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Suski M, Olszanecka A, Stachowicz A, Kiepura A, Terlecki M, Madej J, Rajzer M, Olszanecki R. Alterations in plasma proteome during acute COVID-19 and recovery. Mol Med 2024; 30:131. [PMID: 39183264 PMCID: PMC11346252 DOI: 10.1186/s10020-024-00898-5] [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: 06/19/2024] [Accepted: 08/14/2024] [Indexed: 08/27/2024] Open
Abstract
BACKGROUND The severe course of COVID-19 causes cardiovascular injuries, although the mechanisms involved are still not fully recognized, linked, and understood. Their characterization is of great importance with the establishment of the conception of post-acute sequelae of COVID-19, referred to as long COVID, where blood clotting and endothelial abnormalities are believed to be the key pathomechanisms driving circulatory system impairment. METHODS The presented study investigates temporal changes in plasma proteins in COVID-19 patients during hospitalization due to SARS-CoV-2 infection and six months after recovery by targeted SureQuant acquisition using PQ500 panel. RESULTS In total, we identified 167 proteins that were differentially regulated between follow-up and hospitalization, which functionally aggregated into immune system activation, complement and coagulation cascades, interleukins signalling, platelet activation, and extracellular matrix organization. Furthermore, we found that temporal quantitative changes in acute phase proteins correlate with selected clinical characteristics of COVID-19 patients. CONCLUSIONS In-depth targeted proteome investigation evidenced substantial changes in plasma protein composition of patients during and recovering from COVID-19, evidencing a wide range of functional pathways induced by SARS-CoV-2 infection. In addition, we show that a subset of acute phase proteins, clotting cascade regulators and lipoproteins could have clinical value as potential predictors of long-term cardiovascular events in COVID-19 convalescents.
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Affiliation(s)
- Maciej Suski
- Department of Pharmacology, Faculty of Medicine, Jagiellonian University Medical College, 16 Grzegorzecka str, Kraków, 31 531, Poland.
| | - Agnieszka Olszanecka
- Department of Cardiology, Interventional Electrocardiology and Arterial Hypertension, Jagiellonian University Medical College, 2 Jakubowskiego str, Kraków, 30-688, Poland
- University Hospital in Kraków, 2 Jakubowskiego str, Kraków, 30-688, Poland
| | - Aneta Stachowicz
- Department of Pharmacology, Faculty of Medicine, Jagiellonian University Medical College, 16 Grzegorzecka str, Kraków, 31 531, Poland
| | - Anna Kiepura
- Department of Pharmacology, Faculty of Medicine, Jagiellonian University Medical College, 16 Grzegorzecka str, Kraków, 31 531, Poland
| | - Michał Terlecki
- Department of Cardiology, Interventional Electrocardiology and Arterial Hypertension, Jagiellonian University Medical College, 2 Jakubowskiego str, Kraków, 30-688, Poland
- University Hospital in Kraków, 2 Jakubowskiego str, Kraków, 30-688, Poland
| | - Józef Madej
- Department of Pharmacology, Faculty of Medicine, Jagiellonian University Medical College, 16 Grzegorzecka str, Kraków, 31 531, Poland
| | - Marek Rajzer
- Department of Cardiology, Interventional Electrocardiology and Arterial Hypertension, Jagiellonian University Medical College, 2 Jakubowskiego str, Kraków, 30-688, Poland
- University Hospital in Kraków, 2 Jakubowskiego str, Kraków, 30-688, Poland
| | - Rafał Olszanecki
- Department of Pharmacology, Faculty of Medicine, Jagiellonian University Medical College, 16 Grzegorzecka str, Kraków, 31 531, Poland
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Maqbool M, Hussain MS, Shaikh NK, Sultana A, Bisht AS, Agrawal M. Noncoding RNAs in the COVID-19 Saga: An Untold Story. Viral Immunol 2024; 37:269-286. [PMID: 38968365 DOI: 10.1089/vim.2024.0026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/07/2024] Open
Affiliation(s)
- Mudasir Maqbool
- Department of Pharmaceutical Sciences, University of Kashmir, Srinagar, India
| | - Md Sadique Hussain
- Uttaranchal Institute of Pharmaceutical Sciences, Uttaranchal University, Dehradun, India
| | - Nusrat K Shaikh
- Department of Quality Assurance, Smt. N. M. Padalia Pharmacy College, Ahmedabad, India
| | - Ayesha Sultana
- Department of Pharmaceutics, Yenepoya Pharmacy College & Research Centre, Yenepoya University, Mangalore, India
| | - Ajay Singh Bisht
- Shri Guru Ram Rai University School of Pharmaceutical Sciences, Dehradun, India
| | - Mohit Agrawal
- Department of Pharmacology, School of Medical & Allied Sciences, K. R. Mangalam University, Gurugram, India
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3
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Ueki Y, Häner JD, Losdat S, Gargiulo G, Shibutani H, Bär S, Otsuka T, Kavaliauskaite R, Mitter VR, Temperli F, Spirk D, Stortecky S, Siontis GCM, Valgimigli M, Windecker S, Gutmann C, Koskinas KC, Mayr M, Räber L. Effect of Alirocumab Added to High-Intensity Statin on Platelet Reactivity and Noncoding RNAs in Patients with AMI: A Substudy of the PACMAN-AMI Trial. Thromb Haemost 2024; 124:517-527. [PMID: 37595625 DOI: 10.1055/a-2156-7872] [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] [Indexed: 08/20/2023]
Abstract
OBJECTIVE The effect of the PCSK9 (proprotein convertase subtilisin/kexin type 9) inhibitor alirocumab on platelet aggregation among patients with acute myocardial infarction (AMI) remains unknown. We aimed to explore the effect of alirocumab added to high-intensity statin therapy on P2Y12 reaction unit (PRU) among AMI patients receiving dual antiplatelet therapy (DAPT) with a potent P2Y12 inhibitor (ticagrelor or prasugrel). In addition, we assessed circulating platelet-derived noncoding RNAs (microRNAs and YRNAs). METHODS This was a prespecified, powered, pharmacodynamic substudy of the PACMAN trial, a randomized, double-blind trial comparing biweekly alirocumab (150 mg) versus placebo in AMI patients undergoing percutaneous coronary intervention. Patients recruited at Bern University Hospital, receiving DAPT with a potent P2Y12 inhibitor, and adherent to the study drug (alirocumab or placebo) were analyzed for the current study. The primary endpoint was PRU at 4 weeks after study drug initiation as assessed by VerifyNow P2Y12 point-of-care assays. RESULTS Among 139 randomized patients, the majority of patients received ticagrelor DAPT at 4 weeks (57 [86.4%] in the alirocumab group vs. 69 [94.5%] in the placebo group, p = 0.14). There were no significant differences in the primary endpoint PRU at 4 weeks between groups (12.5 [interquartile range, IQR: 27.0] vs. 19.0 [IQR: 30.0], p = 0.26). Consistent results were observed in 126 patients treated with ticagrelor (13.0 [IQR: 20.0] vs. 18.0 [IQR: 27.0], p = 0.28). Similarly, platelet-derived noncoding RNAs did not significantly differ between groups. CONCLUSION Among AMI patients receiving DAPT with a potent P2Y12 inhibitor, alirocumab had no significant effect on platelet reactivity as assessed by PRU and platelet-derived noncoding RNAs.
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Affiliation(s)
- Yasushi Ueki
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Jonas D Häner
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | | | - Giuseppe Gargiulo
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
- Department of Advanced Biomedical Sciences, Federico II University of Naples, Naples, Italy
| | - Hiroki Shibutani
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Sarah Bär
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Tatsuhiko Otsuka
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Raminta Kavaliauskaite
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Vera R Mitter
- Institute of Hospital Pharmacy, Bern University Hospital, Bern, Switzerland
| | - Fabrice Temperli
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - David Spirk
- Department of Pharmacology, Bern University, Bern and Sanofi, Switzerland
| | - Stefan Stortecky
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - George C M Siontis
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Marco Valgimigli
- Cardiocentro Ticino, Institute and Università della Svizzera Italiana (USI), Lugano, Switzerland
| | - Stephan Windecker
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Clemens Gutmann
- King's British Heart Foundation Centre, King's College London, London, United Kingdom
- Division of Cardiology, Medical University of Vienna, Vienna, Austria
| | | | - Manuel Mayr
- Cardiocentro Ticino, Institute and Università della Svizzera Italiana (USI), Lugano, Switzerland
- King's British Heart Foundation Centre, King's College London, London, United Kingdom
| | - Lorenz Räber
- Department of Cardiology, Bern University Hospital, University of Bern, Bern, Switzerland
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4
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Sadeghi-Nodoushan F, Zare-Khormizi MR, Hekmatimoghaddam S, Pourrajab F. Blood Features Associated with Viral Infection Severity: An Experience from COVID-19-Pandemic Patients Hospitalized in the Center of Iran, Yazd. Int J Clin Pract 2024; 2024:7484645. [PMID: 38505695 PMCID: PMC10950416 DOI: 10.1155/2024/7484645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 12/08/2023] [Accepted: 12/28/2023] [Indexed: 03/21/2024] Open
Abstract
Pandemics such as coronavirus disease 2019 (COVID-19) can manifest as systemic infections that affect multiple organs and show laboratory manifestations. We aimed to analyze laboratory findings to understand possible mechanisms of organ dysfunction and risk stratification of hospitalized patients in these epidemics. Methods. This retrospective study was conducted among patients admitted to COVID-19 referral treatment center, Shahid Sadoughi Hospital, Yazd, Iran, from April 21 to November 21, 2021. It was the fifth peak of COVID-19 in Iran, and Delta (VOC-21APR-02; B.1-617.2) was the dominant and most concerning strain. All cases were positive for COVID-19 by RT-PCR test. Lab information of included patients and association of sex, age, and outcome were analyzed, on admission. Results. A total of 466 COVID-19 patients were included in the study, the majority of whom were women (68.9%). The average age of hospitalized patients in male and female patients was 57.68 and 41.32 years, respectively (p < 0.01). During hospitalization, abnormality in hematological and biochemical parameters was significant and was associated with the outcome of death in patients. There was incidence of lymphopenia, neutrophilia, anemia, and thrombocytopenia. The changes in neutrophil/lymphocyte (N/L) and hematocrit/albumin (Het/Alb) ratio and potassium and calcium levels were significant. Conclusion. Based on these results, new biochemical and hematological parameters can be used to predict the spread of infection and the underlying molecular mechanism. Viral infection may spread through blood cells and the immune system.
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Affiliation(s)
- Fatemeh Sadeghi-Nodoushan
- Department of Nutrition, School of Public Health, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
- School of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
| | - Mohamad Reza Zare-Khormizi
- School of Medicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
- Cardiovascular Research Center, Institute of Basic and Clinical Physiology Sciences, Kerman University of Medical Sciences, Kerman, Iran
| | - Seyedhossein Hekmatimoghaddam
- Department of Laboratory Sciences, School of Paramedicine, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
| | - Fatemeh Pourrajab
- Reproductive Immunology Research Center, Shahid Sadoughi University of Medical Sciences, Yazd, Iran
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Hashemi Sheikhshabani S, Ghafouri-Fard S, Amini-Farsani Z, Modarres P, Khazaei Feyzabad S, Amini-Farsani Z, Shaygan N, Omrani MD. In Silico Prediction of Functional SNPs Interrupting Antioxidant Defense Genes in Relation to COVID-19 Progression. Biochem Genet 2024:10.1007/s10528-024-10705-9. [PMID: 38460087 DOI: 10.1007/s10528-024-10705-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 01/16/2024] [Indexed: 03/11/2024]
Abstract
The excessive production of reactive oxygen species and weakening of antioxidant defense system play a pivotal role in the pathogenesis of different diseases. Extensive differences observed among individuals in terms of affliction with cancer, cardiovascular disorders, diabetes, bacterial, and viral infections, as well as response to treatments can be partly due to their genomic variations. In this work, we attempted to predict the effect of SNPs of the key genes of antioxidant defense system on their structure, function, and expression in relation to COVID-19 pathogenesis using in silico tools. In addition, the effect of SNPs on the target site binding efficiency of SNPs was investigated as a factor with potential to change drug response or susceptibility to COVID-19. According to the predicted results, only six missense SNPs with minor allele frequency (MAF) ≥ 0.1 in the coding region of genes GPX7, GPX8, TXNRD2, GLRX5, and GLRX were able to strongly affect their structure and function. Our results predicted that 39 SNPs with MAF ≥ 0.1 led to the generation or destruction of miRNA-binding sites on target antioxidant genes from GPX, PRDX, GLRX, TXN, and SOD families. The results obtained from comparing the expression profiles of mild vs. severe COVID-19 patients using GEO2R demonstrated a significant change in the expression of approximately 250 miRNAs. The binding efficiency of 21 of these miRNAs was changed due to the elimination or generation of target sites in these genes. Altogether, this study reveals the fundamental role of the SNPs of antioxidant defense genes in COVID-19 progression and susceptibility of individuals to this virus. In addition, different responses of COVID-19 patients to antioxidant defense system enhancement drugs may be due to presence of these SNPs in different individuals.
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Affiliation(s)
- Somayeh Hashemi Sheikhshabani
- Student Research Committee, Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Soudeh Ghafouri-Fard
- Student Research Committee, Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Zeinab Amini-Farsani
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Parastoo Modarres
- Department of Cell and Molecular Biology and Microbiology, University of Isfahan, Isfahan, Iran
| | - Sharareh Khazaei Feyzabad
- Department of Laboratory Sciences, School of Paramedical Sciences, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Zahra Amini-Farsani
- Bayesian Imaging and Spatial Statistics Group, Institute of Statistics, Ludwig-Maximilian-Universität München, Ludwigstraße 33, 80539, Munich, Germany
| | - Nasibeh Shaygan
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mir Davood Omrani
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
- Urogenital Stem Cell Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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6
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Chakraborty C, Bhattacharya M, Lee SS. Regulatory role of miRNAs in the human immune and inflammatory response during the infection of SARS-CoV-2 and other respiratory viruses: A comprehensive review. Rev Med Virol 2024; 34:e2526. [PMID: 38446531 DOI: 10.1002/rmv.2526] [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: 01/16/2024] [Revised: 02/11/2024] [Accepted: 02/22/2024] [Indexed: 03/07/2024]
Abstract
miRNAs are single-stranded ncRNAs that act as regulators of different human body processes. Several miRNAs have been noted to control the human immune and inflammatory response during severe acute respiratory infection syndrome (SARS-CoV-2) infection. Similarly, many miRNAs were upregulated and downregulated during different respiratory virus infections. Here, an attempt has been made to capture the regulatory role of miRNAs in the human immune and inflammatory response during the infection of SARS-CoV-2 and other respiratory viruses. Firstly, the role of miRNAs has been depicted in the human immune and inflammatory response during the infection of SARS-CoV-2. In this direction, several significant points have been discussed about SARS-CoV-2 infection, such as the role of miRNAs in human innate immune response; miRNAs and its regulation of granulocytes; the role of miRNAs in macrophage activation and polarisation; miRNAs and neutrophil extracellular trap formation; miRNA-related inflammatory response; and miRNAs association in adaptive immunity. Secondly, the miRNAs landscape has been depicted during human respiratory virus infections such as human coronavirus, respiratory syncytial virus, influenza virus, rhinovirus, and human metapneumovirus. The article will provide more understanding of the miRNA-controlled mechanism of the immune and inflammatory response during COVID-19, which will help more therapeutics discoveries to fight against the future pandemic.
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Affiliation(s)
- Chiranjib Chakraborty
- Department of Biotechnology, School of Life Science and Biotechnology, Adamas University, Kolkata, West Bengal, India
| | | | - Sang-Soo Lee
- Institute for Skeletal Aging & Orthopaedic Surgery, Hallym University-Chuncheon Sacred Heart Hospital, Gangwon-do, Republic of Korea
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7
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Gao L, Kyubwa EM, Starbird MA, Diaz de Leon J, Nguyen M, Rogers CJ, Menon N. Circulating miRNA profiles in COVID-19 patients and meta-analysis: implications for disease progression and prognosis. Sci Rep 2023; 13:21656. [PMID: 38065980 PMCID: PMC10709343 DOI: 10.1038/s41598-023-48227-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 11/23/2023] [Indexed: 12/18/2023] Open
Abstract
We compared circulating miRNA profiles of hospitalized COVID-positive patients (n = 104), 27 with acute respiratory distress syndrome (ARDS) and age- and sex-matched healthy controls (n = 18) to identify miRNA signatures associated with COVID and COVID-induced ARDS. Meta-analysis incorporating data from published studies and our data was performed to identify a set of differentially expressed miRNAs in (1) COVID-positive patients versus healthy controls as well as (2) severe (ARDS+) COVID vs moderate COVID. Gene ontology enrichment analysis of the genes these miRNAs interact with identified terms associated with immune response, such as interferon and interleukin signaling, as well as viral genome activities associated with COVID disease and severity. Additionally, we observed downregulation of a cluster of miRNAs located on chromosome 14 (14q32) among all COVID patients. To predict COVID disease and severity, we developed machine learning models that achieved AUC scores between 0.81-0.93 for predicting disease, and between 0.71-0.81 for predicting severity, even across diverse studies with different sample types (plasma versus serum), collection methods, and library preparations. Our findings provide network and top miRNA feature insights into COVID disease progression and contribute to the development of tools for disease prognosis and management.
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Liu X, Xiong W, Ye M, Lu T, Yuan K, Chang S, Han Y, Wang Y, Lu L, Bao Y. Non-coding RNAs expression in SARS-CoV-2 infection: pathogenesis, clinical significance, and therapeutic targets. Signal Transduct Target Ther 2023; 8:441. [PMID: 38057315 PMCID: PMC10700414 DOI: 10.1038/s41392-023-01669-0] [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: 12/09/2022] [Revised: 09/12/2023] [Accepted: 09/28/2023] [Indexed: 12/08/2023] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has been looming globally for three years, yet the diagnostic and treatment methods for COVID-19 are still undergoing extensive exploration, which holds paramount importance in mitigating future epidemics. Host non-coding RNAs (ncRNAs) display aberrations in the context of COVID-19. Specifically, microRNAs (miRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs) exhibit a close association with viral infection and disease progression. In this comprehensive review, an overview was presented of the expression profiles of host ncRNAs following SARS-CoV-2 invasion and of the potential functions in COVID-19 development, encompassing viral invasion, replication, immune response, and multiorgan deficits which include respiratory system, cardiac system, central nervous system, peripheral nervous system as well as long COVID. Furthermore, we provide an overview of several promising host ncRNA biomarkers for diverse clinical scenarios related to COVID-19, such as stratification biomarkers, prognostic biomarkers, and predictive biomarkers for treatment response. In addition, we also discuss the therapeutic potential of ncRNAs for COVID-19, presenting ncRNA-based strategies to facilitate the development of novel treatments. Through an in-depth analysis of the interplay between ncRNA and COVID-19 combined with our bioinformatic analysis, we hope to offer valuable insights into the stratification, prognosis, and treatment of COVID-19.
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Affiliation(s)
- Xiaoxing Liu
- Peking University Sixth Hospital, Peking University Institute of Mental Health, NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), 100191, Beijing, China
| | - Wandi Xiong
- Peking-Tsinghua Center for Life Sciences and PKU-IDG/McGovern Institute for Brain Research, Peking University, 100871, Beijing, China
- Key Laboratory of Tropical Biological Resources of Ministry of Education, School of Pharmaceutical Sciences, Hainan University, 570228, Haikou, China
| | - Maosen Ye
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province, KIZ/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases, Kunming Institute of Zoology, Chinese Academy of Sciences, 650204, Kunming, Yunnan, China
| | - Tangsheng Lu
- National Institute on Drug Dependence and Beijing Key Laboratory of Drug Dependence, Peking University, Beijing, 100191, China
| | - Kai Yuan
- Peking University Sixth Hospital, Peking University Institute of Mental Health, NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), 100191, Beijing, China
| | - Suhua Chang
- Peking University Sixth Hospital, Peking University Institute of Mental Health, NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), 100191, Beijing, China
| | - Ying Han
- National Institute on Drug Dependence and Beijing Key Laboratory of Drug Dependence, Peking University, Beijing, 100191, China
| | - Yongxiang Wang
- Institute of Brain Science and Brain-inspired Research, Shandong First Medical University & Shandong Academy of Medical Sciences, 250117, Jinan, Shandong, China.
- Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China.
| | - Lin Lu
- Peking University Sixth Hospital, Peking University Institute of Mental Health, NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), 100191, Beijing, China.
- Peking-Tsinghua Center for Life Sciences and PKU-IDG/McGovern Institute for Brain Research, Peking University, 100871, Beijing, China.
- National Institute on Drug Dependence and Beijing Key Laboratory of Drug Dependence, Peking University, Beijing, 100191, China.
| | - Yanping Bao
- National Institute on Drug Dependence and Beijing Key Laboratory of Drug Dependence, Peking University, Beijing, 100191, China.
- Institute of Brain Science and Brain-inspired Research, Shandong First Medical University & Shandong Academy of Medical Sciences, 250117, Jinan, Shandong, China.
- School of Public Health, Peking University, 100191, Beijing, China.
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9
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Huang T, Jiang N, Song Y, Pan H, Du A, Yu B, Li X, He J, Yuan K, Wang Z. Bioinformatics and system biology approach to identify the influences of SARS-CoV-2 on metabolic unhealthy obese patients. Front Mol Biosci 2023; 10:1274463. [PMID: 37877121 PMCID: PMC10591333 DOI: 10.3389/fmolb.2023.1274463] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 09/25/2023] [Indexed: 10/26/2023] Open
Abstract
Introduction: The severe acute respiratory syndrome coronavirus 2 (SARS-COV-2) has posed a significant challenge to individuals' health. Increasing evidence shows that patients with metabolic unhealthy obesity (MUO) and COVID-19 have severer complications and higher mortality rate. However, the molecular mechanisms underlying the association between MUO and COVID-19 are poorly understood. Methods: We sought to reveal the relationship between MUO and COVID-19 using bioinformatics and systems biology analysis approaches. Here, two datasets (GSE196822 and GSE152991) were employed to extract differentially expressed genes (DEGs) to identify common hub genes, shared pathways, transcriptional regulatory networks, gene-disease relationship and candidate drugs. Results: Based on the identified 65 common DEGs, the complement-related pathways and neutrophil degranulation-related functions are found to be mainly affected. The hub genes, which included SPI1, CD163, C1QB, SIGLEC1, C1QA, ITGAM, CD14, FCGR1A, VSIG4 and C1QC, were identified. From the interaction network analysis, 65 transcription factors (TFs) were found to be the regulatory signals. Some infections, inflammation and liver diseases were found to be most coordinated with the hub genes. Importantly, Paricalcitol, 3,3',4,4',5-Pentachlorobiphenyl, PD 98059, Medroxyprogesterone acetate, Dexamethasone and Tretinoin HL60 UP have shown possibility as therapeutic agents against COVID-19 and MUO. Conclusion: This study provides new clues and references to treat both COVID-19 and MUO.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Kefei Yuan
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Zhen Wang
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
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10
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Moatar AI, Chis AR, Romanescu M, Ciordas PD, Nitusca D, Marian C, Oancea C, Sirbu IO. Plasma miR-195-5p predicts the severity of Covid-19 in hospitalized patients. Sci Rep 2023; 13:13806. [PMID: 37612439 PMCID: PMC10447562 DOI: 10.1038/s41598-023-40754-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 08/16/2023] [Indexed: 08/25/2023] Open
Abstract
Predicting the clinical course of Covid-19 is a challenging task, given the multi-systemic character of the disease and the paucity of minimally invasive biomarkers of disease severity. Here, we evaluated the early (first two days post-admission) level of circulating hsa-miR-195-5p (miR-195, a known responder to viral infections and SARS-CoV-2 interactor) in Covid-19 patients and assessed its potential as a biomarker of disease severity. We show that plasma miR-195 correlates with several clinical and paraclinical parameters, and is an excellent discriminator between the severe and mild forms of the disease. Our Gene Ontology analysis of miR-195 targets differentially expressed in Covid-19 indicates a strong impact on cardiac mitochondria homeostasis, suggesting a possible role in long Covid and chronic fatigue syndrome (CFS) syndromes.
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Affiliation(s)
- Alexandra Ioana Moatar
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
- Doctoral School, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
| | - Aimee Rodica Chis
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
- Center for Complex Network Science, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
| | - Mirabela Romanescu
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
- Doctoral School, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
| | - Paula-Diana Ciordas
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
- Doctoral School, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
| | - Diana Nitusca
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
- Doctoral School, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
| | - Catalin Marian
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
- Center for Complex Network Science, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania
| | - Cristian Oancea
- Department of Infectious Diseases, Discipline of Pulmonology, University of Medicine and Pharmacy "Victor Babes", E. Murgu Square no.2, 300041, Timisoara, Romania
- Center for Research and Innovation in Precision Medicine of Respiratory Diseases, "Victor Babes" University of Medicine and Pharmacy Timisoara, E. Murgu Square 2, 300041, Timisoara, Romania
| | - Ioan-Ovidiu Sirbu
- Department of Biochemistry and Pharmacology, Discipline of Biochemistry, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania.
- Center for Complex Network Science, University of Medicine and Pharmacy "Victor Babes", E Murgu Square no.2, 300041, Timisoara, Romania.
- Timisoara Institute of Complex Systems, 18 Vasile Lucaciu Str, 300044, Timisoara, Romania.
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11
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Rasizadeh R, Aghbash PS, Nahand JS, Entezari-Maleki T, Baghi HB. SARS-CoV-2-associated organs failure and inflammation: a focus on the role of cellular and viral microRNAs. Virol J 2023; 20:179. [PMID: 37559103 PMCID: PMC10413769 DOI: 10.1186/s12985-023-02152-6] [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: 01/28/2023] [Accepted: 08/04/2023] [Indexed: 08/11/2023] Open
Abstract
SARS-CoV-2 has been responsible for the recent pandemic all over the world, which has caused many complications. One of the hallmarks of SARS-CoV-2 infection is an induced immune dysregulation, in some cases resulting in cytokine storm syndrome, acute respiratory distress syndrome and many organs such as lungs, brain, and heart that are affected during the SARS-CoV-2 infection. Several physiological parameters are altered as a result of infection and cytokine storm. Among them, microRNAs (miRNAs) might reflect this poor condition since they play a significant role in immune cellular performance including inflammatory responses. 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, and cerebrovascular disorders) could affect the severity of the disease. Therefore, 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. Moreover, 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. In the current study, we investigated modifications in miRNA expression and their influence on COVID-19 disease recovery, which may be employed as a therapy strategy to minimize COVID-19-related disorders.
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Affiliation(s)
- Reyhaneh Rasizadeh
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Drug Applied Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Department of Virology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Parisa Shiri Aghbash
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Department of Virology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Javid Sadri Nahand
- Infectious and Tropical Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, 5166/15731, Iran
- Department of Virology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Taher Entezari-Maleki
- Cardiovascular Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
- Department of Clinical Pharmacy, Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Hossein Bannazadeh Baghi
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran.
- Infectious and Tropical Diseases Research Center, Tabriz University of Medical Sciences, Tabriz, 5166/15731, Iran.
- Department of Virology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran.
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12
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Yaluri N, Stančáková Yaluri A, Žeňuch P, Žeňuchová Z, Tóth Š, Kalanin P. Cardiac Biomarkers and Their Role in Identifying Increased Risk of Cardiovascular Complications in COVID-19 Patients. Diagnostics (Basel) 2023; 13:2508. [PMID: 37568870 PMCID: PMC10417576 DOI: 10.3390/diagnostics13152508] [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: 05/29/2023] [Revised: 07/03/2023] [Accepted: 07/17/2023] [Indexed: 08/13/2023] Open
Abstract
Cardiovascular disease (CVD) is a global health concern, causing significant morbidity and mortality. Both lifestyle and genetics influence the development of CVD. It is often diagnosed late, when the treatment options are limited. Early diagnosis of CVD with help of biomarkers is necessary to prevent adverse outcomes. SARS-CoV-2 infection can cause cardiovascular complications even in patients with no prior history of CVD. This review highlights cardiovascular biomarkers, including novel ones, and their applications as diagnostic and prognostic markers of cardiovascular complications related to SARS-CoV-2 infection. Patients with severe SARS-CoV-2 infection were shown to have elevated levels of cardiac biomarkers, namely N-terminal pro-brain natriuretic peptide (NT-pro-BNP), creatine kinase-myocardial band (CK-MB), and troponins, indicating acute myocardial damage. These biomarkers were also associated with higher mortality rates and therefore should be used throughout COVID-19 patient care to identify high-risk patients promptly to optimize their outcomes. Additionally, microRNAs (miRNAs) are also considered as potential biomarkers and predictors of cardiac and vascular damage in SARS-CoV-2 infection. Identifying molecular pathways contributing to cardiovascular manifestations in COVID-19 is essential for development of early biomarkers, identification of new therapeutic targets, and better prediction and management of cardiovascular outcomes.
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Affiliation(s)
- Nagendra Yaluri
- Center of Clinical and Preclinical Research, University Research Park Medipark, P. J. Šafárik University, 040 01 Košice, Slovakia
| | | | - Pavol Žeňuch
- Center of Clinical and Preclinical Research, University Research Park Medipark, P. J. Šafárik University, 040 01 Košice, Slovakia
| | - Zuzana Žeňuchová
- Center of Clinical and Preclinical Research, University Research Park Medipark, P. J. Šafárik University, 040 01 Košice, Slovakia
| | - Štefan Tóth
- Center of Clinical and Preclinical Research, University Research Park Medipark, P. J. Šafárik University, 040 01 Košice, Slovakia
| | - Peter Kalanin
- Center of Clinical and Preclinical Research, University Research Park Medipark, P. J. Šafárik University, 040 01 Košice, Slovakia
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13
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Carneiro VCDS, Moreira ODC, Coelho WLDCNP, Rio BC, Sarmento DJDS, Salvio AL, Alves-Leon SV, de Paula VS, Leon LAA. miRNAs in Neurological Manifestation in Patients Co-Infected with SARS-CoV-2 and Herpesvírus 6 (HHV-6). Int J Mol Sci 2023; 24:11201. [PMID: 37446381 PMCID: PMC10342854 DOI: 10.3390/ijms241311201] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/19/2023] [Accepted: 05/19/2023] [Indexed: 07/15/2023] Open
Abstract
Human herpesviruses (HHVs) can establish latency and be reactivated, also are neurotropic viruses that can trigger neurological disorders. HHV-6 is a herpesvirus that is associated with neurological disorders. Studies have reported the detection of HHV-6 in patients with COVID-19 and neurological manifestations. However, specific diagnoses of the neurological disorders caused by these viruses tend to be invasive or difficult to interpret. This study aimed to establish a relationship between miRNA and neurological manifestations in patients co-infected with COVID-19 and HHV-6 and evaluate miRNAs as potential biomarkers. Serum samples from COVID-19 patients in the three cohorts were analyzed. miRNA analysis by real-time polymerase chain reaction (qPCR) revealed miRNAs associated with neuroinflammation were highly expressed in patients with neurological disorders and HHV-6 detection. When compared with the group of patients without detection of HHVs DNA and without neurological alterations, the group with detection of HHV-6 DNA and neurological alteration, displayed significant differences in the expression of mir-21, mir-146a, miR-155 and miR-let-7b (p < 0.01). Our results reinforce the involvement of miRNAs in neurological disorders and provide insights into their use as biomarkers for neurological disorders triggered by HHV-6. Furthermore, understanding the expression of miRNAs may contribute to therapeutic strategies.
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Affiliation(s)
- Vanessa Cristine de Souza Carneiro
- Laboratory of Molecular Virology and Parasitology, Oswaldo Cruz Institute, Fiocruz, Rio de Janeiro 21040-360, Brazil
- Laboratory of Technological Development in Virology, Oswaldo Cruz Institute, Fiocruz, Rio de Janeiro 21040-360, Brazil (L.A.A.L.)
| | - Otacilio da Cruz Moreira
- Laboratory of Molecular Virology and Parasitology, Oswaldo Cruz Institute, Fiocruz, Rio de Janeiro 21040-360, Brazil
- Real Time PCR Platform RPT09A, Fiocruz, Rio de Janeiro 21040-360, Brazil
| | | | - Beatriz Chan Rio
- Laboratory of Technological Development in Virology, Oswaldo Cruz Institute, Fiocruz, Rio de Janeiro 21040-360, Brazil (L.A.A.L.)
| | | | - Andreza Lemos Salvio
- Laboratory of Translacional Neurosciences, Biomedical Institute, Federal University of the State of Rio de Janeiro-UNIRIO, Rio de Janeiro 22290-240, Brazil
| | - Soniza Vieira Alves-Leon
- Laboratory of Translacional Neurosciences, Biomedical Institute, Federal University of the State of Rio de Janeiro-UNIRIO, Rio de Janeiro 22290-240, Brazil
- Department of Neurology, Reference and Research Center for Multiple Sclerosis and Other Central Nervous System Idiopathic Demyelinating Inflammatory Diseases, Clementino Fraga Filho University Hospital, Federal University of Rio de Janeiro, Rio de Janeiro 21941-617, Brazil
| | - Vanessa Salete de Paula
- Laboratory of Molecular Virology and Parasitology, Oswaldo Cruz Institute, Fiocruz, Rio de Janeiro 21040-360, Brazil
| | - Luciane Almeida Amado Leon
- Laboratory of Technological Development in Virology, Oswaldo Cruz Institute, Fiocruz, Rio de Janeiro 21040-360, Brazil (L.A.A.L.)
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14
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Gjorgjieva T, Chaloemtoem A, Shahin T, Bayaraa O, Dieng MM, Alshaikh M, Abdalbaqi M, Del Monte J, Begum G, Leonor C, Manikandan V, Drou N, Arshad M, Arnoux M, Kumar N, Jabari A, Abdulle A, ElGhazali G, Ali R, Shaheen SY, Abdalla J, Piano F, Gunsalus KC, Daggag H, Al Nahdi H, Abuzeid H, Idaghdour Y. Systems genetics identifies miRNA-mediated regulation of host response in COVID-19. Hum Genomics 2023; 17:49. [PMID: 37303042 DOI: 10.1186/s40246-023-00494-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 05/10/2023] [Indexed: 06/13/2023] Open
Abstract
BACKGROUND Individuals infected with SARS-CoV-2 vary greatly in their disease severity, ranging from asymptomatic infection to severe disease. The regulation of gene expression is an important mechanism in the host immune response and can modulate the outcome of the disease. miRNAs play important roles in post-transcriptional regulation with consequences on downstream molecular and cellular host immune response processes. The nature and magnitude of miRNA perturbations associated with blood phenotypes and intensive care unit (ICU) admission in COVID-19 are poorly understood. RESULTS We combined multi-omics profiling-genotyping, miRNA and RNA expression, measured at the time of hospital admission soon after the onset of COVID-19 symptoms-with phenotypes from electronic health records to understand how miRNA expression contributes to variation in disease severity in a diverse cohort of 259 unvaccinated patients in Abu Dhabi, United Arab Emirates. We analyzed 62 clinical variables and expression levels of 632 miRNAs measured at admission and identified 97 miRNAs associated with 8 blood phenotypes significantly associated with later ICU admission. Integrative miRNA-mRNA cross-correlation analysis identified multiple miRNA-mRNA-blood endophenotype associations and revealed the effect of miR-143-3p on neutrophil count mediated by the expression of its target gene BCL2. We report 168 significant cis-miRNA expression quantitative trait loci, 57 of which implicate miRNAs associated with either ICU admission or a blood endophenotype. CONCLUSIONS This systems genetics study has given rise to a genomic picture of the architecture of whole blood miRNAs in unvaccinated COVID-19 patients and pinpoints post-transcriptional regulation as a potential mechanism that impacts blood traits underlying COVID-19 severity. The results also highlight the impact of host genetic regulatory control of miRNA expression in early stages of COVID-19 disease.
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Affiliation(s)
- T Gjorgjieva
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates.
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates.
| | - A Chaloemtoem
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - T Shahin
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - O Bayaraa
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - M M Dieng
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - M Alshaikh
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - M Abdalbaqi
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - J Del Monte
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - G Begum
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - C Leonor
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - V Manikandan
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - N Drou
- Center for Genomics and Systems Biology, NYU Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - M Arshad
- Center for Genomics and Systems Biology, NYU Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - M Arnoux
- Center for Genomics and Systems Biology, NYU Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - N Kumar
- Seha (Abu Dhabi Health Services Company), Abu Dhabi, United Arab Emirates
| | - A Jabari
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - A Abdulle
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - G ElGhazali
- Sheikh Khalifa Medical City-Union 71 PureHealth, Abu Dhabi, United Arab Emirates
- Department of Medical Microbiology and Immunology, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - R Ali
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - S Y Shaheen
- Department of Medical Microbiology and Immunology, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - J Abdalla
- Department of Medical Microbiology and Immunology, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - F Piano
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
- Center for Genomics and Systems Biology, NYU Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - K C Gunsalus
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
- Center for Genomics and Systems Biology, NYU Abu Dhabi, Abu Dhabi, United Arab Emirates
| | - H Daggag
- Seha (Abu Dhabi Health Services Company), Abu Dhabi, United Arab Emirates
| | - H Al Nahdi
- Seha (Abu Dhabi Health Services Company), Abu Dhabi, United Arab Emirates
| | - H Abuzeid
- Seha (Abu Dhabi Health Services Company), Abu Dhabi, United Arab Emirates
| | - Y Idaghdour
- Biology Program, Division of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates.
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates.
- Center for Genomics and Systems Biology, NYU Abu Dhabi, Abu Dhabi, United Arab Emirates.
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15
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Spinetti G, Mutoli M, Greco S, Riccio F, Ben-Aicha S, Kenneweg F, Jusic A, de Gonzalo-Calvo D, Nossent AY, Novella S, Kararigas G, Thum T, Emanueli C, Devaux Y, Martelli F. Cardiovascular complications of diabetes: role of non-coding RNAs in the crosstalk between immune and cardiovascular systems. Cardiovasc Diabetol 2023; 22:122. [PMID: 37226245 PMCID: PMC10206598 DOI: 10.1186/s12933-023-01842-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 04/25/2023] [Indexed: 05/26/2023] Open
Abstract
Diabetes mellitus, a group of metabolic disorders characterized by high levels of blood glucose caused by insulin defect or impairment, is a major risk factor for cardiovascular diseases and related mortality. Patients with diabetes experience a state of chronic or intermittent hyperglycemia resulting in damage to the vasculature, leading to micro- and macro-vascular diseases. These conditions are associated with low-grade chronic inflammation and accelerated atherosclerosis. Several classes of leukocytes have been implicated in diabetic cardiovascular impairment. Although the molecular pathways through which diabetes elicits an inflammatory response have attracted significant attention, how they contribute to altering cardiovascular homeostasis is still incompletely understood. In this respect, non-coding RNAs (ncRNAs) are a still largely under-investigated class of transcripts that may play a fundamental role. This review article gathers the current knowledge on the function of ncRNAs in the crosstalk between immune and cardiovascular cells in the context of diabetic complications, highlighting the influence of biological sex in such mechanisms and exploring the potential role of ncRNAs as biomarkers and targets for treatments. The discussion closes by offering an overview of the ncRNAs involved in the increased cardiovascular risk suffered by patients with diabetes facing Sars-CoV-2 infection.
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Affiliation(s)
- Gaia Spinetti
- Laboratory of Cardiovascular Pathophysiology and Regenerative Medicine, IRCCS MultiMedica, Milan, Italy.
| | - Martina Mutoli
- Laboratory of Cardiovascular Pathophysiology and Regenerative Medicine, IRCCS MultiMedica, Milan, Italy
| | - Simona Greco
- Molecular Cardiology Laboratory, IRCCS Policlinico San Donato, Milan, Italy
| | - Federica Riccio
- Laboratory of Cardiovascular Pathophysiology and Regenerative Medicine, IRCCS MultiMedica, Milan, Italy
| | - Soumaya Ben-Aicha
- National Heart & Lung Institute, Imperial College London, London, UK
| | - Franziska Kenneweg
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, Hannover, Germany
| | | | - David de Gonzalo-Calvo
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
- CIBER of Respiratory Diseases (CIBERES), Institute of Health Carlos III, Madrid, Spain
| | - Anne Yaël Nossent
- Department of Surgery, Leiden University Medical Center, Leiden, the Netherlands
| | - Susana Novella
- Department of Physiology, University of Valencia - INCLIVA Biomedical Research Institute, Valencia, Spain
| | - Georgios Kararigas
- Department of Physiology, Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Thomas Thum
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, Hannover, Germany
| | - Costanza Emanueli
- National Heart & Lung Institute, Imperial College London, London, UK
| | - Yvan Devaux
- Cardiovascular Research Unit, Department of Precision Health, Luxembourg Institute of Health, Strassen, Luxembourg
| | - Fabio Martelli
- Molecular Cardiology Laboratory, IRCCS Policlinico San Donato, Milan, Italy.
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16
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Ahmad W, Gull B, Baby J, Panicker NG, Khader TA, Akhlaq S, Rizvi TA, Mustafa F. Differentially-regulated miRNAs in COVID-19: A systematic review. Rev Med Virol 2023:e2449. [PMID: 37145095 DOI: 10.1002/rmv.2449] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 03/22/2023] [Accepted: 04/04/2023] [Indexed: 05/06/2023]
Abstract
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) is responsible for coronavirus disease of 2019 (COVID-19) that infected more than 760 million people worldwide with over 6.8 million deaths to date. COVID-19 is one of the most challenging diseases of our times due to the nature of its spread, its effect on multiple organs, and an inability to predict disease prognosis, ranging from being completely asymptomatic to death. Upon infection, SARS-CoV-2 alters the host immune response by changing host-transcriptional machinery. MicroRNAs (miRNAs) are regarded as post-transcriptional regulators of gene expression that can be perturbed by invading viruses. Several in vitro and in vivo studies have reported such dysregulation of host miRNA expression upon SARS-CoV-2 infection. Some of this could occur as an anti-viral response of the host to the viral infection. Viruses themselves can counteract that response by mounting their own pro-viral response that facilitates virus infection, an aspect which may cause pathogenesis. Thus, miRNAs could serve as possible disease biomarkers in infected people. In the current review, we have summarised and analysed the existing data about miRNA dysregulation in patients infected with SARS-CoV-2 to determine their concordance between studies, and identified those that could serve as potential biomarkers during infection, disease progression, and death, even in people with other co-morbidities. Having such biomarkers can be vital in not only predicting COVID-19 prognosis, but also the development of novel miRNA-based anti-virals and therapeutics which can become invaluable in case of the emergence of new viral variants with pandemic potential in the future.
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Affiliation(s)
- Waqar Ahmad
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
| | - Bushra Gull
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
| | - Jasmin Baby
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
| | - Neena G Panicker
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
| | - Thanumol A Khader
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
| | - Shaima Akhlaq
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
| | - Tahir A Rizvi
- Department of Microbiology and Immunology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
- Zayed Center for Health Sciences (ZCHS), College of Medicine & Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
- ASPIRE Research Institute in Precision Medicine, Abu Dhabi, United Arab Emirates
| | - Farah Mustafa
- Department of Biochemistry and Molecular Biology, College of Medicine and Health Sciences (CMHS), United Arab Emirates University, Al Ain, United Arab Emirates
- Zayed Center for Health Sciences (ZCHS), College of Medicine & Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
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17
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Hashemi Sheikhshabani S, Amini-Farsani Z, Modarres P, Amini-Farsani Z, Khazaei Feyzabad S, Shaygan N, Hussen BM, Omrani MD, Ghafouri-Fard S. In silico identification of potential miRNAs -mRNA inflammatory networks implicated in the pathogenesis of COVID-19. HUMAN GENE (AMSTERDAM, NETHERLANDS) 2023; 36:201172. [PMID: 37520333 PMCID: PMC10085880 DOI: 10.1016/j.humgen.2023.201172] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Revised: 03/11/2023] [Accepted: 03/28/2023] [Indexed: 08/01/2023]
Abstract
COVID-19 has been found to affect the expression profile of several mRNAs and miRNAs, leading to dysregulation of a number of signaling pathways, particularly those related to inflammatory responses. In the current study, a systematic biology procedure was used for the analysis of high-throughput expression data from blood specimens of COVID-19 and healthy individuals. Differentially expressed miRNAs in blood specimens of COVID-19 vs. healthy specimens were then identified to construct and analyze miRNA-mRNA networks and predict key miRNAs and genes in inflammatory pathways. Our results showed that 171 miRNAs were expressed as outliers in box plot and located in the critical areas according to our statistical analysis. Among them, 8 miRNAs, namely miR-1275, miR-4429, miR-4489, miR-6721-5p, miR-5010-5p, miR-7110-5p, miR-6804-5p and miR-6881-3p were found to affect expression of key genes in NF-KB, JAK/STAT and MAPK signaling pathways implicated in COVID-19 pathogenesis. In addition, our results predicted that 25 genes involved in above-mentioned inflammatory pathways were targeted not only by these 8 miRNAs but also by other obtained miRNAs (163 miRNAs). The results of the current in silico study represent candidate targets for further studies in COVID-19.
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Affiliation(s)
- Somayeh Hashemi Sheikhshabani
- Student Research Committee, Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Zeinab Amini-Farsani
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Parastoo Modarres
- Department of Cell and Molecular Biology and Microbiology, University of Isfahan, Isfahan, Iran
| | - Zahra Amini-Farsani
- Bayesian Imaging and Spatial Statistics Group, Institute of Statistics, Ludwig-Maximilian-Universität München, Ludwigstraße 33, 80539 Munich, Germany
| | - Sharareh Khazaei Feyzabad
- Department of Laboratory Sciences, School of Paramedical Sciences, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Nasibeh Shaygan
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Bashdar Mahmud Hussen
- Department of Pharmacognosy, College of Pharmacy, Hawler Medical University, Kurdistan Region, Erbil, Iraq
- Center of Research and Strategic Studies, Lebanese French University, Erbil, Kurdistan Region, Iraq
| | - Mir Davood Omrani
- Urogenital Stem Cell Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Soudeh Ghafouri-Fard
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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18
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Redenšek Trampuž S, Vogrinc D, Goričar K, Dolžan V. Shared miRNA landscapes of COVID-19 and neurodegeneration confirm neuroinflammation as an important overlapping feature. Front Mol Neurosci 2023; 16:1123955. [PMID: 37008787 PMCID: PMC10064073 DOI: 10.3389/fnmol.2023.1123955] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 02/20/2023] [Indexed: 03/19/2023] Open
Abstract
Introduction Development and worsening of most common neurodegenerative diseases, such as Alzheimer's disease, Parkinson's disease, and multiple sclerosis, have been associated with COVID-19 However, the mechanisms associated with neurological symptoms in COVID-19 patients and neurodegenerative sequelae are not clear. The interplay between gene expression and metabolite production in CNS is driven by miRNAs. These small non-coding molecules are dysregulated in most common neurodegenerative diseases and COVID-19. Methods We have performed a thorough literature screening and database mining to search for shared miRNA landscapes of SARS-CoV-2 infection and neurodegeneration. Differentially expressed miRNAs in COVID-19 patients were searched using PubMed, while differentially expressed miRNAs in patients with five most common neurodegenerative diseases (Alzheimer's disease, Parkinson's disease, Huntington's disease, amyotrophic lateral sclerosis, and multiple sclerosis) were searched using the Human microRNA Disease Database. Target genes of the overlapping miRNAs, identified with the miRTarBase, were used for the pathway enrichment analysis performed with Kyoto Encyclopedia of Genes and Genomes and Reactome. Results In total, 98 common miRNAs were found. Additionally, two of them (hsa-miR-34a and hsa-miR-132) were highlighted as promising biomarkers of neurodegeneration, as they are dysregulated in all five most common neurodegenerative diseases and COVID-19. Additionally, hsa-miR-155 was upregulated in four COVID-19 studies and found to be dysregulated in neurodegeneration processes as well. Screening for miRNA targets identified 746 unique genes with strong evidence for interaction. Target enrichment analysis highlighted most significant KEGG and Reactome pathways being involved in signaling, cancer, transcription and infection. However, the more specific identified pathways confirmed neuroinflammation as being the most important shared feature. Discussion Our pathway based approach has identified overlapping miRNAs in COVID-19 and neurodegenerative diseases that may have a valuable potential for neurodegeneration prediction in COVID-19 patients. Additionally, identified miRNAs can be further explored as potential drug targets or agents to modify signaling in shared pathways. Graphical AbstractShared miRNA molecules among the five investigated neurodegenerative diseases and COVID-19 were identified. The two overlapping miRNAs, hsa-miR-34a and has-miR-132, present potential biomarkers of neurodegenerative sequelae after COVID-19. Furthermore, 98 common miRNAs between all five neurodegenerative diseases together and COVID-19 were identified. A KEGG and Reactome pathway enrichment analyses was performed on the list of shared miRNA target genes and finally top 20 pathways were evaluated for their potential for identification of new drug targets. A common feature of identified overlapping miRNAs and pathways is neuroinflammation. AD, Alzheimer's disease; ALS, amyotrophic lateral sclerosis; COVID-19, coronavirus disease 2019; HD, Huntington's disease; KEGG, Kyoto Encyclopedia of Genes and Genomes; MS, multiple sclerosis; PD, Parkinson's disease.
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Affiliation(s)
| | | | | | - Vita Dolžan
- Pharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
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19
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Quan J, Zhao X, Xiao Y, Wu H, Di Q, Wu Z, Chen X, Tang H, Zhao J, Guan Y, Xu Y, Chen W. USP39 Regulates NF-κB-Mediated Inflammatory Responses through Deubiquitinating K48-Linked IκBα. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2023; 210:640-652. [PMID: 36651806 DOI: 10.4049/jimmunol.2200603] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 12/06/2022] [Indexed: 01/19/2023]
Abstract
IκBα is a critical protein that inhibits NF-κB nuclear translocation and impairs NF-κB-mediated signaling. The abundance of IκBα determines the activation and restoration of the inflammatory response. However, posttranslational regulation of IκBα remains to be fully understood. In this study, we identified ubiquitin-specific protease 39 (USP39) as a negative regulator in the NF-κB inflammatory response by stabilizing basal IκBα. The expression of USP39 in macrophages was reduced under LPS-induced inflammation. Knockdown or knockout of USP39 in macrophages significantly increased the expression and secretion of proinflammatory cytokines upon exposure to LPS or Escherichia coli, whereas reexpression of exogenous USP39 in USP39-deficient macrophages rescued the effect. Moreover, USP39-defective mice were more sensitive to LPS or E. coli-induced systemic sepsis. Mechanistically, USP39 interacted with and stabilized IκBα by reducing K48-linked polyubiquination of IκBα. Taken together, to our knowledge, our study for the first time revealed the inhibitory function of USP39 in the NF-κB inflammatory response, providing a previously unknown mechanism for control of inflammatory cytokine induction in the cellular anti-inflammatory response.
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Affiliation(s)
- Jiazheng Quan
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Xibao Zhao
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Yue Xiao
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Han Wu
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Qianqian Di
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Zherui Wu
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Xinyi Chen
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Haimei Tang
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Jiajing Zhao
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Yonghong Guan
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Yongxian Xu
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
| | - Weilin Chen
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Institute of Biological Therapy, Department of Immunology, Shenzhen University School of Medicine, Shenzhen, China
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20
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Valsamaki A, Xanthoudaki M, Oikonomou KG, Vlachostergios PJ, Papadogoulas A, Katsiafylloudis P, Voulgaridi I, Skoura AL, Komnos A, Papamichalis P. Prevention, diagnostic evaluation, management and prognostic implications of liver disease in critically ill patients with COVID-19. World J Clin Cases 2023; 11:514-527. [PMID: 36793637 PMCID: PMC9923862 DOI: 10.12998/wjcc.v11.i3.514] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 12/05/2022] [Accepted: 01/10/2023] [Indexed: 01/23/2023] Open
Abstract
Coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2, broke out in December 2019 in Wuhan city of China and spread rapidly worldwide. Therefore, by March 2020, the World Health Organization declared the disease a global pandemic. Apart from the respiratory system, various other organs of the human body are also seriously affected by the virus. Liver injury in patients with a severe form of COVID-19 is estimated to be 14.8%-53.0%. Elevated levels of total bilirubin, aspartate aminotransferase and alanine aminotransferase and low levels of serum albumin and prealbumin are the main laboratory findings. Patients with pre-existing chronic liver disease and cirrhosis are much more prone to develop severe liver injury. This literature review presented the recent scientific findings regarding the pathophysiological mechanisms responsible for liver injury in critically ill patients with COVID-19, the various interactions between drugs used to treat the disease and the function of the liver and the specific tests providing the possibility of early diagnosis of severe liver injury in these patients. Moreover, it highlighted the burden that COVID-19 put on health systems worldwide and its effect on transplant programs and the care provided to critically ill patients in general and particularly to those with chronic liver disease.
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Affiliation(s)
- Asimina Valsamaki
- Intensive Care Unit, General Hospital of Larissa, Larissa 41221, Greece
| | - Maria Xanthoudaki
- Intensive Care Unit, General Hospital of Larissa, Larissa 41221, Greece
| | | | - Panagiotis J Vlachostergios
- Division of Hematology and Medical Oncology, Department of Medicine, Weill Cornell Medicine, New York, NY 10065, United States
| | | | | | - Ioanna Voulgaridi
- Department of Microbiology, General Hospital of Larissa, Larissa 41221, Greece
| | | | - Apostolos Komnos
- Intensive Care Unit, General Hospital of Larissa, Larissa 41221, Greece
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21
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Pieri M, Vayianos P, Nicolaidou V, Felekkis K, Papaneophytou C. Alterations in Circulating miRNA Levels after Infection with SARS-CoV-2 Could Contribute to the Development of Cardiovascular Diseases: What We Know So Far. Int J Mol Sci 2023; 24:ijms24032380. [PMID: 36768701 PMCID: PMC9917196 DOI: 10.3390/ijms24032380] [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: 12/19/2022] [Revised: 01/09/2023] [Accepted: 01/21/2023] [Indexed: 01/27/2023] Open
Abstract
The novel coronavirus disease 2019 (COVID-19) is caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and poses significant complications for cardiovascular disease (CVD) patients. MicroRNAs (miRNAs) are small non-coding RNAs that regulate gene expression and influence several physiological and pathological processes, including CVD. This critical review aims to expand upon the current literature concerning miRNA deregulation during the SARS-CoV-2 infection, focusing on cardio-specific miRNAs and their association with various CVDs, including cardiac remodeling, arrhythmias, and atherosclerosis after SARS-CoV-2 infection. Despite the scarcity of research in this area, our findings suggest that changes in the expression levels of particular COVID-19-related miRNAs, including miR-146a, miR-27/miR-27a-5p, miR-451, miR-486-5p, miR-21, miR-155, and miR-133a, may be linked to CVDs. While our analysis did not conclusively determine the impact of SARS-CoV-2 infection on the profile and/or expression levels of cardiac-specific miRNAs, we proposed a potential mechanism by which the miRNAs mentioned above may contribute to the development of these two pathologies. Further research on the relationship between SARS-CoV-2, CVDs, and microRNAs will significantly enhance our understanding of this connection and may lead to the use of these miRNAs as biomarkers or therapeutic targets for both pathologies.
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Affiliation(s)
- Myrtani Pieri
- Department of Life Sciences, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
- Non-Coding RNA Research Laboratory, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
| | - Panayiotis Vayianos
- Department of Life Sciences, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
| | - Vicky Nicolaidou
- Department of Life Sciences, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
- Non-Coding RNA Research Laboratory, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
| | - Kyriacos Felekkis
- Department of Life Sciences, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
- Non-Coding RNA Research Laboratory, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
- Correspondence: (K.F.); (C.P.)
| | - Christos Papaneophytou
- Department of Life Sciences, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
- Non-Coding RNA Research Laboratory, School of Life and Health Sciences, University of Nicosia, 2417 Nicosia, Cyprus
- Correspondence: (K.F.); (C.P.)
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22
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Liang Y, Fang D, Gao X, Deng X, Chen N, Wu J, Zeng M, Luo M. Circulating microRNAs as emerging regulators of COVID-19. Theranostics 2023; 13:125-147. [PMID: 36593971 PMCID: PMC9800721 DOI: 10.7150/thno.78164] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 11/06/2022] [Indexed: 12/03/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19), an infectious disease caused by the novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is a global pandemic that has high incidence rates, spreads rapidly, and has caused more than 6.5 million deaths globally to date. Currently, several drugs have been used in the clinical treatment of COVID-19, including antivirals (e.g., molnupiravir, baricitinib, and remdesivir), monoclonal antibodies (e.g., etesevimab and tocilizumab), protease inhibitors (e.g., paxlovid), and glucocorticoids (e.g., dexamethasone). Increasing evidence suggests that circulating microRNAs (miRNAs) are important regulators of viral infection and antiviral immune responses, including the biological processes involved in regulating COVID-19 infection and subsequent complications. During viral infection, both viral genes and host cytokines regulate transcriptional and posttranscriptional steps affecting viral replication. Virus-encoded miRNAs are a component of the immune evasion repertoire and function by directly targeting immune functions. Moreover, several host circulating miRNAs can contribute to viral immune escape and play an antiviral role by not only promoting nonstructural protein (nsp) 10 expression in SARS coronavirus, but among others inhibiting NOD-like receptor pyrin domain-containing (NLRP) 3 and IL-1β transcription. Consequently, understanding the expression and mechanism of action of circulating miRNAs during SARS-CoV-2 infection will provide unexpected insights into circulating miRNA-based studies. In this review, we examined the recent progress of circulating miRNAs in the regulation of severe inflammatory response, immune dysfunction, and thrombosis caused by SARS-CoV-2 infection, discussed the mechanisms of action, and highlighted the therapeutic challenges involving miRNA and future research directions in the treatment of COVID-19.
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Affiliation(s)
- Yu Liang
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- College of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese Medicine, Southwest Medical University, Luzhou, Sichuan, China
| | - Dan Fang
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- Laboratory for Cardiovascular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, Sichuan, China
| | - Xiaojun Gao
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- Laboratory for Cardiovascular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, Sichuan, China
| | - Xin Deng
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- Laboratory for Cardiovascular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, Sichuan, China
| | - Ni Chen
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- Laboratory for Cardiovascular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, Sichuan, China
| | - Jianbo Wu
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- Laboratory for Cardiovascular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, Sichuan, China
| | - Min Zeng
- Department of Pharmacy, the Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China
| | - Mao Luo
- Key Laboratory of Medical Electrophysiology, Ministry of Education, Drug Discovery Research Center, Southwest Medical University, Luzhou, China
- College of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Traditional Chinese Medicine, Southwest Medical University, Luzhou, Sichuan, China
- Laboratory for Cardiovascular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, Sichuan, China
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23
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Izzo C, Visco V, Gambardella J, Ferruzzi GJ, Rispoli A, Rusciano MR, Toni AL, Virtuoso N, Carrizzo A, Di Pietro P, Iaccarino G, Vecchione C, Ciccarelli M. Cardiovascular Implications of microRNAs in Coronavirus Disease 2019. J Pharmacol Exp Ther 2023; 384:102-108. [PMID: 35779946 DOI: 10.1124/jpet.122.001210] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 06/11/2022] [Accepted: 06/15/2022] [Indexed: 01/13/2023] Open
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic continues to be a global challenge due to resulting morbidity and mortality. Cardiovascular (CV) involvement is a crucial complication in coronavirus disease 2019 (COVID-19), and no strategies are available to prevent or specifically address CV events in COVID-19 patients. The identification of molecular partners contributing to CV manifestations in COVID-19 patients is crucial for providing early biomarkers, prognostic predictors, and new therapeutic targets. The current report will focus on the role of microRNAs (miRNAs) in CV complications associated with COVID-19. Indeed, miRNAs have been proposed as valuable biomarkers and predictors of both cardiac and vascular damage occurring in SARS-CoV-2 infection. SIGNIFICANCE STATEMENT: It is essential to identify the molecular mediators of coronavirus disease 2019 (COVID-19) cardiovascular (CV) complications. This report focused on the role of microRNAs in CV complications associated with COVID-19, discussing their potential use as biomarkers, prognostic predictors, and therapeutic targets.
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Affiliation(s)
- Carmine Izzo
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Valeria Visco
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Jessica Gambardella
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Germano Junior Ferruzzi
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Antonella Rispoli
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Maria Rosaria Rusciano
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Anna Laura Toni
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Nicola Virtuoso
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Albino Carrizzo
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Paola Di Pietro
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Guido Iaccarino
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Carmine Vecchione
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
| | - Michele Ciccarelli
- Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy (C.I., V.V., G.J.F., A.R., M.R.R., A.L.T., A.C., P.D.P., C.V., M.C.); Department of Advanced Biomedical Sciences, "Federico II" University, Naples, Italy (J.G., G.I.); Department of Medicine, Einstein-Sinai Diabetes Research Center, The Fleischer Institute for Diabetes and Metabolism, Einstein Institute for Aging Research, Albert Einstein College of Medicine, New York, New York (J.G.); Cardiology Unit, University Hospital "San Giovanni di Dio e Ruggi d'Aragona," Salerno, Italy (N.V.); and Vascular Physiopathology Unit, IRCCS Neuromed, Pozzilli, Italy (A.C., C.V.)
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24
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Platelet dysfunction and thrombus instability in flow conditions in patients with severe COVID-19. Thromb Res 2023; 221:137-148. [PMID: 36376109 PMCID: PMC9642035 DOI: 10.1016/j.thromres.2022.11.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 10/21/2022] [Accepted: 11/04/2022] [Indexed: 11/09/2022]
Abstract
Severe COVID-19 has been associated with a high rate of thrombotic events but also of bleeding events, particularly when the level of prophylactic anticoagulation was increased. Data on the contribution of platelets to these thrombotic events are discordant between reports, while the involvement of platelets in bleeding events has never been investigated. The objective of the present study was to assess platelet function during the first week of ICU hospitalization in patients with severe COVID-19 pneumonia. A total of 35 patients were prospectively included and blood samples were drawn on day (D) 0, D2 and D7. COVID-19 pneumonia was severe with a median PaO2/FiO2 ratio of 91 [68-119] on D0. Platelets from these patients showed evidence of pre-activation and exhaustion with a significant reduction in the surface expression of GPVI, GPIb and GPIIbIIIa, together with a decrease in serotonin content. Platelets from patients with severe COVID-19 were hyporesponsive with a reduced maximal aggregation response to several platelet agonists and decreased adhesion to immobilized fibrinogen. Aggregation of washed platelets and plasma substitution experiments indicated that a plasma factor was at least partially responsible for this hyporeactivity of platelets. Blood flow experiments showed that severe COVID-19 platelets formed smaller, less stable aggregates on a collagen-coated surface, which could explain why some patients develop bleeding events. These findings should prompt us to carefully evaluate the risks and benefits of high-dose prophylactic anticoagulation, and to decrease the level of anticoagulation once the initial phase of the disease has resolved. TRIAL REGISTRATION: ClinicalTrials.gov identifier: NCT04359992.
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Affiliation(s)
- Clemens Gutmann
- School of Cardiovascular and Metabolic Medicine & Sciences, King's College London British Heart Foundation Centre, 125 Coldharbour Lane, London SE5 9NU, UK
| | | | - Manuel Mayr
- School of Cardiovascular and Metabolic Medicine & Sciences, King's College London British Heart Foundation Centre, 125 Coldharbour Lane, London SE5 9NU, UK
- Division of Cardiology, Medical University of Vienna, Austria
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26
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Madè A, Greco S, Vausort M, Miliotis M, Schordan E, Baksi S, Zhang L, Baryshnikova E, Ranucci M, Cardani R, Fagherazzi G, Ollert M, Tastsoglou S, Vatsellas G, Hatzigeorgiou A, Firat H, Devaux Y, Martelli F. Association of miR-144 levels in the peripheral blood with COVID-19 severity and mortality. Sci Rep 2022; 12:20048. [PMID: 36414650 PMCID: PMC9681736 DOI: 10.1038/s41598-022-23922-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 11/07/2022] [Indexed: 11/24/2022] Open
Abstract
Coronavirus disease-2019 (COVID-19) can be asymptomatic or lead to a wide symptom spectrum, including multi-organ damage and death. Here, we explored the potential of microRNAs in delineating patient condition and predicting clinical outcome. Plasma microRNA profiling of hospitalized COVID-19 patients showed that miR-144-3p was dynamically regulated in response to COVID-19. Thus, we further investigated the biomarker potential of miR-144-3p measured at admission in 179 COVID-19 patients and 29 healthy controls recruited in three centers. In hospitalized patients, circulating miR-144-3p levels discriminated between non-critical and critical illness (AUCmiR-144-3p = 0.71; p = 0.0006), acting also as mortality predictor (AUCmiR-144-3p = 0.67; p = 0.004). In non-hospitalized patients, plasma miR-144-3p levels discriminated mild from moderate disease (AUCmiR-144-3p = 0.67; p = 0.03). Uncontrolled release of pro-inflammatory cytokines can lead to clinical deterioration. Thus, we explored the added value of a miR-144/cytokine combined analysis in the assessment of hospitalized COVID-19 patients. A miR-144-3p/Epidermal Growth Factor (EGF) combined score discriminated between non-critical and critical hospitalized patients (AUCmiR-144-3p/EGF = 0.81; p < 0.0001); moreover, a miR-144-3p/Interleukin-10 (IL-10) score discriminated survivors from nonsurvivors (AUCmiR-144-3p/IL-10 = 0.83; p < 0.0001). In conclusion, circulating miR-144-3p, possibly in combination with IL-10 or EGF, emerges as a noninvasive tool for early risk-based stratification and mortality prediction in COVID-19.
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Affiliation(s)
- Alisia Madè
- grid.419557.b0000 0004 1766 7370Molecular Cardiology Laboratory, IRCCS Policlinico San Donato, Via Morandi 30, 20097 San Donato Milanese, MI Italy
| | - Simona Greco
- grid.419557.b0000 0004 1766 7370Molecular Cardiology Laboratory, IRCCS Policlinico San Donato, Via Morandi 30, 20097 San Donato Milanese, MI Italy
| | - Melanie Vausort
- grid.451012.30000 0004 0621 531XCardiovascular Research Unit, Department of Precision Health, Luxembourg Institute of Health, 1445 Strassen, Luxembourg
| | - Marios Miliotis
- grid.418497.7Hellenic Pasteur Institute, 11521 Athens, Greece ,grid.410558.d0000 0001 0035 6670DIANA-Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece
| | - Eric Schordan
- grid.450762.2Firalis SA, 35 Rue du Fort, 68330 Huningue, France
| | - Shounak Baksi
- grid.451012.30000 0004 0621 531XCardiovascular Research Unit, Department of Precision Health, Luxembourg Institute of Health, 1445 Strassen, Luxembourg
| | - Lu Zhang
- grid.451012.30000 0004 0621 531XBioinformatics Platform, Luxembourg Institute of Health, L-1445 Strassen, Luxembourg
| | - Ekaterina Baryshnikova
- grid.419557.b0000 0004 1766 7370Department of Cardiovascular Anesthesia and ICU, IRCCS Policlinico San Donato, Via Morandi 30, 20097 San Donato Milanese, MI Italy
| | - Marco Ranucci
- grid.419557.b0000 0004 1766 7370Department of Cardiovascular Anesthesia and ICU, IRCCS Policlinico San Donato, Via Morandi 30, 20097 San Donato Milanese, MI Italy
| | - Rosanna Cardani
- grid.419557.b0000 0004 1766 7370BioCor Biobank, UOC SMEL-1 of Clinical Pathology, Department of Pathology and Laboratory Medicine, IRCCS-Policlinico San Donato, Via Morandi 30, 20097 San Donato Milanese, MI Italy
| | - Guy Fagherazzi
- grid.451012.30000 0004 0621 531XDeep Digital Phenotyping Research Unit, Department of Precision Health, Luxembourg Institute of Health, 1 A-B Rue Thomas Edison, 1445 Strassen, Luxembourg
| | - Markus Ollert
- grid.451012.30000 0004 0621 531XDepartment of Infection and Immunity, Luxembourg Institute of Health, 29, Rue Henri Koch, 4354 Esch-Sur-Alzette, Luxembourg ,grid.10825.3e0000 0001 0728 0170Department of Dermatology and Allergy Center, Odense Research Center for Anaphylaxis (ORCA), University of Southern Denmark, 5000 Odense, Denmark
| | - Spyros Tastsoglou
- grid.418497.7Hellenic Pasteur Institute, 11521 Athens, Greece ,grid.410558.d0000 0001 0035 6670DIANA-Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece
| | - Giannis Vatsellas
- grid.417593.d0000 0001 2358 8802Greek Genome Center, Biomedical Research Foundation, Academy of Athens, 11527 Athens, Greece
| | - Artemis Hatzigeorgiou
- grid.418497.7Hellenic Pasteur Institute, 11521 Athens, Greece ,grid.410558.d0000 0001 0035 6670DIANA-Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece
| | - Hüseyin Firat
- grid.450762.2Firalis SA, 35 Rue du Fort, 68330 Huningue, France
| | - Yvan Devaux
- grid.451012.30000 0004 0621 531XCardiovascular Research Unit, Department of Precision Health, Luxembourg Institute of Health, 1445 Strassen, Luxembourg
| | - Fabio Martelli
- grid.419557.b0000 0004 1766 7370Molecular Cardiology Laboratory, IRCCS Policlinico San Donato, Via Morandi 30, 20097 San Donato Milanese, MI Italy
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Ji J, Anwar M, Petretto E, Emanueli C, Srivastava PK. PPMS: A framework to Profile Primary MicroRNAs from Single-cell RNA-sequencing datasets. Brief Bioinform 2022; 23:bbac419. [PMID: 36209413 PMCID: PMC9677482 DOI: 10.1093/bib/bbac419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 07/28/2022] [Accepted: 08/30/2022] [Indexed: 12/14/2022] Open
Abstract
MOTIVATION Single-cell/nuclei RNA-sequencing (scRNA-seq) technologies can simultaneously quantify gene expression in thousands of cells across the genome. However, the majority of the noncoding RNAs, such as microRNAs (miRNAs), cannot currently be profiled at the same scale. MiRNAs are a class of small noncoding RNAs and play an important role in gene regulation. MiRNAs originate from the processing of primary transcripts, known as primary-microRNAs (pri-miRNAs). The pri-miRNA transcripts, independent of their cognate miRNAs, can also function as long noncoding RNAs, code for micropeptides or even interact with DNA, acting like enhancers. Therefore, it is apparent that the significance of scRNA-seq pri-miRNA profiling expands beyond using pri-miRNA as proxies of mature miRNAs. However, there are no computational methods that allow profiling and quantification of pri-miRNAs at the single-cell-type resolution. RESULTS We have developed a simple yet effective computational framework to profile pri-MiRNAs from single-cell RNA-sequencing datasets (PPMS). Based on user input, PPMS can profile pri-miRNAs at cell-type resolution. PPMS can be applied to both newly produced and publicly available datasets obtained via single cell or single-nuclei RNA-seq. It allows users to (i) investigate the distribution of pri-miRNAs across cell types and cell states and (ii) establish a relationship between the number of cells/reads sequenced and the detection of pri-miRNAs. Here, to demonstrate its efficacy, we have applied PPMS to publicly available scRNA-seq data generated from (i) individual chambers (ventricles and atria) of the human heart, (ii) human pluripotent stem cells during their differentiation into cardiomyocytes (the heart beating cells) and (iii) hiPSCs-derived cardiomyocytes infected with severe acute respiratory syndrome coronavirus 2.
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Affiliation(s)
- Jiahui Ji
- National Heart and Lung Institute, Imperial College London, UK
| | - Maryam Anwar
- National Heart and Lung Institute, Imperial College London, UK
| | - Enrico Petretto
- London Institute of Medical Sciences, MRC, UK
- Duke-NUS Medical School, Singapore
- Institute of Big Data and Artificial Intelligence, China Pharmaceutical University (CPU), 211198 Nanjing, China
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Zarei Ghobadi M, Emamzadeh R, Teymoori-Rad M, Afsaneh E. Exploration of blood−derived coding and non-coding RNA diagnostic immunological panels for COVID-19 through a co-expressed-based machine learning procedure. Front Immunol 2022; 13:1001070. [DOI: 10.3389/fimmu.2022.1001070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 10/17/2022] [Indexed: 11/06/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS- CoV-2) is the causative virus of the pandemic coronavirus disease 2019 (COVID-19). Evaluating the immunological factors and other implicated processes underlying the progression of COVID-19 is essential for the recognition and then the design of efficacious therapies. Therefore, we analyzed RNAseq data obtained from PBMCs of the COVID-19 patients to explore coding and non-coding RNA diagnostic immunological panels. For this purpose, we integrated multiple RNAseq data and analyzed them overall as well as by considering the state of disease including severe and non-severe conditions. Afterward, we utilized a co-expressed-based machine learning procedure comprising weighted-gene co-expression analysis and differential expression gene as filter phase and recursive feature elimination-support vector machine as wrapper phase. This procedure led to the identification of two modules containing 5 and 84 genes which are mostly involved in cell dysregulation and innate immune suppression, respectively. Moreover, the role of vitamin D in regulating some classifiers was highlighted. Further analysis disclosed the role of discriminant miRNAs including miR-197-3p, miR-150-5p, miR-340-5p, miR-122-5p, miR-1307-3p, miR-34a-5p, miR-98-5p and their target genes comprising GAN, VWC2, TNFRSF6B, and CHST3 in the metabolic pathways. These classifiers differentiate the final fate of infection toward severe or non-severe COVID-19. The identified classifier genes and miRNAs may help in the proper design of therapeutic procedures considering their involvement in the immune and metabolic pathways.
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29
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Kanapeckaitė A, Mažeikienė A, Geris L, Burokienė N, Cottrell GS, Widera D. Computational pharmacology: New avenues for COVID-19 therapeutics search and better preparedness for future pandemic crises. Biophys Chem 2022; 290:106891. [PMID: 36137310 PMCID: PMC9464258 DOI: 10.1016/j.bpc.2022.106891] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 09/03/2022] [Accepted: 09/04/2022] [Indexed: 01/07/2023]
Abstract
The COVID-19 pandemic created an unprecedented global healthcare emergency prompting the exploration of new therapeutic avenues, including drug repurposing. A large number of ongoing studies revealed pervasive issues in clinical research, such as the lack of accessible and organised data. Moreover, current shortcomings in clinical studies highlighted the need for a multi-faceted approach to tackle this health crisis. Thus, we set out to explore and develop new strategies for drug repositioning by employing computational pharmacology, data mining, systems biology, and computational chemistry to advance shared efforts in identifying key targets, affected networks, and potential pharmaceutical intervention options. Our study revealed that formulating pharmacological strategies should rely on both therapeutic targets and their networks. We showed how data mining can reveal regulatory patterns, capture novel targets, alert about side-effects, and help identify new therapeutic avenues. We also highlighted the importance of the miRNA regulatory layer and how this information could be used to monitor disease progression or devise treatment strategies. Importantly, our work bridged the interactome with the chemical compound space to better understand the complex landscape of COVID-19 drugs. Machine and deep learning allowed us to showcase limitations in current chemical libraries for COVID-19 suggesting that both in silico and experimental analyses should be combined to retrieve therapeutically valuable compounds. Based on the gathered data, we strongly advocate for taking this opportunity to establish robust practices for treating today's and future infectious diseases by preparing solid analytical frameworks.
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Affiliation(s)
- Austė Kanapeckaitė
- AK Consulting, Laisvės g. 7, LT 12007 Vilnius, Lithuania,Corresponding author
| | - Asta Mažeikienė
- Department of Physiology, Biochemistry, Microbiology and Laboratory Medicine, Institute of Biomedical Sciences, Faculty of Medicine, Vilnius University, M. K. Čiurlionio g. 21, LT-03101 Vilnius, Lithuania
| | - Liesbet Geris
- Biomechanics Research Unit, GIGA In Silico Medicine, University of Liège, Quartier Hôpital, Avenue de l'Hôpital 11 (B34), Liège 4000, Belgium,Biomechanics Section, Department of Mechanical Engineering, KU Leuven, Celestijnenlaan 300C (2419), Leuven 3001, Belgium,Skeletel Biology and Engineering Research Center, Department of Development and Regeneration, KU Leuven, Herestraat 49 (813), Leuven 3000, Belgium
| | - Neringa Burokienė
- Clinics of Internal Diseases, Family Medicine and Oncology, Institute of Clinical Medicine, Faculty of Medicine, Vilnius University, M. K. Čiurlionio str. 21/27, LT-03101 Vilnius, Lithuania
| | - Graeme S. Cottrell
- University of Reading, School of Pharmacy, Hopkins Building, Reading RG6 6UB, United Kingdom
| | - Darius Widera
- University of Reading, School of Pharmacy, Hopkins Building, Reading RG6 6UB, United Kingdom
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30
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Evans PC, Davidson SM, Wojta J, Bäck M, Bollini S, Brittan M, Catapano AL, Chaudhry B, Cluitmans M, Gnecchi M, Guzik TJ, Hoefer I, Madonna R, Monteiro JP, Morawietz H, Osto E, Padró T, Sluimer JC, Tocchetti CG, Van der Heiden K, Vilahur G, Waltenberger J, Weber C. From novel discovery tools and biomarkers to precision medicine-basic cardiovascular science highlights of 2021/22. Cardiovasc Res 2022; 118:2754-2767. [PMID: 35899362 PMCID: PMC9384606 DOI: 10.1093/cvr/cvac114] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 05/13/2022] [Accepted: 06/07/2022] [Indexed: 11/16/2022] Open
Abstract
Here, we review the highlights of cardiovascular basic science published in 2021 and early 2022 on behalf of the European Society of Cardiology Council for Basic Cardiovascular Science. We begin with non-coding RNAs which have emerged as central regulators cardiovascular biology, and then discuss how technological developments in single-cell 'omics are providing new insights into cardiovascular development, inflammation, and disease. We also review recent discoveries on the biology of extracellular vesicles in driving either protective or pathogenic responses. The Nobel Prize in Physiology or Medicine 2021 recognized the importance of the molecular basis of mechanosensing and here we review breakthroughs in cardiovascular sensing of mechanical force. We also summarize discoveries in the field of atherosclerosis including the role of clonal haematopoiesis of indeterminate potential, and new mechanisms of crosstalk between hyperglycaemia, lipid mediators, and inflammation. The past 12 months also witnessed major advances in the field of cardiac arrhythmia including new mechanisms of fibrillation. We also focus on inducible pluripotent stem cell technology which has demonstrated disease causality for several genetic polymorphisms in long-QT syndrome and aortic valve disease, paving the way for personalized medicine approaches. Finally, the cardiovascular community has continued to better understand COVID-19 with significant advancement in our knowledge of cardiovascular tropism, molecular markers, the mechanism of vaccine-induced thrombotic complications and new anti-viral therapies that protect the cardiovascular system.
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Affiliation(s)
| | | | | | | | - Sveva Bollini
- Department of Experimental Medicine (DIMES), University of Genova, L.go R. Benzi 10, 16132 Genova, Italy
| | - Mairi Brittan
- Queens Medical Research Institute, BHF Centre for Cardiovascular Sciences, University of Edinburgh, Scotland
| | | | - Bill Chaudhry
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Matthijs Cluitmans
- Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, Netherlands
- Philips Research, Eindhoven, Netherlands
| | - Massimiliano Gnecchi
- Department of Molecular Medicine, Unit of Cardiology, University of Pavia Division of Cardiology, Unit of Translational Cardiology, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
- Department of Medicine, University of Cape Town, South Africa
| | - Tomasz J Guzik
- Department of Internal Medicine, Jagiellonian University Medical College, Krakow, Poland and Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Imo Hoefer
- Central Diagnostic Laboratory, UMC Utrecht, the Netherlands
| | - Rosalinda Madonna
- Institute of Cardiology, Department of Surgical, Medical, Molecular and Critical Care Area, University of Pisa, Pisa, 56124 Italy
- Department of Internal Medicine, Cardiology Division, University of Texas Medical School, Houston, TX, USA
| | - João P Monteiro
- Queens Medical Research Institute, BHF Centre for Cardiovascular Sciences, University of Edinburgh, Scotland
| | - Henning Morawietz
- Division of Vascular Endothelium and Microcirculation, Department of Medicine III, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Germany
| | - Elena Osto
- Institute of Clinical Chemistry and Department of Cardiology, Heart Center, University Hospital & University of Zurich, Switzerland
| | - Teresa Padró
- Cardiovascular Program-ICCC, IR-Hospital Santa Creu i Sant Pau, IIB-Sant Pau, and CIBERCV-Instituto de Salud Carlos III, Barcelona, Spain
| | - Judith C Sluimer
- Cardiovascular Research Institute Maastricht, Maastricht University Medical Center, Maastricht, Netherland
- University/BHF Centre for Cardiovascular Sciences, University of Edinburgh, Edinburgh, UK
| | - Carlo Gabriele Tocchetti
- Cardio-Oncology Unit, Department of Translational Medical Sciences, Center for Basic and Clinical Immunology (CISI), Interdepartmental Center of Clinical and Translational Sciences (CIRCET), Interdepartmental Hypertension Research Center (CIRIAPA), Federico II University, 80131 Napoli, Italy
| | - Kim Van der Heiden
- Biomedical Engineering, Thoraxcenter, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Gemma Vilahur
- Cardiovascular Program-ICCC, IR-Hospital Santa Creu i Sant Pau, IIB-Sant Pau, and CIBERCV-Instituto de Salud Carlos III, Barcelona, Spain
| | - Johannes Waltenberger
- Cardiovascular Medicine, Medical Faculty, University of Muenster, Muenster, Germany
- Diagnostic and Therapeutic Heart Center, Zurich, Switzerland
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Liu L, Zhang Y, Chen Y, Zhao Y, Shen J, Wu X, Li M, Chen M, Li X, Sun Y, Gu L, Li W, Wang F, Yao L, Zhang Z, Xiao Z, Du F. Therapeutic prospects of ceRNAs in COVID-19. Front Cell Infect Microbiol 2022; 12:998748. [PMID: 36204652 PMCID: PMC9530275 DOI: 10.3389/fcimb.2022.998748] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 08/29/2022] [Indexed: 01/08/2023] Open
Abstract
Since the end of 2019, COVID-19 caused by SARS-CoV-2 has spread worldwide, and the understanding of the new coronavirus is in a preliminary stage. Currently, immunotherapy, cell therapy, antiviral therapy, and Chinese herbal medicine have been applied in the clinical treatment of the new coronavirus; however, more efficient and safe drugs to control the progress of the new coronavirus are needed. Long noncoding RNAs (lncRNAs), microRNAs (miRNAs), and circular RNAs (circRNAs) may provide new therapeutic targets for novel coronavirus treatments. The first aim of this paper is to review research progress on COVID-19 in the respiratory, immune, digestive, circulatory, urinary, reproductive, and nervous systems. The second aim is to review the body systems and potential therapeutic targets of lncRNAs, miRNAs, and circRNAs in patients with COVID-19. The current research on competing endogenous RNA (ceRNA) (lncRNA-miRNA-mRNA and circRNA-miRNA-mRNA) in SARS-CoV-2 is summarized. Finally, we predict the possible therapeutic targets of four lncRNAs, MALAT1, NEAT1, TUG1, and GAS5, in COVID-19. Importantly, the role of PTEN gene in the ceRNA network predicted by lncRNA MALAT1 and lncRNA TUG1 may help in the discovery and clinical treatment of effective drugs for COVID-19.
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Affiliation(s)
- Lin Liu
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Yao Zhang
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Yu Chen
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Yueshui Zhao
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Jing Shen
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Xu Wu
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Mingxing Li
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
| | - Meijuan Chen
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Xiaobing Li
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Yuhong Sun
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Li Gu
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Wanping Li
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Fang Wang
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
| | - Lei Yao
- Experiment Medicine Center, The Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Zhuo Zhang
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- *Correspondence: Zhuo Zhang, ; Zhangang Xiao, ; Fukuan Du,
| | - Zhangang Xiao
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
- Department of Oncology, Affiliated Hospital of Southwest Medical University, Luzhou, China
- *Correspondence: Zhuo Zhang, ; Zhangang Xiao, ; Fukuan Du,
| | - Fukuan Du
- Laboratory of Molecular Pharmacology, Department of Pharmacology, School of Pharmacy, Southwest Medical University, Luzhou, China
- Cell Therapy & Cell Drugs of Luzhou Key Laboratory, Luzhou Science and Technology Bureau, Luzhou, China
- South Sichuan Institute of Translational Medicine, Luzhou, China
- *Correspondence: Zhuo Zhang, ; Zhangang Xiao, ; Fukuan Du,
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Panda M, Kalita E, Singh S, Kumar K, Rao A, Prajapati VK. MiRNA-SARS-CoV-2 dialogue and prospective anti-COVID-19 therapies. Life Sci 2022; 305:120761. [PMID: 35787998 PMCID: PMC9249409 DOI: 10.1016/j.lfs.2022.120761] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 06/24/2022] [Accepted: 06/28/2022] [Indexed: 02/08/2023]
Abstract
COVID-19 is a highly transmissible disease caused by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), affects 226 countries and continents, and has resulted in >6.2 million deaths worldwide. Despite the efforts of all scientific institutions worldwide to identify potential therapeutics, no specific drug has been approved by the FDA to treat the COVID-19 patient. SARS-CoV-2 variants of concerns make the potential of publicly known therapeutics to respond to and detect disease onset highly improbable. The quest for universal therapeutics pointed to the ability of RNA-based molecules to shield and detect the adverse effects of the COVID-19 illness. One such candidate, miRNA (microRNA), works on regulating the differential expression of the target gene post-transcriptionally. The prime focus of this review is to report the critical miRNA molecule and their regular expression in patients with COVID-19 infection and associated comorbidities. Viral and host miRNAs control the etiology of COVID-19 infection throughout the life cycle and host inflammatory response, where host miRNAs are identified as a double-edged showing as a proviral and antiviral response. The review also covered the role of viral miRNAs in mediating host cell signaling expression during disease pathology. Studying molecular interactions between the host and the SARS-CoV-2 virus during COVID-19 pathogenesis offers the chance to use miRNA-based therapeutics to reduce the severity of the illness. By utilizing an appropriate delivery vehicle, these small non-coding RNA could be envisioned as a promising biomarker in designing a practical RNAi-based treatment approach of clinical significance.
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Affiliation(s)
- Mamta Panda
- Department of Biochemistry, School of Life Sciences, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer 305817, Rajasthan, India
| | - Elora Kalita
- Department of Biochemistry, School of Life Sciences, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer 305817, Rajasthan, India
| | - Satyendra Singh
- Department of Biochemistry, School of Life Sciences, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer 305817, Rajasthan, India
| | - Ketan Kumar
- Department of Biochemistry, School of Life Sciences, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer 305817, Rajasthan, India
| | - Abhishek Rao
- Department of Biochemistry, School of Life Sciences, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer 305817, Rajasthan, India
| | - Vijay Kumar Prajapati
- Department of Biochemistry, School of Life Sciences, Central University of Rajasthan, Bandarsindri, Kishangarh, Ajmer 305817, Rajasthan, India.
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Jusic A, Stellos K, Ferreira L, Baker AH, Devaux Y. (Epi)transcriptomics in cardiovascular and neurological complications of COVID-19. JOURNAL OF MOLECULAR AND CELLULAR CARDIOLOGY PLUS 2022; 1:100013. [PMID: 36164464 PMCID: PMC9330360 DOI: 10.1016/j.jmccpl.2022.100013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 07/14/2022] [Accepted: 07/15/2022] [Indexed: 06/16/2023]
Abstract
Although systemic inflammation and pulmonary complications increase the mortality rate in COVID-19, a broad spectrum of cardiovascular and neurological complications can also contribute to significant morbidity and mortality. The molecular mechanisms underlying cardiovascular and neurological complications during and after SARS-CoV-2 infection are incompletely understood. Recently reported perturbations of the epitranscriptome of COVID-19 patients indicate that mechanisms including those derived from RNA modifications and non-coding RNAs may play a contributing role in the pathogenesis of COVID-19. In this review paper, we gathered recently published studies investigating (epi)transcriptomic fluctuations upon SARS-CoV-2 infection, focusing on the brain-heart axis since neurological and cardiovascular events and their sequelae are of utmost prevalence and importance in this disease.
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Affiliation(s)
- Amela Jusic
- Cardiovascular Research Unit, Department of Precision Health, Luxembourg Institute of Health, L-1445 Strassen, Luxembourg
- Department of Biology, Faculty of Natural Sciences and Mathematics, University of Tuzla, 75000 Tuzla, Bosnia and Herzegovina
| | - Konstantinos Stellos
- Department of Cardiovascular Research, European Centre for Angioscience (ECAS), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- German Centre for Cardiovascular Research (Deutsches Zentrum für Herz-Kreislauf-Forschung, DZHK), Heidelberg/Mannheim Partner Site, Mannheim, Germany
- Department of Cardiology, University Hospital Mannheim, Mannheim, Germany
- Biosciences Institute, Vascular Biology and Medicine Theme, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Lino Ferreira
- CNC-Center for Neurosciences and Cell Biology, CIBB-Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, Portugal
- Faculty of Medicine, University Coimbra, 3000-548 Coimbra, Portugal
| | - Andrew H. Baker
- Centre for Cardiovascular Science, University of Edinburgh, Queen's Medical Research Institute, 47 Little France Crescent, Edinburgh EH16 4TJ, UK
- CARIM Institute, University of Maastricht, Universiteitssingel 50, 6200 MD Maastricht, the Netherlands
| | - Yvan Devaux
- Cardiovascular Research Unit, Department of Precision Health, Luxembourg Institute of Health, L-1445 Strassen, Luxembourg
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Mortazavi-Jahromi SS, Aslani M. Dysregulated miRNAs network in the critical COVID-19: An important clue for uncontrolled immunothrombosis/thromboinflammation. Int Immunopharmacol 2022; 110:109040. [PMID: 35839566 PMCID: PMC9271492 DOI: 10.1016/j.intimp.2022.109040] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 07/02/2022] [Accepted: 07/06/2022] [Indexed: 11/17/2022]
Abstract
Known as a pivotal immunohemostatic response, immunothrombosis is activated to restrict the diffusion of pathogens. This beneficial intravascular defensive mechanism represents the close interaction between the immune and coagulation systems. However, its uncontrolled form can be life-threatening to patients with the critical coronavirus disease 2019 (COVID-19). Hyperinflammation and ensuing cytokine storm underlie the activation of the coagulation system, something which results in the provocation of more immune-inflammatory responses by the thrombotic mediators. This vicious cycle causes grave clinical complications and higher risks of mortality. Classified as an evolutionarily conserved family of the small non-coding RNAs, microRNAs (miRNAs) serve as the fine-tuners of genes expression and play a key role in balancing the pro/anticoagulant and pro-/anti-inflammatory factors maintaining homeostasis. Therefore, any deviation from their optimal expression levels or efficient functions can lead to severe complications. Despite their extensive effects on the molecules and processes involved in uncontrolled immunothrombosis, some genetic agents and uncontrolled immunothrombosis-induced interfering factors (e.g., miRNA-single nucleotide polymorphysms (miR-SNPs), the complement system components, nicotinamide adenine dinucleotide phosphate (NADPH) oxidases, and reactive oxygen species (ROS)) have apparently disrupted their expressions/functions. This review study aims to give an overview of the role of miRNAs in the context of uncontrolled immunothrombosis/thromboinflammation accompanied by some presumptive interfering factors affecting their expressions/functions in the critical COVID-19. Detecting, monitoring, and resolving these interfering agents mafy facilitate the design and development of the novel miRNAs-based therapeutic approaches to the reduction of complications incidence and mortality in patients with the critical COVID-19.
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Affiliation(s)
- Seyed Shahabeddin Mortazavi-Jahromi
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran; Department of Cellular and Molecular Biology, Kish International Campus, University of Tehran, Kish, Iran.
| | - Mona Aslani
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.
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Roustai Geraylow K, Hemmati R, Kadkhoda S, Ghafouri-Fard S. miRNA expression in COVID-19. GENE REPORTS 2022; 28:101641. [PMID: 35875722 PMCID: PMC9288248 DOI: 10.1016/j.genrep.2022.101641] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 06/25/2022] [Accepted: 07/10/2022] [Indexed: 11/02/2022]
Abstract
Coronavirus disease 2019 (COVID-19) is regarded as a challenge in health system. Several studies have assessed the immune-related aspect of this disorder to identify the host-related factors that affect the course of COVID-19. microRNAs (miRNAs) as potent regulators of immune responses have gained much attention in this regard. Recent studies have shown aberrant expression of miRNAs in COVID-19 in association with disease course. Differentially expressed miRNAs have been enriched in pathways related with inflammation and antiviral immune response. miRNAs have also been regarded as potential therapeutic targets in COVID-19, particularly for management of pathological consequences of COVID-19. In the current review, we summarize the data about dysregulation of miRNAs in COVID-19.
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Key Words
- ACE2, Angiotensin-converting enzyme 2
- ARDS, Acute respiratory distress syndrome
- COVID-19
- COVID-19, Coronavirus disease 2019
- HDAC, Histone deacetylate
- HMVEC, Human Lung Microvascular Endothelial Cells
- ORF, Open reading frame
- ROC, Receiver operating characteristic
- SARS-CoV-2
- SARS-CoV-2, Severe acute respiratory syndrome coronavirus 2
- TLR, Toll-like receptor
- TMPRSS2, Transmembrane protease serine 2
- UTR, Untranslated region
- hBMEC, Human brain microvascular endothelial cells
- miRNA
- miRNAs, microRNAs
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Affiliation(s)
| | - Romina Hemmati
- Student Research Committee, Semnan University of Medical Sciences, Semnan, Iran
| | - Sepideh Kadkhoda
- Department of Medical Genetics, Tehran University of Medical Sciences, Tehran, Iran
| | - Soudeh Ghafouri-Fard
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Avnat E, Shapira G, Gurwitz D, Shomron N. Elevated Expression of RGS2 May Underlie Reduced Olfaction in COVID-19 Patients. J Pers Med 2022; 12:jpm12091396. [PMID: 36143181 PMCID: PMC9504192 DOI: 10.3390/jpm12091396] [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: 08/01/2022] [Revised: 08/15/2022] [Accepted: 08/25/2022] [Indexed: 12/03/2022] Open
Abstract
Anosmia is common in COVID-19 patients, lasting for weeks or months following recovery. The biological mechanism underlying olfactory deficiency in COVID-19 does not involve direct damage to nasal olfactory neurons, which do not express the proteins required for SARS-CoV-2 infection. A recent study suggested that anosmia results from downregulation of olfactory receptors. We hypothesized that anosmia in COVID-19 may also reflect SARS-CoV-2 infection-driven elevated expression of regulator of G protein signaling 2 (RGS2), a key regulator of odorant receptors, thereby silencing their signaling. To test our hypothesis, we analyzed gene expression of nasopharyngeal swabs from SARS-CoV-2 positive patients and non-infected controls (two published RNA-sequencing datasets, 580 individuals). Our analysis found upregulated RGS2 expression in SARS-CoV-2 positive patients (FC = 14.5, Padj = 1.69 × 10−5 and FC = 2.4; Padj = 0.001, per dataset). Additionally, RGS2 expression was strongly correlated with PTGS2, IL1B, CXCL8, NAMPT and other inflammation markers with substantial upregulation in early infection. These observations suggest that upregulated expression of RGS2 may underlie anosmia in COVID-19 patients. As a regulator of numerous G-protein coupled receptors, RGS2 may drive further neurological symptoms of COVID-19. Studies are required for clarifying the cellular mechanisms by which SARS-CoV-2 infection drives the upregulation of RGS2 and other genes implicated in inflammation. Insights on these pathway(s) may assist in understanding anosmia and additional neurological symptoms reported in COVID-19 patients.
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Affiliation(s)
- Eden Avnat
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Guy Shapira
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
- Edmond J Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 69978, Israel
| | - David Gurwitz
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 69978, Israel
- Correspondence: (D.G.); (N.S.); Tel.: +972-3-640-7611 (D.G.); +972-3-640-6594 (N.S.)
| | - Noam Shomron
- Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
- Edmond J Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 69978, Israel
- Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 69978, Israel
- Correspondence: (D.G.); (N.S.); Tel.: +972-3-640-7611 (D.G.); +972-3-640-6594 (N.S.)
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Giannella A, Riccetti S, Sinigaglia A, Piubelli C, Razzaboni E, Di Battista P, Agostini M, Dal Molin E, Manganelli R, Gobbi F, Ceolotto G, Barzon L. Circulating microRNA signatures associated with disease severity and outcome in COVID-19 patients. Front Immunol 2022; 13:968991. [PMID: 36032130 PMCID: PMC9403711 DOI: 10.3389/fimmu.2022.968991] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 07/20/2022] [Indexed: 12/14/2022] Open
Abstract
Background SARS-CoV-2 induces a spectrum of clinical conditions ranging from asymptomatic infection to life threatening severe disease. Host microRNAs have been involved in the cytokine storm driven by SARS-CoV-2 infection and proposed as candidate biomarkers for COVID-19. Methods To discover signatures of circulating miRNAs associated with COVID-19, disease severity and mortality, small RNA-sequencing was performed on serum samples collected from 89 COVID-19 patients (34 severe, 29 moderate, 26 mild) at hospital admission and from 45 healthy controls (HC). To search for possible sources of miRNAs, investigation of differentially expressed (DE) miRNAs in relevant human cell types in vitro. Results COVID-19 patients showed upregulation of miRNAs associated with lung disease, vascular damage and inflammation and downregulation of miRNAs that inhibit pro-inflammatory cytokines and chemokines, angiogenesis, and stress response. Compared with mild/moderate disease, patients with severe COVID-19 had a miRNA signature indicating a profound impairment of innate and adaptive immune responses, inflammation, lung fibrosis and heart failure. A subset of the DE miRNAs predicted mortality. In particular, a combination of high serum miR-22-3p and miR-21-5p, which target antiviral response genes, and low miR-224-5p and miR-155-5p, targeting pro-inflammatory factors, discriminated severe from mild/moderate COVID-19 (AUROC 0.88, 95% CI 0.80-0.95, p<0.0001), while high leukocyte count and low levels of miR-1-3p, miR-23b-3p, miR-141-3p, miR-155-5p and miR-4433b-5p predicted mortality with high sensitivity and specificity (AUROC 0.95, 95% CI 0.89-1.00, p<0.0001). In vitro experiments showed that some of the DE miRNAs were modulated directly by SARS-CoV-2 infection in permissive lung epithelial cells. Conclusions We discovered circulating miRNAs associated with COVID-19 severity and mortality. The identified DE miRNAs provided clues on COVID-19 pathogenesis, highlighting signatures of impaired interferon and antiviral responses, inflammation, organ damage and cardiovascular failure as associated with severe disease and death.
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Affiliation(s)
| | - Silvia Riccetti
- Department of Molecular Medicine, University of Padova, Padova, Italy
| | | | - Chiara Piubelli
- Department of Infectious-Tropical Diseases and Microbiology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Sacro Cuore Don Calabria Hospital, Verona, Italy
| | - Elisa Razzaboni
- Department of Infectious-Tropical Diseases and Microbiology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Sacro Cuore Don Calabria Hospital, Verona, Italy
| | - Piero Di Battista
- Maternal and Child Health Department, University of Padova, Padova, Italy
| | - Matteo Agostini
- Department of Molecular Medicine, University of Padova, Padova, Italy
| | | | - Riccardo Manganelli
- Department of Molecular Medicine, University of Padova, Padova, Italy
- Microbiology and Virology Unit, Padova University Hospital, Padova, Italy
| | - Federico Gobbi
- Department of Infectious-Tropical Diseases and Microbiology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Sacro Cuore Don Calabria Hospital, Verona, Italy
| | | | - Luisa Barzon
- Department of Molecular Medicine, University of Padova, Padova, Italy
- Microbiology and Virology Unit, Padova University Hospital, Padova, Italy
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Samy A, Maher MA, Abdelsalam NA, Badr E. SARS-CoV-2 potential drugs, drug targets, and biomarkers: a viral-host interaction network-based analysis. Sci Rep 2022; 12:11934. [PMID: 35831333 PMCID: PMC9279364 DOI: 10.1038/s41598-022-15898-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 06/30/2022] [Indexed: 12/13/2022] Open
Abstract
COVID-19 is a global pandemic impacting the daily living of millions. As variants of the virus evolve, a complete comprehension of the disease and drug targets becomes a decisive duty. The Omicron variant, for example, has a notably high transmission rate verified in 155 countries. We performed integrative transcriptomic and network analyses to identify drug targets and diagnostic biomarkers and repurpose FDA-approved drugs for SARS-CoV-2. Upon the enrichment of 464 differentially expressed genes, pathways regulating the host cell cycle were significant. Regulatory and interaction networks featured hsa-mir-93-5p and hsa-mir-17-5p as blood biomarkers while hsa-mir-15b-5p as an antiviral agent. MYB, RRM2, ERG, CENPF, CIT, and TOP2A are potential drug targets for treatment. HMOX1 is suggested as a prognostic biomarker. Enhancing HMOX1 expression by neem plant extract might be a therapeutic alternative. We constructed a drug-gene network for FDA-approved drugs to be repurposed against the infection. The key drugs retrieved were members of anthracyclines, mitotic inhibitors, anti-tumor antibiotics, and CDK1 inhibitors. Additionally, hydroxyquinone and digitoxin are potent TOP2A inhibitors. Hydroxyurea, cytarabine, gemcitabine, sotalol, and amiodarone can also be redirected against COVID-19. The analysis enforced the repositioning of fluorouracil and doxorubicin, especially that they have multiple drug targets, hence less probability of resistance.
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Affiliation(s)
- Asmaa Samy
- University of Science and Technology, Zewail City, Giza, 12578, Egypt
| | - Mohamed A Maher
- University of Science and Technology, Zewail City, Giza, 12578, Egypt
| | - Nehal Adel Abdelsalam
- University of Science and Technology, Zewail City, Giza, 12578, Egypt.,Faculty of Pharmacy, Cairo University, Cairo, 11562, Egypt
| | - Eman Badr
- University of Science and Technology, Zewail City, Giza, 12578, Egypt. .,Faculty of Computers and Artificial Intelligence, Cairo University, Giza, 12613, Egypt.
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Ahmed JQ, Maulud SQ, Dhawan M, Priyanka, Choudhary OP, Jalal PJ, Ali RK, Tayib GA, Hasan DA. MicroRNAs in the development of potential therapeutic targets against COVID-19: A narrative review. J Infect Public Health 2022; 15:788-799. [PMID: 35751930 PMCID: PMC9221922 DOI: 10.1016/j.jiph.2022.06.012] [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: 02/24/2022] [Revised: 06/16/2022] [Accepted: 06/19/2022] [Indexed: 12/12/2022] Open
Abstract
Background As the therapeutic regimens against the COVID-19 remain scarce, the microRNAs (miRNAs) can be exploited to generate efficient therapeutic targets. The miRNAs have been found to play pivotal roles in the several regulatory functions influencing the prognosis of viral infection. The miRNAs have a prospective role in the up and down regulation of the ACE2 receptors. This review examines the clinical applications, as well as the possible threats associated with the use of miRNAs to combat the deleterious consequences of SARS-CoV-2 infection. Methodology This article was compiled to evaluate how the miRNAs are involved in the SARS-CoV-2 pathogenesis and infection, and their potential functions which could help in the development of therapeutic targets against the COVID-19. The sources of the collected information include the several journals, databases and scientific search engines such as the Google scholar, Pubmed, Science direct, official website of WHO, among the other sites. The investigations on the online platform were conducted using the keywords miRNA biogenesis, miRNA and ACE2 interaction, therapeutic role of miRNAs against SARS-CoV-2 and miRNA therapy side effects. Results This review has highlighted that the miRNAs can be exploited to generate potential therapeutic targets against the COVID-19. Changes in the miRNA levels following viral replication are an essential component of the host response to infection. The collection and modification of miRNA modulates may help to minimize the deleterious consequences of SARS-CoV-2 infection, such as by controlling or inhibiting the generation of cytokines and chemokines. The degradation of viral RNA by the cellular miRNAs, along with the reduced expression of ACE2 receptors, can substantially reduce the viral load. Specific miRNAs have been found to have an antiviral influence, allowing the immune system to combat the infection or forcing the virus into a latency stage. Conclusion This review summarizes several studies revealing the involvement of miRNAs in diverse and complex processes during the infection process of SARS-CoV-2. The miRNAs can substantially reduce the viral load by degradation of viral RNA and reduced expression of ACE2 receptors, besides mitigating the deleterious consequences of the exaggerated secretion of cytokines. Extensive investigations need to be done by the scientific community to utilize the miRNA based strategies for the development of effective therapeutic targets against the COVID-19.
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Affiliation(s)
- Jivan Qasim Ahmed
- Department of Pathology and Microbiology, University of Duhok, Kurdistan Region, Iraq
| | - Sazan Qadir Maulud
- Department of Biology, College of Education, Salahaddin University-Erbil, Kurdistan Region, Iraq
| | - Manish Dhawan
- Department of Microbiology, Punjab Agricultural University, Ludhiana, 141004 Punjab, India; Trafford College, Altrincham, Manchester, WA14 5PQ, UK
| | - Priyanka
- Department of Veterinary Microbiology, College of Veterinary Science, Guru Angad Dev Veterinary and Animal Sciences University (GADVASU), Rampura Phul, Bathinda 151103, Punjab, India.
| | - Om Prakash Choudhary
- Department of Veterinary Anatomy and Histology, College of Veterinary Sciences and Animal Husbandry, Central Agricultural University (I), Selesih, Aizawl, 796015, Mizoram, India.
| | - Paywast Jamal Jalal
- Department of Biology, College of Science, University of Sulaimani, Kurdistan Region, Iraq
| | - Rezhna Kheder Ali
- Department of Biology, College of Education, Salahaddin University-Erbil, Kurdistan Region, Iraq
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Gustafson D, Ngai M, Wu R, Hou H, Schoffel AC, Erice C, Mandla S, Billia F, Wilson MD, Radisic M, Fan E, Trahtemberg U, Baker A, McIntosh C, Fan CPS, Dos Santos CC, Kain KC, Hanneman K, Thavendiranathan P, Fish JE, Howe KL. Cardiovascular signatures of COVID-19 predict mortality and identify barrier stabilizing therapies. EBioMedicine 2022; 78:103982. [PMID: 35405523 PMCID: PMC8989492 DOI: 10.1016/j.ebiom.2022.103982] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 03/15/2022] [Accepted: 03/22/2022] [Indexed: 02/07/2023] Open
Abstract
Background Endothelial cell (EC) activation, endotheliitis, vascular permeability, and thrombosis have been observed in patients with severe coronavirus disease 2019 (COVID-19), indicating that the vasculature is affected during the acute stages of SARS-CoV-2 infection. It remains unknown whether circulating vascular markers are sufficient to predict clinical outcomes, are unique to COVID-19, and if vascular permeability can be therapeutically targeted. Methods Prospectively evaluating the prevalence of circulating inflammatory, cardiac, and EC activation markers as well as developing a microRNA atlas in 241 unvaccinated patients with suspected SARS-CoV-2 infection allowed for prognostic value assessment using a Random Forest model machine learning approach. Subsequent ex vivo experiments assessed EC permeability responses to patient plasma and were used to uncover modulated gene regulatory networks from which rational therapeutic design was inferred. Findings Multiple inflammatory and EC activation biomarkers were associated with mortality in COVID-19 patients and in severity-matched SARS-CoV-2-negative patients, while dysregulation of specific microRNAs at presentation was specific for poor COVID-19-related outcomes and revealed disease-relevant pathways. Integrating the datasets using a machine learning approach further enhanced clinical risk prediction for in-hospital mortality. Exposure of ECs to COVID-19 patient plasma resulted in severity-specific gene expression responses and EC barrier dysfunction, which was ameliorated using angiopoietin-1 mimetic or recombinant Slit2-N. Interpretation Integration of multi-omics data identified microRNA and vascular biomarkers prognostic of in-hospital mortality in COVID-19 patients and revealed that vascular stabilizing therapies should be explored as a treatment for endothelial dysfunction in COVID-19, and other severe diseases where endothelial dysfunction has a central role in pathogenesis. Funding Information This work was directly supported by grant funding from the Ted Rogers Center for Heart Research, Toronto, Ontario, Canada and the Peter Munk Cardiac Center, Toronto, Ontario, Canada.
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Affiliation(s)
- Dakota Gustafson
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada
| | - Michelle Ngai
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada
| | - Ruilin Wu
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada
| | - Huayun Hou
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | | | - Clara Erice
- Johns Hopkins School of Medicine, Baltimore, USA
| | - Serena Mandla
- Institute of Biomedical Engineering, University of Toronto, Toronto, Canada
| | - Filio Billia
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada
| | - Michael D Wilson
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada; Department of Molecular Genetics, University of Toronto, Toronto, Canada
| | - Milica Radisic
- Institute of Biomedical Engineering, University of Toronto, Toronto, Canada
| | - Eddy Fan
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Interdepartmental Division of Critical Care and Institute of Medical Sciences, University of Toronto, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada
| | - Uriel Trahtemberg
- Keenan Research Center for Biomedical Research, Unity Health Toronto, Toronto, Canada; Critical Care Department, Galilee Medical Center, Nahariya, Israel
| | - Andrew Baker
- Interdepartmental Division of Critical Care and Institute of Medical Sciences, University of Toronto, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Critical Care Department, Galilee Medical Center, Nahariya, Israel
| | - Chris McIntosh
- Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, Canada; Techna Institute, University Health Network, Toronto, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Canada; Vector Institute, University of Toronto, Toronto, Canada
| | - Chun-Po S Fan
- Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada
| | - Claudia C Dos Santos
- Interdepartmental Division of Critical Care and Institute of Medical Sciences, University of Toronto, Toronto, Canada; Keenan Research Center for Biomedical Research, Unity Health Toronto, Toronto, Canada
| | - Kevin C Kain
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada
| | - Kate Hanneman
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, Canada
| | - Paaladinesh Thavendiranathan
- Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Joint Department of Medical Imaging, University Health Network, University of Toronto, Toronto, Canada; Ted Rogers Program in Cardiotoxicity Prevention, Toronto General Hospital, Toronto, Canada
| | - Jason E Fish
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada.
| | - Kathryn L Howe
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Peter Munk Cardiac Centre, Toronto General Hospital, University Health Network, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Division of Vascular Surgery, Department of Surgery, University of Toronto, Toronto, Canada.
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Abstract
Platelets are essential mediators of physiological hemostasis and pathological thrombosis. Currently available tests and markers of platelet activation did not prove successful in guiding treatment decisions for patients with cardiovascular disease, justifying further research into novel markers of platelet reactivity. Platelets contain a variety of microRNAs (miRNAs) and are a major contributor to the extracellular circulating miRNA pool. Levels of platelet-derived miRNAs in the circulation have been associated with different measures of platelet activation as well as antiplatelet therapy and have therefore been implied as potential new markers of platelet reactivity. In contrast to the ex vivo assessment of platelet reactivity by current platelet function tests, miRNA measurements may enable assessment of platelet reactivity in vivo. It remains to be seen however, whether miRNAs may aid clinical diagnostics. Major limitations in the platelet miRNA research field remain the susceptibility to preanalytical variation, non-standardized sample preparation and data normalization that hampers inter-study comparisons. In this review, we provide an overview of the literature on circulating miRNAs as biomarkers of platelet activation, highlighting the underlying biology, the application in patients with cardiovascular disease and antiplatelet therapy and elaborating on technical limitations regarding their quantification in the circulation.
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Affiliation(s)
- Clemens Gutmann
- King's College London British Heart Foundation Centre, School of Cardiovascular Medicine and Sciences, London, UK
| | - Manuel Mayr
- King's College London British Heart Foundation Centre, School of Cardiovascular Medicine and Sciences, London, UK
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Diendorfer A, Khamina K, Pultar M, Hackl M. miND (miRNA NGS Discovery pipeline): a small RNA-seq analysis pipeline and report generator for microRNA biomarker discovery studies. F1000Res 2022. [DOI: 10.12688/f1000research.94159.1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
In contrast to traditional methods like real-time polymerase chain reaction, next-generation sequencing (NGS), and especially small RNA-seq, enables the untargeted investigation of the whole small RNAome, including microRNAs (miRNAs) but also a multitude of other RNA species. With the promising application of small RNAs as biofluid-based biomarkers, small RNA-seq is the method of choice for an initial discovery study. However, the presentation of specific quality aspects of small RNA-seq data varies significantly between laboratories and is lacking a common (minimal) standard. The miRNA NGS Discovery pipeline (miND) aims to bridge the gap between wet lab scientist and bioinformatics with an easy to setup configuration sheet and an automatically generated comprehensive report that contains all essential qualitative and quantitative results that should be reported. Besides the standard steps like preprocessing, mapping, visualization, and quantification of reads, the pipeline also incorporates differential expression analysis when given the appropriate information regarding sample groups. Although miND has a focus on miRNAs, other RNA species like tRNAs, piRNA, snRNA, or snoRNA are included and mapping statistics are available for further analysis. miND has been developed and tested on a multitude of data sets with various RNA sources (tissue, plasma, extracellular vesicles, urine, etc.) and different species. miND is a Snakemake based pipeline and thus incorporates all advantages using a flexible workflow management system. Reference databases are downloaded, prepared and built with an included (but separate) workflow and thus can easily be updated to the most recent version but also stored for reproducibility. In conclusion, the miND pipeline aims to streamline the bioinformatics processing of small RNA-seq data by standardizing the processing from raw data to a final, comprehensive and reproducible report.
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A MicroRNA Next-Generation-Sequencing Discovery Assay (miND) for Genome-Scale Analysis and Absolute Quantitation of Circulating MicroRNA Biomarkers. Int J Mol Sci 2022; 23:ijms23031226. [PMID: 35163149 PMCID: PMC8835905 DOI: 10.3390/ijms23031226] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 01/19/2022] [Accepted: 01/19/2022] [Indexed: 12/13/2022] Open
Abstract
The plasma levels of tissue-specific microRNAs can be used as diagnostic, disease severity and prognostic biomarkers for chronic and acute diseases and drug-induced injury. Thereby, the combination of diverse microRNAs into biomarker signatures using multivariate statistics seems especially powerful from the perspective of tissue and condition specific microRNA shedding into the plasma. Although next-generation sequencing (NGS) technology enables one to analyse circulating microRNAs on a genome-scale level, it suffers from potential biases (e.g., adapter ligation bias) and lacks absolute transcript quantitation as well as tailor-made quality controls. In order to develop a robust NGS discovery assay for genome-scale quantitation of circulating microRNAs, we first evaluated the sensitivity, repeatability and ligation bias of four commercially available small RNA library preparation protocols. The protocol from RealSeq Biosciences was selected based on its performance and usability and coupled with a novel panel of exogenous small RNA spike-in controls to enable quality control and absolute quantitation, thus ensuring comparability of data across independent NGS experiments. The established microRNA Next-Generation-Sequencing Discovery Assay (miND) was validated for its relative accuracy, precision, analytical measurement range and sequencing bias and was considered fit-for-purpose for microRNA biomarker discovery. Summarized, all these criteria were met, and thus, our analytical platform is considered fit-for-purpose for microRNA biomarker discovery from biofluids in the setting of any diagnostic, prognostic or patient stratification need. The established miND assay was tested on serum, cerebrospinal fluid (CSF), synovial fluid (SF) and extracellular vesicles (EV) extracted from cell culture medium of primary cells and proved its potential to be used across different sample types.
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Eyileten C, Wicik Z, Simões SN, Martins-Jr DC, Klos K, Wlodarczyk W, Assinger A, Soldacki D, Chcialowski A, Siller-Matula JM, Postula M. Thrombosis-related circulating miR-16-5p is associated with disease severity in patients hospitalised for COVID-19. RNA Biol 2022; 19:963-979. [PMID: 35938548 PMCID: PMC9361765 DOI: 10.1080/15476286.2022.2100629] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 07/06/2022] [Indexed: 11/21/2022] Open
Abstract
SARS-CoV-2 tropism for the ACE2 receptor, along with the multifaceted inflammatory reaction, is likely to drive the generalized hypercoagulable and thrombotic state seen in patients with COVID-19. Using the original bioinformatic workflow and network medicine approaches we reanalysed four coronavirus-related expression datasets and performed co-expression analysis focused on thrombosis and ACE2 related genes. We identified microRNAs (miRNAs) which play role in ACE2-related thrombosis in coronavirus infection and further, we validated the expressions of precisely selected miRNAs-related to thrombosis (miR-16-5p, miR-27a-3p, let-7b-5p and miR-155-5p) in 79 hospitalized COVID-19 patients and 32 healthy volunteers by qRT-PCR. Consequently, we aimed to unravel whether bioinformatic prioritization could guide selection of miRNAs with a potential of diagnostic and prognostic biomarkers associated with disease severity in patients hospitalized for COVID-19. In bioinformatic analysis, we identified EGFR, HSP90AA1, APP, TP53, PTEN, UBC, FN1, ELAVL1 and CALM1 as regulatory genes which could play a pivotal role in COVID-19 related thrombosis. We also found miR-16-5p, miR-27a-3p, let-7b-5p and miR-155-5p as regulators in the coagulation and thrombosis process. In silico predictions were further confirmed in patients hospitalized for COVID-19. The expression levels of miR-16-5p and let-7b in COVID-19 patients were lower at baseline, 7-days and 21-day after admission compared to the healthy controls (p < 0.0001 for all time points for both miRNAs). The expression levels of miR-27a-3p and miR-155-5p in COVID-19 patients were higher at day 21 compared to the healthy controls (p = 0.007 and p < 0.001, respectively). A low baseline miR-16-5p expression presents predictive utility in assessment of the hospital length of stay or death in follow-up as a composite endpoint (AUC:0.810, 95% CI, 0.71-0.91, p < 0.0001) and low baseline expression of miR-16-5p and diabetes mellitus are independent predictors of increased length of stay or death according to a multivariate analysis (OR: 9.417; 95% CI, 2.647-33.506; p = 0.0005 and OR: 6.257; 95% CI, 1.049-37.316; p = 0.044, respectively). This study enabled us to better characterize changes in gene expression and signalling pathways related to hypercoagulable and thrombotic conditions in COVID-19. In this study we identified and validated miRNAs which could serve as novel, thrombosis-related predictive biomarkers of the COVID-19 complications, and can be used for early stratification of patients and prediction of severity of infection development in an individual.Abbreviations: ACE2, angiotensin-converting enzyme 2AF, atrial fibrillationAPP, Amyloid Beta Precursor ProteinaPTT, activated partial thromboplastin timeAUC, Area under the curveAβ, amyloid betaBMI, body mass indexCAD, coronary artery diseaseCALM1, Calmodulin 1 geneCaM, calmodulinCCND1, Cyclin D1CI, confidence intervalCOPD, chronic obstructive pulmonary diseaseCOVID-19, Coronavirus disease 2019CRP, C-reactive proteinCV, CardiovascularCVDs, cardiovascular diseasesDE, differentially expressedDM, diabetes mellitusEGFR, Epithelial growth factor receptorELAVL1, ELAV Like RNA Binding Protein 1FLNA, Filamin AFN1, Fibronectin 1GEO, Gene Expression OmnibushiPSC-CMs, Human induced pluripotent stem cell-derived cardiomyocytesHSP90AA1, Heat Shock Protein 90 Alpha Family Class A Member 1Hsp90α, heat shock protein 90αICU, intensive care unitIL, interleukinIQR, interquartile rangelncRNAs, long non-coding RNAsMI, myocardial infarctionMiRNA, MiR, microRNAmRNA, messenger RNAncRNA, non-coding RNANERI, network-medicine based integrative approachNF-kB, nuclear factor kappa-light-chain-enhancer of activated B cellsNPV, negative predictive valueNXF, nuclear export factorPBMCs, Peripheral blood mononuclear cellsPCT, procalcitoninPPI, Protein-protein interactionsPPV, positive predictive valuePTEN, phosphatase and tensin homologqPCR, quantitative polymerase chain reactionROC, receiver operating characteristicSARS-CoV-2, severe acute respiratory syndrome coronavirus 2SD, standard deviationTLR4, Toll-like receptor 4TM, thrombomodulinTP53, Tumour protein P53UBC, Ubiquitin CWBC, white blood cells.
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Affiliation(s)
- Ceren Eyileten
- Department of Experimental and Clinical Pharmacology, Medical University of Warsaw, Center for Preclinical Research and Technology CEPT, Warsaw, Poland
- Genomics Core Facility, Centre of New Technologies, University of Warsaw, Warsaw, Poland
| | - Zofia Wicik
- Department of Experimental and Clinical Pharmacology, Medical University of Warsaw, Center for Preclinical Research and Technology CEPT, Warsaw, Poland
- Center for Mathematics, Computing and Cognition, Federal University of ABC, Santo AndréBrazil
| | - Sérgio N. Simões
- Department of Informatics, Federal Institute of Espírito Santo, Serra, Brazil
| | - David C. Martins-Jr
- Center for Mathematics, Computing and Cognition, Federal University of ABC, Santo AndréBrazil
| | - Krzysztof Klos
- Department of Infectious Diseases and Allergology - Military Institute of Medicine, Warsaw, Poland
| | - Wojciech Wlodarczyk
- Department of Infectious Diseases and Allergology - Military Institute of Medicine, Warsaw, Poland
| | - Alice Assinger
- Department of Vascular Biology and Thrombosis Research, Center of Physiology and Pharmacology, Medical University of Vienna, Austria
| | - Dariusz Soldacki
- Department of Clinical Immunology, Medical University of Warsaw, Warsaw, Poland
| | - Andrzej Chcialowski
- Department of Infectious Diseases and Allergology - Military Institute of Medicine, Warsaw, Poland
| | - Jolanta M. Siller-Matula
- Department of Experimental and Clinical Pharmacology, Medical University of Warsaw, Center for Preclinical Research and Technology CEPT, Warsaw, Poland
- Department of Internal Medicine II, Division of Cardiology, Medical University of Vienna, Vienna, Austria
| | - Marek Postula
- Department of Experimental and Clinical Pharmacology, Medical University of Warsaw, Center for Preclinical Research and Technology CEPT, Warsaw, Poland
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Maguire S, Guan S. Rolling circle reverse transcription enables high fidelity nanopore sequencing of small RNA. PLoS One 2022; 17:e0275471. [PMID: 36215256 PMCID: PMC9550094 DOI: 10.1371/journal.pone.0275471] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Accepted: 09/17/2022] [Indexed: 11/07/2022] Open
Abstract
Small RNAs (sRNAs) are an important group of non-coding RNAs that have great potential as diagnostic and prognostic biomarkers for treatment of a wide variety of diseases. The portability and affordability of nanopore sequencing technology makes it ideal for point of care and low resource settings. Currently sRNAs can't be reliably sequenced on the nanopore platform due to the short size of sRNAs and high error rate of the nanopore sequencer. Here, we developed a highly efficient nanopore-based sequencing strategy for sRNAs (SR-Cat-Seq) in which sRNAs are ligated to an adapter, circularized, and undergo rolling circle reverse transcription to generate concatemeric cDNA. After sequencing, the resulting tandem repeat sequences within the individual cDNA can be aligned to generate highly accurate consensus sequences. We compared our sequencing strategy with other sRNA sequencing methods on a short-read sequencing platform and demonstrated that SR-Cat-Seq can obtain low bias and highly accurate sRNA transcriptomes. Therefore, our method could enable nanopore sequencing for sRNA-based diagnostics and other applications.
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Affiliation(s)
- Sean Maguire
- New England Biolabs, Inc., Beverly, MA, United States of America
| | - Shengxi Guan
- New England Biolabs, Inc., Beverly, MA, United States of America
- * E-mail:
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