WGCNA based identification of hub genes associated with cold response and development in Apis mellifera metamorphic pupae

被引:3
作者
Zhu, Chenyu [1 ]
Xu, Xinjian [1 ,2 ]
Zhou, Shujing [1 ,2 ]
Zhou, Bingfeng [1 ,2 ]
Liu, Yiming [1 ]
Xu, Hongzhi [1 ]
Tian, Yuanmingyue [1 ]
Zhu, Xiangjie [1 ,2 ]
机构
[1] Fujian Agr & Forestry Univ, Coll Anim Sci, Coll Bee Sci, Fuzhou, Peoples R China
[2] Fujian Agr & Forestry Univ, Honeybee Res Inst, Fuzhou, Peoples R China
关键词
honeybee; cold response; development; pupae; WGCNA; hub genes; DIFFERENTIALLY EXPRESSED GENES; PROTEIN-KINASE-A; HONEY-BEE; MUSHROOM BODIES; ORGANIZATION;
D O I
10.3389/fphys.2023.1169301
中图分类号
Q4 [生理学];
学科分类号
071003 ;
摘要
Honeybee is a crucial pollinator in nature, and plays an indispensable role in both agricultural production and scientific research. In recent decades, honeybee was challenged with health problems by biotic and abiotic stresses. As a key ecological factor, temperature has been proved to have an impact on the survival and production efficiency of honeybees. Previous studies have demonstrated that low temperature stress can affect honeybee pupation and shorten adult longevity. However, the molecular mechanism underlying the effects of low temperatures on honeybee growth and development during their developmental period remain poorly understood. In this paper, the weighted gene co-expression analysis (WGCNA) was employed to explore the molecular mechanisms underpinnings of honeybees' respond to low temperatures (20 degrees C) during four distinct developmental stages: large-larvae, prepupae, early-pupae and mid-pupae. Through an extensive transcriptome analysis, thirteen gene co-expression modules were identified and analyzed in relation to honeybee development and stress responses. The darkorange module was found to be associated with low temperature stress, with its genes primarily involved in autophagy-animal, endocytosis and MAPK signaling pathways. Four hub genes were identified within this module, namely, loc726497, loc409791, loc410923, and loc550857, which may contribute to honeybee resistance to low temperature and provide insight into the underlying mechanism. The gene expression patterns of grey60 and black modules were found to correspond to the developmental stages of prepupae and early-pupae, respectively, with the hub genes loc409494, loc725756, loc552457, loc726158, Ip3k and Lcch3 in grey60 module likely involved in brain development, and the hub genes loc410555 in black module potentially related to exoskeleton development. The brown module genes exhibited a distinct pattern of overexpression in mid-pupae specimens, with genes primarily enriched in oxidative phosphorylation, citrate cycle and other pathways, which may be related to the formation of bee flying muscle. No related gene expression module was found for mature larvae stage. These findings provide valuable insights into the developmental process of honeybees at molecular level during the capped brood stage.
引用
收藏
页数:10
相关论文
共 42 条
  • [21] INOSITOL 1,4,5-TRISPHOSPHATE 3-KINASE MESSENGER-RNA - HIGH-LEVELS IN THE RAT HIPPOCAMPAL CA1 PYRAMIDAL AND DENTATE GYRUS GRANULE CELLS AND IN CEREBELLAR PURKINJE-CELLS
    MAILLEUX, P
    TAKAZAWA, K
    ERNEUX, C
    VANDERHAEGHEN, JJ
    [J]. JOURNAL OF NEUROCHEMISTRY, 1991, 56 (01) : 345 - 347
  • [22] Multiple combinations of RDL subunits diversify the repertoire of GABA receptors in the honey bee parasite Varroa destructor
    Menard, Claudine
    Folacci, Mathilde
    Brunello, Lorene
    Charreton, Mercedes
    Collet, Claude
    Mary, Rosanna
    Rousset, Matthieu
    Thibaud, Jean-Baptiste
    Vignes, Michel
    Charnet, Pierre
    Cens, Thierry
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2018, 293 (49) : 19012 - 19024
  • [23] Genes involved in thoracic exoskeleton formation during the pupal-to-adult molt in a social insect model, Apis mellifera
    Miranda Soares, Michelle Prioli
    Barchuk, Angel Roberto
    Quirino Simoes, Ana Carolina
    Cristino, Alexandre dos Santos
    de Paula Freitas, Flavia Cristina
    Canhos, Luisa Lange
    Gentile Bitondi, Marcia Maria
    [J]. BMC GENOMICS, 2013, 14
  • [24] Insulin-like and IGF-like peptides in the silkmoth Bombyx mori: discovery, structure, secretion, and function
    Mizoguchi, Akira
    Okamoto, Naoki
    [J]. FRONTIERS IN PHYSIOLOGY, 2013, 4
  • [25] Quantifying intracellular rates of glycolytic and oxidative ATP production and consumption using extracellular flux measurements (vol 292, pg 7189, 2017)
    Mookerjee, Shona A.
    Gerencser, Akos A.
    Nicholls, David G.
    Brand, Martin D.
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2018, 293 (32) : 12649 - 12652
  • [26] Mitogen-activated protein (MAP) kinase pathways: Regulation and physiological functions
    Pearson, G
    Robinson, F
    Gibson, TB
    Xu, BE
    Karandikar, M
    Berman, K
    Cobb, MH
    [J]. ENDOCRINE REVIEWS, 2001, 22 (02) : 153 - 183
  • [27] Ecdysteroid titers in pupae of highly social bees relate to distinct modes of caste development
    Pinto, LZ
    Hartfelder, K
    Bitondi, MMG
    Simoes, ZLP
    [J]. JOURNAL OF INSECT PHYSIOLOGY, 2002, 48 (08) : 783 - 790
  • [28] Local requirement of the Drosophila insulin binding protein imp-L2 in coordinating developmental progression with nutritional conditions
    Sarraf-Zadeh, Ladan
    Christen, Stefan
    Sauer, Uwe
    Cognigni, Paola
    Miguel-Aliaga, Irene
    Stocker, Hugo
    Koehler, Katja
    Hafen, Ernst
    [J]. DEVELOPMENTAL BIOLOGY, 2013, 381 (01) : 97 - 106
  • [29] Cytoscape: A software environment for integrated models of biomolecular interaction networks
    Shannon, P
    Markiel, A
    Ozier, O
    Baliga, NS
    Wang, JT
    Ramage, D
    Amin, N
    Schwikowski, B
    Ideker, T
    [J]. GENOME RESEARCH, 2003, 13 (11) : 2498 - 2504
  • [30] PREFERENTIAL EXPRESSION IN MUSHROOM BODIES OF THE CATALYTIC SUBUNIT OF PROTEIN KINASE-A AND ITS ROLE IN LEARNING AND MEMORY
    SKOULAKIS, EMC
    KALDERON, D
    DAVIS, RL
    [J]. NEURON, 1993, 11 (02) : 197 - 208