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Synergistic function of RNA modifications in Arabidopsis and rice 拟南芥和水稻中RNA修饰的协同作用
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-10-09 DOI: 10.1007/s42994-025-00248-x
Ancheng Ma, Shuaibin Wang, Xinxi He, Yongbo Qu, Shenglin Xie, Junping Gao, Yu Peng, Lisha Shen, Wenxuan Pu, Chongsheng He
{"title":"Synergistic function of RNA modifications in Arabidopsis and rice","authors":"Ancheng Ma,&nbsp;Shuaibin Wang,&nbsp;Xinxi He,&nbsp;Yongbo Qu,&nbsp;Shenglin Xie,&nbsp;Junping Gao,&nbsp;Yu Peng,&nbsp;Lisha Shen,&nbsp;Wenxuan Pu,&nbsp;Chongsheng He","doi":"10.1007/s42994-025-00248-x","DOIUrl":"10.1007/s42994-025-00248-x","url":null,"abstract":"<div><p>The epigenomic landscape regulates gene expression and chromatin dynamics, with histone and RNA modifications playing crucial roles. Although studies have elucidated the interactions among chromatin modifications, DNA methylation, and mRNA modifications, the relationships among RNA modifications and their collective influence on RNA metabolism remain poorly understood. Grasping these epigenetic mechanisms is essential for improving crop resilience and productivity. In this study, we explored the co-occurrence and functional interactions of three significant mRNA modifications in Arabidopsis (<i>Arabidopsis thaliana</i>) and rice (<i>Oryza sativa</i>): <i>N</i><sup><i>4</i></sup>-acetylcytidine (ac<sup>4</sup>C), <i>N</i><sup><i>6</i></sup>-methyladenosine (m<sup>6</sup>A), and 5-methylcytosine (m<sup>5</sup>C). Our results indicate that these modifications frequently coexist in the same transcripts, exhibiting distinct spatial distributions across species. Notably, the m<sup>6</sup>A modification enhances the ac<sup>4</sup>C-mediated destabilization of RNA secondary structures, especially when modifications are clustered, thereby promoting RNA stability. In Arabidopsis, the ac<sup>4</sup>C modification improved translational efficiency and the m<sup>6</sup>A modification amplified this effect in a distance-dependent manner; by contrast, in rice the influence of m<sup>6</sup>A is independent of distance. The m<sup>5</sup>C modification has minimal impact on RNA structure or stability but modulates m<sup>6</sup>A-associated transcript stability in a context-dependent manner. Our findings shed light on the dynamic regulatory code of combinatorial RNA modifications, highlighting species-specific mechanisms of post-transcriptional regulation. This research offers valuable insights into the intricate interplay of RNA modifications, with implications for advancing agricultural biotechnology through a deeper understanding of plant RNA functionality.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"803 - 815"},"PeriodicalIF":5.0,"publicationDate":"2025-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00248-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A multi-omics cell atlas unlocks new frontiers in crop biotechnology 多组学细胞图谱开辟了作物生物技术的新领域
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-10-09 DOI: 10.1007/s42994-025-00246-z
Xin Tian, Jian Xu
{"title":"A multi-omics cell atlas unlocks new frontiers in crop biotechnology","authors":"Xin Tian,&nbsp;Jian Xu","doi":"10.1007/s42994-025-00246-z","DOIUrl":"10.1007/s42994-025-00246-z","url":null,"abstract":"<div><p>Defining how plant cell types are specified and regulated has been a central challenge in biology. Previous single-cell studies in plants, relying on either RNA-seq or ATAC-seq, provided valuable insights but could not directly connect chromatin state to transcriptional programs. Writing in <i>Nature</i>, Wang et al. present the first multi-organ single-cell multi-omics atlas of rice. Profiling more than 116,000 nuclei across eight tissues, they delineate 56 distinct cell types with high resolution. Joint analysis of gene expression and chromatin accessibility reveals sharper cell-type boundaries, transient developmental states, and regulatory networks with unprecedented clarity. Importantly, the study links cell-specific regulatory programs to key agronomic traits, identifying candidate regulators of root architecture, photosynthesis, nitrogen metabolism, and yield. This atlas establishes both a foundational resource for comparative plant biology and crop biotechnology, providing a roadmap for precision breeding and resilient agriculture driven by cell-type insights.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"680 - 684"},"PeriodicalIF":5.0,"publicationDate":"2025-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Targeted mutagenesis of FATTY ACID ELONGASE 1 entails near complete elimination of very long chain fatty acids in the seeds of camelina cultivar Ligena 脂肪酸延长酶1的靶向诱变需要几乎完全消除亚麻荠种子中的长链脂肪酸
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-30 DOI: 10.1007/s42994-025-00238-z
Barno Ruzimurodovna Rezaeva, Amélie A. Kelly, Martin Fulda, Ingrid Otto, Iris Hoffie, Sindy Chamas, Ivo Feussner, Jochen Kumlehn
{"title":"Targeted mutagenesis of FATTY ACID ELONGASE 1 entails near complete elimination of very long chain fatty acids in the seeds of camelina cultivar Ligena","authors":"Barno Ruzimurodovna Rezaeva,&nbsp;Amélie A. Kelly,&nbsp;Martin Fulda,&nbsp;Ingrid Otto,&nbsp;Iris Hoffie,&nbsp;Sindy Chamas,&nbsp;Ivo Feussner,&nbsp;Jochen Kumlehn","doi":"10.1007/s42994-025-00238-z","DOIUrl":"10.1007/s42994-025-00238-z","url":null,"abstract":"<div><p>Genome editing has the potential to enhance yield and quality traits of crops. However, standard genetic transformation methods are not always applicable to modern germplasm. To tackle this challenge in the widely cultivated variety Ligena of the oilseed crop camelina (<i>Camelina sativa</i> (L.) Crantz), an only recently established principle of adventitious shoot formation from immature zygotic embryos was employed to further improve its fatty acid profile. In this approach, the three subgenomic homeologs of the <i>FATTY ACID ELONGASE 1</i> (<i>FAE1</i>) gene were subjected to targeted mutagenesis. To pre-validate the Cas9-interacting, target motif-specific guide (g)RNAs, a robust protoplast-based DNA transfection method was established. This assay demonstrated that the preselected gRNAs were capable of eliciting mutations across all three camelina <i>FAE1</i> homeologs. Likewise, targeted mutagenesis was successful at the whole-plant level. Triple-homozygous <i>fae1</i> knockout mutants were identified amongst a segregating generation M<sub>3</sub> family. Gas chromatography of lipid extracts from M<sub>4</sub> seeds revealed a significant increase in all unsaturated C18 fatty acids including the particularly valuable α-linolenic acid. This was accompanied by a near elimination of the C20 and C22 very long-chain fatty acids including the nutritionally problematic erucic acid. Altogether, we have developed camelina elite lines with two significantly improved properties of high relevance for a health-promoting human nutrition.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"816 - 830"},"PeriodicalIF":5.0,"publicationDate":"2025-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00238-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Robustness in jasmonate signaling: mechanisms of concerted regulation and implications for crop improvement 茉莉酸信号的稳健性:协调调节的机制及其对作物改良的影响
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-29 DOI: 10.1007/s42994-025-00244-1
Ke Zhou, Tiantian Han, Bingqing Pan, Xiaomeng Hu, Xiaomei Chen, Xinyu Liu, Shihong Fei, Yating Yang, Wenhao Li, Minmin Du
{"title":"Robustness in jasmonate signaling: mechanisms of concerted regulation and implications for crop improvement","authors":"Ke Zhou,&nbsp;Tiantian Han,&nbsp;Bingqing Pan,&nbsp;Xiaomeng Hu,&nbsp;Xiaomei Chen,&nbsp;Xinyu Liu,&nbsp;Shihong Fei,&nbsp;Yating Yang,&nbsp;Wenhao Li,&nbsp;Minmin Du","doi":"10.1007/s42994-025-00244-1","DOIUrl":"10.1007/s42994-025-00244-1","url":null,"abstract":"<div><p>The jasmonate signaling pathway coordinates plant defenses and growth, thereby enhancing fitness in changing conditions. Jasmonate-mediated responses are triggered by the recognition of external signals via pattern recognition receptors (PRRs) located on the cell membrane. Following signal perception, cells rapidly activate jasmonic acid (JA) biosynthesis, resulting in the accumulation of the bioactive jasmonate, jasmonoyl-isoleucine (JA-Ile). In the nucleus, the coronatine insensitive 1–jasmonate-ZIM-domain (COI1–JAZ) complex recognizes JA-Ile and triggers JAZ ubiquitination and proteasomal degradation. Consequently, transcription factors (e.g., MYC2) bound by JAZ are released, enabling the activation and amplification of JA responses. In parallel to this activation, feedback regulation orchestrated by transcription factors terminates transcription, preventing overcommitment to JA signaling. In this review, we summarize recent advances in understanding JA signaling, emphasizing the connection between PRR activation and JA biosynthesis, and the feedback regulatory mechanisms that ensure precision and robustness of the JA signaling pathway. Finally, we discuss how these mechanistic insights can be leveraged to optimize JA signaling for crop genetic improvement.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"618 - 637"},"PeriodicalIF":5.0,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00244-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Targeted mutagenesis of SlGAD3 generates very high levels of GABA in commercial tomato cultivars SlGAD3的靶向诱变在商品番茄品种中产生非常高水平的GABA
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-22 DOI: 10.1007/s42994-025-00249-w
Lei Zhu, Shiyang Zhang, Qingfeng Niu, Yansha Li, Xiaomu Niu, Pengcheng Wang, Jian-Kang Zhu, Zhaobo Lang
{"title":"Targeted mutagenesis of SlGAD3 generates very high levels of GABA in commercial tomato cultivars","authors":"Lei Zhu,&nbsp;Shiyang Zhang,&nbsp;Qingfeng Niu,&nbsp;Yansha Li,&nbsp;Xiaomu Niu,&nbsp;Pengcheng Wang,&nbsp;Jian-Kang Zhu,&nbsp;Zhaobo Lang","doi":"10.1007/s42994-025-00249-w","DOIUrl":"10.1007/s42994-025-00249-w","url":null,"abstract":"<div><p>GABA, a non-proteinogenic amino acid with anti-hypertensive properties, holds health-beneficial potential when enriched in crops. Previous studies have established that targeted disruption of the calmodulin-binding domain (CaMBD) of the tomato glutamate decarboxylase 3 (SlGAD3) enhances GABA biosynthesis. In this study, we used CRISPR/Cas9-mediated gene editing to precisely modify the CaMBD coding sequence of <i>SlGAD3</i> in three elite tomato varieties (SFT1, SFT2, and SFT3). Under our experimental conditions, targeted editing of <i>SlGAD3</i> led to substantial accumulation of GABA in all three varieties without compromising key agronomic traits such as fruit size and number. Although flowering was delayed in <i>SFT2</i> and <i>SFT3</i> mutants, <i>SFT1</i> mutants had higher GABA levels but also maintained a wild-type flowering time. This result highlights the critical importance of selecting specific varieties, such as SFT1, to minimize pleiotropic effects. By identifying varieties that can accumulate high levels of GABA without major reductions in growth and yield potential, this work bridges a critical gap between plant metabolic-engineering research and practical applications in commercial crop-improvement programs.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"693 - 697"},"PeriodicalIF":5.0,"publicationDate":"2025-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00249-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595211","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nutrient storage and release in uninfected cells of soybean nodules support symbiotic nitrogen fixation in infected cells 大豆根瘤未侵染细胞的养分储存和释放支持侵染细胞的共生固氮
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-16 DOI: 10.1007/s42994-025-00247-y
Qian Liu, Qian Dong, Zhi-Chang Chen
{"title":"Nutrient storage and release in uninfected cells of soybean nodules support symbiotic nitrogen fixation in infected cells","authors":"Qian Liu,&nbsp;Qian Dong,&nbsp;Zhi-Chang Chen","doi":"10.1007/s42994-025-00247-y","DOIUrl":"10.1007/s42994-025-00247-y","url":null,"abstract":"<div><p>Symbiotic nitrogen fixation (SNF) between legumes and rhizobia contributes to sustainable agriculture. In root nodules, infected cells (ICs) are the primary sites of rhizobial colonization and nitrogen fixation. However, the function of the neighboring uninfected cells (UCs) has received little attention and is poorly understood. In this study, we employed a symplastic tracing approach to elucidate the role of UCs in nutrient storage and transport within root nodules. We uncovered an extensive network of plasmodesmata connecting ICs and UCs, while direct IC–IC connections were absent. By artificially inducing callose deposition at plasmodesmata, we demonstrate that plasmodesmata permeability between ICs and UCs regulates nutrient import into ICs, thereby influencing nutrient homeostasis and the SNF ability of nodules. Furthermore, high nitrogen levels triggered callose deposition at plasmodesmata, restricting nutrient transport, which may represent one mechanism by which excessive nitrogen inhibits SNF. These findings provide insights into the regulatory mechanisms of SNF and underscore the crucial role of UCs in optimizing nitrogen fixation efficiency.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"790 - 802"},"PeriodicalIF":5.0,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00247-y.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Metabolic engineering in Nicotiana benthamiana 本菌烟草的代谢工程
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-10 DOI: 10.1007/s42994-025-00234-3
Karim Farmanpour Kalalagh, Nicolas Papon, Vincent Courdavault, Sander van der Krol, Iris F. Kappers, Arman Beyraghdar Kashkooli
{"title":"Metabolic engineering in Nicotiana benthamiana","authors":"Karim Farmanpour Kalalagh,&nbsp;Nicolas Papon,&nbsp;Vincent Courdavault,&nbsp;Sander van der Krol,&nbsp;Iris F. Kappers,&nbsp;Arman Beyraghdar Kashkooli","doi":"10.1007/s42994-025-00234-3","DOIUrl":"10.1007/s42994-025-00234-3","url":null,"abstract":"<div><p>Plants can produce compounds with extraordinary chemical structures and a wide range of applications in the treatment of human diseases. The biosynthesis of such compounds in plants is often complex and limited to specific tissues and specialized cells, resulting in low yields. Unlike many medicinal plants, <i>Nicotiana benthamiana</i> is easy to grow and is amenable to genetic manipulation. Indeed, many metabolic pathways for valuable medicinal compounds have been elucidated and reconstructed in <i>N. benthamiana</i> through <i>Agrobacterium tumefaciens</i>-mediated transient expression of the relevant metabolic genes. Here, we review different aspects to consider when characterizing candidate metabolic genes and their products, as well as reconstructing their biosynthetic pathways in <i>N. benthamiana</i>. We discuss how high yields from ectopically expressed pathways may benefit from boosting precursor levels, as well as from eliminating competing enzymatic activities and various detoxification reactions. Finally, we discuss innovative approaches to studying the export of compounds through the plasma membrane and cell wall and explain how these approaches may influence the industrial-scale production of valuable compounds in <i>N. benthamiana</i>.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"638 - 662"},"PeriodicalIF":5.0,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00234-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of post-transcriptional regulation reveals complexity in peanut pod development by Direct RNA 转录后调控的鉴定揭示了直接RNA在花生豆荚发育中的复杂性
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-08 DOI: 10.1007/s42994-025-00224-5
Wei Wang, Haosong Guo, Jianxin Bian, Fa Cui, Xiaoqin Liu
{"title":"Identification of post-transcriptional regulation reveals complexity in peanut pod development by Direct RNA","authors":"Wei Wang,&nbsp;Haosong Guo,&nbsp;Jianxin Bian,&nbsp;Fa Cui,&nbsp;Xiaoqin Liu","doi":"10.1007/s42994-025-00224-5","DOIUrl":"10.1007/s42994-025-00224-5","url":null,"abstract":"<div><p>Peanut (<i>Arachis hypogaea</i>) is widely cultivated worldwide as an important source of edible vegetable oil and protein. Peanut seed pods develop below ground from a gynophore that forms above ground and then penetrates the soil surface to bury the developing pod. Numerous studies have explored transcriptional regulation during peanut pod development. Here, we explored post-transcriptional regulation, including polyadenylation, alternative splicing, and RNA adenosine methylation (m<sup>6</sup>A), in peanut pods across four developmental stages by performing direct RNA sequencing. This produced 70.43 million long reads with average lengths of 890–1,136 nucleotides (nt) from 12 samples across four developmental stages, yielding a total of 14,627 newly identified transcripts. We detected a negative relationship between poly(A) tail lengths and transcript abundance, with the shortest poly(A) tails at the subterranean peg and expanded pod 1 stages, and longest poly(A) tails at the aerial gynophore and expanded pod 2 stages. Moreover, throughout pod development, from the penetration of the gynophore into the soil to pod enlargement, the splicing machinery utilized more proximal than distal alternative polyadenylation sites in the transcripts. The date showed no correlation between m<sup>6</sup>A modification and gene expression in peanut, but found more transcripts with alternative first and last exon types of alternative splicing events. Transcripts that were differentially abundant across developmental stages were primarily enriched in the Gene Ontology terms photosynthesis, response to oxidative stress, response to auxin, plant-type cell wall organization, and lignin catabolism. This study lays a foundation for revealing the roles of epigenetics and post-transcriptional regulation in pod development in peanut. </p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 3","pages":"554 - 568"},"PeriodicalIF":5.0,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00224-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145100600","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FHBDSR-Net: automated measurement of diseased spikelet rate of Fusarium Head Blight on wheat spikes FHBDSR-Net:小麦穗上赤霉病病穗率的自动测定
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-09-02 DOI: 10.1007/s42994-025-00245-0
Ze Wu, Haowei Zhao, Zeyu Chen, Yongqiang Suo, Seena Joseph, Xiaohui Yuan, Caixia Lan, Weizhen Liu
{"title":"FHBDSR-Net: automated measurement of diseased spikelet rate of Fusarium Head Blight on wheat spikes","authors":"Ze Wu,&nbsp;Haowei Zhao,&nbsp;Zeyu Chen,&nbsp;Yongqiang Suo,&nbsp;Seena Joseph,&nbsp;Xiaohui Yuan,&nbsp;Caixia Lan,&nbsp;Weizhen Liu","doi":"10.1007/s42994-025-00245-0","DOIUrl":"10.1007/s42994-025-00245-0","url":null,"abstract":"<div><p>Fusarium Head Blight (FHB), a fungal wheat (<i>Triticum aestivum</i>) disease that threatens global food security, requires precise quantification of diseased spikelet rate (DSR) as a phenotypic indicator for resistance breeding. Most techniques for measuring DSR rely on manual spikelet-by-spikelet observation and counting, which is inefficient and destructive. Although deep learning offers great promise for automated DSR measurement, existing intelligent detection algorithms are hampered by the lack of spikelet-level annotated data, insufficient feature representation for diseased spikelets, and weak spatial encoding of densely arranged spikelets. To address these challenges, we constructed a dataset of 620 high-resolution RGB images of wheat spikes with 5,222 spikelet-level annotations to systematically analyze spikelet size distributions to fill small-object detection data gaps in this field. We designed FHBDSR-Net, a light framework for automated DSR measurement centered on diseased spikelet detection, which features (1) multi-scale feature enhancement architecture that dynamically combines lesion textures, morphological features, and lesion-awn contrast through adaptive multi-scale kernels to suppress background noise; (2) the Inner-EfficiCIoU loss function to reduce small-target localization errors in dense contexts; and (3) a scale-aware attention module using dilated convolutions and self-attention to encode multi-scale pathological patterns and spatial distributions to enhance dense spikelet resolution. FHBDSR-Net detected diseased spikelets with an average precision of 93.8% with a lightweight design of 7.2 M parameters. The results were strongly correlated with expert evaluations, with a Pearson correlation coefficient of 0.901. Our method is suitable for deployment on resource-constrained mobile devices, facilitating portable plant phenotyping and smart breeding.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 4","pages":"726 - 743"},"PeriodicalIF":5.0,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00245-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145595240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Epigenetic maps of pearl millet reveal a prominent role for CHH methylation in regulating tissue-specific gene expression 珍珠粟的表观遗传图谱揭示了CHH甲基化在调节组织特异性基因表达中的重要作用
IF 5 4区 农林科学
aBIOTECH Pub Date : 2025-08-26 DOI: 10.1007/s42994-025-00243-2
Lin Luo, Qi Qu, Mengxue Cao, Yihui Zhang, Yuanchang Sun, Fei Mao, Jiaming Chen, Yilin Zhu, Yaorou Yang,  HuachengLiu, Chunxiao Li, Dongmei Lin, Guodong Lu, Zhanxi Lin, Fangjie Zhu, Jiajing Xiao
{"title":"Epigenetic maps of pearl millet reveal a prominent role for CHH methylation in regulating tissue-specific gene expression","authors":"Lin Luo,&nbsp;Qi Qu,&nbsp;Mengxue Cao,&nbsp;Yihui Zhang,&nbsp;Yuanchang Sun,&nbsp;Fei Mao,&nbsp;Jiaming Chen,&nbsp;Yilin Zhu,&nbsp;Yaorou Yang,&nbsp; HuachengLiu,&nbsp;Chunxiao Li,&nbsp;Dongmei Lin,&nbsp;Guodong Lu,&nbsp;Zhanxi Lin,&nbsp;Fangjie Zhu,&nbsp;Jiajing Xiao","doi":"10.1007/s42994-025-00243-2","DOIUrl":"10.1007/s42994-025-00243-2","url":null,"abstract":"<div><p>Pearl millet (<i>Pennisetum glaucum</i>) is a major staple food in arid and semi-arid regions of sub-Saharan Africa, India, and South Asia. However, how epigenetic mechanisms regulate tissue-specific gene expression in this crop remains poorly understood. In this study, we profiled multiple epigenetic features in the young panicles and roots of pearl millet using RNA-seq, ATAC-seq, whole-genome bisulfite sequencing, and ChIP-seq (H3K4me3 and H3K36me3). We identified thousands of genes that were differentially expressed between these two tissues. Root-specific genes were enriched for plant hormone signaling, oxidative phosphorylation, and stress responses. Analysis of chromatin accessibility revealed that root-specific accessible chromatin regions (ACRs) were enriched in binding motifs for stress-responsive transcription factors (e.g., NAC, WRKY), whereas ACRs in young panicles were enriched in motifs for developmental regulators (e.g., AP2/ERF). DNA methylation profiling revealed 25,141 tissue-specific differentially methylated regions, with CHH methylation—rather than CG or CHG methylation—showing the strongest tissue specificity. Promoters of root-specific genes had higher levels of CHH methylation compared to those of young panicle–specific genes, suggesting that the roles of CHH methylation in regulating transcription might be tissue dependent. Notably, promoter-associated H3K4me3 marked panicle-specific genes, whereas root-specific expression was primarily linked to chromatin accessibility, suggesting a transcription factor–mediated regulatory mechanism. Together, our findings highlight the distinct epigenetic frameworks governing tissue-specific gene expression in pearl millet and provide valuable insights for advancing the genetic improvement of this crop.</p></div>","PeriodicalId":53135,"journal":{"name":"aBIOTECH","volume":"6 3","pages":"394 - 410"},"PeriodicalIF":5.0,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s42994-025-00243-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145100765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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