{"title":"综合连锁定位、GWAS和RNA-Seq分析揭示了菊花F1种间后代耐旱性的遗传结构和候选基因","authors":"Zhaowen Lu, Jiangshuo Su, Yu Xiang, Xuefeng Zhang, Shiyun Wen, Zhiqiang Geng, Jiafu Jiang, Zhiyong Guan, Weimin Fang, Fadi Chen, Fei Zhang","doi":"10.1093/hr/uhaf169","DOIUrl":null,"url":null,"abstract":"Drought stress is a major environmental constraint that severely impacts plant production. However, the genetic basis is primarily misunderstood in chrysanthemum species. The objectives of this study are to examine the genetic variation of drought tolerance in reciprocal F1 progenies of Chrysanthemum dichrum (drought-tolerant) and Chrysanthemum nankingense (drought-sensitive) and identify candidate genes by integrating linkage mapping, genome-wide association study (GWAS), and RNA-seq analysis. The results revealed extensive variation for the investigated traits in response to drought stress and notable genetic divergence in drought tolerance between the reciprocal crosses. This confirms that the hybridization direction influenced drought tolerance phenotypes. A high-resolution genetic map containing 6,677 non-redundant bin markers spanning 1859.31 cM across nine linkage groups (LGs), achieving an average marker density of 0.28 cM, was developed with a genotyping-by-sequencing (GBS) approach. The inclusive composite interval mapping (ICIM) detected 89 significant quantitative trait loci (QTLs), and GWAS identified 1,360 significant quantitative trait nucleotides (QTNs) in Single_Env, 394 QTNs, and 114 quantitative epistatic interactions (QEIs) in the Multi_Env algorithm, as well as six pairs of epistatic loci (QEs) related to drought tolerance. Besides the additive effects, we observed considerable adverse dominant and epistatic effects for the significant loci, explaining why drought tolerance exhibits negative heterosis in reciprocal crosses. The integration of QTL mapping and GWAS revealed 38 co-localized loci harboring ten known and 15 novel candidate genes, eight validated through RNA-seq and qRT-PCR analyses. Moreover, we identified elite haplotypes yielding higher drought tolerance within the candidate gene Cn1062070. The findings help elucidate the genetic architecture of drought tolerance in chrysanthemum species and provide valuable genetic resources for the development of drought-tolerant cultivars.","PeriodicalId":13179,"journal":{"name":"Horticulture Research","volume":"70 1","pages":""},"PeriodicalIF":8.5000,"publicationDate":"2025-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrative linkage mapping, GWAS, and RNA-Seq analysis unravel the genetic architecture and candidate genes for drought tolerance in Chrysanthemum interspecific F1 progeny\",\"authors\":\"Zhaowen Lu, Jiangshuo Su, Yu Xiang, Xuefeng Zhang, Shiyun Wen, Zhiqiang Geng, Jiafu Jiang, Zhiyong Guan, Weimin Fang, Fadi Chen, Fei Zhang\",\"doi\":\"10.1093/hr/uhaf169\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Drought stress is a major environmental constraint that severely impacts plant production. However, the genetic basis is primarily misunderstood in chrysanthemum species. The objectives of this study are to examine the genetic variation of drought tolerance in reciprocal F1 progenies of Chrysanthemum dichrum (drought-tolerant) and Chrysanthemum nankingense (drought-sensitive) and identify candidate genes by integrating linkage mapping, genome-wide association study (GWAS), and RNA-seq analysis. The results revealed extensive variation for the investigated traits in response to drought stress and notable genetic divergence in drought tolerance between the reciprocal crosses. This confirms that the hybridization direction influenced drought tolerance phenotypes. A high-resolution genetic map containing 6,677 non-redundant bin markers spanning 1859.31 cM across nine linkage groups (LGs), achieving an average marker density of 0.28 cM, was developed with a genotyping-by-sequencing (GBS) approach. The inclusive composite interval mapping (ICIM) detected 89 significant quantitative trait loci (QTLs), and GWAS identified 1,360 significant quantitative trait nucleotides (QTNs) in Single_Env, 394 QTNs, and 114 quantitative epistatic interactions (QEIs) in the Multi_Env algorithm, as well as six pairs of epistatic loci (QEs) related to drought tolerance. Besides the additive effects, we observed considerable adverse dominant and epistatic effects for the significant loci, explaining why drought tolerance exhibits negative heterosis in reciprocal crosses. The integration of QTL mapping and GWAS revealed 38 co-localized loci harboring ten known and 15 novel candidate genes, eight validated through RNA-seq and qRT-PCR analyses. Moreover, we identified elite haplotypes yielding higher drought tolerance within the candidate gene Cn1062070. The findings help elucidate the genetic architecture of drought tolerance in chrysanthemum species and provide valuable genetic resources for the development of drought-tolerant cultivars.\",\"PeriodicalId\":13179,\"journal\":{\"name\":\"Horticulture Research\",\"volume\":\"70 1\",\"pages\":\"\"},\"PeriodicalIF\":8.5000,\"publicationDate\":\"2025-06-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Horticulture Research\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://doi.org/10.1093/hr/uhaf169\",\"RegionNum\":1,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Agricultural and Biological Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Horticulture Research","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1093/hr/uhaf169","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Agricultural and Biological Sciences","Score":null,"Total":0}
Integrative linkage mapping, GWAS, and RNA-Seq analysis unravel the genetic architecture and candidate genes for drought tolerance in Chrysanthemum interspecific F1 progeny
Drought stress is a major environmental constraint that severely impacts plant production. However, the genetic basis is primarily misunderstood in chrysanthemum species. The objectives of this study are to examine the genetic variation of drought tolerance in reciprocal F1 progenies of Chrysanthemum dichrum (drought-tolerant) and Chrysanthemum nankingense (drought-sensitive) and identify candidate genes by integrating linkage mapping, genome-wide association study (GWAS), and RNA-seq analysis. The results revealed extensive variation for the investigated traits in response to drought stress and notable genetic divergence in drought tolerance between the reciprocal crosses. This confirms that the hybridization direction influenced drought tolerance phenotypes. A high-resolution genetic map containing 6,677 non-redundant bin markers spanning 1859.31 cM across nine linkage groups (LGs), achieving an average marker density of 0.28 cM, was developed with a genotyping-by-sequencing (GBS) approach. The inclusive composite interval mapping (ICIM) detected 89 significant quantitative trait loci (QTLs), and GWAS identified 1,360 significant quantitative trait nucleotides (QTNs) in Single_Env, 394 QTNs, and 114 quantitative epistatic interactions (QEIs) in the Multi_Env algorithm, as well as six pairs of epistatic loci (QEs) related to drought tolerance. Besides the additive effects, we observed considerable adverse dominant and epistatic effects for the significant loci, explaining why drought tolerance exhibits negative heterosis in reciprocal crosses. The integration of QTL mapping and GWAS revealed 38 co-localized loci harboring ten known and 15 novel candidate genes, eight validated through RNA-seq and qRT-PCR analyses. Moreover, we identified elite haplotypes yielding higher drought tolerance within the candidate gene Cn1062070. The findings help elucidate the genetic architecture of drought tolerance in chrysanthemum species and provide valuable genetic resources for the development of drought-tolerant cultivars.
期刊介绍:
Horticulture Research, an open access journal affiliated with Nanjing Agricultural University, has achieved the prestigious ranking of number one in the Horticulture category of the Journal Citation Reports ™ from Clarivate, 2022. As a leading publication in the field, the journal is dedicated to disseminating original research articles, comprehensive reviews, insightful perspectives, thought-provoking comments, and valuable correspondence articles and letters to the editor. Its scope encompasses all vital aspects of horticultural plants and disciplines, such as biotechnology, breeding, cellular and molecular biology, evolution, genetics, inter-species interactions, physiology, and the origination and domestication of crops.