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Revolution and advances in gene editing and genomics technology for developing climate-resilient legume crops: developments and prospects. 用于培育气候适应型豆科作物的基因编辑和基因组技术的革命与进展:发展与展望。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-09-08 DOI: 10.1007/s11103-025-01637-y
Gayatri Mishra

Legumes are essential for agriculture and food security. Biotic and abiotic stresses pose significant challenges to legume production, lowering productivity levels. Most legumes must be genetically improved by introducing alleles that give pest and disease resistance, abiotic stress adaptability, and high yield potential. The quickest way to develop high-yielding elite legume varieties with long-lasting resistance is to tap into potential resistance alleles present in landraces and wild relatives and exploit them in legume resistance breeding programs using next-generation molecular breeding methods. Most of the reviews focus on the advancements made by genome editing technologies in generating climate-tolerant legumes for breeding. This review discusses the challenges of genome-based editing tools and how the integration of other popular breeding methodologies, such as QTLs and GWAS, as well as computational techniques, can aid in the development of climate-tolerant legume crops. This review highlights genomics-based methodologies and recent advances that make it easier to assess genetic diversity and uncover adaptive genes in legumes. Computational approaches, such as machine learning, are important in mining the breeding-related genes identified by CRISPR and other genomic tools, as well as detecting the key elements and factors that regulate the expression of these genes, which addresses the challenge of developing climate-resilient legume crops.

豆类对农业和粮食安全至关重要。生物和非生物胁迫对豆类生产构成重大挑战,降低了生产力水平。大多数豆科植物必须通过引入具有抗病虫害、非生物胁迫适应性和高产潜力的等位基因来进行遗传改良。培育具有持久抗性的高产优质豆科植物品种的最快方法是利用存在于地方品种和野生近缘品种中的潜在抗性等位基因,并利用下一代分子育种方法在豆科植物抗性育种计划中加以利用。大多数评论集中在基因组编辑技术在培育耐候性豆类育种方面取得的进展。这篇综述讨论了基于基因组的编辑工具的挑战,以及如何整合其他流行的育种方法,如qtl和GWAS,以及计算技术,可以帮助开发耐气候的豆科作物。这篇综述强调了基于基因组学的方法和最近的进展,使评估遗传多样性和发现豆类的适应性基因变得更容易。计算方法,如机器学习,在挖掘由CRISPR和其他基因组工具鉴定的育种相关基因,以及检测调节这些基因表达的关键元素和因素方面非常重要,这解决了开发气候适应型豆科作物的挑战。
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引用次数: 0
Control of heat and oxidative stress adaptation by the DJ-1 paralogs in Arabidopsis thaliana. 拟南芥DJ-1亲缘关系对热应激和氧化应激适应的调控。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-21 DOI: 10.1007/s11103-025-01630-5
Priyanka Kataria, Naga Jyothi Pullagurla, Debabrata Laha, Patrick D'Silva

Plant growth and development are highly regulated processes and are majorly controlled by various environmental factors, whose extreme exposures lead to chronic stress conditions promoting reactive oxygen species (ROS) and carbonyl species (RCS) production. ROS and RCS extensively damage cellular biomolecules and organelles, affecting a plant's development. Emerging reports highlight that the multi-stress responding DJ-1 superfamily proteins are critical in attenuating cytotoxic effects associated with abiotic stress. The current report, validated in yeast and plant models, shows that AtDJ-1C and AtDJ-1E are robust antioxidants that scavenge ROS and improve survival under oxidative stress. Although they lack conventional glyoxalases and do not attenuate the glycation of proteins, AtDJ-1C and AtDJ-1E preserve the GSH pool and regulate redox homeostasis. Moreover, gene expression profiling indicates that levels of AtDJ-1C and AtDJ-1E are rapidly established to counter heat and oxidative stress conditions. Notably, the knockdown of AtDJ-1 C and AtDJ-1E promotes detrimental alterations such as reduced chlorophyll retention, impaired root morphogenesis, and induced sensitivity to heat stress due to ROS elevation. Contrastingly, overexpression of AtDJ-1C and AtDJ-1E improved plant height and rosette formation under physiological conditions. In conclusion, our study unravels the pivotal functions of Arabidopsis thaliana DJ-1C and DJ-1E in governing plant health and survival under heat and oxidative stress conditions.

植物的生长发育是一个高度调控的过程,主要受各种环境因素的控制,这些环境因素的极端暴露导致慢性应激条件,促进活性氧(ROS)和羰基物种(RCS)的产生。ROS和RCS广泛破坏细胞生物分子和细胞器,影响植物的发育。新出现的报告强调,多重应激反应的DJ-1超家族蛋白在减弱与非生物应激相关的细胞毒性作用方面至关重要。目前的报告在酵母和植物模型中得到验证,表明AtDJ-1C和AtDJ-1E是强大的抗氧化剂,可以清除ROS并提高氧化应激下的存活率。虽然它们缺乏传统的乙二醛酶,也不会减弱蛋白质的糖基化,但AtDJ-1C和AtDJ-1E保存GSH库并调节氧化还原稳态。此外,基因表达谱表明,AtDJ-1C和AtDJ-1E的水平可以迅速建立,以对抗高温和氧化应激条件。值得注意的是,atdj - 1c和AtDJ-1E的下调促进了有害的改变,如叶绿素保留减少,根形态发生受损,以及由于ROS升高而诱导对热应激的敏感性。而在生理条件下,过表达AtDJ-1C和AtDJ-1E可提高植株高度和莲座形成。总之,我们的研究揭示了拟南芥DJ-1C和DJ-1E在高温和氧化胁迫条件下调控植物健康和生存的关键功能。
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引用次数: 0
Transcriptional responses of Eucalyptus to infection by an aggressive leaf blight pathogen reveal the role of host secondary metabolites during pathogen germination. 桉树对侵袭性叶枯病病原菌侵染的转录反应揭示了寄主次生代谢物在病原菌萌发中的作用。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-11 DOI: 10.1007/s11103-025-01625-2
Myriam Solís, Almuth Hammerbacher, Michael J Wingfield, Sanushka Naidoo

Teratosphaeria leaf blight disease caused by Teratosphaeria destructans poses a serious threat to Eucalyptus plantations worldwide. The pathogen infects leaves via stomatal penetration from 24 to 72 h after inoculation. Symptoms are visible after two weeks and pathogen sporulation commonly occurs four weeks after inoculation of a susceptible host. We studied the responses of a susceptible Eucalyptus clone during the entire disease cycle to identify susceptibility factors. RNA from healthy and infected leaves was isolated at 3, 14 and 28 days post inoculation. Differential expression and gene enrichment analysis showed that members of the transcription factor family TGA and MYB, involved in the salicylic acid and abscisic acid pathways, and genes involved in these hormone signaling pathways, were up-regulated. Overall, plant defense response pathways were enriched only at the late stage of infection (28 dpi). In contrast, both gene expression and chemical analysis revealed that the synthesis of the major flavonoids in Eucalyptus leaves was enhanced during pathogen infection, while the synthesis of terpenoids and flavan-3-ols declined. The flavonols, rutin and quercetin enhanced spore germination in-vitro while, the terpenoid eucalyptol and the flavan-3-ol catechin inhibited germination. This study provides insights into the molecular and chemical responses at different stages of infection of a susceptible host by T. destructans, thereby improving the current understanding of the pathosystem.

由破坏性畸圆虫引起的畸圆虫叶枯病严重威胁着世界各地的桉树人工林。病原菌在接种后24 ~ 72 h通过气孔渗透侵染叶片。两周后症状可见,病原体孢子通常在接种易感宿主四周后出现。研究了一个桉树易感无性系在整个疾病周期内的反应,以确定易感因子。在接种后3、14和28天分别从健康和感染叶片中分离RNA。差异表达和基因富集分析显示,参与水杨酸和脱落酸途径的转录因子家族成员TGA和MYB以及参与这些激素信号通路的基因均上调。总体而言,植物防御反应途径仅在感染后期(28 dpi)富集。相比之下,基因表达和化学分析表明,桉树叶片中主要黄酮类化合物的合成在病原菌侵染过程中增强,而萜类化合物和黄烷-3-醇的合成则下降。黄酮醇、芦丁和槲皮素促进了孢子的萌发,而萜类桉树醇和黄烷-3-醇儿茶素抑制了孢子的萌发。本研究提供了在不同阶段的敏感宿主的分子和化学反应的见解,从而提高了目前的病理系统的认识。
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引用次数: 0
Retraction Note: A novel approach for developing resistance in rice against phloem limited viruses by antagonizing the phloem feeding hemipteran vectors. 通过拮抗以韧皮部为食的半翼载体,在水稻中发展对韧皮部限制病毒抗性的新方法。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-07 DOI: 10.1007/s11103-025-01633-2
Prasenjit Saha, Indranil Dasgupta, Sampa Das
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引用次数: 0
TISCalling: leveraging machine learning to identify translational initiation sites in plants and viruses. 利用机器学习来识别植物和病毒的翻译起始位点。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1007/s11103-025-01632-3
Ming-Ren Yen, Ya-Ru Li, Chia-Yi Cheng, Ting-Ying Wu, Ming-Jung Liu

The recognition of translational initiation sites (TISs) offers complementary insights into identifying genes encoding novel proteins or small peptides. Conventional computational methods primarily identify Ribo-seq-supported TISs and lack the capacity of systematic and global identification of TIS, especially for non-AUG sites in plants. Additionally, these methods are often unsuitable for evaluating the importance of mRNA sequence features for TIS determination. In this study, we present TISCalling, a robust framework that combines machine learning (ML) models and statistical analysis to identify and rank novel TISs across eukaryotes. TISCalling generalized and ranks important features common to multiple plant and mammalian species while identifying kingdom-specific features such as mRNA secondary structures and "G"-nucleotide contents. Furthermore, TISCalling achieved high predictive power for identifying novel viral TISs. Importantly, TISCalling provides prediction scores for putative TIS along plant transcripts, enabling prioritization of those of interest for further validation. We offer TISCalling as a command-line-based package [ https://github.com/yenmr/TISCalling ], capable of generating prediction models and identifying key sequence features. Additionally, we provide web tools [ https://predict.southerngenomics.org/TISCalling/ ] for visualizing pre-computed potential TISs, making it accessible to users without programming experience. The TISCalling framework offers a sequence-aware and interpretable approach for decoding genome sequences and exploring functional proteins in plants and viruses.

翻译起始位点(TISs)的识别为鉴定编码新蛋白质或小肽的基因提供了补充的见解。传统的计算方法主要识别ribo -seq支持的TIS,缺乏系统和全局识别TIS的能力,特别是对于植物中非aug位点。此外,这些方法往往不适合评估mRNA序列特征对TIS测定的重要性。在这项研究中,我们提出了一个强大的框架,将机器学习(ML)模型和统计分析相结合,以识别真核生物中的新型tisling并对其进行排名。TISCalling对多种植物和哺乳动物物种共同的重要特征进行了归纳和排序,同时确定了特定领域的特征,如mRNA二级结构和“G”核苷酸含量。此外,TISCalling在识别新型病毒性TISs方面具有很高的预测能力。重要的是,TISCalling提供了沿植物转录本推测的TIS的预测分数,使那些感兴趣的优先级进一步验证。我们提供TISCalling作为一个基于命令行的包[https://github.com/yenmr/TISCalling],能够生成预测模型并识别关键序列特征。此外,我们提供了web工具[https://predict.southerngenomics.org/TISCalling/]来可视化预先计算的潜在TISs,使没有编程经验的用户也可以访问它。TISCalling框架为解码基因组序列和探索植物和病毒中的功能蛋白提供了一种序列感知和可解释的方法。
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引用次数: 0
Superior thermostability and divalent cation sensitivity of isoamylase CMI294C from Cyanidioschyzon merolae. 花椒异淀粉酶CMI294C具有优良的热稳定性和二价阳离子敏感性。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-07-31 DOI: 10.1007/s11103-025-01623-4
Keisuke Okada, Taichi Someya, Takashi Osanai

A storage polysaccharide in the red alga Cyanidioschyzon merolae is semi-amylopectin, a glucan with properties intermediate between noncrystalline glycogen and semicrystalline amylopectin. The debranching enzyme isoamylase plays a crucial role in determining the semicrystalline nature of glucans. In amylopectin-storing organisms, isoamylases consist of the isozymes ISA1, ISA2, and ISA3, with the former two primarily responsible for semicrystallinity. While the semicrystallinity of C. merolae semi-amylopectin is weaker than that of amylopectin, it retains a semicrystalline structure. Based on a previous analysis of isoamylase-deficient strains of C. merolae, the isoform CMI294C is the main contributor to glucan synthesis. Although the biochemical properties of isoamylases involved in amylopectin synthesis have been characterized, those of isoamylases involved in semi-amylopectin synthesis remain largely unknown. Here, we performed a detailed biochemical analysis of CMI294C to gain insights of isoamylases in semi-amylopectin synthesis. Similar to isoamylases in amylopectin-synthesizing organisms, CMI294C hydrolyzes amylopectin more efficiently than glycogen. However, unlike typical isoamylases, CMI294C is uniquely more active against pullulan than against glycogen; and it is strongly inhibited by Zn²⁺. Our results indicate that CMI294C can be potentially used for industrial maltose production due to its enzymatic properties. Overall, our findings provide molecular insights into the isoamylase in glucan structure modulation and enhance our understanding of glucan metabolism in C. merolae.

红藻中的一种储存多糖是半支链淀粉,一种介于非结晶糖原和半结晶支链淀粉之间的葡聚糖。脱支酶异淀粉酶在决定葡聚糖的半结晶性质方面起着至关重要的作用。在储存支链淀粉的生物体中,同工淀粉酶由ISA1、ISA2和ISA3同工酶组成,其中前两个同工酶主要负责半结晶性。虽然墨罗拉半支链淀粉的半结晶度比支链淀粉弱,但它保留了半结晶结构。根据先前对merolae异淀粉酶缺陷菌株的分析,同种异构体CMI294C是葡聚糖合成的主要贡献者。虽然参与支链淀粉合成的异淀粉酶的生化特性已经被表征,但参与半支链淀粉合成的异淀粉酶的生化特性仍然很大程度上未知。在这里,我们对CMI294C进行了详细的生化分析,以获得半支链淀粉合成中异淀粉酶的见解。与支链淀粉合成生物中的异淀粉酶类似,CMI294C比糖原更有效地水解支链淀粉。然而,与典型的异淀粉酶不同,CMI294C对普鲁兰的活性比对糖原的活性更强;并被Zn 2 +强烈抑制。我们的研究结果表明,CMI294C由于其酶促特性,可以潜在地用于工业麦芽糖生产。总的来说,我们的研究结果为异淀粉酶在葡聚糖结构调节中的分子作用提供了新的见解,并增强了我们对葡聚糖代谢的理解。
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引用次数: 0
TcJAMYC5 positively regulates paclitaxel biosynthesis in Taxus chinensis var. Mairei. TcJAMYC5正调控中国红豆杉(Taxus chinensis var. marei)紫杉醇合成。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-07-31 DOI: 10.1007/s11103-025-01626-1
Shiyu Cai, Lina Xue, Ziling Tao, Fengxiu Li, Qiao Liu, Wen Wan, Jihong Jiang, Ludan Li, Xiaoying Cao

Paclitaxel is an important natural anticancer drug. Its biosynthesis is very complex and 18 enzymes likely involved have been characterized. However, the regulatory mechanism of these enzyme genes still remains to be elucidated. Here we identified a novel transcription factor in the MYC family of Taxus chinensis TcJAMYC5 function in paclitaxel biosynthesis. TcJAMYC5 was highly expressed in the roots and regulated by MeJA. Transient overexpression of TcJAMYC5 in T. chinensis cambial meristematic cells resulted in a significant increase in paclitaxel and bacctin III content and upregulated expression of nearly all of paclitaxel biosynthesis related genes except T13αOH. Suppression of TcJAMYC5 expression in cambial meristematic cells resulted in a significant decrease in paclitaxel content. TcJAMYC5 could bind to promoters of paclitaxel biosynthesis pathway enzyme genes TASY, DBTNBT and T5αH for directly activating their expression. Taken together, we conclude that TcJAMYC5 is an activator that improves the accumulation of paclitaxel in T. chinensis through a MeJA-medicated signaling pathway.

紫杉醇是一种重要的天然抗癌药物。其生物合成过程非常复杂,目前已知可能涉及的酶有18种。然而,这些酶基因的调控机制仍有待阐明。本研究鉴定了红豆杉MYC家族中一个新的转录因子TcJAMYC5在紫杉醇生物合成中的作用。TcJAMYC5在根中高表达,受MeJA调控。TcJAMYC5在中国冬青形成层分生组织细胞中短暂过表达,导致紫杉醇和bacctin III含量显著增加,除T13αOH外,几乎所有紫杉醇生物合成相关基因的表达上调。抑制形成层分生组织细胞中TcJAMYC5的表达导致紫杉醇含量显著降低。TcJAMYC5可以结合紫杉醇生物合成通路酶基因TASY、DBTNBT和T5αH的启动子,直接激活它们的表达。综上所述,我们认为TcJAMYC5是通过meja介导的信号通路促进紫杉醇积累的激活因子。
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引用次数: 0
Chickpea (Cicer arietinum L.) battling against heat stress: plant breeding and genomics advances. 鹰嘴豆(Cicer arietinum L.)对抗高温胁迫:植物育种和基因组学进展。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-07-31 DOI: 10.1007/s11103-025-01628-z
Uday Chand Jha, Yogesh Dashrath Naik, Manu Priya, Harsh Nayyar, Parvaze A Sofi, Radha Beena, Himabindu Kudapa, Kousik Atta, Mahendar Thudi, P V Vara Prasad, Kadambot H M Siddique

Global climate change, particularly the increasing frequency and intensity of heat stress, poses a significant threat to crop productivity. Chickpea (Cicer arietinum L.) employs various physiological, biochemical, and molecular mechanisms to cope with elevated temperatures, including maintaining leaf chlorophyll content to preserve the functional integrity of photosystem II (PSII) and enhancing canopy temperature depression to reduce overheating. These traits are crucial for sustaining photosynthetic efficiency, plant health, and yield stability under heat stress. Recent advances in multi-omics approaches-including genomics, transcriptomics, proteomics, and metabolomics-have enhanced our understanding of the genetic basis of heat stress tolerance in chickpea. These tools have facilitated the identification of key genes and molecular pathways involved in heat stress responses. Functional characterization of these genes has provided insights into their roles within the complex metabolic and signaling networks that underpin heat resilience. This review explores integrating conventional and modern breeding technologies with high-throughput phenotyping (HTP) platforms to accelerate genetic gains in chickpea under heat stress. HTP tools enable rapid, precise screening of heat-resilient traits, facilitating early selection of superior genotypes. We also highlight recent genomic advancements, including genome-wide association studies, whole-genome resequencing, and pangenome assemblies, which have uncovered novel structural variants, candidate genes, and haplotypes associated with heat tolerance. Leveraging these resources in conjunction with functional analyses offers new opportunities for breeding climate-resilient chickpea cultivars capable of delivering stable yields and quality under adverse conditions. These developments are crucial for safeguarding chickpea productivity and ensuring global food and nutrition security amid climate change.

全球气候变化,特别是日益频繁和强烈的热胁迫,对作物生产力构成重大威胁。鹰嘴豆(Cicer arietinum L.)通过多种生理、生化和分子机制来应对高温,包括维持叶片叶绿素含量以保持光系统II (PSII)功能的完整性和加强冠层温度抑制以减少过热。这些性状对维持光合效率、植物健康和热胁迫下产量稳定至关重要。多组学方法的最新进展——包括基因组学、转录组学、蛋白质组学和代谢组学——增强了我们对鹰嘴豆耐热性遗传基础的理解。这些工具有助于识别热应激反应中涉及的关键基因和分子途径。这些基因的功能特征为它们在复杂的代谢和信号网络中的作用提供了见解,这些网络是热恢复能力的基础。本文综述了将传统育种技术和现代育种技术与高通量表型(HTP)平台相结合,以加速鹰嘴豆在高温胁迫下的遗传增益。HTP工具能够快速、精确地筛选耐热性状,促进早期选择优质基因型。我们还重点介绍了基因组学的最新进展,包括全基因组关联研究、全基因组重测序和泛基因组组装,这些研究发现了与耐热性相关的新型结构变异、候选基因和单倍型。利用这些资源与功能分析相结合,为培育气候适应型鹰嘴豆品种提供了新的机会,这些品种能够在不利条件下保持稳定的产量和质量。这些发展对于在气候变化背景下保障鹰嘴豆生产力和确保全球粮食和营养安全至关重要。
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引用次数: 0
Unveiling transcriptional regulation underpinning chilling and frost stress response in Trans-Himalayan Hippophae tibetana L. 揭示跨喜马拉雅西藏河马低温和霜冻胁迫响应的转录调控机制。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-07-31 DOI: 10.1007/s11103-025-01619-0
Romit Seth, Amna Devi, Phuntsog Dolkar, Rajni Parmar, Shikha Sharma, Balraj Sharma, Praveen Dhyani, Tsering Stobdan, Ram Kumar Sharma

Hippophae tibetana is an enigmatic least explored Seabuckthorn species, with exceptional adaptability to sub-zero temperatures in Trans-Himalayan region. This study integrates physiological and transcriptional profiling to understand its unique cold stress resilience. The physiological assessment including chlorophyll content, relative water content, and electrolyte leakage were least affected during the early response (ER) of cold stress as compared to prolonged (PR) and freeze response (FR), which was effectively restored during the recovery phase (RR). Genome-guided de novo assembly yielded 25,176 high-quality unigenes (N50: 2195 bp; BUSCO: 92.9%), with 75.9% functionally annotated using NCBI-nr, Araport11, SwissProt, COG, KEGG, and Pfam databases. Clustering of differentially expressed unigenes revealed ER (4467 DEGs) and RR (4478) grouped distinctly from PR (14,150) and FR (14,528), underscoring significantly heightened transcriptional reprogramming during PR/FR compared to ER/RR. Furthermore, the integration of transcriptional interactome network with GO and KEGG enrichment highlighted ICE1-CBF regulatory network with significant upregulation of Inducer of CBF Expression (ICE1), Cold receptive protein kinase (CRPK1), anti-freeze proteins (AFPs), and pathways like jasmonic acid signaling, carbohydrate metabolism, and membrane stabilization as key to cold tolerance during PR and FR phases. The current study advances our understanding of cold stress resilience in H. tibetana, elucidating its adaptive mechanisms in extreme Trans-Himalayan environments. The comprehensive genomic resources and key candidates identified here may provide a foundation for discovering cold tolerance-associated genome-wide variations in priority crops and plantation species.

西藏河马是一种神秘的、最少被探索的沙棘物种,它对跨喜马拉雅地区的零下温度具有特殊的适应性。本研究整合了生理和转录分析来了解其独特的冷胁迫恢复能力。与延长响应(PR)和冻结响应(FR)相比,冷胁迫早期响应(ER)对叶绿素含量、相对含水量和电解质泄漏等生理指标的影响最小,而延长响应(PR)和冻结响应(FR)在恢复阶段(RR)得到有效恢复。基因组引导的从头组装得到25176个高质量的单基因(N50: 2195 bp;BUSCO: 92.9%),其中75.9%使用NCBI-nr、arport11、SwissProt、COG、KEGG和Pfam数据库进行功能注释。差异表达的单基因聚类显示,ER (4467 DEGs)和RR (4478 DEGs)与PR (14,150 DEGs)和FR (14,528 DEGs)明显不同,这表明PR/FR期间的转录重编程明显高于ER/RR。此外,转录相互作用网络与GO和KEGG富集的整合突出了ICE1-CBF调控网络,CBF表达诱导剂(ICE1)、冷接受蛋白激酶(CRPK1)、抗冻蛋白(AFPs)以及诸如jasmonic酸信号通路、碳水化合物代谢和膜稳定等途径在PR和FR阶段是耐寒性的关键。本研究进一步加深了我们对西藏人冷应激恢复能力的认识,阐明了西藏人在跨喜马拉雅极端环境下的适应机制。本文确定的综合基因组资源和关键候选基因可能为在重点作物和人工林物种中发现耐寒性相关的全基因组变异提供基础。
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引用次数: 0
An explainable vision transformer with transfer learning based efficient drought stress identification. 基于迁移学习的可解释视觉变换器的干旱胁迫有效识别。
IF 3.8 2区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-07-31 DOI: 10.1007/s11103-025-01620-7
Aswini Kumar Patra, Ankit Varshney, Lingaraj Sahoo

Early detection of drought stress is critical for taking timely measures for reducing crop loss before the drought impact becomes irreversible. The subtle phenotypical and physiological changes in response to drought stress are captured by non-invasive imaging techniques and these imaging data serve as valuable resource for machine learning methods to identify drought stress. While convolutional neural networks are in wide use, vision transformers (ViTs) present a promising alternative in capturing long-range dependencies and intricate spatial relationships, thereby enhancing the detection of subtle indicators of drought stress. We propose an explainable deep learning pipeline that leverages the power of ViTs for drought stress detection in potato crops using aerial imagery. We applied two distinct approaches: a synergistic combination of ViT and support vector machine (SVM), where ViT extracts intricate spatial features from aerial images, and SVM classifies the crops as stressed or healthy and an end-to-end approach using a dedicated classification layer within ViT to directly detect drought stress. Our key findings explain the ViT model's decision-making process by visualizing attention maps. These maps highlight the specific spatial features within the aerial images that the ViT model focuses as the drought stress signature. Our findings demonstrate that the proposed methods not only achieve high accuracy in drought stress identification but also shedding light on the diverse subtle plant features associated with drought stress. This offers a robust and interpretable solution for drought stress monitoring for farmers to undertake informed decisions for improved crop management.

早期发现干旱胁迫对于在干旱影响不可逆转之前及时采取措施减少作物损失至关重要。通过非侵入性成像技术捕获干旱胁迫下细微的表型和生理变化,这些成像数据为机器学习方法识别干旱胁迫提供了宝贵的资源。在卷积神经网络得到广泛应用的同时,视觉变压器(ViTs)在捕获长期依赖关系和复杂的空间关系方面提供了一个有希望的替代方案,从而增强了对干旱胁迫微妙指标的检测。我们提出了一个可解释的深度学习管道,利用ViTs的力量,利用航空图像对马铃薯作物进行干旱胁迫检测。我们采用了两种不同的方法:一种是ViT和支持向量机(SVM)的协同组合,其中ViT从航空图像中提取复杂的空间特征,支持向量机将作物分类为受胁迫或健康;另一种是端到端方法,使用ViT中的专用分类层直接检测干旱胁迫。我们的主要发现通过可视化注意图来解释ViT模型的决策过程。这些地图突出了航空图像中的特定空间特征,ViT模型将其作为干旱胁迫特征。研究结果表明,所提出的方法不仅在干旱胁迫识别方面具有较高的准确性,而且还揭示了与干旱胁迫相关的多种微妙植物特征。这为干旱压力监测提供了一个可靠的、可解释的解决方案,使农民能够做出明智的决定,改善作物管理。
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Plant Molecular Biology
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