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Zablon F, Desai P, Dellinger K, Aravamudhan S. Cellular and Exosomal MicroRNAs: Emerging Clinical Relevance as Targets for Breast Cancer Diagnosis and Prognosis. Adv Biol (Weinh) 2024; 8:e2300532. [PMID: 38258348 PMCID: PMC11198028 DOI: 10.1002/adbi.202300532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Revised: 12/26/2023] [Indexed: 01/24/2024]
Abstract
Breast cancer accounts for the highest cancer cases globally, with 12% of occurrences progressing to metastatic breast cancer with a low survival rate and limited effective early intervention strategies augmented by late diagnosis. Moreover, a low concentration of prognostic and predictive markers hinders disease monitoring. Circulating and exosomal microRNAs (miRNAs) have recently shown a considerable interplay in breast cancer, standing out as effective diagnostic and prognostic markers. The primary functions are as gene regulatory agents at the genetic and epigenetic levels. An array of dysregulated miRNAs stimulates cancer-promoting mechanisms, activating oncogenes and controlling tumor-suppressing genes and mechanisms. Exosomes are vastly studied extracellular vesicles, carrying, and transporting cargo, including noncoding RNAs with premier roles in oncogenesis. Translocation of miRNAs from the circulation to exosomes, with RNA-binding proteins in stress-induced conditions, has shown significant cooperation in function to promote breast cancer. This review examines cellular and exosomal miRNA biogenesis and loading, the clinical implications of their dysregulation, their function in diagnosis, prognosis, and prediction of breast cancer, and in regulating cancer signaling pathways. The influence of cellular and exosomal miRNAs presents clinical significance on breast cancer diagnosis, subtyping, staging, prediction, and disease monitoring during treatment, hence a potent marker for breast cancer.
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Affiliation(s)
- Faith Zablon
- Joint School of Nanoscience and Nanoengineering, North Carolina, A & T State University, 2904 E. Gate City Blvd, Greensboro, NC-27401
| | - Parth Desai
- University of North Carolina, Greensboro, 2904 E. Gate City Blvd, Greensboro, NC-27401
| | - Kristen Dellinger
- Joint School of Nanoscience and Nanoengineering, North Carolina, A & T State University, 2904 E. Gate City Blvd, Greensboro, NC-27401
| | - Shyam Aravamudhan
- Joint School of Nanoscience and Nanoengineering, North Carolina, A & T State University, 2904 E. Gate City Blvd, Greensboro, NC-27401
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2
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Engin AB, Engin ED, Engin A. Macrophage Activation Syndrome in Coinciding Pandemics of Obesity and COVID-19: Worse than Bad. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2024; 1460:919-954. [PMID: 39287877 DOI: 10.1007/978-3-031-63657-8_31] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/19/2024]
Abstract
Epigenetic changes have long-lasting impacts, which influence the epigenome and are maintained during cell division. Thus, human genome changes have required a very long timescale to become a major contributor to the current obesity pandemic. Whereas bidirectional effects of coronavirus disease 2019 (COVID-19) and obesity pandemics have given the opportunity to explore, how the viral microribonucleic acids (miRNAs) use the human's transcriptional machinery that regulate gene expression at a posttranscriptional level. Obesity and its related comorbidity, type 2 diabetes (T2D), and new-onset diabetes due to severe acute respiratory syndrome-related coronavirus 2 (SARS-CoV-2) are additional risk factors, which increase the severity of COVID-19 and its related mortality. The higher mortality rate of these patients is dependent on severe cytokine storm, which is the sum of the additional cytokine production by concomitant comorbidities and own cytokine synthesis of COVID-19. Patients with obesity facilitate the SARS-CoV-2 entry to host cell via increasing the host's cell receptor expression and modifying the host cell proteases. After entering the host cells, the SARS-CoV-2 genome directly functions as a messenger ribonucleic acid (mRNA) and encodes a set of nonstructural proteins via processing by the own proteases, main protease (Mpro), and papain-like protease (PLpro) to initiate viral genome replication and transcription. Following viral invasion, SARS-CoV-2 infection reduces insulin secretion via either inducing β-cell apoptosis or reducing intensity of angiotensin-converting enzyme 2 (ACE2) receptors and leads to new-onset diabetes. Since both T2D and severity of COVID-19 are associated with the increased serum levels of pro-inflammatory cytokines, high glucose levels in T2D aggravate SARS-CoV-2 infection. Elevated neopterin (NPT) value due to persistent interferon gamma (IFN-γ)-mediated monocyte-macrophage activation is an indicator of hyperactivated pro-inflammatory phenotype M1 macrophages. Thus, NPT could be a reliable biomarker for the simultaneously occurring COVID-19-, obesity- and T2D-induced cytokine storm. While host miRNAs attack viral RNAs, viral miRNAs target host transcripts. Eventually, the expression rate and type of miRNAs also are different in COVID-19 patients with different viral loads. It is concluded that specific miRNA signatures in macrophage activation phase may provide an opportunity to become aware of the severity of COVID-19 in patients with obesity and obesity-related T2D.
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Affiliation(s)
- Ayse Basak Engin
- Faculty of Pharmacy, Department of Toxicology, Gazi University, Hipodrom, Ankara, Turkey
| | - Evren Doruk Engin
- Biotechnology Institute, Ankara University, Gumusdere Campus, Gumusdere, Ankara, Turkey
| | - Atilla Engin
- Faculty of Medicine, Department of General Surgery, Gazi University, Besevler, Ankara, Turkey
- Mustafa Kemal Mah. 2137. Sok. 8/14, 06520, Cankaya, Ankara, Turkey
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Bauer AN, Majumdar N, Williams F, Rajput S, Pokhrel LR, Cook PP, Akula SM. MicroRNAs: Small but Key Players in Viral Infections and Immune Responses to Viral Pathogens. BIOLOGY 2023; 12:1334. [PMID: 37887044 PMCID: PMC10604607 DOI: 10.3390/biology12101334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Revised: 09/21/2023] [Accepted: 10/11/2023] [Indexed: 10/28/2023]
Abstract
Since the discovery of microRNAs (miRNAs) in C. elegans in 1993, the field of miRNA research has grown steeply. These single-stranded non-coding RNA molecules canonically work at the post-transcriptional phase to regulate protein expression. miRNAs are known to regulate viral infection and the ensuing host immune response. Evolving research suggests miRNAs are assets in the discovery and investigation of therapeutics and diagnostics. In this review, we succinctly summarize the latest findings in (i) mechanisms underpinning miRNA regulation of viral infection, (ii) miRNA regulation of host immune response to viral pathogens, (iii) miRNA-based diagnostics and therapeutics targeting viral pathogens and challenges, and (iv) miRNA patents and the market landscape. Our findings show the differential expression of miRNA may serve as a prognostic biomarker for viral infections in regard to predicting the severity or adverse health effects associated with viral diseases. While there is huge market potential for miRNA technology, the novel approach of using miRNA mimics to enhance antiviral activity or antagonists to inhibit pro-viral miRNAs has been an ongoing research endeavor. Significant hurdles remain in terms of miRNA delivery, stability, efficacy, safety/tolerability, and specificity. Addressing these challenges may pave a path for harnessing the full potential of miRNAs in modern medicine.
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Affiliation(s)
- Anais N. Bauer
- Department of Microbiology & Immunology, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA; (A.N.B.); (N.M.); (F.W.)
| | - Niska Majumdar
- Department of Microbiology & Immunology, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA; (A.N.B.); (N.M.); (F.W.)
| | - Frank Williams
- Department of Microbiology & Immunology, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA; (A.N.B.); (N.M.); (F.W.)
| | - Smit Rajput
- Department of Internal Medicine, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA;
| | - Lok R. Pokhrel
- Department of Public Health, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA;
| | - Paul P. Cook
- Department of Internal Medicine, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA;
| | - Shaw M. Akula
- Department of Microbiology & Immunology, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA; (A.N.B.); (N.M.); (F.W.)
- Department of Internal Medicine, Brody School of Medicine, East Carolina University, Greenville, NC 27834, USA;
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4
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Omer A. MicroRNAs as powerful tool against COVID-19: Computational perspective. WIREs Mech Dis 2023; 15:e1621. [PMID: 37345625 DOI: 10.1002/wsbm.1621] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 04/13/2023] [Accepted: 05/23/2023] [Indexed: 06/23/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 is the virus that is responsible for the current pandemic, COVID-19 (SARS-CoV-2). MiRNAs, a component of RNAi technology, belong to the family of short, noncoding ssRNAs, and may be crucial in the battle against this global threat since they are involved in regulating complex biochemical pathways and may prevent viral proliferation, translation, and host expression. The complicated metabolic pathways are modulated by the activity of many proteins, mRNAs, and miRNAs working together in miRNA-mediated genetic control. The amount of omics data has increased dramatically in recent years. This massive, linked, yet complex metabolic regulatory network data offers a wealth of opportunity for iterative analysis; hence, extensive, in-depth, but time-efficient screening is necessary to acquire fresh discoveries; this is readily performed with the use of bioinformatics. We have reviewed the literature on microRNAs, bioinformatics, and COVID-19 infection to summarize (1) the function of miRNAs in combating COVID-19, and (2) the use of computational methods in combating COVID-19 in certain noteworthy studies, and (3) computational tools used by these studies against COVID-19 in several purposes. This article is categorized under: Infectious Diseases > Computational Models.
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Affiliation(s)
- Ankur Omer
- Government College Silodi, MPHED, Katni, Madhya Pradesh, India
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5
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Periwal N, Bhardwaj U, Sarma S, Arora P, Sood V. In silico analysis of SARS-CoV-2 genomes: Insights from SARS encoded non-coding RNAs. Front Cell Infect Microbiol 2022; 12:966870. [PMID: 36519126 PMCID: PMC9742375 DOI: 10.3389/fcimb.2022.966870] [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: 06/11/2022] [Accepted: 10/05/2022] [Indexed: 11/29/2022] Open
Abstract
The recent pandemic caused by Severe Acute Respiratory Syndrome Coronavirus-2 has resulted in enormous deaths around the world. Clues from genomic sequences of parent and their mutants can be obtained to understand the evolving pathogenesis of this virus. Apart from the viral proteins, virus-encoded microRNAs (miRNAs) have been shown to play a vital role in regulating viral pathogenesis. Thus we sought to investigate the miRNAs encoded by SARS-CoV-2, its mutants, and the host. Here, we present the results obtained using a dual approach i.e (i) identifying host-encoded miRNAs that might regulate viral pathogenesis and (ii) identifying viral-encoded miRNAs that might regulate host cell signaling pathways and aid in viral pathogenesis. Analysis utilizing the first approach resulted in the identification of ten host-encoded miRNAs that could target the SARS, SARS-CoV-2, and its mutants. Interestingly our analysis revealed that there is a significantly higher number of host miRNAs that could target the SARS-CoV-2 genome as compared to the SARS reference genome. Results from the second approach resulted in the identification of a set of virus-encoded miRNAs which might regulate host signaling pathways. Our analysis further identified a similar "GA" rich motif in the SARS-CoV-2 and its mutant genomes that was shown to play a vital role in lung pathogenesis during severe SARS infections. In summary, we have identified human and virus-encoded miRNAs that might regulate the pathogenesis of SARS coronaviruses and describe similar non-coding RNA sequences in SARS-CoV-2 that were shown to regulate SARS-induced lung pathology in mice.
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Affiliation(s)
- Neha Periwal
- Department of Biochemistry, Jamia Hamdard, New Delhi, India
| | | | - Sankritya Sarma
- Department of Zoology, Hansraj College, University of Delhi, Delhi, India
| | - Pooja Arora
- Department of Zoology, Hansraj College, University of Delhi, Delhi, India
| | - Vikas Sood
- Department of Biochemistry, Jamia Hamdard, New Delhi, India,*Correspondence: Vikas Sood,
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6
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AbdelMassih A, Agha H, El-Saiedi S, El-Sisi A, El Shershaby M, Gaber H, Ismail HA, El-Husseiny N, Amin AR, ElBoraie A, Ayad A, Menshawey E, Sefein F, Osman II, Moursi M, Hanafy M, Abdelaziz MS, Arsanyous MB, Khaled-Ibn-El-Walid M, Tawfik MG, Habib M, Mansour ME, Ashraf M, Khattab MA, Alshehry N, Hafez N, ElDeeb NE, Ashraf N, Khalil N, AbdElSalam NI, Shebl N, Hafez NGA, Youssef NH, Bahnan O, Ismail P, Kelada P, Menshawey R, Saeed R, Husseiny RJ, Yasser R, Sharaf S, Adel V, Naeem Y, Nicola YNF, Kamel A, Hozaien R, Fouda R. The role of miRNAs in viral myocarditis, and its possible implication in induction of mRNA-based COVID-19 vaccines-induced myocarditis. BULLETIN OF THE NATIONAL RESEARCH CENTRE 2022; 46:267. [PMID: 36415483 PMCID: PMC9672617 DOI: 10.1186/s42269-022-00955-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 11/01/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Several reports of unheeded complications secondary to the current mass international rollout of SARS-COV-2 vaccines, one of which is myocarditis occurring with the FDA fully approved vaccine, Pfizer, and others. MAIN BODY OF THE ABSTRACT Certain miRNAs (non-coding RNA sequences) are involved in the pathogenesis in viral myocarditis, and those miRNAs are interestingly upregulated in severe COVID-19. We hypothesize that the use of mRNA-based vaccines may be triggering the release of host miRNAs or that trigger the occurrence of myocarditis. This is based on the finding of altered host miRNA expression promoting virus-induced myocarditis. SHORT CONCLUSION In conclusion, miRNAs are likely implicated in myocarditis associated with mRNA vaccines. Our hypothesis suggests the use of miRNA as a biomarker for the diagnosis of mRNA vaccine-induced myocarditis. Additionally, the interplay between viral miRNA and the host immune system could alter inflammatory profiles, hence suggesting the use of therapeutic inhibition to prevent such complications.
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Affiliation(s)
- Antoine AbdelMassih
- Pediatric Cardiology Unit, Pediatrics’ Department, Faculty of Medicine, Cairo University, P.O. Box 12411, Cairo, Egypt
- Pediatric Cardio-Oncology Clinic, Children Cancer Hospital of Egypt, Cairo, Egypt
| | - Hala Agha
- Pediatric Cardiology Unit, Pediatrics’ Department, Faculty of Medicine, Cairo University, P.O. Box 12411, Cairo, Egypt
| | - Sonia El-Saiedi
- Pediatric Cardiology Unit, Pediatrics’ Department, Faculty of Medicine, Cairo University, P.O. Box 12411, Cairo, Egypt
| | - Amal El-Sisi
- Pediatric Cardiology Unit, Pediatrics’ Department, Faculty of Medicine, Cairo University, P.O. Box 12411, Cairo, Egypt
| | - Meryam El Shershaby
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Hanya Gaber
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Habiba-Allah Ismail
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Nadine El-Husseiny
- Faculty of Dentistry, Cairo University, Cairo, Egypt
- Pixagon Graphic Design Agency, Cairo, Egypt
| | - Abeer Reda Amin
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Aly ElBoraie
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Aya Ayad
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Esraa Menshawey
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Fady Sefein
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Ibrahim Ihab Osman
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mai Moursi
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Maram Hanafy
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mariam Sherif Abdelaziz
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mariem Badr Arsanyous
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mariam Khaled-Ibn-El-Walid
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Marwa Gamal Tawfik
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Menna Habib
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mina Ehab Mansour
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mirette Ashraf
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mohamed Ayman Khattab
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Nada Alshehry
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Nada Hafez
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Naheel Essam ElDeeb
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Nirvana Ashraf
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Noha Khalil
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Noheir Ismail AbdElSalam
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Noura Shebl
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Nouran Gamal Ali Hafez
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Nourhan Hatem Youssef
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Odette Bahnan
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Passant Ismail
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Peter Kelada
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Rahma Menshawey
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Rana Saeed
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Reem Jalal Husseiny
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Reem Yasser
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Safa Sharaf
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Veronia Adel
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Youstina Naeem
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Youstina Nagy Farid Nicola
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Aya Kamel
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Rafeef Hozaien
- Student and Internship Research Program (Research Accessibility Team), Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Raghda Fouda
- Clinical and Chemical Pathology Department, Faculty of Medicine, Cairo University, Cairo, Egypt
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Paul S, Bravo Vázquez LA, Reyes-Pérez PR, Estrada-Meza C, Aponte Alburquerque RA, Pathak S, Banerjee A, Bandyopadhyay A, Chakraborty S, Srivastava A. The role of microRNAs in solving COVID-19 puzzle from infection to therapeutics: A mini-review. Virus Res 2022; 308:198631. [PMID: 34788642 PMCID: PMC8590742 DOI: 10.1016/j.virusres.2021.198631] [Citation(s) in RCA: 44] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 10/28/2021] [Accepted: 10/30/2021] [Indexed: 02/08/2023]
Abstract
Nowadays, one of the major global health concerns is coronavirus disease 2019 (COVID-19), which is caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Even though numerous treatments and vaccines to combat this virus are currently under development, the detailed molecular mechanisms underlying the pathogenesis of this disease are yet to be elucidated to design future therapeutic tools against SARS-CoV-2 variants. MicroRNAs (miRNAs) are small (20-24 nucleotides), non-coding RNA molecules that regulate post-transcriptional gene expression. Recently, it has been demonstrated that both host and viral-encoded miRNAs are crucial for the successful infection of SARS-CoV-2. For instance, dysregulation of miRNAs that modulate multiple genes expressed in COVID-19 patients with comorbidities (e.g., type 2 diabetes, lung adenocarcinoma, and cerebrovascular disorders) could affect the severity of the disease. Thus, altered expression levels of circulating miRNAs might be helpful to diagnose this illness and forecast whether a COVID-19 patient could develop a severe state of the disease. Besides, researchers have found a number of miRNAs could inhibit the expression of proteins, such as ACE2, TMPRSS2, spike, and Nsp12, involved in the life cycle of SARS-CoV-2. Accordingly, miRNAs represent potential biomarkers and therapeutic targets for this devastating viral disease. Therefore, in this current review, we present the recent discoveries regarding the clinical relevance and biological roles of miRNAs in COVID-19.
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Affiliation(s)
- Sujay Paul
- Tecnológico de Monterrey, School of Engineering and Sciences, Campus Querétaro, Av. Epigmenio González, No. 500 Fracc. San Pablo, CP 76130 Querétaro, México.
| | - Luis Alberto Bravo Vázquez
- Tecnológico de Monterrey, School of Engineering and Sciences, Campus Querétaro, Av. Epigmenio González, No. 500 Fracc. San Pablo, CP 76130 Querétaro, México
| | - Paula Roxana Reyes-Pérez
- Tecnológico de Monterrey, School of Engineering and Sciences, Campus Querétaro, Av. Epigmenio González, No. 500 Fracc. San Pablo, CP 76130 Querétaro, México
| | - Carolina Estrada-Meza
- Tecnológico de Monterrey, School of Engineering and Sciences, Campus Querétaro, Av. Epigmenio González, No. 500 Fracc. San Pablo, CP 76130 Querétaro, México
| | - Rafael Arturo Aponte Alburquerque
- Tecnológico de Monterrey, School of Engineering and Sciences, Campus Querétaro, Av. Epigmenio González, No. 500 Fracc. San Pablo, CP 76130 Querétaro, México
| | - Surajit Pathak
- Chettinad Academy of Research and Education (CARE), Chettinad Hospital and Research Institute (CHRI), Department of Medical Biotechnology, Faculty of Allied Health Sciences, Chennai, India
| | - Antara Banerjee
- Chettinad Academy of Research and Education (CARE), Chettinad Hospital and Research Institute (CHRI), Department of Medical Biotechnology, Faculty of Allied Health Sciences, Chennai, India
| | - Anindya Bandyopadhyay
- International Rice Research Institute, Manila, Philippines; Reliance Industries Ltd, Navi Mumbai, India
| | - Samik Chakraborty
- Division of Nephrology, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Aashish Srivastava
- Department of Clinical Science, University of Bergen, 5021 Bergen, Norway
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8
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Bugnon LA, Raad J, Merino GA, Yones C, Ariel F, Milone DH, Stegmayer G. Deep Learning for the discovery of new pre-miRNAs: Helping the fight against COVID-19. MACHINE LEARNING WITH APPLICATIONS 2021; 6:100150. [PMID: 34939043 PMCID: PMC8427907 DOI: 10.1016/j.mlwa.2021.100150] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Revised: 08/18/2021] [Accepted: 08/30/2021] [Indexed: 01/29/2023] Open
Abstract
The Severe Acute Respiratory Syndrome-Coronavirus 2 (SARS-CoV-2) has been recently found responsible for the pandemic outbreak of a novel coronavirus disease (COVID-19). In this work, a novel approach based on deep learning is proposed for identifying precursors of small active RNA molecules named microRNA (miRNA) in the genome of the novel coronavirus. Viral miRNA-like molecules have shown to modulate the host transcriptome during the infection progression, thus their identification is crucial for helping the diagnosis or medical treatment of the disease. The existence of the mature miRNAs derived from computationally predicted miRNA precursors (pre-miRNAs) in the novel coronavirus was validated with small RNA-seq data from SARS-CoV-2-infected human cells. The results demonstrate that computational models can provide accurate and useful predictions of pre-miRNAs in the SARS-CoV-2 genome, underscoring the relevance of machine learning in the response to a global sanitary emergency. Moreover, the interpretability of our model shed light on the molecular mechanisms underlying the viral infection, thus contributing to the fight against the COVID-19 pandemic and the fast development of new treatments. Our study shows how recent advances in machine learning can be used, effectively, in response to public health emergencies. The approach developed in this work could be of great help in future similar emergencies to accelerate the understanding of the singularities of any viral agent and for the development of novel therapies. Data and source code available at: https://sourceforge.net/projects/sourcesinc/files/aicovid/.
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Affiliation(s)
- L A Bugnon
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe, Argentina
| | - J Raad
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe, Argentina
| | - G A Merino
- Bioengineering and Bioinformatics Research and Development Institute (IBB), FI-UNER, CONICET, Ruta 11 km 10.5, Oro Verde, Argentina
| | - C Yones
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe, Argentina
| | - F Ariel
- Instituto de Agrobiotecnologia del Litoral (IAL), CONICET, FBCB, Universidad Nacional del Litoral, Colectora Ruta Nacional 168 km 0, Santa Fe, Argentina
| | - D H Milone
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe, Argentina
| | - G Stegmayer
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe, Argentina
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9
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Kolanthai E, Fu Y, Kumar U, Babu B, Venkatesan AK, Liechty KW, Seal S. Nanoparticle mediated RNA delivery for wound healing. WILEY INTERDISCIPLINARY REVIEWS-NANOMEDICINE AND NANOBIOTECHNOLOGY 2021; 14:e1741. [PMID: 34369096 DOI: 10.1002/wnan.1741] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Revised: 07/05/2021] [Accepted: 07/07/2021] [Indexed: 12/19/2022]
Abstract
Wound healing is a complicated physiological process that comprises various steps, including hemostasis, inflammation, proliferation, and remodeling. The wound healing process is significantly affected by coexisting disease states such as diabetes, immunosuppression, or vascular disease. It can also be impacted by age, repeated injury, or hypertrophic scarring. These comorbidities can affect the rate of wound closure, the quality of wound closure, and tissues' function at the affected sites. There are limited options to improve the rate or quality of wound healing, creating a significant unmet need. Advances in nucleic acid research and the human genome project have developed potential novel approaches to address these outstanding requirements. In particular, the use of microRNA, short hairpin RNA, and silencing RNA is unique in their abilities as key regulators within the physiologic machinery of the cell. Although this innovative therapeutic approach using ribonucleic acid (RNA) is an attractive approach, the application as a therapeutic remains a challenge due to site-specific delivery, off-target effects, and RNA degradation obstacles. An ideal delivery system is essential for successful gene delivery. An ideal delivery system should result in high bioactivity, inhibit rapid dilution, controlled release, allow specific activation timings facilitating physiological stability, and minimize multiple dosages. Currently, these goals can be achieved by inorganic nanoparticle (NP) (e.g., cerium oxide, gold, silica, etc.) based delivery systems. This review focuses on providing insight into the preeminent research carried out on various RNAs and their delivery through NPs for effective wound healing. This article is categorized under: Nanotechnology Approaches to Biology > Nanoscale Systems in Biology Therapeutic Approaches and Drug Discovery > Emerging Technologies Biology-Inspired Nanomaterials > Nucleic Acid-Based Structures.
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Affiliation(s)
- Elayaraja Kolanthai
- Advanced Materials Processing and Analysis Center, Department of Materials Science and Engineering, University of Central Florida, Orlando, Florida, USA
| | - Yifei Fu
- Advanced Materials Processing and Analysis Center, Department of Materials Science and Engineering, University of Central Florida, Orlando, Florida, USA
| | - Udit Kumar
- Advanced Materials Processing and Analysis Center, Department of Materials Science and Engineering, University of Central Florida, Orlando, Florida, USA
| | - Balaashwin Babu
- Burnett School of Biomedical Sciences, College of Medicine, University of Central Florida, Orlando, Florida, USA
| | | | - Kenneth W Liechty
- Laboratory for Fetal and Regenerative Biology, Department of Surgery, University of Colorado Denver School of Medicine and Children's Hospital Colorado, Aurora, Colorado, USA
| | - Sudipta Seal
- Advanced Materials Processing and Analysis Center, Department of Materials Science and Engineering, University of Central Florida, Orlando, Florida, USA.,College of Medicine, Nanoscience Technology Center, Biionix Cluster, University of Central Florida, Orlando, Florida, USA
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10
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Karimi E, Azari H, Yari M, Tahmasebi A, Hassani Azad M, Mousavi P. Interplay between SARS-CoV-2-derived miRNAs, immune system, vitamin D pathway and respiratory system. J Cell Mol Med 2021; 25:7825-7839. [PMID: 34159729 PMCID: PMC8358877 DOI: 10.1111/jcmm.16694] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 04/29/2021] [Accepted: 05/13/2021] [Indexed: 12/12/2022] Open
Abstract
The new coronavirus pandemic started in China in 2019. The intensity of the disease can range from mild to severe, leading to death in many cases. Despite extensive research in this area, the exact molecular nature of virus is not fully recognized; however, according to pieces of evidence, one of the mechanisms of virus pathogenesis is through the function of viral miRNAs. So, we hypothesized that SARS-CoV-2 pathogenesis may be due to targeting important genes in the host with its miRNAs, which involved in the respiratory system, immune pathways and vitamin D pathways, thus possibly contributing to disease progression and virus survival. Potential miRNA precursors and mature miRNA were predicted and confirmed based on the virus genome. The next step was to predict and identify their target genes and perform functional enrichment analysis to recognize the biological processes connected with these genes in the three pathways mentioned above through several comprehensive databases. Finally, cis-acting regulatory elements in 5' regulatory regions were analysed, and the analysis of available RNAseq data determined the expression level of genes. We revealed that thirty-nine mature miRNAs could theoretically derive from the SARS-CoV-2 genome. Functional enrichment analysis elucidated three highlighted pathways involved in SARS-CoV-2 pathogenesis: vitamin D, immune system and respiratory system. Our finding highlighted genes' involvement in three crucial molecular pathways and may help develop new therapeutic targets related to SARS-CoV-2.
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Affiliation(s)
- Elham Karimi
- Student Research CommitteeFaculty of MedicineHormozgan University of Medical SciencesBandar AbbasIran
| | - Hanieh Azari
- Student Research CommitteeFaculty of MedicineHormozgan University of Medical SciencesBandar AbbasIran
| | - Maryam Yari
- Department of Medical BiotechnologySchool of Advanced Medical Sciences and TechnologiesShiraz University of Medical SciencesShirazIran
| | | | - Mehdi Hassani Azad
- Infectious and Tropical Diseases Research CenterHormozgan Health InstituteHormozgan University of Medical SciencesBandar AbbasIran
| | - Pegah Mousavi
- Infectious and Tropical Diseases Research CenterHormozgan Health InstituteHormozgan University of Medical SciencesBandar AbbasIran
- Department of Medical GeneticsFaculty of MedicineHormozgan University of Medical SciencesBandar AbbasIran
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11
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A virus-derived microRNA-like small RNA serves as a serum biomarker to prioritize the COVID-19 patients at high risk of developing severe disease. Cell Discov 2021; 7:48. [PMID: 34226530 PMCID: PMC8257610 DOI: 10.1038/s41421-021-00289-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 06/05/2021] [Indexed: 01/27/2023] Open
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Multilevel systems biology analysis of lung transcriptomics data identifies key miRNAs and potential miRNA target genes for SARS-CoV-2 infection. Comput Biol Med 2021; 135:104570. [PMID: 34157472 PMCID: PMC8197616 DOI: 10.1016/j.compbiomed.2021.104570] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2021] [Revised: 06/09/2021] [Accepted: 06/10/2021] [Indexed: 01/03/2023]
Abstract
Background The spread of a novel severe acute respiratory syndrome corona virus 2 (SARS-CoV-2) has affected both the public health and the global economy. The current study was aimed at analysing the genetic sequence of this highly contagious corona virus from an evolutionary perspective, comparing the genetic variation features of different geographic strains, and identifying the key miRNAs as well as their gene targets from the transcriptome data of infected lung tissues. Methods A multilevel robust computational analysis was undertaken for viral genetic sequence alignment, phylogram construction, genome-wide transcriptome data interpretation of virus-infected lung tissues, miRNA mapping, and functional biology networking. Results Our findings show both genetic similarities as well as notable differences in the S protein length among SARS-CoV-1, SARS-CoV-2 and MERS viruses. All SARS-CoV-2 strains showed a high genetic similarity with the parent Wuhan strain, but Saudi Arabian, South African, USA, Russia and New Zealand strains carry 3 additional genetic variations like P333L (RNA -dependant RNA polymerase), D614G (spike), and P4715L (ORF1ab). The infected lung tissues demonstrated the upregulation of 282 (56.51%) antiviral defensive response pathway genes and downregulation of 217 (43.48%) genes involved in autophagy and lung repair pathways. By miRNA mapping, 4 key miRNAs (hsa-miR-342-5p, hsa-miR-432-5p, hsa-miR-98-5p and hsa-miR-17-5p), targeting multiple host genes (MYC, IL6, ICAM1 and VEGFA) as well as SARS-CoV2 gene (ORF1ab) were identified. Conclusion Systems biology methods offer a new perspective in understanding the molecular basis for the faster spread of SARS-CoV-2 infection. The antiviral miRNAs identified in this study may aid in the ongoing search for novel personalized therapeutic avenues for COVID patients.
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Bamunuarachchi G, Pushparaj S, Liu L. Interplay between host non-coding RNAs and influenza viruses. RNA Biol 2021; 18:767-784. [PMID: 33404285 PMCID: PMC8078518 DOI: 10.1080/15476286.2021.1872170] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Revised: 12/28/2020] [Accepted: 01/01/2021] [Indexed: 01/20/2023] Open
Abstract
Influenza virus infection through seasonal epidemics and occasional pandemics has been a major public health concern for decades. Incomplete protection from vaccination and increased antiviral resistance due to frequent mutations of influenza viruses have led to a continuous need for new therapeutic options. The functional significance of host protein and influenza virus interactions has been established, but relatively less is known about the interaction of host noncoding RNAs, including microRNAs and long noncoding RNAs, with influenza viruses. In this review, we summarize host noncoding RNA profiles during influenza virus infection and the regulation of influenza virus infection by host noncoding RNAs. Influenza viral non-coding RNAs are briefly discussed. Increased understanding of the molecular regulation of influenza viral replication will be beneficial in identifying potential therapeutic targets against the influenza virus.
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Affiliation(s)
- Gayan Bamunuarachchi
- Oklahoma Center for Respiratory and Infectious Diseases, Oklahoma State University, Stillwater, Oklahoma, USA
- Lundberg-Kienlen Lung Biology and Toxicology Laboratory, Department of Physiological Sciences, Oklahoma State University, Stillwater, USA
- Department of Physiological Sciences, Oklahoma State University, Stillwater, USA
| | - Samuel Pushparaj
- Oklahoma Center for Respiratory and Infectious Diseases, Oklahoma State University, Stillwater, Oklahoma, USA
- Lundberg-Kienlen Lung Biology and Toxicology Laboratory, Department of Physiological Sciences, Oklahoma State University, Stillwater, USA
- Department of Physiological Sciences, Oklahoma State University, Stillwater, USA
| | - Lin Liu
- Oklahoma Center for Respiratory and Infectious Diseases, Oklahoma State University, Stillwater, Oklahoma, USA
- Lundberg-Kienlen Lung Biology and Toxicology Laboratory, Department of Physiological Sciences, Oklahoma State University, Stillwater, USA
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14
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Merino GA, Raad J, Bugnon LA, Yones C, Kamenetzky L, Claus J, Ariel F, Milone DH, Stegmayer G. Novel SARS-CoV-2 encoded small RNAs in the passage to humans. Bioinformatics 2021; 36:5571-5581. [PMID: 33244583 PMCID: PMC7717134 DOI: 10.1093/bioinformatics/btaa1002] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 10/15/2020] [Accepted: 11/18/2020] [Indexed: 12/14/2022] Open
Abstract
Motivation The Severe Acute Respiratory Syndrome-Coronavirus 2 (SARS-CoV-2) has recently emerged as the responsible for the pandemic outbreak of the coronavirus disease (COVID-19). This virus is closely related to coronaviruses infecting bats and Malayan pangolins, species suspected to be an intermediate host in the passage to humans. Several genomic mutations affecting viral proteins have been identified, contributing to the understanding of the recent animal-to-human transmission. However, the capacity of SARS-CoV-2 to encode functional putative microRNAs (miRNAs) remains largely unexplored. Results We have used deep learning to discover 12 candidate stem-loop structures hidden in the viral protein-coding genome. Among the precursors, the expression of eight mature miRNAs-like sequences was confirmed in small RNA-seq data from SARS-CoV-2 infected human cells. Predicted miRNAs are likely to target a subset of human genes of which 109 are transcriptionally deregulated upon infection. Remarkably, 28 of those genes potentially targeted by SARS-CoV-2 miRNAs are down-regulated in infected human cells. Interestingly, most of them have been related to respiratory diseases and viral infection, including several afflictions previously associated with SARS-CoV-1 and SARS-CoV-2. The comparison of SARS-CoV-2 pre-miRNA sequences with those from bat and pangolin coronaviruses suggests that single nucleotide mutations could have helped its progenitors jumping inter-species boundaries, allowing the gain of novel mature miRNAs targeting human mRNAs. Our results suggest that the recent acquisition of novel miRNAs-like sequences in the SARS-CoV-2 genome may have contributed to modulate the transcriptional reprogramming of the new host upon infection.
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Affiliation(s)
- Gabriela A Merino
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe 3000, Argentina.,Bioengineering and Bioinformatics Research and Development Institute (IBB), FI-UNER, CONICET, Entre Ríos 3100, Argentina.,European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridgeshire CB101SD, UK
| | - Jonathan Raad
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe 3000, Argentina
| | - Leandro A Bugnon
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe 3000, Argentina
| | - Cristian Yones
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe 3000, Argentina
| | - Laura Kamenetzky
- Instituto de Investigaciones en Microbiología y Parasitología Médica (IMPaM), Facultad de Medicina, UBA-CONICET, Ciudad Autónoma de Buenos Aires 1121, Argentina.,Laboratorio de Genómica y Bioinformática de Patógenos, iB3, Instituto de Biociencias, Biotecnología y Biología traslacional, Departamento de Fisiología y Biología Molecular y Celular, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires 1121, Argentina
| | - Juan Claus
- Laboratorio de Virología, FBCB, Ciudad Universitaria UNL, Santa Fe 3000, Argentina
| | - Federico Ariel
- Instituto de Agrobiotecnología del Litoral (IAL), CONICET, FBCB, Universidad Nacional del Litoral, Santa Fe 3000, Argentina
| | - Diego H Milone
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe 3000, Argentina
| | - Georgina Stegmayer
- Research Institute for Signals, Systems and Computational Intelligence (sinc(i)), FICH-UNL, CONICET, Ciudad Universitaria UNL, Santa Fe 3000, Argentina
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Islam MS, Khan MAAK. Computational analysis revealed miRNAs produced by Chikungunya virus target genes associated with antiviral immune responses and cell cycle regulation. Comput Biol Chem 2021; 92:107462. [PMID: 33640797 DOI: 10.1016/j.compbiolchem.2021.107462] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2020] [Revised: 02/11/2021] [Accepted: 02/17/2021] [Indexed: 11/18/2022]
Abstract
Chikungunya virus (CHIKV) that causes chikungunya fever, is an alphavirus that belongs to the Togaviridae family containing a single-stranded RNA genome. Mosquitoes of the Aedes species act as the vectors for this virus and can be found in the blood, which can be passed from an infected person to a mosquito through mosquito bites. CHIKV has drawn much attention recently because of its potential of causing an epidemic. As the detailed mechanism of its pathogenesis inside the host system is still lacking, in this in silico research we have hypothesized that CHIKV might create miRNAs, which would target the genes associated with host cellular regulatory pathways, thereby providing the virus with prolonged refuge. Using bioinformatics approaches we found several putative miRNAs produced by CHIKV. Then we predicted the genes of the host targeted by these miRNAs. Functional enrichment analysis of these targeted genes shows the involvement of several biological pathways regulating antiviral immune stimulation, cellular proliferation, and cell cycle, thereby provide themselves with prolonged refuge and facilitate their pathogenesis, which in turn may lead to disease conditions. Finally, we analyzed a publicly available microarray dataset (GSE49985) to determine the altered expression levels of the targeted genes and found genes associated with pathways such as cell differentiation, phagocytosis, T-cell activation, response to cytokine, autophagy, Toll-like receptor signaling, RIG-I like receptor signaling and apoptosis. Our finding presents novel miRNAs and their targeted genes, which upon experimental validation could facilitate in developing new therapeutics to combat CHIKV infection and minimize CHIKV mediated diseases.
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Affiliation(s)
- Md Sajedul Islam
- Department of Biochemistry & Biotechnology, University of Barishal, Barishal, 8254, Bangladesh.
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17
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Khan MAAK, Sany MRU, Islam MS, Islam ABMMK. Epigenetic Regulator miRNA Pattern Differences Among SARS-CoV, SARS-CoV-2, and SARS-CoV-2 World-Wide Isolates Delineated the Mystery Behind the Epic Pathogenicity and Distinct Clinical Characteristics of Pandemic COVID-19. Front Genet 2020; 11:765. [PMID: 32765592 PMCID: PMC7381279 DOI: 10.3389/fgene.2020.00765] [Citation(s) in RCA: 123] [Impact Index Per Article: 30.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 06/29/2020] [Indexed: 12/13/2022] Open
Abstract
A detailed understanding of the molecular mechanism of SARS-CoV-2 pathogenesis is still elusive, and there is a need to address its deadly nature and to design effective therapeutics. Here, we present a study that elucidates the interplay between the SARS-CoV and SARS-CoV-2 viruses' and host's miRNAs, an epigenetic regulator, as a mode of pathogenesis; and we explored how the SARS-CoV and SARS-CoV-2 infections differ in terms of their miRNA-mediated interactions with the host and the implications this has in terms of disease complexity. We have utilized computational approaches to predict potential host and viral miRNAs and their possible roles in different important functional pathways. We have identified several putative host antiviral miRNAs that can target the SARS viruses and also predicted SARS viruses-encoded miRNAs targeting host genes. In silico predicted targets were also integrated with SARS-infected human cell microarray and RNA-seq gene expression data. A comparison between the host miRNA binding profiles on 67 different SARS-CoV-2 genomes from 24 different countries with respective country's normalized death count surprisingly uncovered some miRNA clusters, which are associated with increased death rates. We have found that induced cellular miRNAs can be both a boon and a bane to the host immunity, as they have possible roles in neutralizing the viral threat; conversely, they can also function as proviral factors. On the other hand, from over representation analysis, our study revealed that although both SARS-CoV and SARS-CoV-2 viral miRNAs could target broad immune-signaling pathways; only some of the SARS-CoV-2 miRNAs are found to uniquely target some immune-signaling pathways, such as autophagy, IFN-I signaling, etc., which might suggest their immune-escape mechanisms for prolonged latency inside some hosts without any symptoms of COVID-19. Furthermore, SARS-CoV-2 can modulate several important cellular pathways that might lead to the increased anomalies in patients with comorbidities like cardiovascular diseases, diabetes, breathing complications, etc. This might suggest that miRNAs can be a key epigenetic modulator behind the overcomplications amongst the COVID-19 patients. Our results support that miRNAs of host and SARS-CoV-2 can indeed play a role in the pathogenesis which can be further concluded with more experiments. These results will also be useful in designing RNA therapeutics to alleviate the complications from COVID-19.
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Affiliation(s)
| | - Md Rabi Us Sany
- Department of Genetic Engineering & Biotechnology, University of Dhaka, Dhaka, Bangladesh
| | - Md Shafiqul Islam
- Department of Genetic Engineering & Biotechnology, University of Dhaka, Dhaka, Bangladesh
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Saçar Demirci MD, Adan A. Computational analysis of microRNA-mediated interactions in SARS-CoV-2 infection. PeerJ 2020; 8:e9369. [PMID: 32547891 PMCID: PMC7278893 DOI: 10.7717/peerj.9369] [Citation(s) in RCA: 138] [Impact Index Per Article: 34.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Accepted: 05/26/2020] [Indexed: 12/15/2022] Open
Abstract
MicroRNAs (miRNAs) are post-transcriptional regulators of gene expression found in more than 200 diverse organisms. Although it is still not fully established if RNA viruses could generate miRNAs, there are examples of miRNA like sequences from RNA viruses with regulatory functions. In the case of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), there are several mechanisms that would make miRNAs impact the virus, like interfering with viral replication, translation and even modulating the host expression. In this study, we performed a machine learning based miRNA prediction analysis for the SARS-CoV-2 genome to identify miRNA-like hairpins and searched for potential miRNA-based interactions between the viral miRNAs and human genes and human miRNAs and viral genes. Overall, 950 hairpin structured sequences were extracted from the virus genome and based on the prediction results, 29 of them could be precursor miRNAs. Targeting analysis showed that 30 viral mature miRNA-like sequences could target 1,367 different human genes. PANTHER gene function analysis results indicated that viral derived miRNA candidates could target various human genes involved in crucial cellular processes including transcription, metabolism, defense system and several signaling pathways such as Wnt and EGFR signalings. Protein class-based grouping of targeted human genes showed that host transcription might be one of the main targets of the virus since 96 genes involved in transcriptional processes were potential targets of predicted viral miRNAs. For instance, basal transcription machinery elements including several components of human mediator complex (MED1, MED9, MED12L, MED19), basal transcription factors such as TAF4, TAF5, TAF7L and site-specific transcription factors such as STAT1 were found to be targeted. In addition, many known human miRNAs appeared to be able to target viral genes involved in viral life cycle such as S, M, N, E proteins and ORF1ab, ORF3a, ORF8, ORF7a and ORF10. Considering the fact that miRNA-based therapies have been paid attention, based on the findings of this study, comprehending mode of actions of miRNAs and their possible roles during SARS-CoV-2 infections could create new opportunities for the development and improvement of new therapeutics.
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Affiliation(s)
| | - Aysun Adan
- Molecular Biology and Genetics, Abdullah Gul University, Kayseri, Turkey
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