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Guo R, Zhang K, Zang H, Guo S, Liu X, Jing X, Song Y, Li K, Wu Y, Jiang H, Fu Z, Chen D. Dynamics and regulatory role of circRNAs in Asian honey bee larvae following fungal infection. Appl Microbiol Biotechnol 2024; 108:261. [PMID: 38472661 DOI: 10.1007/s00253-024-13102-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 02/19/2024] [Accepted: 03/03/2024] [Indexed: 03/14/2024]
Abstract
Non-coding RNA (ncRNA) plays a vital part in the regulation of immune responses, growth, and development in plants and animals. Here, the identification, characteristic analysis, and molecular verification of circRNAs in Apis cerana cerana worker larval guts were conducted, followed by in-depth investigation of the expression pattern of larval circRNAs during Ascosphaera apis infection and exploration of the potential regulatory part of differentially expressed circRNAs (DEcircRNAs) in host immune responses. A total of 3178 circRNAs in the larval guts of A. c. cerana were identified, with a length distribution ranging from 15 to 96,007 nt. Additionally, 155, 95, and 86 DEcircRNAs were identified in the in the 4-, 5-, and 6-day-old larval guts following A. apis infection. These DEcircRNAs were predicted to target 29, 25, and 18 parental genes relevant to 12, 20, and 17 GO terms as well as 144, 114, and 61 KEGG pathways, including 5 cellular and 4 humoral immune pathways. Complex competing endogenous RNA (ceRNA) regulatory networks were detected as being formed among DEcircRNAs, DEmiRNAs, and DEmRNAs. The target DEmRNAs were engaged in 36, 47, and 47 GO terms as well as 331, 332, and 331 pathways, including 6 cellular and 6 humoral immune pathways. Further, 19 DEcircRNAs, 5 DEmiRNAs, and 3 mRNAs were included in the sub-networks relative to 3 antioxidant enzymes. Finally, back-splicing sites within 15 circRNAs and the difference in the 15 DEcircRNAs' expression between uninoculated and A. apis-inoculated larval guts were confirmed based on molecular methods. These findings not only enrich our understanding of bee host-fungal pathogen interactions but also lay a foundation for illuminating the mechanism underlying the DEcircRNA-mediated immune defense of A. c. cerana larvae against A. apis invasion. KEY POINTS: • The expression pattern of circRNAs was altered in the A. cerana worker larval guts following A. apis infection. • Back-splicing sites within 15 A. cerana circRNAs were verified using molecular approaches. DEcircRNAs potentially modulated immune responses and antioxidant enzymes in A. apis-challenged host guts.
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Affiliation(s)
- Rui Guo
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China.
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou, 350002, China.
- Apitherapy Research Institute of Fujian Province, Fuzhou, 350002, China.
| | - Kaiyao Zhang
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - He Zang
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Sijia Guo
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Xiaoyu Liu
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Xin Jing
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Yuxuan Song
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Kunze Li
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Ying Wu
- Apiculture Science Institute of Jilin Province, Jilin, Jilin, 132000, China
| | - Haibing Jiang
- Apiculture Science Institute of Jilin Province, Jilin, Jilin, 132000, China
| | - Zhongmin Fu
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou, 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou, 350002, China
| | - Dafu Chen
- College of Bee Science and Biomedicine, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou, 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou, 350002, China
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Zhang Y, Fan X, Zang H, Liu X, Feng P, Ye D, Zhu L, Wu Y, Jiang H, Chen D, Guo R. Novel Insights into the circRNA-Modulated Developmental Mechanism of Western Honey Bee Larval Guts. INSECTS 2023; 14:897. [PMID: 37999096 PMCID: PMC10671861 DOI: 10.3390/insects14110897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 11/10/2023] [Accepted: 11/18/2023] [Indexed: 11/25/2023]
Abstract
Circular RNAs (circRNAs) are a class of novel non-coding RNAs (ncRNAs) that play essential roles in the development and growth of vertebrates through multiple manners. However, the mechanism by which circRNAs modulate the honey bee gut development is currently poorly understood. Utilizing the transcriptome data we obtained earlier, the highly expressed circRNAs in the Apis mellifera worker 4-, 5-, and 6-day-old larval guts were analyzed, which was followed by an in-depth investigation of the expression pattern of circRNAs during the process of larval guts development and the potential regulatory roles of differentially expressed circRNAs (DEcircRNAs). In total, 1728 expressed circRNAs were detected in the A. mellifera larval guts. Among the most highly expressed 10 circRNAs, seven (novel_circ_000069, novel_circ_000027, novel_circ_000438, etc.) were shared by the 4-, 5-, and 6-day-old larval guts. In addition, 21 (46) up-regulated and 22 (27) down-regulated circRNAs were, respectively, screened in the Am4 vs. Am5 (Am5 vs. Am6) comparison groups. Additionally, nine DEcircRNAs, such as novel_circ_000340, novel_circ_000758 and novel_circ_001116, were shared by these two comparison groups. These DEcircRNAs were predicted to be transcribed from 14 and 29 parental genes; these were respectively annotated to 15 and 22 GO terms such as biological regulation and catalytic activity as well as 16 and 21 KEGG pathways such as dorsoventral axis formation and apoptosis. Moreover, a complicated competing endogenous RNA (ceRNA) network was observed; novel_circ_000838 in the Am4 vs. Am5 comparison group potentially targeted ame-miR-6000a-3p, further targeting 518 mRNAs engaged in several developmental signaling pathways (e.g., TGF-beta, hedgehog, and wnt signaling pathway) and immune pathways (e.g., phagosome, lysosome, and MAPK signaling pathway). The results demonstrated that the novel_circ_000838-ame-miR-6000a-3p axis may plays a critical regulatory part in the larval gut development and immunity. Furthermore, back-splicing sites of six randomly selected DEcircRNAs were amplified and verified by PCR; an RT-qPCR assay of these six DEcircRNAs confirmed the reliability of the used high-throughput sequencing data. Our findings provide a novel insight into the honey bee gut development and pave a way for illustration of the circRNA-modulated developmental mechanisms underlying the A. mellifera worker larval guts.
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Affiliation(s)
- Yiqiong Zhang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
| | - Xiaoxue Fan
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou 350002, China
| | - He Zang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou 350002, China
| | - Xiaoyu Liu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
| | - Peilin Feng
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
| | - Daoyou Ye
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
| | - Leran Zhu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
| | - Ying Wu
- Jilin Institute of Apicultural Research, Jilin 132013, China; (Y.W.); (H.J.)
| | - Haibin Jiang
- Jilin Institute of Apicultural Research, Jilin 132013, China; (Y.W.); (H.J.)
| | - Dafu Chen
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou 350002, China
| | - Rui Guo
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Y.Z.); (X.F.); (H.Z.); (X.L.); (P.F.); (D.Y.); (L.Z.); (D.C.)
- National & Local United Engineering Laboratory of Natural Biotoxin, Fuzhou 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou 350002, China
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Abbas MN, Kausar S, Gul I, Li J, Yu H, Dong M, Cui H. The Potential Biological Roles of Circular RNAs in the Immune Systems of Insects to Pathogen Invasion. Genes (Basel) 2023; 14:genes14040895. [PMID: 37107653 PMCID: PMC10137924 DOI: 10.3390/genes14040895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 04/08/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
Circular RNAs (circRNAs) are a newly discovered class of endogenously expressed non-coding RNAs (ncRNAs). They are highly stable, covalently closed molecules that frequently exhibit tissue-specific expression in eukaryotes. A small number of circRNAs are abundant and have been remarkably conserved throughout evolution. Numerous circRNAs are known to play important biological roles by acting as microRNAs (miRNAs) or protein inhibitors ('sponges'), by regulating the function of proteins, or by being translated themselves. CircRNAs have distinct cellular functions due to structural and production differences from mRNAs. Recent advances highlight the importance of characterizing circRNAs and their targets in a variety of insect species in order to fully understand how they contribute to the immune responses of these insects. Here, we focus on the recent advances in our understanding of the biogenesis of circRNAs, regulation of their abundance, and biological roles, such as serving as templates for translation and in the regulation of signaling pathways. We also discuss the emerging roles of circRNAs in regulating immune responses to various microbial pathogens. Furthermore, we describe the functions of circRNAs encoded by microbial pathogens that play in their hosts.
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Affiliation(s)
- Muhammad Nadeem Abbas
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
| | - Saima Kausar
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
| | - Isma Gul
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
| | - Jisheng Li
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
| | - Huijuan Yu
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
| | - Mengyao Dong
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
| | - Hongjuan Cui
- State Key Laboratory of Resource Insects, Southwest University, Chongqing 400716, China
- Cancer Center, Medical Research Institute, Southwest University, Chongqing 400716, China
- Jinfeng Laboratory, Chongqing 401329, China
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Effect of Ascosphaera apis Infestation on the Activities of Four Antioxidant Enzymes in Asian Honey Bee Larval Guts. Antioxidants (Basel) 2023; 12:antiox12010206. [PMID: 36671067 PMCID: PMC9854781 DOI: 10.3390/antiox12010206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 01/05/2023] [Accepted: 01/12/2023] [Indexed: 01/18/2023] Open
Abstract
Ascosphaera apis infects exclusively bee larvae and causes chalkbrood, a lethal fungal disease that results in a sharp reduction in adult bees and colony productivity. However, little is known about the effect of A. apis infestation on the activities of antioxidant enzymes in bee larvae. Here, A. apis spores were purified and used to inoculate Asian honey bee (Apis cerana) larvae, followed by the detection of the host survival rate and an evaluation of the activities of four major antioxidant enzymes. At 6 days after inoculation (dpi) with A. apis spores, obvious symptoms of chalkbrood disease similar to what occurs in Apis mellifera larvae were observed. PCR identification verified the A. apis infection of A. cerana larvae. Additionally, the survival rate of larvae inoculated with A. apis was high at 1−2 dpi, which sharply decreased to 4.16% at 4 dpi and which reached 0% at 5 dpi, whereas that of uninoculated larvae was always high at 1~8 dpi, with an average survival rate of 95.37%, indicating the negative impact of A. apis infection on larval survival. As compared with those in the corresponding uninoculated groups, the superoxide dismutase (SOD) and catalase (CAT) activities in the 5- and 6-day-old larval guts in the A. apis−inoculated groups were significantly decreased (p < 0.05) and the glutathione S-transferase (GST) activity in the 4- and 5-day-old larval guts was significantly increased (p < 0.05), which suggests that the inhibition of SOD and CAT activities and the activation of GST activity in the larval guts was caused by A. apis infestation. In comparison with that in the corresponding uninoculated groups, the polyphenol oxidase (PPO) activity was significantly increased (p < 0.05) in the 5-day-old larval gut but significantly reduced (p < 0.01) in the 6-day-old larval gut, indicating that the PPO activity in the larval guts was first enhanced and then suppressed. Our findings not only unravel the response of A. cerana larvae to A. apis infestation from a biochemical perspective but also offer a valuable insight into the interaction between Asian honey bee larvae and A. apis.
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Wu Y, Guo Y, Fan X, Zhao H, Zhang Y, Guo S, Jing X, Liu Z, Feng P, Liu X, Zou P, Li Q, Na Z, Zhang K, Chen D, Guo R. ame-miR-34 Modulates the Larval Body Weight and Immune Response of Apis mellifera Workers to Ascosphara apis Invasion. Int J Mol Sci 2023; 24:ijms24021214. [PMID: 36674732 PMCID: PMC9863880 DOI: 10.3390/ijms24021214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 12/27/2022] [Accepted: 01/03/2023] [Indexed: 01/11/2023] Open
Abstract
MiRNAs are critical regulators of numerous physiological and pathological processes. Ascosphaera apis exclusively infects bee larvae and causes chalkbrood disease. However, the function and mechanism of miRNAs in the bee larval response to A. apis infection is poorly understood. Here, ame-miR-34, a previously predicted miRNA involved in the response of Apis mellifera larvae to A. apis invasion, was subjected to molecular validation, and overexpression and knockdown were then conducted to explore the regulatory functions of ame-miR-34 in larval body weight and immune response. Stem-loop RT-PCR and Sanger sequencing confirmed the authenticity of ame-miR-34 in the larval gut of A. mellifera. RT-qPCR results demonstrated that compared with that in the uninfected larval guts, the expression level of ame-miR-34 was significantly downregulated (p < 0.001) in the guts of A. apis-infected 4-, 5-, and 6-day-old larvae, indicative of the remarkable suppression of host ame-miR-34 due to A. apis infection. In comparison with the corresponding negative control (NC) groups, the expression level of ame-miR-34 in the larval guts in the mimic-miR-34 group was significantly upregulated (p < 0.001), while that in the inhibitor-miR-34 group was significantly downregulated (p < 0.01). Similarly, effective overexpression and knockdown of ame-miR-34 were achieved. In addition, the body weights of 5- and 6-day-old larvae were significantly increased compared with those in the mimic-NC group; the weights of 5-day-old larvae in the inhibitor-miR-34 group were significantly decreased in comparison with those in the inhibitor-NC group, while the weights of 4- and 6-day-old larvae in the inhibitor-miR-34 group were significantly increased, indicating the involvement of ame-miR-34 in modulating larval body weight. Furthermore, the expression levels of both hsp and abct in the guts of A. apis-infected 4-, 5-, and 6-day-old larvae were significantly upregulated after ame-miR-34 overexpression. In contrast, after ame-miR-34 knockdown, the expression levels of the aforementioned two key genes in the A. apis-infected 4-, 5-, and 6-day-old larval guts were significantly downregulated. Together, the results demonstrated that effective overexpression and knockdown of ame-miR-34 in both noninfected and A. apis-infected A. mellifera larval guts could be achieved by the feeding method, and ame-miR-34 exerted a regulatory function in the host immune response to A. apis invasion through positive regulation of the expression of hsp and abct. Our findings not only provide a valuable reference for the functional investigation of bee larval miRNAs but also reveal the regulatory role of ame-miR-34 in A. mellifera larval weight and immune response. Additionally, the results of this study may provide a promising molecular target for the treatment of chalkbrood disease.
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Affiliation(s)
- Ying Wu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Yilong Guo
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Xiaoxue Fan
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Haodong Zhao
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Yiqiong Zhang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Sijia Guo
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Xin Jing
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Zhitan Liu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Peilin Feng
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Xiaoyu Liu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Peiyuan Zou
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Qiming Li
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Zhihao Na
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Kuihao Zhang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Dafu Chen
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou 350002, China
- Correspondence: (D.C.); (R.G.); Tel./Fax: +86-0591-87640197 (D.C. & R.G.)
| | - Rui Guo
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou 350002, China
- Apitherapy Research Institute of Fujian Province, Fuzhou 350002, China
- Correspondence: (D.C.); (R.G.); Tel./Fax: +86-0591-87640197 (D.C. & R.G.)
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Zhu Z, Wang J, Fan X, Long Q, Chen H, Ye Y, Zhang K, Ren Z, Zhang Y, Niu Q, Chen D, Guo R. CircRNA-regulated immune responses of asian honey bee workers to microsporidian infection. Front Genet 2022; 13:1013239. [PMID: 36267412 PMCID: PMC9577369 DOI: 10.3389/fgene.2022.1013239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 09/12/2022] [Indexed: 11/13/2022] Open
Abstract
Nosema ceranae is a widespread fungal parasite for honey bees, causing bee nosemosis. Based on deep sequencing and bioinformatics, identification of circular RNAs (circRNAs) in Apis cerana workers’ midguts and circRNA-regulated immune response of host to N. ceranae invasion were conducted in this current work, followed by molecular verification of back-splicing sites and expression trends of circRNAs. Here, 10185 and 7405 circRNAs were identified in the midguts of workers at 7 days (AcT1) and 10 days (AcT2) post inoculation days post-inoculation with N. ceranae. PCR amplification result verified the back-splicing sites within three specific circRNAs (novel_circ_005123, novel_circ_007177, and novel_circ_015140) expressed in N. ceranae-inoculated midgut. In combination with transcriptome data from corresponding un-inoculated midguts (AcCK1 and AcCK2), 2266 circRNAs were found to be shared by the aforementioned four groups, whereas the numbers of specific ones were 2618, 1917, 5691, and 3723 respectively. Further, 83 52) differentially expressed circRNAs (DEcircRNAs) were identified in AcCK1 vs. AcT1 (AcCK2 vs. AcT2) comparison group. Source genes of DEcircRNAs in workers’ midgut at seven dpi were involved in two cellular immune-related pathways such as endocytosis and ubiquitin mediated proteolysis. Additionally, competing endogenous RNA (ceRNA) network analysis showed that 23 13) DEcircRNAs in AcCK1 vs. AcT1 (AcCK2 vs. AcT2) comparison group could target 18 14) miRNAs and further link to 1111 (1093) mRNAs. These target mRNAs were annotated to six cellular immunity pathways including endocytosis, lysosome, phagosome, ubiquitin mediated proteolysis, metabolism of xenobiotics by cytochrome P450, and insect hormone biosynthesis. Moreover, 284 164) internal ribosome entry site and 54 26) ORFs were identified from DEcircRNAs in AcCK1 vs. AcT1 (AcCK2 vs. AcT2) comparison group; additionally, ORFs in DEcircRNAs in midgut at seven dpi with N. ceranae were associated with several cellular immune pathways including endocytosis and ubiquitin-mediated proteolysis. Ultimately, RT-qPCR results showed that the expression trends of six DEcircRNAs were consistent with those in transcriptome data. These results demonstrated that N. ceranae altered the expression pattern of circRNAs in A. c. cerana workers’ midguts, and DEcircRNAs were likely to regulate host cellular and humoral immune response to microsporidian infection. Our findings lay a foundation for clarifying the mechanism underlying host immune response to N. ceranae infection and provide a new insight into interaction between Asian honey bee and microsporidian.
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Affiliation(s)
- Zhiwei Zhu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Jie Wang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xiaoxue Fan
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Qi Long
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Huazhi Chen
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yaping Ye
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Kaiyao Zhang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Zhongmin Ren
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yang Zhang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
| | - Qingsheng Niu
- Apitherapy Research Institute, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Dafu Chen
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
- Apiculture Science Institute of Jilin Province, Jilin, China
| | - Rui Guo
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, China
- Apiculture Science Institute of Jilin Province, Jilin, China
- *Correspondence: Rui Guo,
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Chen H, Fan X, Zhang W, Ye Y, Cai Z, Zhang K, Zhang K, Fu Z, Chen D, Guo R. Deciphering the CircRNA-Regulated Response of Western Honey Bee ( Apis mellifera) Workers to Microsporidian Invasion. BIOLOGY 2022; 11:biology11091285. [PMID: 36138764 PMCID: PMC9495892 DOI: 10.3390/biology11091285] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 08/21/2022] [Accepted: 08/25/2022] [Indexed: 05/13/2023]
Abstract
Vairimorpha ceranae is a widespread fungal parasite of adult honey bees that leads to a serious disease called nosemosis. Circular RNAs (circRNAs) are newly discovered non-coding RNAs (ncRNAs) that regulate biological processes such as immune defense and development. Here, 8199 and 8711 circRNAs were predicted from the midguts of Apis mellifera ligustica workers at 7 d (Am7T) and 10 d (Am10T) after inoculation (dpi) with V. ceranae spores. In combination with transcriptome data from corresponding uninoculated midguts (Am7CK and Am10CK), 4464 circRNAs were found to be shared by these four groups. Additionally, 16 circRNAs were highly conserved among A. m. ligustica, Apis cerana cerana, and Homo sapiens. In the Am7CK vs. Am7T (Am10CK vs. Am10T) comparison group, 168 (306) differentially expressed circRNAs (DEcircRNAs) were identified. RT-qPCR results showed that the expression trend of eight DEcircRNAs was consistent with that in the transcriptome datasets. The source genes of DEcircRNAs in Am7CK vs. Am7T (Am10CK vs. Am10T) were engaged in 27 (35) GO functional terms, including 1 (1) immunity-associated terms. Moreover, the aforementioned source genes were involved in three cellular immune-related pathways. Moreover, 86 (178) DEcircRNAs in workers' midguts at 7 (10) dpi could interact with 75 (103) miRNAs, further targeting 215 (305) mRNAs. These targets were associated with cellular renewal, cellular structure, carbohydrate and energy metabolism, and cellular and humoral immunity. Findings in the present study unraveled the mechanism underlying circRNA-mediated immune responses of western honey bee workers to V. ceranae invasion, but also provided new insights into host-microsporidian interaction during nosemosis.
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Affiliation(s)
- Huazhi Chen
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Xiaoxue Fan
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Wende Zhang
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Yaping Ye
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Zongbing Cai
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Kaiyao Zhang
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Kuihao Zhang
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Zhongmin Fu
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
- Apitherapy Research Institute, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Dafu Chen
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
- Apitherapy Research Institute, Fujian Agriculture and Forestry University, Fuzhou 35002, China
| | - Rui Guo
- College of Bee Science, Fujian Agriculture and Forestry University, Fuzhou 35002, China
- Apitherapy Research Institute, Fujian Agriculture and Forestry University, Fuzhou 35002, China
- Correspondence: ; Tel./Fax: +86-0591-8764-0197
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Cao X, Xu X, Dong J, Xue Y, Sun L, Zhu Y, Liu T, Jin Q. Genome-wide identification and functional analysis of circRNAs in Trichophyton rubrum conidial and mycelial stages. BMC Genomics 2022; 23:21. [PMID: 34983376 PMCID: PMC8725419 DOI: 10.1186/s12864-021-08184-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 11/18/2021] [Indexed: 12/28/2022] Open
Abstract
Background Circular RNAs (circRNAs) are a group of noncoding RNAs that participate in gene expression regulation in various pathways. The essential roles of circRNAs have been revealed in many species. However, knowledge of circRNAs in fungi is still not comprehensive. Results Trichophyton rubrum (T. rubrum) is considered a model organism of human pathogenic filamentous fungi and dermatophytes. In this study, we performed a genome-wide investigation of circRNAs in T. rubrum based on high-throughput sequencing and ultimately identified 4254 circRNAs. Most of these circRNAs were specific to the conidial or mycelial stage, revealing a developmental stage-specific expression pattern. In addition, 940 circRNAs were significantly differentially expressed between the conidial and mycelial stages. PCR experiments conducted on seven randomly selected differentially expressed (DE-) circRNAs confirmed the circularized structures and relative expression levels of these circRNAs. Based on their genome locations, most circRNAs originated from intergenic regions, unlike those in plants and animals. Furthermore, we constructed circRNA-miRNA-mRNA regulatory networks that included 661 DE-circRNAs targeting 140 miRNAs and further regulating 2753 mRNAs. The relative expression levels of two randomly selected circRNA-miRNA-mRNA axes were investigated by qRT-PCR, and the competing endogenous RNA (ceRNA) network theory was validated. Functional enrichment analysis of the target genes suggested that they were significantly involved in posttranscriptional processes and protein synthesis as well as some small-molecule metabolism processes. CircRNAs are relatively more conserved in closely related dermatophytes but rarely conserved in distantly related species. Tru_circ07138_001 is a highly conserved circRNA that was conserved in all ten dermatophytes analyzed in our study and three distantly related species. Its host gene TERG_07138 was also highly conserved in two of these distantly related species Gallus gallus and Caenorhabditis elegans. The specific role of this circRNA deserves further exploration. Conclusions Our study is the first to provide a global profile of circRNAs in T. rubrum as well as dermatophytes. These results could serve as valuable resources for research on circRNA regulatory mechanisms in fungi and reveal new insights for further investigation of the physical characteristics of these significant human fungal pathogens. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-08184-y.
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Affiliation(s)
- Xingwei Cao
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China
| | - Xingye Xu
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China
| | - Jie Dong
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China
| | - Ying Xue
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China
| | - Lilian Sun
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China
| | - Yafang Zhu
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China
| | - Tao Liu
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China.
| | - Qi Jin
- NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P. R. China.
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Huang M, Dong J, Guo H, Xiao M, Wang D. Identification of circular RNAs and corresponding regulatory networks reveals potential roles in the brains of honey bee workers exposed to dinotefuran. PESTICIDE BIOCHEMISTRY AND PHYSIOLOGY 2022; 180:104994. [PMID: 34955187 DOI: 10.1016/j.pestbp.2021.104994] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 11/10/2021] [Accepted: 11/16/2021] [Indexed: 06/14/2023]
Abstract
Honey bees are important and highly efficient pollinators of agricultural crops and have been negatively affected by insecticides in recent years. Circular RNA (circRNA) plays an important role in the regulation of multiple biological and pathological processes; however, its role in the honey bee brain after exposure to dinotefuran is not well understood. Here, the expression profiles and potential modulation networks of circRNAs in the brains of workers (Apis mellifera) were comprehensively investigated using RNA sequencing and bioinformatics. In total, 33, 144, and 211 differentially expressed (DE) circRNAs were identified on the 1st, 5th and 10th days after exposure to dinotefuran, respectively. Enrichment analyses revealed that the host genes of DE circRNAs were enriched in the Hippo signaling pathway-fly, Wnt signaling pathway, and neuroactive ligand-receptor interaction. circ_0002266, circ_0005080, circ_0010239 and circ_0005415 were found to have translational potential due to the presence of an internal ribosome entry site (IRES). An integrated analysis of the DE circRNA-miRNA-mRNA networks suggest that circ_0008898 and circ_0001829 may participate in the immune response to dinotefuran exposure by acting as miRNA sponges. Our results provide invaluable basic data on A. mellifera brain circRNA patterns and a molecular basis for further study of the biological function of circRNAs in the development and immune response of honey bees.
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Affiliation(s)
- Minjie Huang
- Institute of Animal Husbandry and Veterinary Science, Zhejiang Academy of Agricultural Sciences, No. 145 Shiqiao Road, Hangzhou 310021, China
| | - Jie Dong
- Institute of Animal Husbandry and Veterinary Science, Zhejiang Academy of Agricultural Sciences, No. 145 Shiqiao Road, Hangzhou 310021, China
| | - Haikun Guo
- Institute of Agro-product Safety and Nutrition, Zhejiang Academy of Agricultural Sciences, No. 198 Shiqiao Road, Hangzhou 310021, China
| | - Minghui Xiao
- Institute of Animal Husbandry and Veterinary Science, Zhejiang Academy of Agricultural Sciences, No. 145 Shiqiao Road, Hangzhou 310021, China; State Key Laboratory of Subtropical Silviculture, Zhejiang A&F University, No. 666 Wusu Street, Hangzhou 311300, China
| | - Deqian Wang
- Institute of Animal Husbandry and Veterinary Science, Zhejiang Academy of Agricultural Sciences, No. 145 Shiqiao Road, Hangzhou 310021, China.
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Li M, Zhang N, Zhang W, Hei W, Cai C, Yang Y, Lu C, Gao P, Guo X, Cao G, Li B. Comprehensive analysis of differentially expressed circRNAs and ceRNA regulatory network in porcine skeletal muscle. BMC Genomics 2021; 22:320. [PMID: 33932987 PMCID: PMC8088698 DOI: 10.1186/s12864-021-07645-8] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Accepted: 04/23/2021] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Circular RNA (circRNA), a novel class of non-coding RNA, has a closed-loop structure with important functions in skeletal muscle growth. The purpose of this study was to investigate the role of differentially expressed circRNAs (DEcircRNAs), as well as the DEcircRNA-miRNA-mRNA regulatory network, at different stages of porcine skeletal muscle development. Here, we present a panoramic view of circRNA expression in porcine skeletal muscle from Large White and Mashen pigs at 1, 90, and 180 days of age. RESULTS We identified a total of 5819 circRNAs. DEcircRNA analysis at different stages showed 327 DEcircRNAs present in both breeds. DEcircRNA host genes were concentrated predominately in TGF-β, MAPK, FoxO, and other signaling pathways related to skeletal muscle growth and fat deposition. Further prediction showed that 128 DEcircRNAs could bind to 253 miRNAs, while miRNAs could target 945 mRNAs. The constructed ceRNA network plays a vital role in skeletal muscle growth and development, and fat deposition. Circ_0015885/miR-23b/SESN3 in the ceRNA network attracted our attention. miR-23b and SESN3 were found to participate in skeletal muscle growth regulation, also playing an important role in fat deposition. Using convergent and divergent primer amplification, RNase R digestion, and qRT-PCR, circ_0015885, an exonic circRNA derived from Homer Scaffold Protein 1 (HOMER1), was confirmed to be differentially expressed during skeletal muscle growth. In summary, circ_0015885 may further regulate SESN3 expression by interacting with miR-23b to function in skeletal muscle. CONCLUSIONS This study not only enriched the circRNA library in pigs, but also laid a solid foundation for the screening of key circRNAs during skeletal muscle growth and intramural fat deposition. In addition, circ_0015885/miR-23b/SESN3, a new network regulating skeletal muscle growth and fat deposition, was identified as important for increasing the growth rate of pigs and improving meat quality.
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Affiliation(s)
- Meng Li
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Na Zhang
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Wanfeng Zhang
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Wei Hei
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Chunbo Cai
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Yang Yang
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Chang Lu
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Pengfei Gao
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Xiaohong Guo
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Guoqing Cao
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Bugao Li
- College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China.
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Lin Z, Xu H, Su X, Ke Y, Wang W, Li Y, Zhuang M, Chen H, Liu Y, Wang K, Chen G, Ji T. Investigation of circular RNAs in an ectoparasitic mite Varroa destructor (Acarina: Varroidae) of the honey bee. Parasitol Res 2021; 120:715-723. [PMID: 33452589 DOI: 10.1007/s00436-020-07018-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 12/09/2020] [Indexed: 01/19/2023]
Abstract
Circular RNAs (circRNAs) are a large class of non-protein-coding transcripts that are involved in a diverse spectrum of regulatory mechanisms across a broad range of biological processes. To date, however, few studies on circRNAs have investigated their role in the biology of invertebrate parasites. The ectoparasitic mite Varroa destructor is perceived as the principal biotic threat towards global honey bee health. This parasite cannot be sustainably controlled partially due to the lack of knowledge about its basic molecular biology. In this paper, we unveil the circRNA profile of V. destructor for the first time and report the sources, distribution, and features of the identified circRNAs. Exonic, intronic, exon-intron, and intergenic circRNAs were discovered and exon-intron circRNAs were the most abundant within the largest spliced length. Three hundred and eighty-six (8.3%) circRNAs were predicted to possess translational potential. Eleven circRNAs, derived from six parental genes, exhibited strong bonds with miRNAs as sponges, suggesting an efficient post-transcriptional regulation. GO term and KEGG pathway enrichment analyses of the parental genes of the identified circRNAs showed that these non-coding RNAs were mainly engaged in protein processing, signal transduction, and various metabolism processes. To our knowledge, this is the first catalog of a circRNA profile of parasitiformes species, which reveals the prevalence of circRNAs in the parasite and provides biological insights for future genetic studies on this ubiquitous parasitic mite.
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Affiliation(s)
- Zheguang Lin
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China
| | - Hao Xu
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China
| | - Xiaoling Su
- Jinhua Academy of Agricultural Sciences, Jinhua, 321017, China
| | - Yalu Ke
- Wuzhong Animal Health Supervision Institute, Suzhou, 215100, China
| | - Wei Wang
- Wuzhong Animal Health Supervision Institute, Suzhou, 215100, China
| | - Yujiao Li
- Shandong Apiculture Breeding of Improved Varieties and Extension Center, Taian, 271000, China
| | - Mingliang Zhuang
- Apicultural Science Institute of Jilin Province, Jilin, 132108, China
| | - Heng Chen
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China
| | - Yibing Liu
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China
| | - Kang Wang
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China
| | - Guohong Chen
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China
| | - Ting Ji
- Apicultural Research Institute, College of Animal Science and Technology, Yangzhou University, Yangzhou, 225009, China.
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Chen D, Chen H, Du Y, Zhu Z, Wang J, Geng S, Xiong C, Zheng Y, Hou C, Diao Q, Guo R. Systematic identification of circular RNAs and corresponding regulatory networks unveil their potential roles in the midguts of eastern honeybee workers. Appl Microbiol Biotechnol 2019; 104:257-276. [PMID: 31754765 DOI: 10.1007/s00253-019-10159-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Revised: 09/07/2019] [Accepted: 09/25/2019] [Indexed: 12/17/2022]
Abstract
Currently, knowledge of circular RNAs (circRNAs) in insects including honeybee is extremely limited. Here, differential expression profiles and regulatory networks of circRNAs in the midguts of Apis cerana cerana workers were comprehensively investigated using transcriptome sequencing and bioinformatics. In total, 9589 circRNAs (201-800 nt in length) were identified from 8-day-old and 11-day-old workers' midguts (Ac1 and Ac2); among them, 5916 (61.70%) A. cerana cerana circRNAs showed conservation with our previously indentified circRNAs in Apis mellifera ligucstica workers' midguts (Xiong et al., Acta Entomologica Sinica 61:1363-1375, 2018). Five circRNAs were confirmed by RT-PCR and Sanger sequencing. Interestingly, novel_circ_003723, novel_circ_002714, novel_circ_002451, and novel_circ_001980 were highly expressed in both Ac1 and Ac2. In addition, the source genes of circRNAs were involved in 34 GO terms including organelle and cellular process and 141 pathways such as endocytosis and Wnt signaling pathway. Moreover, 55 DEcircRNAs including 34 upregulated and 21 downregulated circRNAs were identified in Ac2 compared with Ac1. circRNA-miRNA regulatory networks indicated that 1060 circRNAs can target 74 miRNAs; additionally, the DEcircRNA-miRNA-mRNA networks suggested that 13 downregulated circRNAs can bind to eight miRNAs and 29 miRNA-targeted mRNAs, while 16 upregulated circRNAs can link to 9 miRNAs and 29 miRNA-targeted mRNAs. These results indicated that DEcircRNAs as ceRNAs may play a comprehensive role in the growth, development, and metabolism of the worker's midgut via regulating source genes and interacting with miRNAs. Notably, eight DEcircRNAs targeting miR-6001-y were likely to be key participants in the midgut development. Our findings not only offer a valuable resource for further studies on A. cerana cerana circRNA and novel insights into understanding the molecular mechanisms underlying the midgut development of eastern honeybee but also provide putative circRNA candidates for functional research in the near future and novel biomarkers for identification of eastern honeybee species including A. cerana cerana and honeybee diseases such as chalkbrood and microsporidiosis.
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Affiliation(s)
- Dafu Chen
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Huazhi Chen
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Yu Du
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Zhiwei Zhu
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Jie Wang
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Sihai Geng
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Cuiling Xiong
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Yanzhen Zheng
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China
| | - Chunsheng Hou
- Institute of Apicultural Research, Chinese Academy of Agricultural Sciences, Beijing, 100093, China
| | - Qingyun Diao
- Institute of Apicultural Research, Chinese Academy of Agricultural Sciences, Beijing, 100093, China
| | - Rui Guo
- College of Animal Sciences (College of Bee Science), Fujian Agriculture and Forestry University, Fuzhou, 350002, China.
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