genes. Genome composition indicated 4.1% of the P. davidiana genome was non-peach origin, out of which 94.5% was derived from almond. Based on the haplotype genome, the aphid resistance quantitative trait locus (QTL) was mapped at the end of Pda03. From the aphid resistance QTL, PdaWRKY4 was identified as the major dominant gene, with a 9-bp deletion in its promoter of the resistant phenotype. Specifically, PdaWRKY4 regulates aphid resistance by promoting PdaCYP716A1-mediated anti-aphid metabolite betulin biosynthesis. Moreover, we employed a genome design to develop a breeding workflow for rapidly and precisely producing aphid-resistant peaches. In conclusion, this study identifies a novel aphid resistance gene and provides insights into genome design for the development of resistant fruit cultivars.

驯化作物的野生物种为抗性育种提供了宝贵的遗传资源。Prunus davidiana 是桃的野生近缘种,具有高杂合度和多种抗逆性,对蚜虫表现出很强的抗性。然而,P. davidiana 基因组的高度杂合性使得确定影响抗性性状的潜在因素具有挑战性。在这里,我们展示了 501.7 Mb 单倍型解析的 P. davidiana 基因组组装。两个单倍型的基因组比较发现了 18,152 个结构变异、2,699 个 Pda_hap1 特异基因和 2,702 个 Pda_hap2 特异基因以及 1,118 个等位基因特异表达基因。基因组组成表明,4.1% 的 P. davidiana 基因组来自非桃树,其中 94.5% 来自杏树。根据单倍型基因组,抗蚜虫数量性状基因座(QTL)被绘制在 Pda03 的末端。从蚜虫抗性 QTL 中发现,PdaWRKY4 是主要的显性基因,其启动子上的 9-bp 缺失会导致抗性表型。具体来说,PdaWRKY4 通过促进 PdaCYP716A1 介导的抗蚜虫代谢物 betulin 的生物合成来调节蚜虫抗性。此外,我们还利用基因组设计开发了一套育种流程,用于快速、精确地培育抗蚜虫桃子。总之,本研究发现了一种新型抗蚜虫基因,并为抗性水果栽培品种的开发提供了基因组设计方面的启示。
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引用次数: 0
The miR396a-SlGRF8 module regulates sugar accumulation in the roots via SlSTP10 during the interaction between root-knot nematodes and tomato plants. 在根结线虫与番茄植株的相互作用过程中,miR396a-SlGRF8 模块通过 SlSTP10 调节根部的糖积累。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-25 DOI: 10.1111/jipb.13794
Lulu Sun, Mengting Zhu, Xiaoxuan Zhou, Ruiyue Gu, Yuying Hou, Tongtong Li, Huang Huang, Rui Yang, Shaohui Wang, Wenchao Zhao

Root-knot nematodes (RKNs; Meloidogyne spp.) are a serious threat to crop production. The competition between plants and pathogens for assimilates influences the outcome of their interactions. However, the mechanisms by which plants and nematodes compete with each other for assimilates have not been elucidated. In this study, we demonstrated that miR396a plays a negative role in defense against RKNs and a positive role in sugar accumulation in tomato roots. The overexpression of SlGRF8 (Solanum lycopersicum growth-regulating factor 8), the target of miR396a, decreased the sugar content of the roots and the susceptibility to RKNs, whereas the grf8-cr mutation had the opposite effects. Furthermore, we confirmed that SlGRF8 regulated the sugar content in roots by directly activating the transcription of SlSTP10 (Solanum lycopersicum sugar transporter protein 10) in response to RKN stress. Moreover, SlSTP10 was expressed primarily in the tissues surrounding giant cells, and the SlSTP10 knockout increased both the sugar content in the roots and the plant's susceptibility to RKNs. Overall, this study provides important insight into the molecular mechanism through which the miR396a-SlGRF8-SlSTP10 module regulates sugar allocation in roots under RKN stress.

根结线虫(RKNs;Meloidogyne spp.)对作物生产构成严重威胁。植物和病原体之间对同化物的竞争影响着它们相互作用的结果。然而,植物与线虫之间竞争同化物的机制尚未阐明。在这项研究中,我们证明了 miR396a 在防御 RKNs 的过程中起负作用,而在番茄根部的糖积累过程中起正作用。miR396a的靶标SlGRF8(番茄生长调节因子8)的过表达降低了根的含糖量和对RKNs的敏感性,而grf8-cr突变则产生了相反的效果。此外,我们证实 SlGRF8 在 RKN 胁迫下通过直接激活 SlSTP10(番茄糖转运蛋白 10)的转录来调节根的含糖量。此外,SlSTP10 主要在巨细胞周围的组织中表达,SlSTP10 基因敲除既增加了根中的含糖量,也增加了植物对 RKN 的敏感性。总之,这项研究为了解 miR396a-SlGRF8-SlSTP10 模块调控 RKN 胁迫下根中糖分配的分子机制提供了重要的启示。
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引用次数: 0
Efficient gene disruption in polyploid genome by Cas9-Trex2 fusion protein. Cas9-Trex2融合蛋白在多倍体基因组中的高效基因干扰。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-25 DOI: 10.1111/jipb.13797
Wenbo Pan, Chunlei Gao, De Niu, Jinghua Cheng, Jiao Zhang, Xiying Yan, Qiang Long, YaoYao Zhu, Wenjing Sun, Qi Xie, Yuehui He, Xing Wang Deng, Huawei Zhang, Jian Li

The fusion of the exonuclease Trex2 with the Cas9 protein significantly enhanced the efficiency of genome editing in hexaploid common wheat, particularly for the simultaneous editing of multiple favorable alleles within a single generation, thereby facilitating genome editing-assisted breeding in polyploid crops.

外切酶 Trex2 与 Cas9 蛋白的融合大大提高了六倍体普通小麦基因组编辑的效率,特别是在单代内同时编辑多个有利等位基因的效率,从而促进了多倍体作物的基因组编辑辅助育种。
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引用次数: 0
How have breeders adapted rice flowering to the growing region? 育种人员是如何使水稻开花适应种植地区的?
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-25 DOI: 10.1111/jipb.13785
Asako Kobayashi, Mao Suganami, Hideki Yoshida, Yoichi Morinaka, Syuto Watanabe, Yoshie Machida, Genki Chaya, Fumihiro Nakaoka, Nobuhito Sato, Kotaro Miura, Makoto Matsuoka

Flowering time is a crucial rice trait that influences its adaptation to various environments, cropping schedules, and agronomic characteristics. Rice breeders have exploited spontaneous mutations in heading date genes to regulate the flowering time. In the present study, we investigated how breeders in Fukui Prefecture regulated days to heading while developing promising rice varieties. Genome-wide association studies (GWAS) identified Hd1, Hd16, and Hd18 as the major genes controlling days to heading in the population. However, we suspected that this highly bred population might exhibit genomic stratification, which could lead to spurious or false correlations in the GWAS. Thus, we also conducted correlation and partial correlation analyses, which uncovered another key heading date gene, Hd17, that GWAS failed to detect because of its linkage disequilibrium with the major effect gene Hd16. Examination of haplotype frequencies across different breeding periods revealed that the early-heading Hd16 (Hd16(E)) and late-heading Hd17 (Hd17(L)) were increasingly co-selected in the Hd1 functional population. Varieties carrying this Hd16(E)/Hd17(L) combination exhibited days to heading in the range of 70-80, which corresponds to the peak temperature and sunshine period and is also optimal for grain quality and yield components in the Fukui environment. The present study highlights that it is imperative to remain vigilant for Type I (false positives) and Type II (false negatives) errors when performing GWAS on highly bred populations and to implement appropriate countermeasures by accounting for gene-by-gene interactions established through the breeding process. We also discuss the effectiveness of Hd16(E), which is not used outside Japan for subtle days to heading control but is widely used in Japan at certain latitudes.

开花时间是水稻的一个重要性状,它影响着水稻对各种环境、种植计划和农艺特性的适应性。水稻育种人员利用头花期基因的自发突变来调控开花时间。在本研究中,我们调查了福井县的育种人员在培育有前途的水稻品种时是如何调控开花期的。全基因组关联研究(GWAS)发现,Hd1、Hd16 和 Hd18 是控制群体中打头天数的主要基因。但是,我们怀疑这个高度育种的群体可能会出现基因组分层,这可能会导致 GWAS 中出现虚假或错误的相关性。因此,我们还进行了相关性和部分相关性分析,发现了另一个关键的打顶日期基因 Hd17,由于其与主要效应基因 Hd16 的连锁不平衡,GWAS 未能检测到该基因。对不同育种时期单倍型频率的研究发现,在 Hd1 功能种群中,早发 Hd16(Hd16(E))和晚发 Hd17(Hd17(L))越来越多地共同被选择。携带这种 Hd16(E)/Hd17(L) 组合的品种的打顶日数在 70-80 天之间,这与福井环境中的最高温度和日照时间一致,也是谷物品质和产量成分的最佳值。本研究强调,在对高育种群体进行 GWAS 时,必须对 I 型(假阳性)和 II 型(假阴性)错误保持警惕,并通过考虑育种过程中建立的基因间相互作用来采取适当的对策。我们还讨论了 Hd16(E)的有效性,该基因在日本境外并不用于微妙的天数控制,但在日本某些纬度地区被广泛使用。
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引用次数: 0
Two-faced OsNAS3 influences disease resistance via nicotianamine and ethylene. 双面 OsNAS3 通过烟碱和乙烯影响抗病性。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-23 DOI: 10.1111/jipb.13788
Kaiwei He, Liting Xu, Qin He, Wei Zhang, Ying Zhang, Xiaobo Zhu, Junjie Yin, Qing Xiong, Qingqing Hou, Yongyan Tang, Min He, Xuewei Chen, Weitao Li

The loss and gain of OsNAS3 function both positively influence plant disease resistance. Overexpression of OsNAS3 boosts blast resistance by promoting nicotianamine accumulation, thereby enhancing blast resistance. Conversely, knockout of OsNAS3 increases ethylene biosynthesis, also contributing to improved blast resistance.

OsNAS3 功能的缺失和增益都会对植物的抗病性产生积极影响。OsNAS3 的过表达可促进烟碱胺的积累,从而增强抗病性。相反,敲除 OsNAS3 会增加乙烯的生物合成,也有助于提高抗病性。
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引用次数: 0
Sulfur metabolism under stress: Oxidized glutathione inhibits methionine biosynthesis by destabilizing the enzyme cystathionine γ-synthase. 压力下的硫代谢:氧化谷胱甘肽通过破坏胱硫醚γ-合成酶的稳定性来抑制蛋氨酸的生物合成。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-23 DOI: 10.1111/jipb.13799
Yael Hacham, Alex Kaplan, Elad Cohen, Maayan Gal, Rachel Amir

Cysteine is the precursor for the biosynthesis of glutathione, a key stress-protective metabolite, and methionine, which is imperative for cell growth and protein synthesis. The exact mechanism that governs the routing of cysteine toward glutathione or methionine during stresses remains unclear. Our study reveals that under oxidative stress, methionine and glutathione compete for cysteine and that the increased oxidized glutathione (GSSG) levels under stress hinder methionine biosynthesis. Moreover, we find that inhibition occurs as GSSG binds to and accelerates the degradation of cystathionine γ-synthase, a key enzyme in the methionine synthesis pathway. Consequently, this leads to a reduction in the flux toward methionine-derived metabolites and redirects cysteine utilization toward glutathione, thereby enhancing plant protection. Our study suggests a novel regulatory feedback loop involving glutathione, methionine, and cysteine, shedding light on the plant stress response and the adaptive rerouting of cysteine. These findings offer new insights into the intricate balance of growth and protection in plants and its impact on their nutritional value due to low methionine levels under stress.

半胱氨酸是谷胱甘肽和蛋氨酸生物合成的前体,谷胱甘肽是一种关键的应激保护代谢物,而蛋氨酸则是细胞生长和蛋白质合成所必需的。在应激过程中,半胱氨酸流向谷胱甘肽或蛋氨酸的确切机制尚不清楚。我们的研究发现,在氧化胁迫下,蛋氨酸和谷胱甘肽会竞争半胱氨酸,而胁迫下氧化谷胱甘肽(GSSG)水平的增加会阻碍蛋氨酸的生物合成。此外,我们还发现,由于谷胱甘肽与胱硫醚γ-合成酶(蛋氨酸合成途径中的一种关键酶)结合并加速其降解,从而产生了抑制作用。因此,这导致了蛋氨酸衍生代谢物通量的减少,并将半胱氨酸的利用转向谷胱甘肽,从而增强了植物保护能力。我们的研究提出了一个涉及谷胱甘肽、蛋氨酸和半胱氨酸的新型调控反馈回路,揭示了植物胁迫响应和半胱氨酸适应性改道的过程。这些发现为我们提供了新的视角,使我们了解植物生长和保护之间错综复杂的平衡,以及胁迫下蛋氨酸水平过低对植物营养价值的影响。
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引用次数: 0
TaWRKY55-TaPLATZ2 module negatively regulate saline-alkali stress tolerance in wheat. TaWRKY55-TaPLATZ2 模块负向调控小麦的盐碱胁迫耐受性。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-22 DOI: 10.1111/jipb.13793
Lin Wei, Xinman Ren, Lumin Qin, Rong Zhang, Minghan Cui, Guangmin Xia, Shuwei Liu

Saline-alkaline soils are a major environmental problem that limit plant growth and crop productivity. Plasma membrane H+-ATPases and the salt overly sensitive (SOS) signaling pathway play important roles in plant responses to saline-alkali stress. However, little is known about the functional genes and mechanisms regulating the transcription of H+-ATPases and SOS pathway genes under saline-alkali stress. In the present study, we identified that the plant AT-rich sequence and zinc-binding (TaPLATZ2) transcription factor are involved in wheat response to saline-alkali stress by directly suppressing the expression of TaHA2/TaSOS3. The knockdown of TaPLATZ2 enhances salt and alkali stress tolerance, while overexpression of TaPLATZ2 leads to salt and alkali stress sensitivity in wheat. In addition, TaWRKY55 directly upregulated the expression of TaPLATZ2 during saline-alkali stress. Through knockdown and overexpression of TaWRKY55 in wheat, TaWRKY55 was shown to negatively modulate salt and alkali stress tolerance. Genetic analyses confirmed that TaPLATZ2 functions downstream of TaWRKY55 in response to salt and alkaline stresses. These findings provide a TaWRKY55-TaPLATZ2-TaHA2/TaSOS3 regulatory module that regulates wheat responses to saline-alkali stress.

盐碱土壤是限制植物生长和作物产量的主要环境问题。质膜 H+-ATP 酶和盐过度敏感(SOS)信号通路在植物应对盐碱胁迫的过程中发挥着重要作用。然而,人们对盐碱胁迫下 H+-ATP 酶和 SOS 通路基因转录的功能基因和调控机制知之甚少。在本研究中,我们发现植物富AT序列和锌结合(TaPLATZ2)转录因子通过直接抑制TaHA2/TaSOS3的表达参与了小麦对盐碱胁迫的响应。敲除 TaPLATZ2 可增强小麦对盐碱胁迫的耐受性,而过表达 TaPLATZ2 则会导致小麦对盐碱胁迫的敏感性。此外,TaWRKY55在盐碱胁迫过程中直接上调TaPLATZ2的表达。通过在小麦中敲除和过表达 TaWRKY55,证明 TaWRKY55 对盐碱胁迫的耐受性有负向调节作用。遗传分析证实,TaPLATZ2在TaWRKY55下游对盐和碱胁迫起作用。这些发现提供了一个 TaWRKY55-TaPLATZ2-TaHA2/TaSOS3 调控模块,该模块调控小麦对盐碱胁迫的响应。
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引用次数: 0
The LpHsfA2-molecular module confers thermotolerance via fine tuning of its transcription in perennial ryegrass (Lolium perenne L.). LpHsfA2分子模块通过微调其在多年生黑麦草(Lolium perenne L.)中的转录赋予耐热性。
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-18 DOI: 10.1111/jipb.13789
Guangjing Ma, Zhihao Liu, Shurui Song, Jing Gao, Shujie Liao, Shilong Cao, Yan Xie, Liwen Cao, Longxing Hu, Haichun Jing, Liang Chen

Temperature sensitivity and tolerance play a key role in plant survival and production. Perennial ryegrass (Lolium perenne L.), widely cultivated in cool-season for forage supply and turfgrass, is extremely susceptible to high temperatures, therefore serving as an excellent grass for dissecting the genomic and genetic basis of high-temperature adaptation. In this study, expression analysis revealed that LpHsfA2, an important gene associated with high-temperature tolerance in perennial ryegrass, is rapidly and substantially induced under heat stress. Additionally, heat-tolerant varieties consistently display elevated expression levels of LpHsfA2 compared with heat-sensitive ones. Comparative haplotype analysis of the LpHsfA2 promoter indicated an uneven distribution of two haplotypes (HsfA2Hap1 and HsfA2Hap2) across varieties with differing heat tolerance. Specifically, the HsfA2Hap1 allele is predominantly present in heat-tolerant varieties, while the HsfA2Hap2 allele exhibits the opposite pattern. Overexpression of LpHsfA2 confers enhanced thermotolerance, whereas silencing of LpHsfA2 compromises heat tolerance. Furthermore, LpHsfA2 orchestrates its protective effects by directly binding to the promoters of LpHSP18.2 and LpAPX1 to activate their expression, preventing the non-specific misfolding of intracellular protein and the accumulation of reactive oxygen species in cells. Additionally, LpHsfA4 and LpHsfA5 were shown to engage directly with the promoter of LpHsfA2, upregulating its expression as well as the expression of LpHSP18.2 and LpAPX1, thus contributing to enhanced heat tolerance. Markedly, LpHsfA2 possesses autoregulatory ability by directly binding to its own promoter to modulate the self-transcription. Based on these findings, we propose a model for modulating the thermotolerance of perennial ryegrass by precisely regulating the expression of LpHsfA2. Collectively, these findings provide a scientific basis for the development of thermotolerant perennial ryegrass cultivars.

温度敏感性和耐受性对植物的生存和生产起着关键作用。多年生黑麦草(Lolium perenne L.)被广泛栽培为冷季型牧草和草坪草,极易受高温影响,因此是研究高温适应性基因组和遗传基础的绝佳草种。在这项研究中,表达分析表明,与多年生黑麦草耐高温相关的重要基因 LpHsfA2 在热胁迫下被快速大量诱导。此外,与热敏感品种相比,耐热品种的 LpHsfA2 表达水平始终较高。LpHsfA2 启动子的单倍型比较分析表明,两种单倍型(HsfA2Hap1 和 HsfA2Hap2)在耐热性不同的品种中分布不均。具体来说,HsfA2Hap1 等位基因主要存在于耐热品种中,而 HsfA2Hap2 等位基因则表现出相反的模式。过量表达 LpHsfA2 会增强耐热性,而沉默 LpHsfA2 则会降低耐热性。此外,LpHsfA2 通过直接与 LpHSP18.2 和 LpAPX1 的启动子结合来激活它们的表达,防止细胞内蛋白质的非特异性错误折叠和细胞内活性氧的积累,从而协调其保护作用。此外,LpHsfA4 和 LpHsfA5 还能直接与 LpHsfA2 的启动子结合,上调其表达以及 LpHSP18.2 和 LpAPX1 的表达,从而增强耐热性。值得注意的是,LpHsfA2 通过直接与自身启动子结合来调节自我转录,从而具有自我调节能力。基于这些发现,我们提出了一个通过精确调控 LpHsfA2 的表达来调节多年生黑麦草耐热性的模型。总之,这些发现为开发耐高温的多年生黑麦草品种提供了科学依据。
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引用次数: 0
Issue information page 发行信息页面
IF 9.3 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-18 DOI: 10.1111/jipb.13528
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引用次数: 0
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Journal of Integrative Plant Biology
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