1
|
Saballs M, Parra S, Martínez N, Amigo N, Cabau L, Iftimie S, Pavon R, Gabaldó X, Correig X, Paredes S, Vallvé JM, Castro A. Lipidomic and metabolomic changes in community-acquired and COVID-19 pneumonia. J Lipid Res 2024; 65:100622. [PMID: 39154734 PMCID: PMC11422144 DOI: 10.1016/j.jlr.2024.100622] [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: 12/01/2023] [Revised: 08/10/2024] [Accepted: 08/13/2024] [Indexed: 08/20/2024] Open
Abstract
This prospective observational study compared the 1H NMR blood lipidomes and metabolomes of 71 patients with community-acquired pneumonia (CAP), 75 patients with COVID-19 pneumonia, and 75 healthy controls (matched by age and sex) to identify potential biomarkers and pathways associated with respiratory infections. Both pneumonia groups had comparable severity indices, including mortality, invasive mechanical ventilation, and intensive care unit admission rates. Patients with COVID-19 pneumonia exhibited more pronounced hypolipidemia, with significantly lower levels of total cholesterol and LDL-c compared to patients with CAP. Atherogenic lipoprotein subclasses (VLDL-cholesterol, IDL-cholesterol, IDL-triglyceride, and LDL-triglyceride/LDL-cholesterol) were significantly increased in severe cases of both pneumonia types, while lower HDL-c and small, dense HDL particles were associated with more severe illness. Both infected groups showed decreased esterified cholesterol and increased triglycerides, along with reduced phosphatidylcholine, lysophosphatidylcholine, PUFA, omega-3 fatty acids, and DHA. Additionally, infected patients had elevated levels of glucose, lactate, 3-hydroxybutyrate, and acetone, which are linked to inflammation, hypoxemia, and sepsis. Increased levels of branched-chain amino acids, alanine, glycine, and creatine, which are involved in energy metabolism and protein catabolism, were also observed. Neurotransmitter synthesis metabolites like histidine and glutamate were higher in infected patients, especially those with COVID-19. Notably, severe infections showed a significant decrease in glutamine, essential for lymphocyte and macrophage energy. The severity of COVID-19 pneumonia was also associated with elevated glycoprotein levels (glycoprotein A, glycoprotein B, and glycoprotein F), indicating an inflammatory state. These findings suggest that metabolomic and lipidomic changes in pneumonia are connected to bioenergetic pathways regulating the immune response.
Collapse
Affiliation(s)
- Mireia Saballs
- Internal Medicine Department, Quiron Salud Hospital, Barcelona, Spain
| | - Sandra Parra
- Research Group of Autoimmunity, Infection and Thrombosis (GRAIIT), Pere Virgili for Health Research Institute (IISPV), Rovira and Virgili University (URV), Reus, Spain; Internal Medicine Department, "Sant Joan" University Hospital, Reus, Spain.
| | - Neus Martínez
- Biosfer Teslab, Reus, Spain; Department of Basic Medical Sciences, Rovira and Virgili University (URV), Pere Virgili for Health Research Institute (IISPV), Tarragona, Spain
| | - Nuria Amigo
- Biosfer Teslab, Reus, Spain; Department of Basic Medical Sciences, Rovira and Virgili University (URV), Pere Virgili for Health Research Institute (IISPV), Tarragona, Spain; Centre for Biomedical Research Network on Diabetes and Associated Metabolic Diseases (CIBERDEM), ISCIII, Madrid, Spain
| | - Lydia Cabau
- Biosfer Teslab, Reus, Spain; Department of Basic Medical Sciences, Rovira and Virgili University (URV), Pere Virgili for Health Research Institute (IISPV), Tarragona, Spain
| | - Simona Iftimie
- Research Group of Autoimmunity, Infection and Thrombosis (GRAIIT), Pere Virgili for Health Research Institute (IISPV), Rovira and Virgili University (URV), Reus, Spain; Internal Medicine Department, "Sant Joan" University Hospital, Reus, Spain
| | - Raul Pavon
- Research Group of Autoimmunity, Infection and Thrombosis (GRAIIT), Pere Virgili for Health Research Institute (IISPV), Rovira and Virgili University (URV), Reus, Spain; Internal Medicine Department, "Sant Joan" University Hospital, Reus, Spain
| | - Xavi Gabaldó
- Research Group of Autoimmunity, Infection and Thrombosis (GRAIIT), Pere Virgili for Health Research Institute (IISPV), Rovira and Virgili University (URV), Reus, Spain; Clinical laboratory Department, "Sant Joan" University Hospital, Reus, Spain
| | - Xavier Correig
- Centre for Biomedical Research Network on Diabetes and Associated Metabolic Diseases (CIBERDEM), ISCIII, Madrid, Spain; Department of Electronic Engineering, Rovira and Virgili University (URV), Institut d'Investigació Sanitària Pere Virgili (IISPV), Tarragona, Spain
| | - Silvia Paredes
- Rheumatology department, "Sant Joan" University Hospital, Reus, Spain
| | - Josep Maria Vallvé
- Centre for Biomedical Research Network on Diabetes and Associated Metabolic Diseases (CIBERDEM), ISCIII, Madrid, Spain; Lipids and Arteriosclerosis Research Unit, Rovira and Virgili University (URV), Reus, Spain; Pere Virgili for Health Research Institute (IISPV), Tarragona, Spain
| | - Antoni Castro
- Research Group of Autoimmunity, Infection and Thrombosis (GRAIIT), Pere Virgili for Health Research Institute (IISPV), Rovira and Virgili University (URV), Reus, Spain; Internal Medicine Department, "Sant Joan" University Hospital, Reus, Spain
| |
Collapse
|
2
|
Mizuno H, Murakami N. Multi-omics Approach in Kidney Transplant: Lessons Learned from COVID-19 Pandemic. CURRENT TRANSPLANTATION REPORTS 2023; 10:173-187. [PMID: 38152593 PMCID: PMC10751044 DOI: 10.1007/s40472-023-00410-8] [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] [Accepted: 08/09/2023] [Indexed: 12/29/2023]
Abstract
Purpose of Review Multi-omics approach has advanced our knowledge on transplantation-associated clinical outcomes, such as acute rejection and infection, and emerging omics data are becoming available in kidney transplant and COVID-19. Herein, we discuss updated findings of multi-omics data on kidney transplant outcomes, as well as COVID-19 and kidney transplant. Recent Findings Transcriptomics, proteomics, and metabolomics revealed various inflammation pathways associated with kidney transplantation-related outcomes and COVID-19. Although multi-omics data on kidney transplant and COVID-19 is limited, activation of innate immune pathways and suppression of adaptive immune pathways were observed in the active phase of COVID-19 in kidney transplant recipients. Summary Multi-omics analysis has led us to a deeper exploration and a more comprehensive understanding of key biological pathways in complex clinical settings, such as kidney transplantation and COVID-19. Future multi-omics analysis leveraging multi-center biobank collaborative will further advance our knowledge on the precise immunological responses to allograft and emerging pathogens.
Collapse
Affiliation(s)
- Hiroki Mizuno
- Transplant Research Center, Division of Renal Medicine, Brigham and Women’s Hospital, Harvard Medical School, 221 Longwood Ave. EBRC 305, Boston, MA 02115, USA
- Dvision of Nephrology and Rheumatology, Toranomon Hospital, Tokyo, Japan
| | - Naoka Murakami
- Transplant Research Center, Division of Renal Medicine, Brigham and Women’s Hospital, Harvard Medical School, 221 Longwood Ave. EBRC 305, Boston, MA 02115, USA
| |
Collapse
|
3
|
Yang K, Kang Z, Guan W, Lotfi-Emran S, Mayer ZJ, Guerrero CR, Steffen BT, Puskarich MA, Tignanelli CJ, Lusczek E, Safo SE. Developing A Baseline Metabolomic Signature Associated with COVID-19 Severity: Insights from Prospective Trials Encompassing 13 U.S. Centers. Metabolites 2023; 13:1107. [PMID: 37999202 PMCID: PMC10672920 DOI: 10.3390/metabo13111107] [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: 09/26/2023] [Revised: 10/14/2023] [Accepted: 10/16/2023] [Indexed: 11/25/2023] Open
Abstract
Metabolic disease is a significant risk factor for severe COVID-19 infection, but the contributing pathways are not yet fully elucidated. Using data from two randomized controlled trials across 13 U.S. academic centers, our goal was to characterize metabolic features that predict severe COVID-19 and define a novel baseline metabolomic signature. Individuals (n = 133) were dichotomized as having mild or moderate/severe COVID-19 disease based on the WHO ordinal scale. Blood samples were analyzed using the Biocrates platform, providing 630 targeted metabolites for analysis. Resampling techniques and machine learning models were used to determine metabolomic features associated with severe disease. Ingenuity Pathway Analysis (IPA) was used for functional enrichment analysis. To aid in clinical decision making, we created baseline metabolomics signatures of low-correlated molecules. Multivariable logistic regression models were fit to associate these signatures with severe disease on training data. A three-metabolite signature, lysophosphatidylcholine a C17:0, dihydroceramide (d18:0/24:1), and triacylglyceride (20:4_36:4), resulted in the best discrimination performance with an average test AUROC of 0.978 and F1 score of 0.942. Pathways related to amino acids were significantly enriched from the IPA analyses, and the mitogen-activated protein kinase kinase 5 (MAP2K5) was differentially activated between groups. In conclusion, metabolites related to lipid metabolism efficiently discriminated between mild vs. moderate/severe disease. SDMA and GABA demonstrated the potential to discriminate between these two groups as well. The mitogen-activated protein kinase kinase 5 (MAP2K5) regulator is differentially activated between groups, suggesting further investigation as a potential therapeutic pathway.
Collapse
Affiliation(s)
- Kaifeng Yang
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA (S.E.S.)
| | - Zhiyu Kang
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA (S.E.S.)
| | - Weihua Guan
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA (S.E.S.)
| | - Sahar Lotfi-Emran
- Department of Medicine, University of Minnesota, Minneapolis, MN 55455, USA
| | - Zachary J. Mayer
- Center for Metabolomics and Proteomics, University of Minnesota, Minneapolis, MN 55455, USA
| | - Candace R. Guerrero
- Center for Metabolomics and Proteomics, University of Minnesota, Minneapolis, MN 55455, USA
| | - Brian T. Steffen
- Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA (E.L.)
| | - Michael A. Puskarich
- Department of Emergency Medicine, University of Minnesota, Minneapolis, MN 55455, USA
- Department of Emergency Medicine, Hennepin County Medical Center, Minneapolis, MN 55455, USA
| | - Christopher J. Tignanelli
- Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA (E.L.)
- Institute for Health Informatics, University of Minnesota, Minneapolis, MN 55455, USA
| | - Elizabeth Lusczek
- Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA (E.L.)
| | - Sandra E. Safo
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN 55455, USA (S.E.S.)
| |
Collapse
|
4
|
Xue M, Lin Z, Zhang T, Cheng ZJ, Lin R, Guo B, Zeng Y, Hu F, Li F, Zheng P, Huang H, Li N, Zhao Q, Sun B, Tang X. ERC-BiP Functional Protein Pathway for Assessing Endoplasmic Reticulum Stress Induced by SARS-CoV-2 Replication after Cell Invasion. THE CANADIAN JOURNAL OF INFECTIOUS DISEASES & MEDICAL MICROBIOLOGY = JOURNAL CANADIEN DES MALADIES INFECTIEUSES ET DE LA MICROBIOLOGIE MEDICALE 2023; 2023:7253779. [PMID: 37849973 PMCID: PMC10578982 DOI: 10.1155/2023/7253779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 06/24/2023] [Accepted: 09/15/2023] [Indexed: 10/19/2023]
Abstract
Background SARS-CoV-2 induces apoptosis and amplifies the immune response by continuously stressing the endoplasmic reticulum (ER) after invading cells. This study aimed to establish a protein-metabolic pathway associated with ER dysfunction based on the invasion mechanism of SARS-CoV-2. Methods This study included 17 healthy people and 46 COVID-19 patients, including 38 mild patients and 8 severe patients. Proteomics and metabolomics were measured in the patient plasma collected at admission and one week after admission. The patients were further divided into the aggravation and remission groups based on disease progression within one week of admission. Results Cross-sectional comparison showed that endoplasmic reticulum molecular chaperone-binding immunoglobulin protein (ERC-BiP), angiotensinogen (AGT), ceramide acid (Cer), and C-reactive protein (CRP) levels were significantly increased in COVID-19 patients, while the sphingomyelin (SM) level was significantly decreased (P < 0.05). In addition, longitudinal comparative analysis found that the temporal fold changes of ERC-BiP, AGT, Cer, CRP, and SM were significantly different between the patients in the aggravation and remission groups (P < 0.05). ERC-BiP, AGT, and Cer levels were significantly increased in aggravation patients, while SM was significantly decreased (P < 0.05). Meanwhile, ERC-BiP was significantly correlated with AGT (r = 0.439; P < 0.001). Conclusions ERC-BiP can be used as a core index to reflect the degree of ER stress in COVID-19 patients, which is of great value for evaluating the functional state of cells. A functional pathway for AGT/ERC-BiP/glycolysis can directly assess the activation of unfolded protein reactions. The ERC-BiP pathway is closer to the intracellular replication pathway of SARS-CoV-2 and may help in the development of predictive protocols for COVID-19 exacerbation.
Collapse
Affiliation(s)
- Mingshan Xue
- Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou 510060, China
- Guangzhou Laboratory, XingDaoHuanBei Road, Guangzhou International Bio-Island, Guangzhou 510005, Guangdong Province, China
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Zhiwei Lin
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Teng Zhang
- Cancer Centre, Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Taipa, Macau, China
- MoE Frontiers Science Center for Precision Oncology, University of Macau, Taipa, Macau, China
| | - Zhangkai J. Cheng
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Runpei Lin
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Baojun Guo
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
- School of Medicine, Henan University, Kaifeng 475000, Henan, China
| | - Yifeng Zeng
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Fengyu Hu
- Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou 510060, China
| | - Feng Li
- Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou 510060, China
| | - Peiyan Zheng
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Huimin Huang
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Ning Li
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Qi Zhao
- Cancer Centre, Institute of Translational Medicine, Faculty of Health Sciences, University of Macau, Taipa, Macau, China
- MoE Frontiers Science Center for Precision Oncology, University of Macau, Taipa, Macau, China
| | - Baoqing Sun
- National Center for Respiratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou 510120, China
| | - Xiaoping Tang
- Guangzhou Eighth People's Hospital, Guangzhou Medical University, Guangzhou 510060, China
- Guangzhou Laboratory, XingDaoHuanBei Road, Guangzhou International Bio-Island, Guangzhou 510005, Guangdong Province, China
| |
Collapse
|
5
|
Farooqui AA, Farooqui T, Sun GY, Lin TN, Teh DBL, Ong WY. COVID-19, Blood Lipid Changes, and Thrombosis. Biomedicines 2023; 11:biomedicines11041181. [PMID: 37189799 DOI: 10.3390/biomedicines11041181] [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: 03/13/2023] [Revised: 04/12/2023] [Accepted: 04/13/2023] [Indexed: 05/17/2023] Open
Abstract
Although there is increasing evidence that oxidative stress and inflammation induced by COVID-19 may contribute to increased risk and severity of thromboses, the underlying mechanism(s) remain to be understood. The purpose of this review is to highlight the role of blood lipids in association with thrombosis events observed in COVID-19 patients. Among different types of phospholipases A2 that target cell membrane phospholipids, there is increasing focus on the inflammatory secretory phospholipase A2 IIA (sPLA2-IIA), which is associated with the severity of COVID-19. Analysis indicates increased sPLA2-IIA levels together with eicosanoids in the sera of COVID patients. sPLA2 could metabolise phospholipids in platelets, erythrocytes, and endothelial cells to produce arachidonic acid (ARA) and lysophospholipids. Arachidonic acid in platelets is metabolised to prostaglandin H2 and thromboxane A2, known for their pro-coagulation and vasoconstrictive properties. Lysophospholipids, such as lysophosphatidylcholine, could be metabolised by autotaxin (ATX) and further converted to lysophosphatidic acid (LPA). Increased ATX has been found in the serum of patients with COVID-19, and LPA has recently been found to induce NETosis, a clotting mechanism triggered by the release of extracellular fibres from neutrophils and a key feature of the COVID-19 hypercoagulable state. PLA2 could also catalyse the formation of platelet activating factor (PAF) from membrane ether phospholipids. Many of the above lipid mediators are increased in the blood of patients with COVID-19. Together, findings from analyses of blood lipids in COVID-19 patients suggest an important role for metabolites of sPLA2-IIA in COVID-19-associated coagulopathy (CAC).
Collapse
Affiliation(s)
- Akhlaq A Farooqui
- Department of Molecular and Cellular Biochemistry, Ohio State University, Columbus, OH 43210, USA
| | - Tahira Farooqui
- Department of Molecular and Cellular Biochemistry, Ohio State University, Columbus, OH 43210, USA
| | - Grace Y Sun
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Teng-Nan Lin
- Institute of Biomedical Sciences, Academia Sinica, Taipei 11929, Taiwan
| | - Daniel B L Teh
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119260, Singapore
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119260, Singapore
- Neurobiology Research Programme, Life Sciences Institute, National University of Singapore, Singapore 119260, Singapore
| | - Wei-Yi Ong
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119260, Singapore
- Neurobiology Research Programme, Life Sciences Institute, National University of Singapore, Singapore 119260, Singapore
| |
Collapse
|
6
|
Gharib A, Nematollahi Z, Kazeminejad B, Najafi G, Pashapour H, Javadi A, Mollasharifi T. Status of Inflammatory and Coagulation Factors in COVID-19 and Its Relation with the Disease Severity. TANAFFOS 2023; 22:389-394. [PMID: 39176136 PMCID: PMC11338501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Accepted: 07/22/2023] [Indexed: 08/24/2024]
Abstract
Background The role of activation of inflammatory processes in the exacerbation of COVID-19 disease has been fully confirmed. In addition, the occurrence of thromboembolic events in patients with COVID-19 is expected even long after recovery from the disease. However, which factors are essentially prognostic for this disease is still not theoretically agreed upon. What we did in the present study was to evaluate the prognostic role of some inflammatory and coagulation factors in predicting the severity of COVID-19 disease. In this study, the need for ICU admission was considered as a symbol of disease severity. Materials and Methods Forty-six cases were studied in this cross-sectional study. Patients over 18 years of age with a definitive diagnosis of COVID-19 were assessed in terms of coagulation profiles and inflammatory and cytokine markers. Regarding laboratory data, serum levels of D-dimer, protein S, protein C, FDP, and fibrinogen were measured using an automated coagulation analyzer, and serum levels of interleukin-6 were measured using the ELISA technique. Results In total, 21 patients (45.7%) were admitted to the ICU due to the severity of the disease. In comparing inflammatory and coagulation factors between the two groups of patients, with and without ICU admission, a significant difference was revealed between fibrinogen (P=0.023), D-dimer (P=0.047), protein C (P=0.001), and protein S level (P=0.014). The decrease in protein C level had the highest value for predicting the severity of the disease and therefore the need for ICU admission. Conclusion Among various inflammatory and coagulation factors, the role of fibrinogen, D-dimer, protein C, and protein S in predicting the severe form of COVID-19 and the patient's need for ICU admission was confirmed.
Collapse
Affiliation(s)
- Atoosa Gharib
- Department of Pathology and Laboratory Medicine, Clinical Research Development Center, Shahid Modarres Educational Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Zahra Nematollahi
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Behrang Kazeminejad
- Department of Pathology and Laboratory Medicine, Clinical Research Development Center, Shahid Modarres Educational Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Ghazal Najafi
- School of Medicine, Imperial College of London, London, United Kingdom
| | - Hadi Pashapour
- Department of Epidemiology, School of Public Health & Safety, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Abdolreza Javadi
- Department of Pathology and Laboratory Medicine, Imam Hossein Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Tahmineh Mollasharifi
- Department of Pathology and Laboratory Medicine, Clinical Research Development Center, Shahid Modarres Educational Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| |
Collapse
|
7
|
Bruzzone C, Conde R, Embade N, Mato JM, Millet O. Metabolomics as a powerful tool for diagnostic, pronostic and drug intervention analysis in COVID-19. Front Mol Biosci 2023; 10:1111482. [PMID: 36876049 PMCID: PMC9975567 DOI: 10.3389/fmolb.2023.1111482] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 02/06/2023] [Indexed: 02/17/2023] Open
Abstract
COVID-19 currently represents one of the major health challenges worldwide. Albeit its infectious character, with onset affectation mainly at the respiratory track, it is clear that the pathophysiology of COVID-19 has a systemic character, ultimately affecting many organs. This feature enables the possibility of investigating SARS-CoV-2 infection using multi-omic techniques, including metabolomic studies by chromatography coupled to mass spectrometry or by nuclear magnetic resonance (NMR) spectroscopy. Here we review the extensive literature on metabolomics in COVID-19, that unraveled many aspects of the disease including: a characteristic metabotipic signature associated to COVID-19, discrimination of patients according to severity, effect of drugs and vaccination treatments and the characterization of the natural history of the metabolic evolution associated to the disease, from the infection onset to full recovery or long-term and long sequelae of COVID.
Collapse
Affiliation(s)
- Chiara Bruzzone
- Precision Medicine and Metabolism Laboratory, CIC bioGUNE, Basque Research and Technology Alliance (BRTA), Bilbao, Bizkaia, Spain
| | - Ricardo Conde
- Precision Medicine and Metabolism Laboratory, CIC bioGUNE, Basque Research and Technology Alliance (BRTA), Bilbao, Bizkaia, Spain
| | - Nieves Embade
- Precision Medicine and Metabolism Laboratory, CIC bioGUNE, Basque Research and Technology Alliance (BRTA), Bilbao, Bizkaia, Spain
| | - José M. Mato
- Precision Medicine and Metabolism Laboratory, CIC bioGUNE, Basque Research and Technology Alliance (BRTA), Bilbao, Bizkaia, Spain
- CIBERehd, Instituto de Salud Carlos III, Madrid, Spain
| | - Oscar Millet
- Precision Medicine and Metabolism Laboratory, CIC bioGUNE, Basque Research and Technology Alliance (BRTA), Bilbao, Bizkaia, Spain
- CIBERehd, Instituto de Salud Carlos III, Madrid, Spain
| |
Collapse
|