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Liu X, Wang S, Sun Y, Liao Y, Jiang G, Sun BY, Yu J, Zhao D. Unlocking the potential of circular RNA vaccines: a bioinformatics and computational biology perspective. EBioMedicine 2025; 114:105638. [PMID: 40112741 PMCID: PMC11979485 DOI: 10.1016/j.ebiom.2025.105638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 02/23/2025] [Accepted: 02/24/2025] [Indexed: 03/22/2025] Open
Abstract
Bioinformatics has significantly advanced RNA-based therapeutics, particularly circular RNAs (circRNAs), which outperform mRNA vaccines, by offering superior stability, sustained expression, and enhanced immunogenicity due to their covalently closed structure. This review highlights how bioinformatics and computational biology optimise circRNA vaccine design, elucidates internal ribosome entry sites (IRES) selection, open reading frame (ORF) optimisation, codon usage, RNA secondary structure prediction, and delivery system development. While circRNA vaccines may not always surpass traditional vaccines in stability, their production efficiency and therapeutic efficacy can be enhanced through computational strategies. The discussion also addresses challenges and future prospects, emphasizing the need for innovative solutions to overcome current limitations and advance circRNA vaccine applications.
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Affiliation(s)
- Xuyuan Liu
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Siqi Wang
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Yunan Sun
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Yunxi Liao
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Guangzhen Jiang
- Division of Life Sciences and Medicine, School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230027, China; Guangzhou National Laboratory, Bio-Island, Guangzhou, Guangdong 510005, China
| | - Bryan-Yu Sun
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China
| | - Jingyou Yu
- Guangzhou National Laboratory, Bio-Island, Guangzhou, Guangdong 510005, China; State Key Laboratory of Respiratory Disease, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, Guangdong, China.
| | - Dongyu Zhao
- Department of Biomedical Informatics, School of Basic Medical Sciences, State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing 100191, China.
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Bakhtiarizade MR, Heidari M, Ghanatghestani AHM. Comprehensive circular RNA profiling in various sheep tissues. Sci Rep 2024; 14:26238. [PMID: 39482374 PMCID: PMC11527890 DOI: 10.1038/s41598-024-76940-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Accepted: 10/17/2024] [Indexed: 11/03/2024] Open
Abstract
Despite the scientific relevance of circular RNAs (circRNAs), the study of these RNAs in non-model organisms, especially in sheep, is still in its infancy. On the other hand, while some studies have focused on sheep circRNA identification in a limited number of tissues, there is a lack of comprehensive analysis that profile circRNA expression patterns across the tissues not yet investigated. In this study, 61 public RNA sequencing datasets from 12 different tissues were uniformly analyzed to identify circRNAs, profile their expression and investigate their various characteristics. We reported for the first time a circRNA expression landscape with functional annotation in sheep tissues not yet investigated including hippocampus, BonMarrowMacrophage, left-ventricle, thymus, ileum, reticulum and 23-day-embryo. A stringent computational pipeline was employed and 8919 exon-derived circRNAs with high confidence were identified, including 88 novel circRNAs. Tissue-specificity analysis revealed that 3059 circRNAs were tissue-specific, which were also more specific to the tissues than linear RNAs. The highest number of tissue-specific circRNAs was found in kidney, hippocampus and thymus, respectively. Co-expression analysis revealed that expression of circRNAs may not be affected by their host genes. While most of the host genes produced more than one isoform, only one isoform had dominant expression across the tissues. The host genes of the tissue-specific circRNAs were significantly enriched in biological/pathways terms linked to the important functions of their corresponding tissues, suggesting potential roles of circRNAs in modulating physiological activity of those tissues. Interestingly, functional terms related to the regulation and various signaling pathways were significantly enriched in all tissues, suggesting some common regulatory mechanisms of circRNAs to modulate the physiological functions of tissues. Finding of the present study provide a valuable resource for depicting the complexity of circRNAs expression across tissues of sheep, which can be useful for the field of sheep genomic and veterinary research.
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Affiliation(s)
| | - Maryam Heidari
- Department of Animal Sciences, College of Agriculture, Isfahan University of Technology, Isfahan, Iran
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Hussen BM, Abdullah SR, Mohammed AA, Rasul MF, Hussein AM, Eslami S, Glassy MC, Taheri M. Advanced strategies of targeting circular RNAs as therapeutic approaches in colorectal cancer drug resistance. Pathol Res Pract 2024; 260:155402. [PMID: 38885593 DOI: 10.1016/j.prp.2024.155402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 06/03/2024] [Accepted: 06/09/2024] [Indexed: 06/20/2024]
Abstract
Colorectal cancer (CRC) stands second in terms of mortality and third among the highest prevalent kinds of cancer globally. CRC prevalence is rising in moderately and poorly developed regions and is greater in economically advanced regions. Despite breakthroughs in targeted therapy, resistance to chemotherapeutics remains a significant challenge in the long-term management of CRC. Circular RNAs (circRNAs) have been involved in growing cancer therapy resistance, particularly in CRC, according to an increasing number of studies in recent years. CircRNAs are one of the novel subclasses of non-coding RNAs, previously thought of as viroid. According to studies, circRNAs have been recommended as biological markers for therapeutic targets and diagnostic and prognostic purposes. That is particularly notable given that the expression of circRNAs has been linked to the hallmarks of CRC since they are responsible for drug resistance in CRC patients; thereby, circRNAs are significant for chemotherapy failure. Moreover, knowledge concerning circRNAs remains relatively unclear despite using all these advanced techniques. Here, in this study, we will go over the most recent published work to highlight the critical roles of circRNAs in CRC development and drug resistance and highlight the main strategies to overcome drug resistance to improve clinical outcomes.
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Affiliation(s)
- Bashdar Mahmud Hussen
- Department of Biomedical Sciences, College of Science, Cihan University-Erbil, Kurdistan Region, Iraq; Department of Clinical Analysis, College of Pharmacy, Hawler Medical University, Erbil, Kurdistan Region, Iraq
| | - Snur Rasool Abdullah
- Department of Medical Laboratory Science, College of Health Sciences, Lebanese French University, Erbil, Kurdistan Region, Iraq
| | | | - Mohammed Fatih Rasul
- Department of Pharmaceutical Basic Science, Faculty of Pharmacy, Tishk International University, Erbil, Kurdistan Region, Iraq
| | - Ali M Hussein
- Department of Clinical Analysis, College of Pharmacy, Hawler Medical University, Erbil, Kurdistan Region, Iraq
| | - Solat Eslami
- Department of Medical Biotechnology, School of Medicine, Alborz University of Medical Sciences, Karaj, Iran; Non-communicable Diseases Research Center, Alborz University of Medical Sciences, Karaj, Iran
| | - Mark C Glassy
- Translational Neuro-Oncology Laboratory, San Diego (UCSD) Moores Cancer Center, University of California, CA, United States
| | - Mohammad Taheri
- Institute of Human Genetics, Jena University Hospital, Jena, Germany.
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Wu M, Yuan H, Zou W, Xu S, Liu S, Gao Q, Guo Q, Han Y, An X. Circular RNAs: characteristics, functions, mechanisms, and potential applications in thyroid cancer. Clin Transl Oncol 2024; 26:808-824. [PMID: 37864677 DOI: 10.1007/s12094-023-03324-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 09/08/2023] [Indexed: 10/23/2023]
Abstract
Thyroid cancer (TC) is one of the most common endocrine malignancies, and its incidence has increased globally. Despite extensive research, the underlying molecular mechanisms of TC remain partially understood, warranting continued exploration of molecular markers for diagnostic and prognostic applications. Circular RNAs (circRNAs) have recently garnered significant attention owing to their distinct roles in cancers. This review article introduced the classification and biological functions of circRNAs and summarized their potential as diagnostic and prognostic markers in TC. Further, the interplay of circRNAs with PI3K/Akt/mTOR, Wnt/β-catenin, MAPK/ERK, Notch, JAK/STAT, and AMPK pathways is elaborated upon. The article culminates with an examination of circRNA's role in drug resistance of TC and highlights the challenges in circRNA research in TC.
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Affiliation(s)
- Mengmeng Wu
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Haibin Yuan
- Department of Health Management, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Weiwei Zou
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Shujian Xu
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Song Liu
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Qiang Gao
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Qingqun Guo
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China
| | - Yong Han
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China.
| | - Xingguo An
- Department of Thyroid Surgery, Binzhou Medical University Hospital, Binzhou, 256603, Shandong, People's Republic of China.
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Chen H. microRNA-Based Cancer Diagnosis and Therapy. Int J Mol Sci 2023; 25:230. [PMID: 38203401 PMCID: PMC10778828 DOI: 10.3390/ijms25010230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024] Open
Abstract
MicroRNAs (miRNAs) are small non-coding RNA molecules that regulate gene expression post-transcriptionally by impeding mRNA translation or stability [...].
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Affiliation(s)
- Hexin Chen
- Department of Biological Sciences, University of South Carolina, Columbia, SC 29208, USA
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Gao L, Tan J, Han C, Fan J, He J, Luo T, Yu S, Che X, Zhang L, Wang X. Identification and characterization of differentially expressed circRNA in 2,3,7,8-tetrachlorodibenzo-p-dioxin-induced cleft palate. Hum Exp Toxicol 2023; 42:9603271231183359. [PMID: 37303070 DOI: 10.1177/09603271231183359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Various circular RNAs (circRNAs) are novel class of non-coding RNAs, which are pervasively transcribed in the genome. CircRNAs play important roles in human, animals and plants. Up to now, there was no report regarding circRNAs of cleft palate by 2,3,7,8-tetrachlorodibenzo-pdioxin (TCDD) induce. The present study screened identification and characterization of differential expressed-circRNAs in TCDD-induced cleft palate. 6903 circRNAs candidates came from cleft palates. Among them, 3525 circRNAs are up-regulation, and 3378 circRNAs are down-regulation by TCDD induce. The cluster and GO analysis found that circRNAs involved in biological process, cellular component, and molecular function. Through the analysis of KEGG Pathway, circRNAs made functions via classical signaling pathway in cleft palate, such as TGF-beta signaling pathway, BMP signal pathway, MAPK signaling pathway. In addition, we found down-regulated circRNA224, circRNA3302 and up-regulated circRNA5021 targeted tgfbr3, but up-regulated circRNA4451 targeted tgfbr2. circRNA4451 may make functions through TGF-beta signaling pathway. These results suggested that many different circRNAs may make important role in TCDD-induced cleft palate, which provided a theoretical basis for further research.
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Affiliation(s)
- Liyun Gao
- School of Basic Medicine, Jiujiang University, Jiujiang, China
| | - Jingwen Tan
- School of Pharmacy and Life Sciences, Jiujiang University, Jiujiang, China
| | - Chunhua Han
- Internal Medicine, First People's Hospital of Jiujiang City, Jiujiang, China
| | - Junfei Fan
- School of Humanities, Shangluo University, Shangluo, China
| | - Jiayin He
- School of Literature and Journalism, South-Central Minzu University, Wuhan, China
| | - Ting Luo
- School of Public Health, Nanchang University, Nanchang, China
| | - Shiqun Yu
- School of Public Health, Nanchang University, Nanchang, China
| | - Xiangxin Che
- School of Basic Medicine, Jiujiang University, Jiujiang, China
| | - Lin Zhang
- Yangze river fisheries research institute, Chinese academy of fisheries sciences, Wuhan, China
| | - Xin Wang
- School of Basic Medicine, Jiujiang University, Jiujiang, China
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