Screening Key Genes Related to Nitrogen Use Efficiency in Cucumber Through Weighted Gene Co-Expression Network Analysis

被引:1
作者
Ma, Linhao [1 ]
Wei, Aimin [2 ,3 ]
Liu, Ce [2 ,3 ]
Liu, Nan [2 ]
Han, Yike [2 ,3 ]
Chen, Zhengwu [2 ,3 ]
Wang, Ningning [1 ,4 ]
Du, Shengli [1 ,2 ,3 ]
机构
[1] Nankai Univ, Coll Life Sci, Tianjin 300071, Peoples R China
[2] Tianjin Acad Agr Sci, Cucumber Res Inst, Tianjin 300192, Peoples R China
[3] Tianjin Acad Agr Sci, State Key Lab Vegetable Biobreeding, Tianjin, Peoples R China
[4] Nankai Univ, Coll Agr Sci, Tianjin 300071, Peoples R China
基金
中国国家自然科学基金;
关键词
cucumber; NUE; transcriptomic sequencing; WGCNA; key genes; ARABIDOPSIS; NITRATE; ACID; METABOLISM; CARBON;
D O I
10.3390/genes15121505
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Cucumber (Cucumis sativus L.) is a crucial vegetable crop, requiring significant nitrogen fertilizer inputs. However, excessive nitrogen application not only impairs growth but also poses severe environmental risks. Thus, enhancing nitrogen use efficiency (NUE) in cucumber is imperative. For the identification of genes associated with NUE in cucumber, roots of high NUE and low NUE lines were analyzed under high nitrogen conditions. Using transcriptome sequencing through WGCNA, a total of 15,180 genes were categorized into 35 co-expression modules, with 5 modules being highly correlated with NUE. Based on differential expression within the five modules and the results of GO and KEGG enrichment analyses, 25 genes were identified as potentially related to NUE. Among these, CsaV4_1G002492 (GLR22), CsaV4_2G003460 (GLR35), CsaV4_3G000307 (NRT1.1), and CsaV4_7G001709 (UPS2) were homologous to genes in Arabidopsis known to directly participate in NUE related process. These four genes were chosen as key genes for further analysis. qRT-PCR analysis revealed that CsaV4_3G000307 and CsaV4_7G001709 were more active during the early stages of the high nitrogen treatment in the high NUE line. Conversely, CsaV4_1G002492 and CsaV4_2G003460 were more active in the low NUE line. Using transcriptomic analysis, a frameshift INDEL mutation was observed in CsaV4_3G000307 in the low NUE line, which impacted the compactness of the protein structure, potentially altering its function. Analysis of protein interactions of these four key genes predicted some potential interaction networks. This research offers critical insights into the genetic factors influencing NUE in cucumber, presenting potential targets for genetic modification or breeding programs.
引用
收藏
页数:22
相关论文
共 80 条
[1]   NAM gene allelic composition and its relation to grain-filling duration and nitrogen utilisation efficiency of Australian wheat [J].
Alhabbar, Zaid ;
Yang, Rongchang ;
Juhasz, Angela ;
Xin, Hu ;
She, Maoyun ;
Anwar, Masood ;
Sultana, Nigarin ;
Diepeveen, Dean ;
Ma, Wujun ;
Islam, Shahidul .
PLOS ONE, 2018, 13 (10)
[2]   Gibberellin Is Involved in Inhibition of Cucumber Growth and Nitrogen Uptake at Suboptimal Root-Zone Temperatures [J].
Bai, Longqiang ;
Deng, Huihui ;
Zhang, Xiaocui ;
Yu, Xianchang ;
Li, Yansu .
PLOS ONE, 2016, 11 (05)
[3]   New Methods for Inferring the Distribution of Fitness Effects for INDELs and SNPs [J].
Barton, Henry J. ;
Zeng, Kai .
MOLECULAR BIOLOGY AND EVOLUTION, 2018, 35 (06) :1536-1546
[4]   Effect of Glucuronidation on the Potential of Kaempferol To Inhibit Serine/Threonine Protein Kinases [J].
Beekmann, Karsten ;
de Haan, Laura H. J. ;
Actis-Goretta, Lucas ;
van Bladeren, Peter J. ;
Rietjens, Ivonne M. C. M. .
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY, 2016, 64 (06) :1256-1263
[5]   Identification of a major-effect QTL associated with pre-harvest sprouting in cucumber (Cucumis sativus L.) using the QTL-seq method [J].
Cao, Mingming ;
Li, Shuju ;
Deng, Qiang ;
Wang, Huizhe ;
Yang, Ruihuan .
BMC GENOMICS, 2021, 22 (01)
[6]  
Crooks Gavin E, 2004, Genome Res, V14, P1188
[7]   Difference in the Contribution of Driving Factors to Nitrogen Loss With Surface Runoff Between the Hill and Plain Agricultural Watersheds [J].
Cui, Zhen ;
Chen, Cheng ;
Chen, Qiuwen ;
Huang, Jiacong .
JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2024, 129 (03)
[8]   Effects of climate change, crop planting structure, and agricultural management on runoff, sediment, nitrogen and phosphorus losses in the Hai-River Basin since the 1980s [J].
Ding, Nan ;
Tao, Fulu ;
Chen, Yi .
JOURNAL OF CLEANER PRODUCTION, 2022, 359
[9]   NRT1.1 Dual-Affinity Nitrate Transport/Signalling and its Roles in Plant Abiotic Stress Resistance [J].
Fang, Xian Zhi ;
Fang, Shu Qin ;
Ye, Zheng Qian ;
Liu, Dan ;
Zhao, Ke Li ;
Jin, Chong Wei .
FRONTIERS IN PLANT SCIENCE, 2021, 12
[10]   Identification and characterization of cationic amino acid transporters (CATs) in tea plant (Camellia sinensis) [J].
Feng, Lin ;
Yang, Tianyuan ;
Zhang, Zhaoliang ;
Li, Fangdong ;
Chen, Qi ;
Sun, Jun ;
Shi, Chengying ;
Deng, Weiwei ;
Tao, Mingmin ;
Tai, Yuling ;
Yang, Hua ;
Cao, Qiong ;
Wan, Xiaochun .
PLANT GROWTH REGULATION, 2018, 84 (01) :57-69