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Narongkiatikhun P, Thonusin C, Sriwichaiin S, Nawara W, Fanhchaksai K, Wongsarikan N, Kumfu S, Chattipakorn N, Chattipakorn SC. Alterations of plasma metabolomes and their correlations with immunogenicity in maintenance hemodialysis patients receiving different COVID-19 vaccine regimens. Physiol Rep 2024; 12:e70005. [PMID: 39161065 PMCID: PMC11333532 DOI: 10.14814/phy2.70005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 07/30/2024] [Accepted: 08/06/2024] [Indexed: 08/21/2024] Open
Abstract
Maintenance hemodialysis (MHD) patients exhibit compromised immune responses, leading to lower immunogenicity to the COVID-19 vaccine than the general population. The metabolomic factors influencing COVID-19 vaccine response in MHD patients remain elusive. A cross-sectional study was conducted with 30 MHD patients, divided into three vaccine regimen groups (N= 10 per group): homologous CoronaVac® (SV-SV), homologous ChAdOx1 nCoV-19 (AZ-AZ), and heterologous prime-boost (SV-AZ). Plasma samples were collected at baseline and at 28 days after the final dose to analyze 92 metabolomic levels using targeted metabolomics. The study included 30 MHD patients (mean age 56.67 ± 10.79 years) with similar neutralizing antibody (nAb) levels across vaccine regimens. The most significant differences in metabolomics were found between AZ-AZ and SV-SV, followed by SV-AZ versus SV-SV, and AZ-AZ versus SV-AZ. Overall, the metabolomic changes involved amino acids like glutamate and phenylalanine, and phospholipids. Prevaccination metabolomic profiles, including PG (38:1), lysoPE (20:2), lysoPC (18:2), lysoPI (18:1), and PC (34:2), exhibited negative correlations with postvaccination nAb levels. Different COVID-19 vaccine regimens had unique interactions with the immune response in MHD patients. Amino acid and phospholipid metabolisms play crucial roles in nAb formation, with the phospholipid metabolism being a potentially predictive marker of vaccine immunogenicity among MHD patients.
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Affiliation(s)
- Phoom Narongkiatikhun
- Division of Nephrology, Department of Internal Medicine, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
| | - Chanisa Thonusin
- Cardiac Electrophysiology Unit, Department of Physiology, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Cardiac Electrophysiology Research and Training Center, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Center of Excellence in Cardiac Electrophysiology ResearchChiang Mai UniversityChiang MaiThailand
| | - Sirawit Sriwichaiin
- Cardiac Electrophysiology Unit, Department of Physiology, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Cardiac Electrophysiology Research and Training Center, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Center of Excellence in Cardiac Electrophysiology ResearchChiang Mai UniversityChiang MaiThailand
| | - Wichwara Nawara
- Cardiac Electrophysiology Research and Training Center, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Center of Excellence in Cardiac Electrophysiology ResearchChiang Mai UniversityChiang MaiThailand
| | - Kanda Fanhchaksai
- Division of Hematology and Oncology, Department of Pediatrics, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
| | - Nuttanun Wongsarikan
- Department of Internal Medicine, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
| | - Sirinart Kumfu
- Cardiac Electrophysiology Unit, Department of Physiology, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Cardiac Electrophysiology Research and Training Center, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Center of Excellence in Cardiac Electrophysiology ResearchChiang Mai UniversityChiang MaiThailand
| | - Nipon Chattipakorn
- Cardiac Electrophysiology Unit, Department of Physiology, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Cardiac Electrophysiology Research and Training Center, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Center of Excellence in Cardiac Electrophysiology ResearchChiang Mai UniversityChiang MaiThailand
| | - Siriporn C. Chattipakorn
- Cardiac Electrophysiology Research and Training Center, Faculty of MedicineChiang Mai UniversityChiang MaiThailand
- Center of Excellence in Cardiac Electrophysiology ResearchChiang Mai UniversityChiang MaiThailand
- Department of Oral Biology and Diagnostic Sciences, Faculty of DentistryChiang Mai UniversityChiang MaiThailand
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Chao AS, Lin CY, Chiang MH, Lu KY, Tsai CK, Chen KJ, Chien CW, Wu TS, Chang YL, Chao A, Lin G, Chiu CY. Metabolomic profiling of maternal plasma identifies inverse associations of acetate and urea with anti-SARS-CoV-2 antibody titers following COVID-19 vaccination during pregnancy. J Mol Med (Berl) 2024; 102:819-830. [PMID: 38568327 DOI: 10.1007/s00109-024-02438-4] [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: 05/31/2023] [Revised: 02/19/2024] [Accepted: 03/12/2024] [Indexed: 05/21/2024]
Abstract
We conducted a comprehensive metabolomic analysis of plasma samples obtained from pregnant women who displayed varying post-vaccination antibody titers after receiving mRNA-1273-SARS-CoV-2 vaccines. The study involved 62 pregnant women, all of whom had been vaccinated after reaching 24 weeks of gestation. To quantify post-vaccination plasma antibody titers, we employed binding antibody units (BAU) in accordance with the World Health Organization International Standard. Subsequently, we classified the study participants into three distinct BAU/mL categories: those with high titers (above 2000), medium titers (ranging from 1000 to 2000), and low titers (below 1000). Plasma metabolomic profiling was conducted using 1H nuclear magnetic resonance spectroscopy, and the obtained data were correlated with the categorized antibody titers. Notably, in pregnant women exhibiting elevated anti-SARS-CoV-2 antibody titers, reduced plasma concentrations of acetate and urea were observed. A significant negative correlation between these compounds and antibody titers was also evident. An analysis of metabolomics pathways revealed significant inverse associations between antibody titers and four distinct amino acid metabolic pathways: (1) biosynthesis of phenylalanine, tyrosine, and tryptophan; (2) biosynthesis of valine, leucine, and isoleucine; (3) phenylalanine metabolism; and (4) degradation of valine, leucine, and isoleucine. Additionally, an association between the synthesis and degradation pathways of ketone bodies was evident. In conclusion, we identified different metabolic pathways that underlie the diverse humoral responses triggered by COVID-19 mRNA vaccines during pregnancy. Our data hold significant implications for refining COVID-19 vaccination approaches in expectant mothers. KEY MESSAGES : Anti-SARS-CoV-2 antibody titers decline as the number of days since COVID-19 vaccination increases. Anti-SARS-CoV-2 antibody titers are inversely associated with acetate, a microbial-derived metabolite, and urea. Amino acid metabolism is significantly associated with SARS-CoV-2 antibody titers.
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Affiliation(s)
- An-Shine Chao
- Department of Obstetrics and Gynecology, New Taipei Municipal Tu Cheng Hospital, New Taipei City, Taiwan.
- Department of Obstetrics and Gynecology, Chang Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan.
| | - Chiao-Yun Lin
- Department of Obstetrics and Gynecology, Chang Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan
- Gynecologic Cancer Research Center, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Meng-Han Chiang
- Clinical Metabolomics Core Lab, Chang , Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Kuan-Ying Lu
- Clinical Metabolomics Core Lab, Chang , Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Cheng-Kun Tsai
- Clinical Metabolomics Core Lab, Chang , Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Kuan-Ju Chen
- Department of Obstetrics and Gynecology, New Taipei Municipal Tu Cheng Hospital, New Taipei City, Taiwan
- Department of Obstetrics and Gynecology, Chang Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan
| | - Chih-Wei Chien
- Department of Obstetrics and Gynecology, New Taipei Municipal Tu Cheng Hospital, New Taipei City, Taiwan
- Department of Obstetrics and Gynecology, Chang Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan
| | - Ting-Shu Wu
- Department of Infectious Control, Chang , Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan
| | - Yao-Lung Chang
- Department of Obstetrics and Gynecology, Chang Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan
| | - Angel Chao
- Department of Obstetrics and Gynecology, Chang Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan
- Gynecologic Cancer Research Center, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Gigin Lin
- Clinical Metabolomics Core Lab, Chang , Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
- Department of Medical Imaging and Intervention and Institute for Radiological Research, Chang Gung Memorial Hospital at Linkou and Chang Gung University, Taoyuan, Taiwan
| | - Chih-Yung Chiu
- Clinical Metabolomics Core Lab, Chang , Gung Memorial Hospital at Linkou, Taoyuan, Taiwan.
- Division of Pediatric Pulmonology, Department of Pediatrics, Chang , Gung Memorial Hospital at Linkou and Chang Gung University College of Medicine, Taoyuan, Taiwan.
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Mussap M, Puddu M, Fanos V. Metabolic Reprogramming of Immune Cells Following Vaccination: From Metabolites to Personalized Vaccinology. Curr Med Chem 2024; 31:1046-1068. [PMID: 37165503 DOI: 10.2174/0929867330666230509110108] [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: 11/29/2022] [Revised: 03/24/2023] [Accepted: 03/28/2023] [Indexed: 05/12/2023]
Abstract
Identifying metabolic signatures induced by the immune response to vaccines allows one to discriminate vaccinated from non-vaccinated subjects and decipher the molecular mechanisms associated with the host immune response. This review illustrates and discusses the results of metabolomics-based studies on the innate and adaptive immune response to vaccines, long-term functional reprogramming (immune memory), and adverse reactions. Glycolysis is not overexpressed by vaccines, suggesting that the immune cell response to vaccinations does not require rapid energy availability as necessary during an infection. Vaccines strongly impact lipids metabolism, including saturated or unsaturated fatty acids, inositol phosphate, and cholesterol. Cholesterol is strategic for synthesizing 25-hydroxycholesterol in activated macrophages and dendritic cells and stimulates the conversion of macrophages and T cells in M2 macrophage and Treg, respectively. In conclusion, the large-scale application of metabolomics enables the identification of candidate predictive biomarkers of vaccine efficacy/tolerability.
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Affiliation(s)
- Michele Mussap
- Department of Surgical Sciences, School of Medicine, University of Cagliari, Cittadella Universitaria S.S. 554, Monserrato 09042, Cagliari, Italy
| | - Melania Puddu
- Department of Surgical Sciences, School of Medicine, University of Cagliari, Cittadella Universitaria S.S. 554, Monserrato 09042, Cagliari, Italy
| | - Vassilios Fanos
- Department of Surgical Sciences, School of Medicine, University of Cagliari, Cittadella Universitaria S.S. 554, Monserrato 09042, Cagliari, Italy
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Nettelfield S, Yu D, Cañete PF. Systemic immunometabolism and responses to vaccines: insights from T and B cell perspectives. Int Immunol 2023; 35:571-582. [PMID: 37330692 DOI: 10.1093/intimm/dxad021] [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: 04/01/2023] [Accepted: 06/14/2023] [Indexed: 06/19/2023] Open
Abstract
Vaccination stands as the cornerstone in the battle against infectious diseases, and its efficacy hinges on several host-related factors like genetics, age, and metabolic status. Vulnerable populations, such as malnourished individuals, the obese, and the elderly, commonly exhibit diminished vaccine responses and efficacy. While the specific factors contributing to this impairment may vary, these individuals typically display a degree of metabolic dysregulation, thereby underscoring its potential significance as a fundamental determinant of suboptimal vaccine responses. The emerging field of immunometabolism aims to unravel the intricate interplay between immune regulation and metabolic pathways, and recent research has revealed diverse metabolic signatures linked to various vaccine responses and outcomes. In this review, we summarize the major metabolic pathways utilized by B and T cells during vaccine responses, their complex and varied metabolic requirements, and the impact of micronutrients and metabolic hormones on vaccine outcomes. Furthermore, we examine how systemic metabolism influences vaccine responses and the evidence suggesting that metabolic dysregulation in vulnerable populations can lead to impaired vaccine responses. Lastly, we reflect on the challenge of proving causality with respect to the contribution of metabolic dysregulation to poor vaccine outcomes, and highlight the need for a systems biology approach that combines multimodal profiling and mathematical modelling to reveal the underlying mechanisms of such complex interactions.
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Affiliation(s)
- Sam Nettelfield
- Frazer Institute, Faculty of Medicine, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Di Yu
- Frazer Institute, Faculty of Medicine, University of Queensland, Brisbane, Queensland 4072, Australia
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, Faculty of Medicine, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Pablo F Cañete
- Frazer Institute, Faculty of Medicine, University of Queensland, Brisbane, Queensland 4072, Australia
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, Faculty of Medicine, University of Queensland, Brisbane, Queensland 4072, Australia
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Girgis AS, Panda SS, Kariuki BM, Bekheit MS, Barghash RF, Aboshouk DR. Indole-Based Compounds as Potential Drug Candidates for SARS-CoV-2. Molecules 2023; 28:6603. [PMID: 37764378 PMCID: PMC10537473 DOI: 10.3390/molecules28186603] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Revised: 09/07/2023] [Accepted: 09/09/2023] [Indexed: 09/29/2023] Open
Abstract
The COVID-19 pandemic has posed a significant threat to society in recent times, endangering human health, life, and economic well-being. The disease quickly spreads due to the highly infectious SARS-CoV-2 virus, which has undergone numerous mutations. Despite intense research efforts by the scientific community since its emergence in 2019, no effective therapeutics have been discovered yet. While some repurposed drugs have been used to control the global outbreak and save lives, none have proven universally effective, particularly for severely infected patients. Although the spread of the disease is generally under control, anti-SARS-CoV-2 agents are still needed to combat current and future infections. This study reviews some of the most promising repurposed drugs containing indolyl heterocycle, which is an essential scaffold of many alkaloids with diverse bio-properties in various biological fields. The study also discusses natural and synthetic indole-containing compounds with anti-SARS-CoV-2 properties and computer-aided drug design (in silico studies) for optimizing anti-SARS-CoV-2 hits/leads.
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Affiliation(s)
- Adel S. Girgis
- Department of Pesticide Chemistry, National Research Centre, Dokki, Giza 12622, Egypt; (M.S.B.); (R.F.B.); (D.R.A.)
| | - Siva S. Panda
- Department of Chemistry and Biochemistry, Augusta University, Augusta, GA 30912, USA
- Department of Biochemistry and Molecular Biology, Augusta University, Augusta, GA 30912, USA
| | - Benson M. Kariuki
- School of Chemistry, Cardiff University, Main Building, Park Place, Cardiff CF10 3AT, UK; (B.M.K.)
| | - Mohamed S. Bekheit
- Department of Pesticide Chemistry, National Research Centre, Dokki, Giza 12622, Egypt; (M.S.B.); (R.F.B.); (D.R.A.)
| | - Reham F. Barghash
- Department of Pesticide Chemistry, National Research Centre, Dokki, Giza 12622, Egypt; (M.S.B.); (R.F.B.); (D.R.A.)
| | - Dalia R. Aboshouk
- Department of Pesticide Chemistry, National Research Centre, Dokki, Giza 12622, Egypt; (M.S.B.); (R.F.B.); (D.R.A.)
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de Souza Nogueira J, Santos-Rebouças CB, Piergiorge RM, Valente AP, Gama-Almeida MC, El-Bacha T, Lopes Moreira ML, Baptista Marques BS, de Siqueira JR, de Carvalho EM, da Costa Ferreira O, Porto LC, Kelly da Silva Fidalgo T, Costa Dos Santos G. Metabolic Adaptations Correlated with Antibody Response after Immunization with Inactivated SARS-CoV-2 in Brazilian Subjects. J Proteome Res 2023. [PMID: 37167433 DOI: 10.1021/acs.jproteome.3c00014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
The adsorbed vaccine SARS-CoV-2 (inactivated) produced by Sinovac (SV) was the first vaccine against COVID-19 to be used in Brazil. To understand the metabolic effects of SV in Brazilian subjects, NMR-based metabolomics was used, and the immune response was studied in Brazilian subjects. Forty adults without (group-, n = 23) and with previous COVID-19 infection (group+, n = 17) were followed-up for 90 days postcompletion of the vaccine regimen. After 90 days, our results showed that subjects had increased levels of lipoproteins, lipids, and N-acetylation of glycoproteins (NAG) as well as decreased levels of amino acids, lactate, citrate, and 3-hydroxypropionate. NAG and threonine were the highest correlated metabolites with N and S proteins, and neutralizing Ab levels. This study sheds light on the immunometabolism associated with the use of SV in Brazilian subjects from Rio de Janeiro and identifies potential metabolic markers associated with the immune status.
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Affiliation(s)
- Jeane de Souza Nogueira
- Histocompatibility and Cryopreservation Laboratory, IBRAG, Rio de Janeiro State University, CEP 20950-003 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Cíntia Barros Santos-Rebouças
- Department of Genetics, IBRAG, Rio de Janeiro State University, CEP 20550-013 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Rafael Mina Piergiorge
- Department of Genetics, IBRAG, Rio de Janeiro State University, CEP 20550-013 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Ana Paula Valente
- CENABIO I, Institute of Medical Biochemistry, CNRMN, BioNMR, Federal University of Rio de Janeiro, CEP 21941-902 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Marcos C Gama-Almeida
- LeBioME-Bioactives, Mitochondria and Placental Metabolism Core, Institute of Nutrition Josué de Castro, Federal University of Rio de Janeiro, CEP 21941-902 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Tatiana El-Bacha
- LeBioME-Bioactives, Mitochondria and Placental Metabolism Core, Institute of Nutrition Josué de Castro, Federal University of Rio de Janeiro, CEP 21941-902 Rio de Janeiro, Rio de Janeiro, Brazil
| | | | | | | | | | - Orlando da Costa Ferreira
- Molecular Virology Laboratory, Federal University of Rio de Janeiro, CEP 21941-902 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Luís Cristóvão Porto
- Histocompatibility and Cryopreservation Laboratory, IBRAG, Rio de Janeiro State University, CEP 20950-003 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Tatiana Kelly da Silva Fidalgo
- Department of Preventive and Community Dentistry, Dental School, Rio de Janeiro State University, CEP 20551-030 Rio de Janeiro, Rio de Janeiro, Brazil
| | - Gilson Costa Dos Santos
- Department of Genetics, IBRAG, Rio de Janeiro State University, CEP 20550-013 Rio de Janeiro, Rio de Janeiro, Brazil
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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.
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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
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