Gene co-expression network analysis identifies hub genes associated with different tolerance under calcium deficiency in two peanut cultivars

被引:3
|
作者
Tang, Kang [1 ]
Li, Lin [1 ,2 ,3 ]
Zhang, Bowen [1 ]
Zhang, Wei [4 ]
Zeng, Ningbo [1 ,2 ,3 ]
Zhang, Hao [1 ,2 ,3 ]
Liu, Dengwang [1 ,2 ,3 ]
Luo, Zinan [1 ,2 ,3 ]
机构
[1] Hunan Agr Univ, Coll Agr, 1 Nongda Rd, Changsha 410128, Hunan, Peoples R China
[2] Hunan Agr Univ, Arid Land Crop Res Inst, 1 Nongda Rd, Changsha 410128, Hunan, Peoples R China
[3] Hunan Peanut Engn & Technol Res Ctr, 1 Nongda Rd, Changsha 410128, Hunan, Peoples R China
[4] Hunan Agr Univ, Coll Plant Protect, 1 Nongda Rd, Changsha 410128, Hunan, Peoples R China
关键词
Peanut; Transcriptome; Weighted gene co-expression network analysis (WGCNA); Differentially expressed genes (DEGs); Hub genes; PHENOLIC-COMPOUNDS; TRANSCRIPTION FACTORS; BIOSYNTHESIS; PLANTS;
D O I
10.1186/s12864-023-09436-9
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
BackgroundPeanut is an economically-important oilseed crop and needs a large amount of calcium for its normal growth and development. Calcium deficiency usually leads to embryo abortion and subsequent abnormal pod development. Different tolerance to calcium deficiency has been observed between different cultivars, especially between large and small-seed cultivars.ResultsIn order to figure out different molecular mechanisms in defensive responses between two cultivars, we treated a sensitive (large-seed) and a tolerant (small-seed) cultivar with different calcium levels. The transcriptome analysis identified a total of 58 and 61 differentially expressed genes (DEGs) within small-seed and large-seed peanut groups under different calcium treatments, and these DEGs were entirely covered by gene modules obtained via weighted gene co-expression network analysis (WGCNA). KEGG enrichment analysis showed that the blue-module genes in the large-seed cultivar were mainly enriched in plant-pathogen attack, phenolic metabolism and MAPK signaling pathway, while the green-module genes in the small-seed cultivar were mainly enriched in lipid metabolism including glycerolipid and glycerophospholipid metabolisms. By integrating DEGs with WGCNA, a total of eight hub-DEGs were finally identified, suggesting that the large-seed cultivar concentrated more on plant defensive responses and antioxidant activities under calcium deficiency, while the small-seed cultivar mainly focused on maintaining membrane features to enable normal photosynthesis and signal transduction.ConclusionThe identified hub genes might give a clue for future gene validation and molecular breeding to improve peanut survivability under calcium deficiency.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Gene co-expression network analysis identifies hub genes associated with different tolerance under calcium deficiency in two peanut cultivars
    Kang Tang
    Lin Li
    Bowen Zhang
    Wei Zhang
    Ningbo Zeng
    Hao Zhang
    Dengwang Liu
    Zinan Luo
    BMC Genomics, 24
  • [2] Weighted Gene Co-expression Network Analysis Identifies Five Hub Genes Associated with Metastasis in Synovial Sarcoma
    Wu, Hongzeng
    Zhang, Benzheng
    Zhao, Jiazheng
    Zhao, Yi
    Ma, Xiaowei
    Feng, Helin
    COMBINATORIAL CHEMISTRY & HIGH THROUGHPUT SCREENING, 2022, 25 (10) : 1767 - 1777
  • [3] Psoriasis Associated Hub Genes Revealed by Weighted Gene Co-Expression Network Analysis
    Darvish, Zeinab
    Ghanbari, Saeed
    Afshar, Saeid
    Tapak, Leili
    Amini, Payam
    CELL JOURNAL, 2023, 25 (06) : 418 - 426
  • [4] Weighted Gene Co-Expression Network Analysis Identifies Specific Modules and Hub Genes Related to Hyperlipidemia
    Miao, Liu
    Yin, Rui-Xing
    Pan, Shang-Ling
    Yang, Shuo
    Yang, De-Zhai
    Lin, Wei-Xiong
    CELLULAR PHYSIOLOGY AND BIOCHEMISTRY, 2018, 48 (03) : 1151 - 1163
  • [5] Co-expression Network Analysis Identifies Four Hub Genes Associated With Prognosis in Soft Tissue Sarcoma
    Zhu, Zhenhua
    Jin, Zheng
    Deng, Yuyou
    Wei, Lai
    Yuan, Xiaowei
    Zhang, Mei
    Sun, Dahui
    FRONTIERS IN GENETICS, 2019, 10
  • [6] Weighted Gene Co-Expression Network Analysis Identifies Key Modules and Hub Genes Associated with Mycobacterial Infection of Human Macrophages
    Lu, Lu
    Wei, RanLei
    Bhakta, Sanjib
    Waddell, Simon J.
    Boix, Ester
    ANTIBIOTICS-BASEL, 2021, 10 (02): : 1 - 16
  • [7] Weighted Gene Co-Expression Network Analysis Identifies Hub Genes Associated with Occurrence and Prognosis of Oral Squamous Cell Carcinoma
    Ge, You
    Li, Wei
    Ni, Qian
    He, Yan
    Chu, Jinjin
    Wei, Pingmin
    MEDICAL SCIENCE MONITOR, 2019, 25 : 7272 - 7288
  • [8] Weighted gene co-expression network analysis reveals hub genes regulating response to salt stress in peanut
    Wang, Feifei
    Miao, Huarong
    Zhang, Shengzhong
    Hu, Xiaohui
    Chu, Ye
    Yang, Weiqiang
    Wang, Heng
    Wang, Jingshan
    Shan, Shihua
    Chen, Jing
    BMC PLANT BIOLOGY, 2024, 24 (01):
  • [9] Weighted gene co-expression network analysis reveals the hub genes associated with pulmonary hypertension
    Wang, Shengyan
    Sun, Dejun
    Liu, Chuanchuan
    Guo, Yong
    Ma, Jie
    Ge, Ri-li
    Cui, Sen
    EXPERIMENTAL BIOLOGY AND MEDICINE, 2023, 248 (03) : 217 - 231
  • [10] Weighted gene co-expression network analysis identifies key hub genes and pathways in acute myeloid leukemia
    Wang, Xinfeng
    Bajpai, Akhilesh K.
    Gu, Qingqing
    Ashbrook, David G.
    Starlard-Davenport, Athena
    Lu, Lu
    FRONTIERS IN GENETICS, 2023, 14