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基于加权基因共表达网络分析的高粱中与酚类和挥发性化合物及种皮颜色相关的枢纽基因选择

Weighted gene co-expression network analysis - based selection of hub genes related to phenolic and volatile compounds and seed coat color in sorghum.

作者信息

Lee Ye-Jin, Kim Woon Ji, Lee Seung Hyeon, Kim Jae Hoon, Kwon Soon-Jae, Ahn Joon-Woo, Kim Sang Hoon, Kim Jin-Baek, Lyu Jae Il, Bae Chang-Hyu, Ryu Jaihyunk

机构信息

Advanced Radiation Technology Institute, Korea Atomic Energy Research Institute, Jeongeup, 56212, Republic of Korea.

Deparment of Plant Production Sciences, Graduate School, Sunchon National University, Suncheon, 57922, Republic of Korea.

出版信息

BMC Plant Biol. 2025 May 23;25(1):682. doi: 10.1186/s12870-025-06657-w.

DOI:10.1186/s12870-025-06657-w
PMID:40410657
Abstract

BACKGROUND

Sorghum grains are rich in phenolic compounds, which are noted for their anticancer, antioxidant, and anti-inflammatory properties, as well as volatile compounds (VOCs) that contribute to aroma and fermentation processes. There is a known close relationship between sorghum coat color and phenolic compound content (PCC), particularly flavonoids which are pigments that confer red and purple colors in flowers and seeds.

RESULTS

Our results showed that black seeds had the highest total tannin content (TTC) and ketone content, which were measured at 457.7 mg CE g-1 and 96 g 100 g-1, respectively, which were 4.87 and 1.35 - fold higher than those of white seeds. L* showed a negative correlation between TTC (r = -0.770, P < 0.01) and ketone (r = -0.814, P < 0.01), while TFC and a* showed a strong positive correlation (r = 0.829, P < 0.001). RNA sequencing analysis identified 1,422 up-regulated and 1,586 down-regulated differentially expressed genes. Weighted gene co-expression analysis highlighted two color-related gene modules: the magenta 2 module associated with TTC, TPC, VOCs and L* value, and the blue module associated with TFC, and a* values. Hub genes identified within these modules included ABCB28 in the magenta 2 module, and PTCD1 and ANK in the blue module.

CONCLUSIONS

We confirmed the relationship between PCC, VOCs, and seed coat color, with darker seed coat colors showing higher tannin, ketone contents and redder colors indicating higher flavonoid content. Network analysis helped pinpoint key genes involved in these traits. This study will provide essential data for improving the food and industrial use of sorghum.

摘要

背景

高粱籽粒富含酚类化合物,这些化合物以其抗癌、抗氧化和抗炎特性而闻名,同时还含有有助于香气和发酵过程的挥发性化合物(VOCs)。已知高粱种皮颜色与酚类化合物含量(PCC)之间存在密切关系,特别是黄酮类化合物,它们是赋予花朵和种子红色和紫色的色素。

结果

我们的结果表明,黑色种子的总单宁含量(TTC)和酮含量最高,分别为457.7 mg CE g-1和96 g 100 g-1,分别比白色种子高4.87倍和1.35倍。L与TTC(r = -0.770,P < 0.01)和酮(r = -0.814,P < 0.01)呈负相关,而总黄酮含量(TFC)和a呈强正相关(r = 0.829,P < 0.001)。RNA测序分析鉴定出1422个上调和1586个下调的差异表达基因。加权基因共表达分析突出了两个与颜色相关的基因模块:与TTC、TPC、VOCs和L值相关的品红色2模块,以及与TFC和a值相关的蓝色模块。在这些模块中鉴定出的枢纽基因包括品红色2模块中的ABCB28,以及蓝色模块中的PTCD1和ANK。

结论

我们证实了PCC、VOCs与种皮颜色之间的关系,种皮颜色越深,单宁和酮含量越高,颜色越红表明黄酮类化合物含量越高。网络分析有助于确定参与这些性状的关键基因。本研究将为改善高粱的食品和工业用途提供重要数据。

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