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一个与苹果果实酸度发育调控相关的共表达基因网络。

A co-expression gene network associated with developmental regulation of apple fruit acidity.

作者信息

Bai Yang, Dougherty Laura, Cheng Lailiang, Xu Kenong

机构信息

Horticulture Section, School of Integrative Plant Science, Cornell University, New York State Agricultural Experiment Station, Geneva, NY, USA.

出版信息

Mol Genet Genomics. 2015 Aug;290(4):1247-63. doi: 10.1007/s00438-014-0986-2. Epub 2015 Jan 11.

Abstract

Apple fruit acidity, which affects the fruit's overall taste and flavor to a large extent, is primarily determined by the concentration of malic acid. Previous studies demonstrated that the major QTL malic acid (Ma) on chromosome 16 is largely responsible for fruit acidity variations in apple. Recent advances suggested that a natural mutation that gives rise to a premature stop codon in one of the two aluminum-activated malate transporter (ALMT)-like genes (called Ma1) is the genetic causal element underlying Ma. However, the natural mutation does not explain the developmental changes of fruit malate levels in a given genotype. Using RNA-seq data from the fruit of 'Golden Delicious' taken at 14 developmental stages from 1 week after full-bloom (WAF01) to harvest (WAF20), we characterized their transcriptomes in groups of high (12.2 ± 1.6 mg/g fw, WAF03-WAF08), mid (7.4 ± 0.5 mg/g fw, WAF01-WAF02 and WAF10-WAF14) and low (5.4 ± 0.4 mg/g fw, WAF16-WAF20) malate concentrations. Detailed analyses showed that a set of 3,066 genes (including Ma1) were expressed not only differentially (P FDR < 0.05) between the high and low malate groups (or between the early and late developmental stages) but also in significant (P < 0.05) correlation with malate concentrations. The 3,066 genes fell in 648 MapMan (sub-) bins or functional classes, and 19 of them were significantly (P FDR < 0.05) co-enriched or co-suppressed in a malate dependent manner. Network inferring using the 363 genes encompassed in the 19 (sub-) bins, identified a major co-expression network of 239 genes. Since the 239 genes were also differentially expressed between the early (WAF03-WAF08) and late (WAF16-WAF20) developmental stages, the major network was considered to be associated with developmental regulation of apple fruit acidity in 'Golden Delicious'.

摘要

苹果果实酸度在很大程度上影响果实的整体口感和风味,其主要由苹果酸的浓度决定。先前的研究表明,位于16号染色体上的主要苹果酸数量性状位点(QTL)Ma在很大程度上导致了苹果果实酸度的差异。最近的研究进展表明,在两个铝激活苹果酸转运蛋白(ALMT)样基因(称为Ma1)之一中产生提前终止密码子的自然突变是Ma的遗传因果因素。然而,这种自然突变并不能解释特定基因型果实苹果酸水平的发育变化。利用从盛花后1周(WAF01)到收获期(WAF20)的14个发育阶段采集的‘金冠’果实的RNA测序数据,我们对高(12.2±1.6毫克/克鲜重,WAF03-WAF08)、中(7.4±0.5毫克/克鲜重,WAF01-WAF02和WAF10-WAF14)和低(5.4±0.4毫克/克鲜重,WAF16-WAF20)苹果酸浓度组的转录组进行了表征。详细分析表明,一组3066个基因(包括Ma1)不仅在高苹果酸组和低苹果酸组之间(或在发育早期和晚期之间)差异表达(P FDR<0.05),而且与苹果酸浓度呈显著(P<0.05)相关。这3066个基因分属于648个MapMan(亚)分类或功能类别,其中19个基因以苹果酸依赖的方式显著(P FDR<0.05)共富集或共抑制。利用这19个(亚)分类中包含的363个基因进行网络推断,确定了一个由239个基因组成的主要共表达网络。由于这239个基因在发育早期(WAF03-WAF08)和晚期(WAF16-WAF20)之间也存在差异表达,因此该主要网络被认为与‘金冠’苹果果实酸度的发育调控有关。

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