{"title":"From DNA to RNA to protein: pQTL mapping and Proteome-Wide Association Study reveal protein-level drivers of soybean traits","authors":"Delin Li,Zhan Li,Shiyu Guo,Qi Wang,Xinkang Feng,Hao Zhang,James C. Schnable,Ying-Hui Li,Li-Juan Qiu","doi":"10.1016/j.molp.2026.09.011","DOIUrl":"https://doi.org/10.1016/j.molp.2026.09.011","url":null,"abstract":"","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":"31 1","pages":""},"PeriodicalIF":27.5,"publicationDate":"2026-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149013585","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"OASIS, a self-evolving AI scientist that integrates omics data and literature knowledge for plant stress research","authors":"Yang Han,Hua Wei,Xianmeng Wang,Yilin Li,Zhipeng Zhang,Bingzhu Liu,Shuwen Wen,Nan Pan,Huiying He,Qian Qian,Lianguang Shang","doi":"10.1016/j.molp.2026.09.005","DOIUrl":"https://doi.org/10.1016/j.molp.2026.09.005","url":null,"abstract":"Abiotic stresses constrain plant growth and crop productivity, yet converting rapidly expanding literature and heterogeneous biological data into testable hypotheses remains difficult. Here we present OASIS, a self-evolving omics-guided AI scientist that links literature-derived mechanistic evidence with omics and other structured data in a traceable workflow for plant stress research. OASIS coordinates six specialized agents for planning, hybrid retrieval, evidence distillation, data interrogation, review, and synthesis. Its knowledge base spans six plant species and four major stress categories and automatically incorporates newly published studies, while the Self-Evolving Experience Learning (SEEL) module distills historical trajectories into reusable procedural rules for experience-based self-evolution. On PlantStressQA, a 200-question expert-curated benchmark, OASIS achieved 84.0/100, exceeding baseline LLMs by 33.9-50.2 points, and showed its largest gains on tasks requiring multi-step integration of literature and data-level evidence. In a rice salt-tolerance case study, OASIS combined Arabidopsis regulatory evidence, orthology, and genetic loci to prioritize five candidates. Loss of OsPP2a function produced salt-response phenotypes accompanied by altered Na+/K+ homeostasis. OASIS is publicly accessible at https://www.oasis.ac.cn.","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":"22 1","pages":""},"PeriodicalIF":27.5,"publicationDate":"2026-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148993804","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A cis-regulatory allele of ZmNPR1I spatially uncouples flowering from stalk-rot resistance in maize","authors":"Feili Du,Chenyu Guo,Chenwu Xu,Saihua Chen,Mingliang Xu","doi":"10.1016/j.molp.2026.09.006","DOIUrl":"https://doi.org/10.1016/j.molp.2026.09.006","url":null,"abstract":"Pleiotropic effects of adaptive genes frequently constrain crop improvement by coupling beneficial traits with unfavorable trade-offs. In maize, ZmCCT10 confers strong stalk-rot resistance but causes delayed flowering under long-day conditions, limiting its deployment in temperate breeding. Here, we identify qPss3 as a cis-regulatory locus that governs its downstream target gene, ZmNPR1I. The ZmNPR1I protein represses ZmCCT10 transcription and, together with ZmNPR1-3, facilitates ZmCCT10 protein degradation. The favorable qPss3A5 allele reduces ZmNPR1I expression in leaves, relieving repression of ZmCCT10, ZmSPL32, and ID1, which collectively enhance ZCN8 expression to accelerate flowering. In roots, however, pathogen-induced activation of the resistant ZmCCT10H5 allele largely bypasses qPss3 regulation, thereby preserving stalk-rot resistance. Introgression of qPss3A5 into ZmCCT10H5-containing maize germplasm restores flowering adaptation without compromising disease resistance, improving yield stability under disease pressure. Our work reveals a tissue-specific qPss3A5-ZmNPR1I regulatory module that uncouples the developmental and immune functions of a pleiotropic adaptive gene, providing a general strategy for optimizing beneficial alleles in crop breeding.","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":"28 1","pages":""},"PeriodicalIF":27.5,"publicationDate":"2026-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148964342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"HAIant (智然体): A human-centered AI framework for secure, personalized intelligence augmentation in biological research","authors":"Yunlong Zhang,Yunming Wang,Zhilong Zheng,Hao Wu,Xiangfeng Zeng,Qishuai Huang,Wendi Wei,Youkun Fan,Jiachen Du,Jinpeng Liu,Tao Zhou,Guanzhen Zhu,Rui Han,Ruozhuo Zheng,Hongwei Zhang,Chuang Zhang,Yi Wang,Xiangguo Liu,Weifu Li,Zaiwen Feng,Lin Li","doi":"10.1016/j.molp.2026.08.011","DOIUrl":"https://doi.org/10.1016/j.molp.2026.08.011","url":null,"abstract":"Artificial intelligence (AI) has achieved human-level capabilities across multiple domains; however, concerns regarding data security, privacy, and domain-specific capability enhancement remain. Here, we present human + AI + ant (HAIant), a human-centered framework for secure and personalized intelligence augmentation based on locally deployed AI. HAIant integrates locally deployed large language models with personal data, individual reasoning processes, and domain-specific tools, enabling user-controlled AI systems while preserving data privacy. Within this framework, HAIant establishes a unified AI-assisted biological research workflow through personal biological knowledge base construction, multi-user communication, and bioinformatics tool invocation. To support domain-specific applications, a bioinformatics skill-execution module named BioSkills, consisting of 84 analytical tools and two domain knowledge bases, is integrated into HAIant. As a proof of concept, we show that the Biological HAIant can support experimental record management, bioinformatics analysis, and automated manuscript generation from experimental data. Collectively, out work demonstrates that HAIant and BioSkills provide a scalable architecture for secure, human-oriented AI systems that advance intelligent scientific workflows.","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":"10 1","pages":""},"PeriodicalIF":27.5,"publicationDate":"2026-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148908747","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The TANG cluster comprising ten nitrate transporter genes controls fruit sweetness and size in tomato","authors":"Fangman Li,Xingyu Zhang,Haobo Xu,Xietian Song,Pingfei Ge,Junshen Lin,Pengyu Zhu,Yang Yang,Ziyuan Wang,Genzhong Liu,Sanwen Huang,Zhibiao Ye,Yuyang Zhang","doi":"10.1016/j.molp.2026.09.004","DOIUrl":"https://doi.org/10.1016/j.molp.2026.09.004","url":null,"abstract":"Sucrose is a major transport form of photoassimilated carbon in tomato, Arabidopsis, and many other plant species, and plays a critical regulatory role in plant growth, development, and fruit quality. Plant vacuoles function as storage organelles, accumulating substantial quantities of metabolically inactive nitrates as a nitrogen reserve and soluble sugars as a carbon reserve. Consequently, the balance between nitrate and sucrose accumulation determines plant growth dynamics and fruit taste. In this study, we identified a gene cluster designated TANG (Total soluble solidsAccumulation viaNitrate transporterGene cluster), comprising ten nitrate transporter genes that are significantly associated with sucrose accumulation in tomato. This gene cluster mediates the transport of nitrate between the cytoplasm and vacuole, thereby influencing its storage. Functional disruption of TANG8, a member of the gene cluster, results in either enhanced sugar accumulation or increased fruit size. Selective disruption of multiple TANG cluster members yields fruits with elevated sweetness and increased fruit size in S. pimpinellifolium. The interaction between the TANG members and a tonoplast localized Sucrose Transporter 4 provides insight into the competitive accumulation of nitrate and sugar. The multiplex editing of a gene cluster provides a successful example of engineering crops with high quality and yield.","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":"142 1","pages":""},"PeriodicalIF":27.5,"publicationDate":"2026-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148902439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Molecular PlantPub Date : 2026-09-07Epub Date: 2026-07-18DOI: 10.1016/j.molp.2026.07.011
Xin-Guang Zhu, Elizabeth A Ainsworth
{"title":"Dynamic shading of chloroplasts for enhanced photosynthetic efficiency.","authors":"Xin-Guang Zhu, Elizabeth A Ainsworth","doi":"10.1016/j.molp.2026.07.011","DOIUrl":"10.1016/j.molp.2026.07.011","url":null,"abstract":"<p><p>Coping with high light represents a major challenge for plants in nature. Under high light, <sup>1</sup>O<sub>2</sub> can induce MBS1 to form a low-dynamic condensate, which can effectively shade chloroplasts to avoid photodamage. This mechanism can be used to support breeding crops for both high photoprotection and high photosynthetic light use efficiency.</p>","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":" ","pages":"1763-1765"},"PeriodicalIF":32.7,"publicationDate":"2026-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148471909","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Molecular PlantPub Date : 2026-09-07Epub Date: 2026-06-23DOI: 10.1016/j.molp.2026.06.007
Ludan Zhang, Pengfei Wang, Yue Li, Shuang Yang, Yan Chen, Zhiying Ma, Jing Pan, Xiaoyu Wang, Chenyan Wang, Haoyuan An, Yuqing Xu, Yifei Xiao, Shen Shen, Kun Wu, Zhaosheng Kong, Xiangdong Fu, Shuansuo Wang
{"title":"Dual repression of OsSnRK1β1A by the deubiquitinase OsOTUB1 orchestrates energy metabolism and grain yield in rice.","authors":"Ludan Zhang, Pengfei Wang, Yue Li, Shuang Yang, Yan Chen, Zhiying Ma, Jing Pan, Xiaoyu Wang, Chenyan Wang, Haoyuan An, Yuqing Xu, Yifei Xiao, Shen Shen, Kun Wu, Zhaosheng Kong, Xiangdong Fu, Shuansuo Wang","doi":"10.1016/j.molp.2026.06.007","DOIUrl":"10.1016/j.molp.2026.06.007","url":null,"abstract":"<p><p>Rice grain yield is largely determined by grain number per panicle; however, the molecular basis of this key trait remains largely unclear, particularly regarding how energy metabolism is coordinated with panicle development. To elucidate this, we performed ethylmethanesulfonate (EMS) mutagenesis in the OsOTUB1 loss-of-function mutant npt1 and isolated npt-s1, a suppressor reverting the high-grain-number phenotype of npt1. Map-based cloning identified that NPT-S1 encodes OsSnRK1β1A, a regulatory subunit of the sucrose non-fermenting 1-related protein kinase 1 (SnRK1) energy-sensing complex. Functional analyses showed that OsSnRK1β1A promotes grain number by suppressing energy catabolism. Mechanistically, OsSnRK1β1A binds OsSnRK1α1 and, through N-terminal myristoylation, restricts its nuclear localization, thereby linking energy status to developmental outputs. Furthermore, we discovered that OsOTUB1 directly interacts with OsSnRK1β1A, exerting both competitive inhibition and K63-linked deubiquitination, the latter of which triggers 26S proteasome-mediated degradation. Genetic and transcriptomic analyses suggested that this module determines grain number by reshaping global carbon, nitrogen, and lipid metabolism to prioritize reproductive allocation. Crucially, we demonstrated that engineered upregulation of OsSnRK1β1A via CRISPR/Cas9-mediated promoter editing of CAREOSREP1 and CCAAT box consistently increases grain yield without compromising plant architecture. Together, our findings reveal a layered signaling pathway refined by post-translational modification, in which the OsOTUB1-OsSnRK1β1A module couples energy status to panicle development, providing both a mechanistic framework and actionable targets for breeding high-yield rice.</p>","PeriodicalId":19012,"journal":{"name":"Molecular Plant","volume":" ","pages":"1819-1836"},"PeriodicalIF":32.7,"publicationDate":"2026-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148308884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}