首页 > 最新文献

Theoretical and Applied Genetics最新文献

英文 中文
Dissecting the genetic architecture of early root-related traits in grapevine rootstocks across propagation methods and different scion. 跨繁殖方式和不同接穗对葡萄砧木早期根系相关性状遗传结构的剖析。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-13 DOI: 10.1007/s00122-026-05197-7
Marine Morel, Nabil Girollet, Pierre-François Bert, Marina de Miguel, Elisa Marguerit

Root traits are fundamental to plant establishment and survival, influencing resource acquisition, anchorage, and stress resilience. In grapevine, a perennial grafted fruit crop, early growth-related traits, such as rooting and grafting success, are crucial for both vineyard establishment and nursery production, which require well-developed rootstock mother vines and grafted plants. An understanding of the genetic variability underlying these traits is therefore important. We investigated the genetic architecture of early growth-related traits in a Vitis berlandieri × V. rupestris mapping population of 449 genotypes, using hardwood cuttings and grafted plants with two scion cultivars: V. vinifera cvs. Cabernet Sauvignon and Riesling. Our results indicate that the genetic control of these traits was polygenic and varied with the method of propagation (cuttings vs grafts), with individual QTLs explaining from 3.1% to 14.1% of the phenotypic variance. In particular, we detected largely non-overlapping genomic regions associated with similar traits across propagation methods and observed rootstock × scion interactions, suggesting an influence of scion genotype on root development. Two overlapping roots number QTLs were identified in grafts with different scions accounted for 7 and 14% of the variance in Cabernet Sauvignon and Riesling, respectively. Our results highlight the challenge of applying marker-assisted selection in rootstock breeding programs, due to the different genetic determinants underlying the same traits across the different propagation methods. Here, we found that QTLs colocalized with genes involved in growth and stress responses. Finally, eight genotypes with root-related performance superior to that of commercial rootstocks were identified, providing promising candidates for further evaluation in grapevine rootstock breeding programs.

根系性状是植物建立和生存的基础,影响植物的资源获取、锚定和抗逆性。在葡萄这种多年生嫁接水果作物中,早期生长相关的性状,如生根和嫁接的成功,对于葡萄园的建立和苗圃生产都是至关重要的,这需要发育良好的砧木、母藤和嫁接植株。因此,了解这些性状背后的遗传变异是很重要的。研究了葡萄早期生长相关性状的遗传结构。利用硬木扦插和嫁接植株,对449个基因型进行群体定位。赤霞珠和雷司令。结果表明,这些性状的遗传控制是多基因的,并且随繁殖方式(扦插还是嫁接)而变化,单个qtl解释表型变异的比例为3.1% ~ 14.1%。特别是,我们在不同的繁殖方法中发现了与相似性状相关的大部分不重叠的基因组区域,并观察到砧木与接穗的相互作用,这表明接穗基因型对根系发育有影响。在赤霞珠和雷司令不同接穗的嫁接中鉴定出两个重叠的根数qtl,分别占变异量的7%和14%。我们的研究结果强调了在砧木育种计划中应用标记辅助选择的挑战,因为在不同的繁殖方法中,相同性状的遗传决定因素不同。在这里,我们发现qtl与参与生长和应激反应的基因共定位。最后,鉴定出8个与根相关性能优于商品砧木的基因型,为葡萄砧木育种计划提供了有希望的候选品种。
{"title":"Dissecting the genetic architecture of early root-related traits in grapevine rootstocks across propagation methods and different scion.","authors":"Marine Morel, Nabil Girollet, Pierre-François Bert, Marina de Miguel, Elisa Marguerit","doi":"10.1007/s00122-026-05197-7","DOIUrl":"10.1007/s00122-026-05197-7","url":null,"abstract":"<p><p>Root traits are fundamental to plant establishment and survival, influencing resource acquisition, anchorage, and stress resilience. In grapevine, a perennial grafted fruit crop, early growth-related traits, such as rooting and grafting success, are crucial for both vineyard establishment and nursery production, which require well-developed rootstock mother vines and grafted plants. An understanding of the genetic variability underlying these traits is therefore important. We investigated the genetic architecture of early growth-related traits in a Vitis berlandieri × V. rupestris mapping population of 449 genotypes, using hardwood cuttings and grafted plants with two scion cultivars: V. vinifera cvs. Cabernet Sauvignon and Riesling. Our results indicate that the genetic control of these traits was polygenic and varied with the method of propagation (cuttings vs grafts), with individual QTLs explaining from 3.1% to 14.1% of the phenotypic variance. In particular, we detected largely non-overlapping genomic regions associated with similar traits across propagation methods and observed rootstock × scion interactions, suggesting an influence of scion genotype on root development. Two overlapping roots number QTLs were identified in grafts with different scions accounted for 7 and 14% of the variance in Cabernet Sauvignon and Riesling, respectively. Our results highlight the challenge of applying marker-assisted selection in rootstock breeding programs, due to the different genetic determinants underlying the same traits across the different propagation methods. Here, we found that QTLs colocalized with genes involved in growth and stress responses. Finally, eight genotypes with root-related performance superior to that of commercial rootstocks were identified, providing promising candidates for further evaluation in grapevine rootstock breeding programs.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 4","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12987902/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147460214","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Phased potato genome assembly and association genetics enable delineation of the H1 resistance locus against potato cyst nematodes. 阶段性马铃薯基因组组装和关联遗传学能够描述H1对马铃薯囊肿线虫的抗性位点。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-12 DOI: 10.1007/s00122-026-05179-9
Yuk Woon Cheung, Lynn H Brown, Thomas M Adams, Brian Harrower, Amanpreet Kaur, Gaynor McKenzie, Jamie Orr, James Price, Vikrant Singh, Moray Smith, Micha Bayer, Ingo Hein

The complexity of potato genetics, characterised by tetrasomic inheritance, has contributed to slower genetic gain in potato compared to other major crops. Disease resistance genes, often found in large clusters of highly similar paralogs and alleles, further complicate genetic studies. The H1 resistance locus, introgressed into potato cultivars from Solanum tuberosum ssp. andigena, has been successfully used for over 60 years to control Globodera rostochiensis in Europe. Although previous genetic studies mapped this resistance to chromosome 5, the complete structure of the locus remained elusive. To reduce genomic complexity, we generated a dihaploid of the cultivar 'Athlete', DH4_Athlete, carrying the H1 resistance locus, and produced a phased haplotype representation of the H1 interval using Oxford Nanopore sequencing. Combined with RenSeq-based association genetics, this approach allowed us to reconstruct the entire H1 locus, including recombination points at both the 5' and 3' ends of the interval.

马铃薯遗传的复杂性,以四体遗传为特征,与其他主要作物相比,马铃薯的遗传增益较慢。抗病基因通常存在于大量高度相似的类似物和等位基因中,这进一步使遗传研究复杂化。抗性位点H1从茄类植物中渗入到马铃薯品种。在欧洲已经成功地使用了60多年来控制罗斯托奇Globodera rostochiensis。尽管先前的遗传研究将这种抗性定位到5号染色体上,但该位点的完整结构仍然难以捉摸。为了降低基因组的复杂性,我们生成了一个携带H1抗性位点的‘Athlete’品种DH4_Athlete的二单倍体,并使用Oxford Nanopore测序产生了H1区间的分阶段单倍型表示。结合基于renseq的关联遗传学,该方法使我们能够重建整个H1位点,包括间隔5‘和3’端的重组点。
{"title":"Phased potato genome assembly and association genetics enable delineation of the H1 resistance locus against potato cyst nematodes.","authors":"Yuk Woon Cheung, Lynn H Brown, Thomas M Adams, Brian Harrower, Amanpreet Kaur, Gaynor McKenzie, Jamie Orr, James Price, Vikrant Singh, Moray Smith, Micha Bayer, Ingo Hein","doi":"10.1007/s00122-026-05179-9","DOIUrl":"10.1007/s00122-026-05179-9","url":null,"abstract":"<p><p>The complexity of potato genetics, characterised by tetrasomic inheritance, has contributed to slower genetic gain in potato compared to other major crops. Disease resistance genes, often found in large clusters of highly similar paralogs and alleles, further complicate genetic studies. The H1 resistance locus, introgressed into potato cultivars from Solanum tuberosum ssp. andigena, has been successfully used for over 60 years to control Globodera rostochiensis in Europe. Although previous genetic studies mapped this resistance to chromosome 5, the complete structure of the locus remained elusive. To reduce genomic complexity, we generated a dihaploid of the cultivar 'Athlete', DH4_Athlete, carrying the H1 resistance locus, and produced a phased haplotype representation of the H1 interval using Oxford Nanopore sequencing. Combined with RenSeq-based association genetics, this approach allowed us to reconstruct the entire H1 locus, including recombination points at both the 5' and 3' ends of the interval.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 4","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12982271/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147445168","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Integrating genomic prediction into crop DUS testing: new approaches in support of reference collection management and distinctness assessment. 整合基因组预测到作物DUS测试:支持参考资料收集管理和独特性评估的新方法。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-12 DOI: 10.1007/s00122-026-05198-6
Adrian M I Roberts, Konrad Neugebauer, Esther Oluwada Ewaoluwagbemiga, Dan Milbourne, Stephen Byrne, James Cockram, Camila M Zanella, Margaret Wallace, Marlene Niedermayer, Lorella Andreani, Márton Pécs, Wim W P van der Kooij, Karl Schmid

Key message: A new approach is proposed for the use of the genetic markers to manage DUS trials, targeted at individual phenotypic characteristics using genomic prediction, as well for supporting Distinctness decisions. High-performing crop varieties underpin food security. Due to the cost of developing varieties, systems have been established to provide breeders with legal protection for their varieties. In many countries, such protection is afforded by the International Union for the Protection of New Varieties of Plants (UPOV) system. New varieties must be phenotypically Distinct from existing varieties using a set of crop-specific characteristics, as well as Uniform and Stable (DUS). For many crops, DUS assessment is costly as candidates must be compared to many existing varieties in field trials, based on numerous DUS characteristics. The use of genetic markers has long been considered as a potential tool for managing costs of such trials, for example, by identifying existing varieties that need not be compared to candidate varieties. Under UPOV guidance, the use of genetic markers must be reflective of phenotypic differences in DUS characteristics. Within this framework, we propose a new approach for using markers based on the application of genomic prediction, which is used to predict variety differences in individual characteristics. The approach is evaluated with perennial ryegrass and wheat, yielding promising results. Additionally, we propose a novel approach in which genomic prediction is used to refine Distinctness decisions after DUS trials have been run by integrating genetic and trial information. Using perennial ryegrass as an example, we demonstrate that this approach, which respects the primacy of phenotype in DUS testing, could be used to support distinctness decisions, especially for cross-pollinated agricultural crops where Distinctness may be harder to achieve.

关键信息:提出了一种使用遗传标记来管理DUS试验的新方法,该方法使用基因组预测针对个体表型特征,并支持独特性决策。高产作物品种是粮食安全的基础。由于开发品种的成本,已经建立了为育种者提供其品种法律保护的制度。在许多国家,这种保护是由国际植物新品种保护联盟(UPOV)系统提供的。新品种必须在表型上与现有品种不同,利用一组作物特有的特征,以及均匀和稳定(DUS)。对于许多作物来说,DUS评估是昂贵的,因为候选作物必须在田间试验中与许多现有品种进行比较,基于许多DUS特性。长期以来,遗传标记的使用一直被认为是管理此类试验成本的潜在工具,例如,通过识别不需要与候选品种进行比较的现有品种。在UPOV的指导下,遗传标记的使用必须反映DUS特征的表型差异。在此框架下,我们提出了一种基于基因组预测应用的标记新方法,用于预测个体特征的品种差异。用多年生黑麦草和小麦对该方法进行了评价,取得了令人满意的结果。此外,我们提出了一种新的方法,通过整合遗传和试验信息,使用基因组预测来改进DUS试验后的独特性决策。以多年生黑麦草为例,我们证明了这种方法在DUS测试中尊重表型的首要性,可用于支持独特性决策,特别是对于难以实现独特性的异花授粉农作物。
{"title":"Integrating genomic prediction into crop DUS testing: new approaches in support of reference collection management and distinctness assessment.","authors":"Adrian M I Roberts, Konrad Neugebauer, Esther Oluwada Ewaoluwagbemiga, Dan Milbourne, Stephen Byrne, James Cockram, Camila M Zanella, Margaret Wallace, Marlene Niedermayer, Lorella Andreani, Márton Pécs, Wim W P van der Kooij, Karl Schmid","doi":"10.1007/s00122-026-05198-6","DOIUrl":"10.1007/s00122-026-05198-6","url":null,"abstract":"<p><strong>Key message: </strong>A new approach is proposed for the use of the genetic markers to manage DUS trials, targeted at individual phenotypic characteristics using genomic prediction, as well for supporting Distinctness decisions. High-performing crop varieties underpin food security. Due to the cost of developing varieties, systems have been established to provide breeders with legal protection for their varieties. In many countries, such protection is afforded by the International Union for the Protection of New Varieties of Plants (UPOV) system. New varieties must be phenotypically Distinct from existing varieties using a set of crop-specific characteristics, as well as Uniform and Stable (DUS). For many crops, DUS assessment is costly as candidates must be compared to many existing varieties in field trials, based on numerous DUS characteristics. The use of genetic markers has long been considered as a potential tool for managing costs of such trials, for example, by identifying existing varieties that need not be compared to candidate varieties. Under UPOV guidance, the use of genetic markers must be reflective of phenotypic differences in DUS characteristics. Within this framework, we propose a new approach for using markers based on the application of genomic prediction, which is used to predict variety differences in individual characteristics. The approach is evaluated with perennial ryegrass and wheat, yielding promising results. Additionally, we propose a novel approach in which genomic prediction is used to refine Distinctness decisions after DUS trials have been run by integrating genetic and trial information. Using perennial ryegrass as an example, we demonstrate that this approach, which respects the primacy of phenotype in DUS testing, could be used to support distinctness decisions, especially for cross-pollinated agricultural crops where Distinctness may be harder to achieve.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 4","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12982246/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147445175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Genome-wide association mapping of native QTLs for Fusarium head blight resistance in US winter wheat. 美国冬小麦抗赤霉病原生qtl的全基因组关联定位。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-11 DOI: 10.1007/s00122-026-05200-1
Ruolin Bian, Yaoguang Li, Yanhong Dong, Xiaomao Lin, Guihua Bai

Key message: A genome-wide association study using 90 K wheat SNP arrays identified nine QTLs with 38 SNP markers significantly associated with Fusarium head blight resistance in US wheat. Six putative novel QTLs were identified from the US wheat with three for type II resistance, two for low DON and FDK and one for all three traits. Wheat Fusarium head blight (FHB) is a devastating disease of wheat worldwide. Growing FHB-resistant wheat is the most effective and eco-friendly approach to reduce the losses. To identify native FHB resistance quantitative trait loci (QTLs), a population of 201 US winter wheat breeding lines and cultivars were genotyped using 90 K wheat single nucleotide polymorphism (SNP) arrays and phenotyped for the percentage of symptomatic spikelets (PSS) in a spike in three greenhouse experiments, and for PSS, Fusarium damaged kernels (FDK) and deoxynivalenol (DON) content in two field experiments. Genome-wide association studies (GWAS) identified 38 SNPs that were significant for at least two of the three traits or a single trait in at least two experiments on chromosomes 1A, 1D, 2B, 3A, 3B, 4A, 5B and 5D. Among them, QPss.hwwg-1AS, QPss.hwwg-1DS and QPss.hwwg-3AL are likely novel QTLs for reduced PSS from US winter wheat, and QFDon.hwwg-4AL, QFDon.hwwg-5BL and QFDon.hwwg-5DL are novel QTLs for low FDK and DON. Among them, only QFDon.hwwg-5BL had significant effects on all the three FHB traits. Most of these QTLs showed additive effects. Among the tested accessions, hard winter wheat 'T153,' 'T154' and 'OK05128' harboring all resistance marker alleles for low PSS, FDK and DON, therefore, they are good resistant parents for improving FHB resistance.

关键信息:利用90 K小麦SNP阵列进行全基因组关联研究,鉴定出9个qtl和38个SNP标记与美国小麦抗枯萎病显著相关。从美国小麦中鉴定出6个推测的新qtl,其中3个为II型抗性,2个为低DON和FDK, 1个为所有3个性状。小麦赤霉病(FHB)是一种世界性的小麦疫病。种植抗fhb小麦是减少损失的最有效和最环保的方法。为了鉴定美国本地抗赤霉病数量性状位点(qtl),利用90 K小麦单核苷酸多态性(SNP)阵列对201个美国冬小麦选育品系和品种群体进行了基因分型,并在3个温室试验中对有症状小穗(PSS)百分比进行了表型分析,在2个田间试验中对PSS、镰刀菌损伤粒(FDK)和脱氧雪腐镰刀菌醇(DON)含量进行了表型分析。全基因组关联研究(GWAS)在1A、1D、2B、3A、3B、4A、5B和5D染色体上的至少两次实验中发现了38个snp,这些snp对三个性状中的至少两个或单个性状具有显著性。其中,QPss。hwwg-1AS,每秒。hwwg-1DS和QPss。hwwg-3AL和QFDon可能是美国冬小麦PSS减少的新qtl。hwwg-4AL QFDon。hwwg-5BL和QFDon。hwwg-5DL是低FDK和DON的新qtl。其中,只有QFDon。hwwg-5BL对3个FHB性状均有显著影响。这些qtl大多表现出加性效应。试验材料中,硬冬小麦‘T153’、‘T154’和‘OK05128’均含有低PSS、FDK和DON的抗性标记等位基因,是提高赤霉病抗性的优良亲本。
{"title":"Genome-wide association mapping of native QTLs for Fusarium head blight resistance in US winter wheat.","authors":"Ruolin Bian, Yaoguang Li, Yanhong Dong, Xiaomao Lin, Guihua Bai","doi":"10.1007/s00122-026-05200-1","DOIUrl":"https://doi.org/10.1007/s00122-026-05200-1","url":null,"abstract":"<p><strong>Key message: </strong>A genome-wide association study using 90 K wheat SNP arrays identified nine QTLs with 38 SNP markers significantly associated with Fusarium head blight resistance in US wheat. Six putative novel QTLs were identified from the US wheat with three for type II resistance, two for low DON and FDK and one for all three traits. Wheat Fusarium head blight (FHB) is a devastating disease of wheat worldwide. Growing FHB-resistant wheat is the most effective and eco-friendly approach to reduce the losses. To identify native FHB resistance quantitative trait loci (QTLs), a population of 201 US winter wheat breeding lines and cultivars were genotyped using 90 K wheat single nucleotide polymorphism (SNP) arrays and phenotyped for the percentage of symptomatic spikelets (PSS) in a spike in three greenhouse experiments, and for PSS, Fusarium damaged kernels (FDK) and deoxynivalenol (DON) content in two field experiments. Genome-wide association studies (GWAS) identified 38 SNPs that were significant for at least two of the three traits or a single trait in at least two experiments on chromosomes 1A, 1D, 2B, 3A, 3B, 4A, 5B and 5D. Among them, QPss.hwwg-1AS, QPss.hwwg-1DS and QPss.hwwg-3AL are likely novel QTLs for reduced PSS from US winter wheat, and QFDon.hwwg-4AL, QFDon.hwwg-5BL and QFDon.hwwg-5DL are novel QTLs for low FDK and DON. Among them, only QFDon.hwwg-5BL had significant effects on all the three FHB traits. Most of these QTLs showed additive effects. Among the tested accessions, hard winter wheat 'T153,' 'T154' and 'OK05128' harboring all resistance marker alleles for low PSS, FDK and DON, therefore, they are good resistant parents for improving FHB resistance.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 4","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147435442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
GhUGT84A1 underlying a novel locus qOC-A03-1 regulates cottonseed oil content revealed by integrated deep resequencing and QTL mapping. qOC-A03-1基因座下的GhUGT84A1调控棉籽油含量。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-06 DOI: 10.1007/s00122-026-05196-8
Jing Pu, Xinyi Jiang, Xuan Zhang, Youyang Liu, Meixuan Ren, Xiaofei Ji, Huifeng Ke, Zhengwen Sun, Yan Zhang, Liqiang Wu, Xingfen Wang, Zhiying Ma, Jinhua Wu, Qishen Gu

Key message: High-density linkage analysis using deep resequencing mapped a stable cottonseed oil content QTL qOC-A03-1, leading to the identification of UDP-glycosyltransferase gene GhUGT84A1 as a key regulator of cottonseed oil accumulation via fine mapping. As the main by-products of cottonseed, cottonseed oil and protein have great potential in economic value and edible applications. In this study, a high-density genetic linkage map was constructed with 3478 bin markers via deep resequencing method (14.11 ×) using a recombinant inbred line population. Among the 16 detected quantitative trait loci (QTLs) associated with cottonseed oil content (OC) and protein content (PC) in four environments, we focused on a stable novel QTL qOC-A03-1 responding for both OC and PC traits simultaneously and narrowed down its interval to 190 kb containing 19 genes, subsequently. Based on RNA-seq data of ovules at different developmental stages and other tissues, a UDP-glycosyltransferase gene, GhUGT84A1, showing significant differential expression during the rapid oil accumulation stage and exhibiting three non-synonymous SNPs and a 2-bp deletion causing premature translation termination in ND601 was identified. Heterologous expression in yeast confirmed that overexpression of GhUGT84A1ND601 could significantly increase the triacylglycerol content. Interestingly, when changing the TND601 to ANDM13 genotype at the 1357th position of GhUGT84A1ND601, the triacylglycerol content further increases. However, a 17.83%-33.55% increase in OC was detected in the silenced GhUGT84A1 cotton leaves, and the expression of genes related to fatty acid biosynthesis and metabolic pathways showed significant changes. Our investigations found that GhUGT84A1 might as a negative regulator fine-tune the cottonseed oil accumulation and could provide fundamental insights for comprehensive cotton valorization.

关键信息:利用深度重测序技术进行高密度连锁分析,定位了棉籽油含量稳定的QTL qOC-A03-1,通过精细定位鉴定出了udp -糖基转移酶基因GhUGT84A1是棉籽油积累的关键调控因子。棉籽油和棉籽蛋白作为棉籽的主要副产品,具有巨大的经济价值和食用应用潜力。本研究利用重组自交系群体,采用深度重测序法(14.11 ×)构建了包含3478个bin标记的高密度遗传连锁图谱。在4种环境下检测到的16个棉籽含油量和蛋白质含量相关的数量性状位点中,我们重点定位了一个同时响应棉籽含油量和蛋白质含量性状的稳定的新QTL qOC-A03-1,并将其间隔缩小到190 kb,包含19个基因。基于不同发育阶段的胚珠和其他组织的RNA-seq数据,我们发现了一个udp -糖基转移酶基因GhUGT84A1,该基因在快速成油阶段表现出显著的差异表达,在ND601中表现出3个非同义snp和一个2 bp的缺失,导致翻译过早终止。酵母的异源表达证实,过表达GhUGT84A1ND601可显著提高甘油三酯含量。有趣的是,当在GhUGT84A1ND601的1357位将TND601改变为ANDM13基因型时,甘油三酯含量进一步增加。而沉默的GhUGT84A1棉花叶片OC增加了17.83% ~ 33.55%,脂肪酸生物合成和代谢途径相关基因的表达也发生了显著变化。我们的研究发现,GhUGT84A1可能是一个负调控因子,对棉籽油的积累进行微调,为棉花的全面增值提供基础见解。
{"title":"GhUGT84A1 underlying a novel locus qOC-A03-1 regulates cottonseed oil content revealed by integrated deep resequencing and QTL mapping.","authors":"Jing Pu, Xinyi Jiang, Xuan Zhang, Youyang Liu, Meixuan Ren, Xiaofei Ji, Huifeng Ke, Zhengwen Sun, Yan Zhang, Liqiang Wu, Xingfen Wang, Zhiying Ma, Jinhua Wu, Qishen Gu","doi":"10.1007/s00122-026-05196-8","DOIUrl":"10.1007/s00122-026-05196-8","url":null,"abstract":"<p><strong>Key message: </strong>High-density linkage analysis using deep resequencing mapped a stable cottonseed oil content QTL qOC-A03-1, leading to the identification of UDP-glycosyltransferase gene GhUGT84A1 as a key regulator of cottonseed oil accumulation via fine mapping. As the main by-products of cottonseed, cottonseed oil and protein have great potential in economic value and edible applications. In this study, a high-density genetic linkage map was constructed with 3478 bin markers via deep resequencing method (14.11 ×) using a recombinant inbred line population. Among the 16 detected quantitative trait loci (QTLs) associated with cottonseed oil content (OC) and protein content (PC) in four environments, we focused on a stable novel QTL qOC-A03-1 responding for both OC and PC traits simultaneously and narrowed down its interval to 190 kb containing 19 genes, subsequently. Based on RNA-seq data of ovules at different developmental stages and other tissues, a UDP-glycosyltransferase gene, GhUGT84A1, showing significant differential expression during the rapid oil accumulation stage and exhibiting three non-synonymous SNPs and a 2-bp deletion causing premature translation termination in ND601 was identified. Heterologous expression in yeast confirmed that overexpression of GhUGT84A1<sup>ND601</sup> could significantly increase the triacylglycerol content. Interestingly, when changing the T<sup>ND601</sup> to A<sup>NDM13</sup> genotype at the 1357<sup>th</sup> position of GhUGT84A1<sup>ND601</sup>, the triacylglycerol content further increases. However, a 17.83%-33.55% increase in OC was detected in the silenced GhUGT84A1 cotton leaves, and the expression of genes related to fatty acid biosynthesis and metabolic pathways showed significant changes. Our investigations found that GhUGT84A1 might as a negative regulator fine-tune the cottonseed oil accumulation and could provide fundamental insights for comprehensive cotton valorization.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 3","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147366693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Genome-wide characterization of soybean alcohol dehydrogenase (ADH) genes identifies GmADH13 as a positive regulator of the salt stress response. 大豆醇脱氢酶(ADH)基因的全基因组鉴定表明GmADH13是盐胁迫反应的积极调节因子。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-06 DOI: 10.1007/s00122-026-05189-7
Sihui Wang, Zhiyuan Xu, Peng Cheng, Jun Yang, Qiang Hao, Jinfang Wang, Ziqian Cheng, Lingshi Xia, Zhenbang Hu, Xin Li, Anyu Su

Alcohol dehydrogenase (ADH) is a zinc-binding enzyme responsible for catalyzing the interconversion between ethanol and acetaldehyde, as well as other alcohol and aldehyde pairs, within the ethanol fermentation pathway. This enzyme plays a crucial role in plant adaptation to environmental stressors. However, knowledge regarding the ADH gene family in soybean remains limited. Here, a genome-wide analysis was conducted, leading to the identification of 22 ADH genes in soybean and their classification into five subfamilies based upon phylogenetic relationships. Cis-regulatory element analysis combined with qRT-PCR experiments demonstrated that GmADH genes exhibit significant upregulation on exposure to various abiotic stresses, such as drought, alkaline conditions, and salt stress, as well as to hormonal stimuli. Furthermore, GmADHs display distinct tissue-specific expression patterns. Notably, GmADH13 showed consistent upregulation across multiple stress conditions, suggesting its pivotal role in soybean's salt stress response. Functional analyses revealed that GmADH13 enhances salt tolerance by modulating the reactive oxygen species scavenging system, maintaining redox homeostasis, and stabilizing Na⁺/K⁺ levels within cells, thereby reducing oxidative damage induced by salt stress. The results from transgenic hairy root experiments further support the role of GmADH13 in improving salt tolerance. Collectively, this study expands the current understanding of the ADH gene family's involvement in soybean stress responses and highlights potential genetic targets for enhancing soybean salt tolerance during cultivation.

醇脱氢酶(ADH)是一种锌结合酶,负责催化乙醇和乙醛之间的相互转化,以及乙醇发酵途径中的其他醇和醛对。这种酶在植物适应环境胁迫中起着至关重要的作用。然而,对大豆ADH基因家族的了解仍然有限。本研究对大豆ADH基因进行了全基因组分析,鉴定出22个ADH基因,并根据系统发育关系将其划分为5个亚科。顺式调控元件分析结合qRT-PCR实验表明,GmADH基因在暴露于各种非生物胁迫(如干旱、碱性条件和盐胁迫)以及激素刺激下表现出显著的上调。此外,GmADHs表现出不同的组织特异性表达模式。值得注意的是,GmADH13在多种胁迫条件下均表现出一致的上调,表明其在大豆盐胁迫反应中起着关键作用。功能分析显示,GmADH13通过调节活性氧清除系统、维持氧化还原稳态、稳定细胞内Na + /K +水平来增强盐耐受性,从而减少盐胁迫引起的氧化损伤。转基因毛状根试验结果进一步支持了GmADH13在提高耐盐性中的作用。总的来说,本研究扩展了目前对ADH基因家族参与大豆胁迫反应的理解,并突出了在栽培过程中提高大豆耐盐性的潜在遗传靶点。
{"title":"Genome-wide characterization of soybean alcohol dehydrogenase (ADH) genes identifies GmADH13 as a positive regulator of the salt stress response.","authors":"Sihui Wang, Zhiyuan Xu, Peng Cheng, Jun Yang, Qiang Hao, Jinfang Wang, Ziqian Cheng, Lingshi Xia, Zhenbang Hu, Xin Li, Anyu Su","doi":"10.1007/s00122-026-05189-7","DOIUrl":"10.1007/s00122-026-05189-7","url":null,"abstract":"<p><p>Alcohol dehydrogenase (ADH) is a zinc-binding enzyme responsible for catalyzing the interconversion between ethanol and acetaldehyde, as well as other alcohol and aldehyde pairs, within the ethanol fermentation pathway. This enzyme plays a crucial role in plant adaptation to environmental stressors. However, knowledge regarding the ADH gene family in soybean remains limited. Here, a genome-wide analysis was conducted, leading to the identification of 22 ADH genes in soybean and their classification into five subfamilies based upon phylogenetic relationships. Cis-regulatory element analysis combined with qRT-PCR experiments demonstrated that GmADH genes exhibit significant upregulation on exposure to various abiotic stresses, such as drought, alkaline conditions, and salt stress, as well as to hormonal stimuli. Furthermore, GmADHs display distinct tissue-specific expression patterns. Notably, GmADH13 showed consistent upregulation across multiple stress conditions, suggesting its pivotal role in soybean's salt stress response. Functional analyses revealed that GmADH13 enhances salt tolerance by modulating the reactive oxygen species scavenging system, maintaining redox homeostasis, and stabilizing Na⁺/K⁺ levels within cells, thereby reducing oxidative damage induced by salt stress. The results from transgenic hairy root experiments further support the role of GmADH13 in improving salt tolerance. Collectively, this study expands the current understanding of the ADH gene family's involvement in soybean stress responses and highlights potential genetic targets for enhancing soybean salt tolerance during cultivation.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 3","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12966252/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147366724","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Meta-QTLs and candidate genes for kernel protein content in maize. 玉米籽粒蛋白含量的meta - qtl和候选基因。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-06 DOI: 10.1007/s00122-026-05199-5
Ke Li, Zilong Zhao, Wei Wang, Zhuoyang Li, Fei Yi, Jinsheng Lai, Qiujie Liu, Hainan Zhao, Jian Chen

Maize is a major feed and food crop, yet its kernel protein content remains insufficient to meet nutritional needs. Enhancing protein content is critical for improving feed efficiency and supporting plant-based diets. Although numerous QTLs associated with protein content have been identified, their typically broad confidence intervals and variability across studies make it difficult to pinpoint reliable candidate genes. Therefore, we performed a comprehensive meta-QTL (MQTL) analysis by integrating data from 25 QTL studies, encompassing 258 initial QTLs related to maize kernel protein content. A high-density consensus genetic map was constructed by merging 23 genetic maps and incorporating 19,836 markers across IBM2_2008_Neighbors reference genetic map. A total of 67 MQTLs were identified, each integrating an average of 5 initial QTLs, with their confidence intervals reduced about 2.51-fold on average. Notably, 18 MQTLs had physical intervals shorter than 1 Mb, indicating high mapping precision. To validate the MQTLs, genome-wide association studies (GWAS) on maize protein content were integrated, and 15 MQTLs were colocated with GWAS signals. Further, based on expression patterns and homology analysis across cereal crops, 54 core candidate genes were identified, including Aaap54, Tar3 and EREB133, which their homolog in rice or soybean has been demonstrated to play an important role in regulating protein accumulation. These findings demonstrate the utility of meta-QTL analysis in refining complex trait architecture and provide a valuable foundation for functional genomics studies and the genetic improvement of maize kernel protein content.

玉米是主要的饲料和粮食作物,但其籽粒蛋白质含量仍不足以满足营养需求。提高蛋白质含量对于提高饲料效率和支持植物性日粮至关重要。尽管已经确定了许多与蛋白质含量相关的qtl,但它们通常具有广泛的置信区间和跨研究的可变性,这使得难以确定可靠的候选基因。因此,我们通过整合来自25个QTL研究的数据进行了全面的meta-QTL (MQTL)分析,其中包括258个与玉米籽粒蛋白含量相关的初始QTL。通过合并IBM2_2008_Neighbors参考遗传图谱上的23个遗传图谱和19836个标记,构建了高密度一致遗传图谱。共鉴定了67个mqtl,每个mqtl平均整合了5个初始qtl,其置信区间平均降低了约2.51倍。值得注意的是,18个mqtl的物理间隔小于1 Mb,这表明映射精度很高。为了验证这些MQTLs,我们整合了玉米蛋白质含量的全基因组关联研究(GWAS),并将15个MQTLs与GWAS信号进行了配位。此外,基于谷类作物的表达模式和同源性分析,鉴定出54个核心候选基因,包括Aaap54、Tar3和EREB133,它们在水稻或大豆中的同源性已被证明在调节蛋白质积累中发挥重要作用。这些发现证明了meta-QTL分析在完善复杂性状结构方面的实用性,为功能基因组学研究和玉米籽粒蛋白质含量的遗传改良提供了有价值的基础。
{"title":"Meta-QTLs and candidate genes for kernel protein content in maize.","authors":"Ke Li, Zilong Zhao, Wei Wang, Zhuoyang Li, Fei Yi, Jinsheng Lai, Qiujie Liu, Hainan Zhao, Jian Chen","doi":"10.1007/s00122-026-05199-5","DOIUrl":"10.1007/s00122-026-05199-5","url":null,"abstract":"<p><p>Maize is a major feed and food crop, yet its kernel protein content remains insufficient to meet nutritional needs. Enhancing protein content is critical for improving feed efficiency and supporting plant-based diets. Although numerous QTLs associated with protein content have been identified, their typically broad confidence intervals and variability across studies make it difficult to pinpoint reliable candidate genes. Therefore, we performed a comprehensive meta-QTL (MQTL) analysis by integrating data from 25 QTL studies, encompassing 258 initial QTLs related to maize kernel protein content. A high-density consensus genetic map was constructed by merging 23 genetic maps and incorporating 19,836 markers across IBM2_2008_Neighbors reference genetic map. A total of 67 MQTLs were identified, each integrating an average of 5 initial QTLs, with their confidence intervals reduced about 2.51-fold on average. Notably, 18 MQTLs had physical intervals shorter than 1 Mb, indicating high mapping precision. To validate the MQTLs, genome-wide association studies (GWAS) on maize protein content were integrated, and 15 MQTLs were colocated with GWAS signals. Further, based on expression patterns and homology analysis across cereal crops, 54 core candidate genes were identified, including Aaap54, Tar3 and EREB133, which their homolog in rice or soybean has been demonstrated to play an important role in regulating protein accumulation. These findings demonstrate the utility of meta-QTL analysis in refining complex trait architecture and provide a valuable foundation for functional genomics studies and the genetic improvement of maize kernel protein content.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 3","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147370246","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Fruit weight regulation by a paralog of Cell Size Regulator (CSR) in tomato and other crops. 类似细胞大小调节剂(CSR)在番茄和其他作物中对果实重量的调节。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-05 DOI: 10.1007/s00122-026-05177-x
Qian Feng, Lara Pereira, Manoj Sapkota, Krishna Sai Karnatam, Yanbing Wang, Padma Nimmakayala, Umesh K Reddy, Esther van der Knaap

Key message: A paralog of Cell Size Regulator (CSR), CSR-like1, underlies the novel fw6.2 QTL in tomato. The gene and locus regulate fruit weight by increasing pericarp cell size and its function on fruit weight appears to be conserved in other crops. Fruit weight is a quantitative trait that was under strong selection during the domestication of fruit and vegetable crops such as tomato (Solanum lycopersicum). While numerous fruit weight QTLs have been identified, only three tomato fruit weight genes have been cloned. In this study, we utilized a genetically diverse tomato panel, the Varitome collection, to identify additional genetic loci that control fruit weight. We mapped and fine mapped two fruit weight QTLs on chromosome 6, fw6.1 and fw6.2, by using Genome Wide Association studies (GWAS) and linkage mapping in bi-parental populations. We identified a member of the Cell Size Regulator family, CSR-like1, as the likely candidate underlying fw6.2. The near isogenic lines (NILs) carrying the derived allele of fw6.2 produced heavier fruits with larger fruit pericarp cells than lines with wildtype (WT) allele. Transgenic downregulation of CSR-like1 led to a decrease in fruit weight and pericarp cells, supporting the role of this gene at the fw6.2 locus. The haplotype analysis implied that the CSR-like1-Derived (CSR-like1-D) allele was selected in the transition from the fully wild S. pimpinellifolium to the earliest S. lycopersicum cerasiforme accessions. Four single nucleotide polymorphisms (SNPs) were identified in the regulatory region of CSR-like1 that were conserved in the accessions carrying CSR-like1-WT and were significantly associated with lower fruit weight and pericarp cell size at the locus. Moreover, a pepper GWAS identified a CSR-like1 ortholog that was associated with fruit weight. Together, our findings established CSR-like1 as a novel fruit weight gene likely conserved in other crops in the Solanaceae family.

关键信息:一个类似细胞大小调节因子(CSR), CSR-like1,是番茄中新的fw6.2 QTL的基础。该基因和位点通过增加果皮细胞大小来调节果实重量,其对果实重量的影响在其他作物中似乎是保守的。果实重是番茄等果蔬作物在驯化过程中经过强烈选择而形成的数量性状。虽然已经鉴定了许多果实重量qtl,但只有三个番茄果实重量基因被克隆出来。在这项研究中,我们利用遗传多样性的番茄面板,Varitome收集,以确定控制果实重量的其他遗传位点。利用全基因组关联研究(Genome Wide Association studies, GWAS)和双亲本群体连锁定位技术,对6号染色体fw6.1和fw6.2两个果实重qtl进行了定位和精细定位。我们确定Cell Size Regulator家族的一个成员CSR-like1可能是fw6.2的潜在致病因子。携带fw6.2衍生等位基因的近等基因系(NILs)比携带野生型(WT)等位基因的系果实重,果皮细胞大。转基因下调CSR-like1导致果实重量和果皮细胞减少,支持该基因在fw6.2位点的作用。单倍型分析表明,CSR-like1-Derived (CSR-like1-D)等位基因是在完全野生的S. pimpinellifolium向最早的S. lycopersicum cerasiformme过渡过程中被选择的。在CSR-like1的调控区域发现了4个单核苷酸多态性(snp),这些多态性在携带CSR-like1 wt的种质中保守,并且与果实重量和果皮细胞大小的降低显著相关。此外,辣椒GWAS鉴定出与果实重量相关的CSR-like1同源物。总之,我们的研究结果表明CSR-like1是一个新的果实重量基因,可能在茄科其他作物中保守。
{"title":"Fruit weight regulation by a paralog of Cell Size Regulator (CSR) in tomato and other crops.","authors":"Qian Feng, Lara Pereira, Manoj Sapkota, Krishna Sai Karnatam, Yanbing Wang, Padma Nimmakayala, Umesh K Reddy, Esther van der Knaap","doi":"10.1007/s00122-026-05177-x","DOIUrl":"10.1007/s00122-026-05177-x","url":null,"abstract":"<p><strong>Key message: </strong>A paralog of Cell Size Regulator (CSR), CSR-like1, underlies the novel fw6.2 QTL in tomato. The gene and locus regulate fruit weight by increasing pericarp cell size and its function on fruit weight appears to be conserved in other crops. Fruit weight is a quantitative trait that was under strong selection during the domestication of fruit and vegetable crops such as tomato (Solanum lycopersicum). While numerous fruit weight QTLs have been identified, only three tomato fruit weight genes have been cloned. In this study, we utilized a genetically diverse tomato panel, the Varitome collection, to identify additional genetic loci that control fruit weight. We mapped and fine mapped two fruit weight QTLs on chromosome 6, fw6.1 and fw6.2, by using Genome Wide Association studies (GWAS) and linkage mapping in bi-parental populations. We identified a member of the Cell Size Regulator family, CSR-like1, as the likely candidate underlying fw6.2. The near isogenic lines (NILs) carrying the derived allele of fw6.2 produced heavier fruits with larger fruit pericarp cells than lines with wildtype (WT) allele. Transgenic downregulation of CSR-like1 led to a decrease in fruit weight and pericarp cells, supporting the role of this gene at the fw6.2 locus. The haplotype analysis implied that the CSR-like1-Derived (CSR-like1-D) allele was selected in the transition from the fully wild S. pimpinellifolium to the earliest S. lycopersicum cerasiforme accessions. Four single nucleotide polymorphisms (SNPs) were identified in the regulatory region of CSR-like1 that were conserved in the accessions carrying CSR-like1-WT and were significantly associated with lower fruit weight and pericarp cell size at the locus. Moreover, a pepper GWAS identified a CSR-like1 ortholog that was associated with fruit weight. Together, our findings established CSR-like1 as a novel fruit weight gene likely conserved in other crops in the Solanaceae family.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 3","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12963116/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147356497","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Integration of proxy intermediate omics traits into a nonlinear two-step model for accurate phenotypic prediction. 将代理中间组学性状整合到非线性两步模型中,以实现准确的表型预测。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-05 DOI: 10.1007/s00122-026-05171-3
Hayato Yoshioka, Tristan Mary-Huard, Julie Aubert, Yusuke Toda, Yoshihiro Ohmori, Yuji Yamasaki, Hisashi Tsujimoto, Hirokazu Takahashi, Mikio Nakazono, Hideki Takanashi, Toru Fujiwara, Mai Tsuda, Akito Kaga, Jun Inaba, Yushiro Fuji, Masami Yokota Hirai, Yui Nose, Kie Kumaishi, Erika Usui, Shungo Kobori, Takumi Sato, Megumi Narukawa, Yasunori Ichihashi, Hiroyoshi Iwata

Intermediate omics traits, which mediate the effects of genetic variation on phenotypic traits, are increasingly recognized as valuable components of genetic evaluation. In particular, rhizosphere microbiota play a crucial role in plant health and productivity; however, their complex interactions with host genetics remain challenging to model. Although two-step modeling frameworks have been proposed to integrate intermediate omics traits into phenotype prediction, existing approaches do not incorporate nonlinear relationships between different omics layers. To address this, we have proposed a two-step phenotype prediction framework that integrates genomic, rhizosphere microbiome, and metabolome (meta-metabolome) data, while explicitly capturing omics-omics nonlinearities. The first step is to predict meta-metabolome traits from genetic and microbial features, thus effectively isolating them from the environmental noise. In this process, intermediate "proxy" omics traits are generated as general biological information to provide robust models. The second step utilizes this "proxy" to enhance the accuracy of the phenotype prediction. We compared a linear mixed model (Best Linear Unbiased Prediction, BLUP) and a nonlinear model (Random Forest, RF) at each step, as demonstrated through simulations and empirical analysis of a multi-omics soybean dataset in which nonlinear modeling captures intricate omics interactions. Notably, our approach enables phenotype prediction without requiring the original meta-metabolome data used in model training, thereby reducing reliance on costly omics measurements. This framework integrates intermediate omics traits into genomic prediction to improve prediction accuracy and provide solutions for deeper insights into plant-microbiome interactions.

中间组学性状介导遗传变异对表型性状的影响,越来越被认为是遗传评价的重要组成部分。特别是,根际微生物群在植物健康和生产力方面起着至关重要的作用;然而,它们与宿主遗传的复杂相互作用仍然具有挑战性。虽然已经提出了两步建模框架,将中间组学性状整合到表型预测中,但现有的方法并未纳入不同组学层之间的非线性关系。为了解决这个问题,我们提出了一个两步表型预测框架,该框架整合了基因组、根际微生物组和代谢组(元代谢组)数据,同时明确捕获组学-组学非线性。第一步是从遗传和微生物特征中预测元代谢组特征,从而有效地将它们从环境噪声中分离出来。在这个过程中,中间的“代理”组学特征作为一般的生物信息被生成,以提供健壮的模型。第二步利用这个“代理”来提高表型预测的准确性。我们在每个步骤中比较了线性混合模型(最佳线性无偏预测,BLUP)和非线性模型(随机森林,RF),通过对多组学大豆数据集的模拟和实证分析证明了这一点,其中非线性建模捕获了复杂的组学相互作用。值得注意的是,我们的方法可以在不需要模型训练中使用的原始元代谢组数据的情况下进行表型预测,从而减少了对昂贵的组学测量的依赖。该框架将中间组学特征整合到基因组预测中,以提高预测准确性,并为深入了解植物-微生物组相互作用提供解决方案。
{"title":"Integration of proxy intermediate omics traits into a nonlinear two-step model for accurate phenotypic prediction.","authors":"Hayato Yoshioka, Tristan Mary-Huard, Julie Aubert, Yusuke Toda, Yoshihiro Ohmori, Yuji Yamasaki, Hisashi Tsujimoto, Hirokazu Takahashi, Mikio Nakazono, Hideki Takanashi, Toru Fujiwara, Mai Tsuda, Akito Kaga, Jun Inaba, Yushiro Fuji, Masami Yokota Hirai, Yui Nose, Kie Kumaishi, Erika Usui, Shungo Kobori, Takumi Sato, Megumi Narukawa, Yasunori Ichihashi, Hiroyoshi Iwata","doi":"10.1007/s00122-026-05171-3","DOIUrl":"10.1007/s00122-026-05171-3","url":null,"abstract":"<p><p>Intermediate omics traits, which mediate the effects of genetic variation on phenotypic traits, are increasingly recognized as valuable components of genetic evaluation. In particular, rhizosphere microbiota play a crucial role in plant health and productivity; however, their complex interactions with host genetics remain challenging to model. Although two-step modeling frameworks have been proposed to integrate intermediate omics traits into phenotype prediction, existing approaches do not incorporate nonlinear relationships between different omics layers. To address this, we have proposed a two-step phenotype prediction framework that integrates genomic, rhizosphere microbiome, and metabolome (meta-metabolome) data, while explicitly capturing omics-omics nonlinearities. The first step is to predict meta-metabolome traits from genetic and microbial features, thus effectively isolating them from the environmental noise. In this process, intermediate \"proxy\" omics traits are generated as general biological information to provide robust models. The second step utilizes this \"proxy\" to enhance the accuracy of the phenotype prediction. We compared a linear mixed model (Best Linear Unbiased Prediction, BLUP) and a nonlinear model (Random Forest, RF) at each step, as demonstrated through simulations and empirical analysis of a multi-omics soybean dataset in which nonlinear modeling captures intricate omics interactions. Notably, our approach enables phenotype prediction without requiring the original meta-metabolome data used in model training, thereby reducing reliance on costly omics measurements. This framework integrates intermediate omics traits into genomic prediction to improve prediction accuracy and provide solutions for deeper insights into plant-microbiome interactions.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 3","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12963143/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147356448","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Characterization, genetic analysis and gene identification of an EMS-mutagenized lesion-mimic mutant with enhanced powdery mildew resistance in bread wheat (Triticum aestivum L.). 面包小麦(Triticum aestivum L.)抗白粉病突变体的鉴定、遗传分析和基因鉴定。
IF 4.2 1区 农林科学 Q1 AGRONOMY Pub Date : 2026-03-04 DOI: 10.1007/s00122-026-05192-y
Yanzhen Hu, Pan Liu, Lifeng Du, Dengke Wang, Guangyao Zhao, Zhaofeng Li, Xiangzheng Liao, Zefu Lu, Jizeng Jia, Lifeng Gao

Lesion mimic mutants (LMMs) are ideal for dissecting plant immunity mechanisms. Here, we characterized lm10373, a stable LMM isolated from an EMS-induced library of wheat cultivar AK58. lm10373 developed light-dependent lesion spots on leaves from the late tillering stage, accompanied by programmed cell death (PCD) and reactive oxygen species (ROS) accumulation. Phenotypically, lm10373 showed reduced photosynthetic capacity and yield-related traits, but enhanced powdery mildew resistance at the heading stage. Genetic analysis revealed the lesion trait was controlled by a single semi-dominant nuclear gene, mapped to a 35 Mb interval on chromosome 3B via bulked segregant analysis coupled with exome capture sequencing (BSE-seq). Integrating exome sequencing and transcriptome data, we identified TaWSD1-3B (encoding an O-acyltransferase of the WSD1 family) as the causal gene. A G-to-A mutation (p.Ala79Thr) in its conserved acyltransferase domain introduced a new phosphorylation site, disrupting triacylglycerol biosynthesis. Two independent mutants (lm129, p.Arg207His; lm295, 3'UTR mutation) validated TaWSD1-3B function. Haplotype analysis of 183 wheat accessions identified three TaWSD1-3B haplotypes: Hap1 was associated with higher 1000-grain weight and lower leaf tip necrosis (LTN) severity, making it a favorable allele for breeding. This study characterized a wheat LMM mutant and candidate gene TaWSD1-3B, suggesting a lipid-ROS-PCD pathway regulating immunity, and provides valuable markers for stress-tolerant, high-yield wheat breeding.

病变模拟突变体(lmm)是解剖植物免疫机制的理想选择。在此,我们对从小麦品种AK58的ems诱导文库中分离的稳定LMM lm10373进行了鉴定。lm10373从分蘖后期开始在叶片上出现光依赖性损伤斑,并伴有细胞程序性死亡(PCD)和活性氧(ROS)积累。表型上,lm10373在抽穗期表现出光合能力和产量相关性状降低,但抗白粉病能力增强。遗传分析表明,病变性状由单个半显性核基因控制,通过大量分离分析和外显子捕获测序(BSE-seq)定位在3B染色体上35mb的间隔上。整合外显子组测序和转录组数据,我们确定了WSD1- 3b(编码WSD1家族的o -酰基转移酶)是致病基因。其保守的酰基转移酶结构域的G-to-A突变(p.a ala79thr)引入了一个新的磷酸化位点,破坏了三酰基甘油的生物合成。两个独立突变(lm129, p.a g207his; lm295, 3'UTR突变)验证了TaWSD1-3B的功能。对183份小麦材料进行单倍型分析,发现3个TaWSD1-3B单倍型:Hap1与较高的千粒重和较低的叶尖坏死(LTN)程度相关,是一个有利的等位基因。本研究鉴定了一个小麦LMM突变体和候选基因TaWSD1-3B,提示脂质- ros - pcd通路调节免疫,为耐胁迫高产小麦育种提供有价值的标记物。
{"title":"Characterization, genetic analysis and gene identification of an EMS-mutagenized lesion-mimic mutant with enhanced powdery mildew resistance in bread wheat (Triticum aestivum L.).","authors":"Yanzhen Hu, Pan Liu, Lifeng Du, Dengke Wang, Guangyao Zhao, Zhaofeng Li, Xiangzheng Liao, Zefu Lu, Jizeng Jia, Lifeng Gao","doi":"10.1007/s00122-026-05192-y","DOIUrl":"10.1007/s00122-026-05192-y","url":null,"abstract":"<p><p>Lesion mimic mutants (LMMs) are ideal for dissecting plant immunity mechanisms. Here, we characterized lm10373, a stable LMM isolated from an EMS-induced library of wheat cultivar AK58. lm10373 developed light-dependent lesion spots on leaves from the late tillering stage, accompanied by programmed cell death (PCD) and reactive oxygen species (ROS) accumulation. Phenotypically, lm10373 showed reduced photosynthetic capacity and yield-related traits, but enhanced powdery mildew resistance at the heading stage. Genetic analysis revealed the lesion trait was controlled by a single semi-dominant nuclear gene, mapped to a 35 Mb interval on chromosome 3B via bulked segregant analysis coupled with exome capture sequencing (BSE-seq). Integrating exome sequencing and transcriptome data, we identified TaWSD1-3B (encoding an O-acyltransferase of the WSD1 family) as the causal gene. A G-to-A mutation (p.Ala79Thr) in its conserved acyltransferase domain introduced a new phosphorylation site, disrupting triacylglycerol biosynthesis. Two independent mutants (lm129, p.Arg207His; lm295, 3'UTR mutation) validated TaWSD1-3B function. Haplotype analysis of 183 wheat accessions identified three TaWSD1-3B haplotypes: Hap1 was associated with higher 1000-grain weight and lower leaf tip necrosis (LTN) severity, making it a favorable allele for breeding. This study characterized a wheat LMM mutant and candidate gene TaWSD1-3B, suggesting a lipid-ROS-PCD pathway regulating immunity, and provides valuable markers for stress-tolerant, high-yield wheat breeding.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"139 3","pages":""},"PeriodicalIF":4.2,"publicationDate":"2026-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147356465","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
期刊
Theoretical and Applied Genetics
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1