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Transcriptome analysis reveals genes associated with the bitter-sweet trait of apricot kernels. 转录组分析揭示了与杏核苦甜性状相关的基因。
Pub Date : 2024-02-29 eCollection Date: 2024-01-01 DOI: 10.48130/forres-0024-0004
Yu Zhang, Wenquan Bao, Ta-Na Wuyun, Mengzhen Huang, Chen Chen, Dun Ao, Rong Yang, Haiguang Huang, Lin Wang

Prunasin and amygdalin are important factors that influence the kernel taste of apricots, however, the regulatory mechanisms underlying this are unclear. In this study, we analyzed the phenotype and transcriptome of kernels during development in Prunus sibirica (bitter kernels) and Prunus armeniaca × Prunus sibirica (kernel consumption apricot, sweet kernels). Prunasin and amygdalin content was significantly higher in bitter kernels compared with that in sweet kernels. Prunasin content exhibited a decreasing trend in both bitter and sweet kernels. The fastest decline was observed in bitter and sweet kernels during S3-S4 (82.21%) and S2-S3 (59.65%), respectively. The amygdalin content in the bitter kernels exhibited the fastest increase between 45-60 d after flowering, and reached a peak at 6.22% on 60 d after flowering. In contrast, the peak in sweet kernels occurred at 60 d after flowering, with a much lower content of 0.18%. Transcriptome analysis revealed 6,942 differentially expressed genes (DEGs), with a subset of 38 DEGs specifically enriched in the cyanoamino acid metabolic pathway. Among these, the ten candidate genes, including CYP79, CYP71, UGT1, AH, and PH, were identified as crucial in regulating prunasin and amygdalin metabolism. Furthermore, a weighted gene co-expression network analysis (WGCNA) unveiled two modules that exhibited significant correlation with prunasin and amygdalin content. Five DEGs were located at the center of the co-expression network, and were identified as hub genes, with four positively regulating prunasin content and one negatively regulating amygdalin content. Our results provide novel insights into the molecular-level regulation of the apricot kernel taste.

樱桃苷和杏仁苷是影响杏核口味的重要因子,然而其背后的调控机制尚不清楚。在这项研究中,我们分析了西伯利亚杏(苦核)和杏×西伯利亚杏(食用杏、甜核)核仁发育过程中的表型和转录组。与甜核相比,苦核中的樱桃苷和杏仁苷含量明显较高。苦杏仁和甜杏仁中的樱桃苷含量均呈下降趋势。在 S3-S4 期(82.21%)和 S2-S3 期(59.65%),苦核和甜核中的苦杏仁苷含量下降最快。苦核中的杏仁苷含量在花后 45-60 d 之间增长最快,在花后 60 d 达到峰值 6.22%。相比之下,甜核中的峰值出现在花后 60 d,含量低得多,仅为 0.18%。转录组分析发现了 6942 个差异表达基因(DEGs),其中 38 个 DEGs 子集特别富集在氰基氨基酸代谢途径中。其中,包括 CYP79、CYP71、UGT1、AH 和 PH 在内的 10 个候选基因被确定为调控梅花苷和杏仁苷代谢的关键基因。此外,加权基因共表达网络分析(WGCNA)揭示了两个与杨梅素和苦杏仁苷含量显著相关的模块。有五个 DEGs 位于共表达网络的中心,并被确定为枢纽基因,其中四个正向调控杨梅素含量,一个负向调控杏仁苷含量。我们的研究结果为杏核味道的分子水平调控提供了新的见解。
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引用次数: 0
Involvement of 5mC DNA demethylation via 5-aza-2'-deoxycytidine in regulating gene expression during early somatic embryo development in white spruce (Picea glauca). 通过 5-aza-2'-deoxycytidine 使 5mC DNA 去甲基化参与调节白云杉早期体细胞胚胎发育过程中的基因表达。
Pub Date : 2023-12-26 eCollection Date: 2023-01-01 DOI: 10.48130/fr-0023-0030
Ying Gao, Xiaoyi Chen, Chengbi Liu, Huanhuan Zhao, Fengbin Dai, Jian Zhao, Jinfeng Zhang, Lisheng Kong

DNA methylation plays a crucial role in the development of somatic embryos (SEs) through the regulation of gene expression. To examine the impact of DNA methylation on gene expression during early SE development in Picea glauca, the demethylation reagent 5-aza-dC (5-aza-2'-deoxycytidine) was employed to modify DNA methylation regions and levels during the pre-maturation stage of somatic embryogenesis. The application of 2.0 µM 5-aza-dC did not induce toxicity to SEs in early development. Following treatment, the global DNA methylation level decreased significantly on the 7th day of pre-maturation and the 1st week of maturation. Methylated DNA immunoprecipitation (MeDIP) sequencing revealed that differentially methylated regions, as analyzed through Gene Ontology (GO), were related to plant development and reproduction and that they were hypomethylated on the 3rd day but hypermethylated on the 7th day in 5-aza-dC-treated embryogenic tissues. These findings indicate that 5-aza-dC treatment positively impacts early SE development, which was inhibited following 7 d of treatment. The expression of MSH7, JMJ14, and CalS10 was associated with DNA methylation, epigenetic regulation, and somatic embryogenesis. Further analysis of methylated regions revealed that the expression profiles of MSH7, JMJ14, and CalS10 were correlated with altered DNA methylation, suggesting DNA methylation at 5 mC may play a role in controlling the expression of these genes and regulating the early development of SEs in P. glauca. This study offers new insights into the regulation of somatic embryogenesis in conifers.

DNA 甲基化通过调控基因表达在体细胞胚胎(SE)的发育过程中起着至关重要的作用。为了研究DNA甲基化对青松早期SE发育过程中基因表达的影响,在体细胞胚胎发生的成熟前期,采用去甲基化试剂5-aza-dC(5-aza-2'-脱氧胞苷)来改变DNA甲基化区域和水平。2.0 µM 5-aza-dC 的应用不会对早期发育的 SE 产生毒性。经处理后,在成熟前期的第7天和成熟期的第1周,全局DNA甲基化水平显著下降。甲基化DNA免疫沉淀(MeDIP)测序显示,通过基因本体(GO)分析,不同甲基化区域与植物的发育和繁殖有关,在5-aza-dC处理的胚胎组织中,这些区域在第3天甲基化水平较低,但在第7天甲基化水平较高。这些研究结果表明,5-aza-dC 处理对早期 SE 的发育有积极影响,而这种影响在处理 7 d 后受到抑制。MSH7、JMJ14和CalS10的表达与DNA甲基化、表观遗传调控和体细胞胚胎发生有关。对甲基化区域的进一步分析表明,MSH7、JMJ14和CalS10的表达谱与DNA甲基化的改变相关,表明5 mC处的DNA甲基化可能在控制这些基因的表达和调控P.这项研究为针叶树体细胞胚胎发生的调控提供了新的见解。
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引用次数: 0
Genome-wide discovery of CBL genes in Nitraria tangutorum Bobr. and functional analysis of NtCBL1-1 under drought and salt stress. Nitraria tangutorum Bobr.中 CBL 基因的全基因组发现以及 NtCBL1-1 在干旱和盐胁迫下的功能分析。
Pub Date : 2023-12-22 eCollection Date: 2023-01-01 DOI: 10.48130/FR-2023-0028
Liming Zhu, Jingxiang Wu, Mengjuan Li, Hao Fang, Jingbo Zhang, Yuchang Chen, Jinhui Chen, Tielong Cheng

Calcineurin B-like (CBL) proteins are a class of important Ca2+ receptors that play key roles in plant stress response. CBLs have been shown to participate in responses to abiotic stresses such as drought, salt, and cold in many plant species, including Arabidopsis and rice. However, little is known about their potential functions in the desert halophyte Nitraria tangutorum. Here, we have identified 11 CBL genes distributed across six chromosomes of N. tangutorum and categorized them into four groups through phylogenetic analysis. Synteny analysis showed that they have strong collinear relationships and have undergone purifying selection during their evolution. NtCBL promoter regions contain a variety of cis-acting elements related to hormone and environmental stress responses. Real-time quantitative PCR showed that the expression of NtCBLs differed significantly among various tissues and was upregulated by salt and drought stress. We chose NtCBL1-1 for an in-depth functional characterization and observed that transgenic Arabidopsis plants expressing NtCBL1-1 exhibited increased tolerance to both drought and salt stress. Compared to wild-type Arabidopsis, transgenic lines showed higher germination rates, slower chlorophyll degradation, more soluble proteins, and reduced accumulation of the oxidative stress marker malondialdehyde. These findings indicate that NtCBL1-1 plays a significant role in responding to drought and salt stress, laying the foundation for further investigations into the functional mechanisms of NtCBL genes in N. tangutorum.

类钙调素 B(CBL)蛋白是一类重要的 Ca2+ 受体,在植物胁迫响应中发挥着关键作用。在许多植物物种(包括拟南芥和水稻)中,CBLs 被证明参与了对干旱、盐和寒冷等非生物胁迫的响应。然而,人们对它们在沙漠卤叶植物 Nitraria tangutorum 中的潜在功能知之甚少。在这里,我们鉴定了分布在 N. tangutorum 六条染色体上的 11 个 CBL 基因,并通过系统发育分析将它们分为四组。合成分析表明,这些基因具有很强的共线关系,在进化过程中经历了纯化选择。NtCBL启动子区域包含多种与激素和环境胁迫反应相关的顺式作用元件。实时定量 PCR 显示,NtCBLs 在不同组织中的表达量差异显著,并在盐胁迫和干旱胁迫下上调。我们选择NtCBL1-1进行了深入的功能表征,观察到表达NtCBL1-1的转基因拟南芥植株对干旱和盐胁迫的耐受性都有所提高。与野生型拟南芥相比,转基因品系表现出更高的发芽率、更慢的叶绿素降解速度、更多的可溶性蛋白质以及更低的氧化应激标记丙二醛积累。这些研究结果表明,NtCBL1-1在应对干旱和盐胁迫方面发挥了重要作用,为进一步研究NtCBL基因在拟南芥中的功能机制奠定了基础。
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引用次数: 0
Breeding polyploid Populus: progress and perspective. 多倍体杨树育种:进展与展望。
Pub Date : 2022-03-31 eCollection Date: 2022-01-01 DOI: 10.48130/FR-2022-0004
Xiangyang Kang, Hairong Wei

Populus is a genus of 25-30 species of deciduous flowering plants in the family Salicaceae, which are primarily planted in short-rotation planations for producing timber, pulpwood, wooden products as well as bioenergy feedstock; they are also widely planted in agricultural fields and along roadsides as shelter forest belts for windbreak, decoration, and reduction of pollutants and noise. Moreover, their fast-growth and good adaptation to marginal lands enable them to provide some critical ecosystem services at various phytoremediation sites for land restoration and reclaimation. Thanks to their important roles, breeding for fast growing poplar trees has been one of the most important objectives for nearly a century. One of the most demonstrated, documented achievements in this aspect is polyploid breeding, especially triploid breeding. This paper critically reviews the various techniques used in inducing triploid plants, including natural 2n formation, artificial induction of 2n male and female gemmates through chemical or physical treatments, trait characterization of the triploid and tetraploid breeding populations, unveiling the molecular mechanisms underpinning the significantly improved traits, and identification and selection of the best triploid progenies. This review also recapitulated the challenges and strategies facing the future of triploid breeding in Populus, including amelioration of 2n gamete induction techniques and efficiency, selection of the best parents and identification of the best progrenies, utilization of the huge amount of genomic, transcriptomic, proteomic, metabolomic, and other omics data for selecting parents for improving target traits.

杨树是柳叶菜科 25-30 种落叶开花植物的一个属,主要种植于短期轮伐,用于生产木材、纸浆木、木制品以及生物能源原料;它们也被广泛种植于农田和路旁,作为防护林带,用于防风、装饰、减少污染物和噪音。此外,它们的快速生长和对贫瘠土地的良好适应性使其能够在各种植物修复地点提供一些重要的生态系统服务,以恢复和开垦土地。由于杨树的重要作用,近一个世纪以来,培育速生杨树一直是最重要的目标之一。多倍体育种,尤其是三倍体育种,是这方面最显著、最有据可查的成就之一。本文认真回顾了诱导三倍体植物的各种技术,包括自然 2n 形成、通过化学或物理处理人工诱导 2n 雄性和雌性 gemmates、三倍体和四倍体育种群体的性状特征、揭示显著改善性状的分子机制以及鉴定和选择最佳三倍体后代。该综述还概述了杨树三倍体育种未来面临的挑战和战略,包括改进 2n 配子诱导技术和效率,选择最佳亲本和鉴定最佳后代,利用大量基因组、转录组、蛋白质组、代谢组和其他全息数据选择亲本以改善目标性状。
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引用次数: 0
Case study of a rhizosphere microbiome assay on a bamboo rhizome with excessive shoots. 对笋过多的竹子根茎进行根瘤微生物组测定的案例研究。
Pub Date : 2021-06-24 eCollection Date: 2021-01-01 DOI: 10.48130/FR-2021-0010
Fuqiang Cui, Yifan Yang, Mengyuan Ye, Wei Wei, Wenqian Huang, Ying Wu, Xi Jiao, Xiaoxue Ye, Shutong Zhou, Zhubing Hu, Yinhai Zhang, Renyi Gui, Wenwu Wu, Kim Yrjälä, Kirk Overmyer, Shenkui Liu

Young moso bamboo shoots are a popular seasonal food and an important source of income for farmers, with value for cultivation estimated at $30,000 per hectare. Bamboo also has great environmental importance and its unique physiology is of scientific interest. A rare and valuable phenomenon has recently appeared where a large number of adjacent buds within a single moso bamboo rhizome have grown into shoots. Although of practical importance for the production of edible shoots, such occurrences have not been scientifically studied, due to their rarity. Analysis of collected reports from enhanced shoot production events in China showed no evidence that enhanced shoot development was heritable. We report the analysis of the rhizosphere microbiome from a rhizome with 18 shoots, compared to rhizomes having one or no shoots as controls. The community of prokaryotes, but not fungi, correlated with the shoot number. Burkholderia was the most abundant genus, which was negatively correlated with rhizome shoot number, while Clostridia and Ktedonobacteria were positively correlated. Two Burkholderia strains were isolated and their plant-growth promoting activity was tested. The isolated Burkholderia strains attenuated the growth of bamboo seedlings. These data provide the first study on excessive shoot development in bamboo, which will facilitate hypothesis building for future studies.

毛竹嫩芽是一种很受欢迎的时令食品,也是农民的重要收入来源,每公顷的种植价值估计为 3 万美元。竹子对环境也有重要意义,其独特的生理结构也引起了科学界的兴趣。最近出现了一种罕见而有价值的现象,即一根毛竹根茎中大量相邻的芽长成了笋。虽然这种现象对生产食用笋具有重要的实际意义,但由于其罕见性,尚未对其进行科学研究。对收集到的中国笋生长增强事件报告的分析表明,没有证据表明笋生长增强具有遗传性。我们报告了对有 18 个芽的根茎与只有一个芽或没有芽的根茎作为对照进行的根瘤微生物群分析。原核生物群落(而非真菌群落)与嫩枝数量相关。伯克霍尔德氏菌是数量最多的菌属,它与根状茎嫩枝数量呈负相关,而梭状芽孢杆菌和Ktedonobacteria则呈正相关。分离了两株伯克霍尔德氏菌,并对其促进植物生长的活性进行了测试。分离出的伯克霍尔德氏菌对竹苗的生长有抑制作用。这些数据首次提供了有关竹子笋过度发育的研究,有助于为今后的研究建立假设。
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引用次数: 0
HB-PLS: A statistical method for identifying biological process or pathway regulators by integrating Huber loss and Berhu penalty with partial least squares regression. HB-PLS:一种通过将 Huber 损失和 Berhu 惩罚与偏最小二乘法回归相结合来识别生物过程或途径调节器的统计方法。
Pub Date : 2021-03-30 eCollection Date: 2021-01-01 DOI: 10.48130/FR-2021-0006
Wenping Deng, Kui Zhang, Cheng He, Sanzhen Liu, Hairong Wei

Gene expression data features high dimensionality, multicollinearity, and non-Gaussian distribution noise, posing hurdles for identification of true regulatory genes controlling a biological process or pathway. In this study, we integrated the Huber loss function and the Berhu penalty (HB) into partial least squares (PLS) framework to deal with the high dimension and multicollinearity property of gene expression data, and developed a new method called HB-PLS regression to model the relationships between regulatory genes and pathway genes. To solve the Huber-Berhu optimization problem, an accelerated proximal gradient descent algorithm with at least 10 times faster than the general convex optimization solver (CVX), was developed. Application of HB-PLS to recognize pathway regulators of lignin biosynthesis and photosynthesis in Arabidopsis thaliana led to the identification of many known positive pathway regulators that had previously been experimentally validated. As compared to sparse partial least squares (SPLS) regression, an efficient method for variable selection and dimension reduction in handling multicollinearity, HB-PLS has higher efficacy in identifying more positive known regulators, a much higher but slightly less sensitivity/(1-specificity) in ranking the true positive known regulators to the top of the output regulatory gene lists for the two aforementioned pathways. In addition, each method could identify some unique regulators that cannot be identified by the other methods. Our results showed that the overall performance of HB-PLS slightly exceeds that of SPLS but both methods are instrumental for identifying real pathway regulators from high-throughput gene expression data, suggesting that integration of statistics, machine leaning and convex optimization can result in a method with high efficacy and is worth further exploration.

基因表达数据具有高维、多共线性和非高斯分布噪声等特点,给识别控制生物过程或通路的真正调控基因带来了障碍。本研究将 Huber 损失函数和 Berhu 惩罚(HB)整合到偏最小二乘法(PLS)框架中,以处理基因表达数据的高维和多共线性特性,并开发了一种名为 HB-PLS 回归的新方法来建立调控基因和通路基因之间关系的模型。为解决 Huber-Berhu 优化问题,开发了一种加速的近端梯度下降算法,其速度比一般凸优化求解器(CVX)至少快 10 倍。应用 HB-PLS 来识别拟南芥木质素生物合成和光合作用的通路调节因子,发现了许多之前已通过实验验证的已知正通路调节因子。稀疏偏最小二乘法(SPLS)是处理多重共线性时进行变量选择和降维的有效方法,与该方法相比,HB-PLS 在识别更多已知阳性调控因子方面具有更高的效率,在将真正的已知阳性调控因子排在上述两条途径输出调控基因列表的前列方面,灵敏度/(1-特异性)更高但略低。此外,每种方法都能识别出一些其他方法无法识别的独特调控因子。我们的研究结果表明,HB-PLS 的总体性能略高于 SPLS,但这两种方法都有助于从高通量基因表达数据中识别真正的通路调控因子,这表明统计、机器精益和凸优化的整合可以产生一种高效的方法,值得进一步探索。
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Forestry research
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