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利用跨国数据集在花生(Arachis hypogaea L.)中进行关联作图

Using cross-country datasets for association mapping in Arachis hypogaea L.

作者信息

Okaron Velma, Mwololo James, Gimode Davis M, Okello David K, Avosa Millicent, Clevenger Josh, Korani Walid, Ssemakula Mildred Ochwo, Odong Thomas L, Odeny Damaris A

机构信息

Department of Agricultural Production, School of Agricultural Sciences, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.

International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Bulawayo, Zimbabwe.

出版信息

Plant Genome. 2024 Dec;17(4):e20515. doi: 10.1002/tpg2.20515. Epub 2024 Oct 15.

Abstract

Groundnut (Arachis hypogaea L.) is one of the most important climate-resilient oil crops in sub-Saharan Africa. There is a significant yield gap for groundnut in Africa because of poor soil fertility, low agricultural inputs, biotic and abiotic stresses. Cross-country evaluations of promising breeding lines can facilitate the varietal development process. The objective of our study was to characterize popular test environments in Uganda (Serere and Nakabango) and Malawi (Chitala and Chitedze) and identify genotypes with stable superior yields for potential future release. Phenotypic data were generated for 192 breeding lines for yield-related traits, while genotypic data were generated using skim-sequencing. We observed significant variation (p < 0.001; p < 0.01; p < 0.05) across genotypes for all yield-related traits: days to flowering (DTF), pod yield (PY), shelling percentage, 100-seed weight, and grain yield within and across locations. Nakabango, Chitedze, and Serere were clustered as one mega-environment with the top five most stable genotypes being ICGV-SM 01709, ICGV-SM 15575, ICGV-SM 90704, ICGV-SM 15576, and ICGV-SM 03710, all Virginia types. Population structure analysis clustered the genotypes in three distinct groups based on market classes. Eight and four marker-trait associations (MTAs) were recorded for DTF and PY, respectively. One of the MTAs for DTF was co-localized within an uncharacterized protein on chromosome 13, while another one (TRv2Chr.11_3476885) was consistent across the two countries. Future studies will need to further characterize the candidate genes as well as confirm the stability of superior genotypes across seasons before recommending them for release.

摘要

花生(Arachis hypogaea L.)是撒哈拉以南非洲最重要的适应气候变化的油料作物之一。由于土壤肥力差、农业投入低、生物和非生物胁迫,非洲的花生产量存在显著差距。对有前景的育种系进行跨国评估可以促进品种培育进程。我们研究的目的是对乌干达(塞雷雷和纳卡班戈)和马拉维(奇塔拉和奇泰泽)的热门试验环境进行特征描述,并鉴定出具有稳定高产潜力的基因型,以便未来可能发布。针对192个育种系的产量相关性状生成了表型数据,同时使用简化测序生成了基因型数据。我们观察到所有产量相关性状(开花天数(DTF)、荚果产量(PY)、脱壳率、百粒重以及不同地点和同一地点内的籽粒产量)在基因型间存在显著差异(p < 0.001;p < 0.01;p < 0.05)。纳卡班戈、奇泰泽和塞雷雷被聚类为一个大环境,最稳定的五个基因型为ICGV - SM 01709、ICGV - SM 15575、ICGV - SM 90704、ICGV - SM 15576和ICGV - SM 03710,均为弗吉尼亚类型。群体结构分析根据市场类别将基因型聚类为三个不同的组。分别记录到8个和4个与DTF和PY相关的标记 - 性状关联(MTA)。与DTF相关的一个MTA共定位在13号染色体上一个未表征的蛋白质内,而另一个(TRv2Chr.11_3476885)在两个国家中是一致的。未来的研究需要进一步表征候选基因,并在推荐发布之前确认优良基因型在不同季节的稳定性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e8ec/11628922/0f3f4ab1768c/TPG2-17-e20515-g001.jpg

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