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联合全基因组关联分析和加权基因共表达网络分析揭示了盐胁迫下玉米幼苗钙积累的遗传调控。

Joint GWAS and WGCNA uncover the genetic control of calcium accumulation under salt treatment in maize seedlings.

机构信息

Key Laboratory of Biology and Genetic Improvement of Maize in Southwest Region, Maize Research Institute, Sichuan Agricultural University, Chengdu, China.

出版信息

Physiol Plant. 2022 Jan;174(1):e13606. doi: 10.1111/ppl.13606. Epub 2021 Dec 6.

Abstract

Soil salinization is an important factor threatening the yield and quality of maize. Ca plays a considerable role in regulating plant growth under salt stress. Herein, we examined the shoot Ca concentrations, root Ca concentrations, and transport coefficients of seedlings in an association panel composed of 305 maize inbred lines under normal and salt conditions. A genome-wide association study was conducted by using the investigated phenotypes and 46,408 single-nucleotide polymorphisms of the panel. As a result, 53 significant SNPs were specifically detected under salt treatment, and 544 genes were identified in the linkage disequilibrium regions of these SNPs. According to the expression data of the 544 genes, we carried out a weighted coexpression network analysis. Combining the enrichment analyses and functional annotations, four hub genes (GRMZM2G051032, GRMZM2G004314, GRMZM2G421669, and GRMZM2G123314) were finally determined, which were then used to evaluate the genetic variation effects by gene-based association analysis. Only GRMZM2G123314, which encodes a pentatricopeptide repeat protein, was significantly associated with Ca transport and the haplotype G-CT was identified as the superior haplotype. Our study brings novel insights into the genetic and molecular mechanisms of salt stress response and contributes to the development of salt-tolerant varieties in maize.

摘要

土壤盐渍化是威胁玉米产量和品质的重要因素。钙在盐胁迫下调节植物生长中起着相当重要的作用。在此,我们在正常和盐胁迫条件下,通过一个由 305 个玉米自交系组成的关联群体,检测了幼苗的地上部钙浓度、根部钙浓度和运输系数。利用该群体的调查表型和 46408 个单核苷酸多态性进行了全基因组关联研究。结果,在盐处理下特异性检测到 53 个显著 SNP,在这些 SNP 的连锁不平衡区域鉴定到 544 个基因。根据这 544 个基因的表达数据,我们进行了加权共表达网络分析。结合富集分析和功能注释,最终确定了四个枢纽基因(GRMZM2G051032、GRMZM2G004314、GRMZM2G421669 和 GRMZM2G123314),然后通过基于基因的关联分析评估它们的遗传变异效应。只有 GRMZM2G123314 与钙转运显著相关,其编码五肽重复蛋白,并且鉴定到的 G-CT 单倍型是优势单倍型。我们的研究为玉米盐胁迫响应的遗传和分子机制提供了新的见解,并为玉米耐盐品种的培育做出了贡献。

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