2
|
Cadore NA, Lord VO, Recamonde-Mendoza M, Kowalski TW, Vianna FSL. Meta-analysis of Transcriptomic Data from Lung Autopsy and Cellular Models of SARS-CoV-2 Infection. Biochem Genet 2024; 62:892-914. [PMID: 37486510 DOI: 10.1007/s10528-023-10453-2] [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: 02/09/2023] [Accepted: 07/12/2023] [Indexed: 07/25/2023]
Abstract
Severe COVID-19 is a systemic disorder involving excessive inflammatory response, metabolic dysfunction, multi-organ damage, and several clinical features. Here, we performed a transcriptome meta-analysis investigating genes and molecular mechanisms related to COVID-19 severity and outcomes. First, transcriptomic data of cellular models of SARS-CoV-2 infection were compiled to understand the first response to the infection. Then, transcriptomic data from lung autopsies of patients deceased due to COVID-19 were compiled to analyze altered genes of damaged lung tissue. These analyses were followed by functional enrichment analyses and gene-phenotype association. A biological network was constructed using the disturbed genes in the lung autopsy meta-analysis. Central genes were defined considering closeness and betweenness centrality degrees. A sub-network phenotype-gene interaction analysis was performed. The meta-analysis of cellular models found genes mainly associated with cytokine signaling and other pathogen response pathways. The meta-analysis of lung autopsy tissue found genes associated with coagulopathy, lung fibrosis, multi-organ damage, and long COVID-19. Only genes DNAH9 and FAM216B were found perturbed in both meta-analyses. BLNK, FABP4, GRIA1, ATF3, TREM2, TPPP, TPPP3, FOS, ALB, JUNB, LMNA, ADRB2, PPARG, TNNC1, and EGR1 were identified as central elements among perturbed genes in lung autopsy and were found associated with several clinical features of severe COVID-19. Central elements were suggested as interesting targets to investigate the relation with features of COVID-19 severity, such as coagulopathy, lung fibrosis, and organ damage.
Collapse
Affiliation(s)
- Nathan Araujo Cadore
- Laboratory of Genomic Medicine, Center of Experimental Research, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil
- Laboratory of Immunobiology and Immunogenetics, Department of Genetics, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
- Post-Graduation Program in Genetics and Molecular Biology, Department of Genetics, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Vinicius Oliveira Lord
- Laboratory of Genomic Medicine, Center of Experimental Research, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil
- Centro Universitário CESUCA, Cachoeirinha, Brazil
| | - Mariana Recamonde-Mendoza
- Bioinformatics Core, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil
- Institute of Informatics, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
| | - Thayne Woycinck Kowalski
- Laboratory of Genomic Medicine, Center of Experimental Research, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil
- Post-Graduation Program in Genetics and Molecular Biology, Department of Genetics, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil
- Centro Universitário CESUCA, Cachoeirinha, Brazil
- Medical Genetics Service, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil
| | - Fernanda Sales Luiz Vianna
- Laboratory of Genomic Medicine, Center of Experimental Research, Hospital de Clínicas de Porto Alegre (HCPA), Porto Alegre, Brazil.
- Laboratory of Immunobiology and Immunogenetics, Department of Genetics, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil.
- Post-Graduation Program in Genetics and Molecular Biology, Department of Genetics, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brazil.
| |
Collapse
|
6
|
García-García A, Pérez de Diego R, Flores C, Rinchai D, Solé-Violán J, Deyà-Martínez À, García-Solis B, Lorenzo-Salazar JM, Hernández-Brito E, Lanz AL, Moens L, Bucciol G, Almuqamam M, Domachowske JB, Colino E, Santos-Perez JL, Marco FM, Pignata C, Bousfiha A, Turvey SE, Bauer S, Haerynck F, Ocejo-Vinyals JG, Lendinez F, Prader S, Naumann-Bartsch N, Pachlopnik Schmid J, Biggs CM, Hildebrand K, Dreesman A, Cárdenes MÁ, Ailal F, Benhsaien I, Giardino G, Molina-Fuentes A, Fortuny C, Madhavarapu S, Conway DH, Prando C, Schidlowski L, Martínez de Saavedra Álvarez MT, Alfaro R, Rodríguez de Castro F, Meyts I, Hauck F, Puel A, Bastard P, Boisson B, Jouanguy E, Abel L, Cobat A, Zhang Q, Casanova JL, Alsina L, Rodríguez-Gallego C. Humans with inherited MyD88 and IRAK-4 deficiencies are predisposed to hypoxemic COVID-19 pneumonia. J Exp Med 2023; 220:e20220170. [PMID: 36880831 PMCID: PMC9998661 DOI: 10.1084/jem.20220170] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 11/11/2022] [Accepted: 01/30/2023] [Indexed: 03/08/2023] Open
Abstract
X-linked recessive deficiency of TLR7, a MyD88- and IRAK-4-dependent endosomal ssRNA sensor, impairs SARS-CoV-2 recognition and type I IFN production in plasmacytoid dendritic cells (pDCs), thereby underlying hypoxemic COVID-19 pneumonia with high penetrance. We report 22 unvaccinated patients with autosomal recessive MyD88 or IRAK-4 deficiency infected with SARS-CoV-2 (mean age: 10.9 yr; 2 mo to 24 yr), originating from 17 kindreds from eight countries on three continents. 16 patients were hospitalized: six with moderate, four with severe, and six with critical pneumonia, one of whom died. The risk of hypoxemic pneumonia increased with age. The risk of invasive mechanical ventilation was also much greater than in age-matched controls from the general population (OR: 74.7, 95% CI: 26.8-207.8, P < 0.001). The patients' susceptibility to SARS-CoV-2 can be attributed to impaired TLR7-dependent type I IFN production by pDCs, which do not sense SARS-CoV-2 correctly. Patients with inherited MyD88 or IRAK-4 deficiency were long thought to be selectively vulnerable to pyogenic bacteria, but also have a high risk of hypoxemic COVID-19 pneumonia.
Collapse
Affiliation(s)
- Ana García-García
- Pediatric Allergy and Clinical Immunology Dept., Clinical Immunology and Primary Immunodeficiencies Unit, Hospital Sant Joan de Déu, Barcelona, Barcelona, Spain
- Study Group for Immune Dysfunction Diseases in Children, Institut de Recerca Sant Joan de Déu, Barcelona, Barcelona, Spain
- Clinical Immunology Unit, Hospital Sant Joan de Déu-Hospital Clínic Barcelona, Barcelona, Spain
| | - Rebeca Pérez de Diego
- Laboratory of Immunogenetics of Human Diseases, IdiPAZ Institute for Health Research, La Paz Hospital, Madrid, Spain
| | - Carlos Flores
- Genomics Division, Instituto Tecnológico y de Energías Renovables, Santa Cruz de Tenerife, Spain
- Research Unit, Hospital Universitario N.S. de Candelaria, Santa Cruz de Tenerife, Spain
- CIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Dept. of Clinical Sciences, University Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
| | - Darawan Rinchai
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
| | - Jordi Solé-Violán
- CIBER de Enfermedades Respiratorias, Instituto de Salud Carlos III, Madrid, Spain
- Dept. of Clinical Sciences, University Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
- Dept. of Intensive Care Medicine, University Hospital of Gran Canaria Dr. Negrin, Canarian Health System, Las Palmas de Gran Canaria, Spain
| | - Àngela Deyà-Martínez
- Pediatric Allergy and Clinical Immunology Dept., Clinical Immunology and Primary Immunodeficiencies Unit, Hospital Sant Joan de Déu, Barcelona, Barcelona, Spain
- Study Group for Immune Dysfunction Diseases in Children, Institut de Recerca Sant Joan de Déu, Barcelona, Barcelona, Spain
- Clinical Immunology Unit, Hospital Sant Joan de Déu-Hospital Clínic Barcelona, Barcelona, Spain
| | - Blanca García-Solis
- Laboratory of Immunogenetics of Human Diseases, IdiPAZ Institute for Health Research, La Paz Hospital, Madrid, Spain
| | - José M. Lorenzo-Salazar
- Genomics Division, Instituto Tecnológico y de Energías Renovables, Santa Cruz de Tenerife, Spain
| | - Elisa Hernández-Brito
- Dept. of Immunology, University Hospital of Gran Canaria Dr. Negrin, Canarian Health System, Las Palmas de Gran Canaria, Spain
| | - Anna-Lisa Lanz
- Dept. of Pediatrics, Division of Pediatric Immunology and Rheumatology, Dr. von Hauner Children’s Hospital, University Hospital, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Leen Moens
- Laboratory for Inborn Errors of Immunity, Dept. of Microbiology, Immunology and Transplantation KU Leuven, Leuven, Belgium
| | - Giorgia Bucciol
- Laboratory for Inborn Errors of Immunity, Dept. of Microbiology, Immunology and Transplantation KU Leuven, Leuven, Belgium
- Dept. of Pediatrics, Childhood Immunology, UZ Leuven, Leuven, Belgium
| | - Mohamed Almuqamam
- Dept. of Pediatrics, Drexel University College of Medicine, St Christopher’s Hospital for Children, Philadelphia, PA, USA
| | | | - Elena Colino
- Unidad de Enfermedades Infecciosas, Complejo Hospitalario Universitario Insular-Materno Infantil, Las Palmas de Gran Canaria, Spain
| | - Juan Luis Santos-Perez
- Unidad de Gestión Clínica de Pediatría y Cirugía Pediátrica, Hospital Virgen de las Nieves-IBS, Granada, Spain
| | - Francisco M. Marco
- Dept. of Immunology, Alicante University General Hospital Doctor Balmis, Alicante, Spain
- Alicante Institute for Health and Biomedical Research, Alicante, Spain
| | - Claudio Pignata
- Dept. of Translational Medical Sciences, Section of Pediatrics, Federico II University, Naples, Italy
| | - Aziz Bousfiha
- Dept. of Pediatric Infectious Diseases and Clinical Immunology, Ibn Rushd University Hospital, Casablanca, Morocco
- Clinical Immunology, Autoimmunity and Inflammation Laboratory, Faculty of Medicine and Pharmacy, Hassan II University, Casablanca, Morocco
| | - Stuart E. Turvey
- Dept. of Paediatrics, BC Children’s Hospital, University of British Columbia, Vancouver, Canada
| | - Stefanie Bauer
- Clinic for Children and Adolescents. Dept. of Hematology and Oncology. University Clinic Erlangen, Erlangen, Germany
| | - Filomeen Haerynck
- Dept. of Pediatric Immunology and Pulmonology, Centre for Primary Immune Deficiency Ghent, Ghent University Hospital, Ghent, Belgium
- Dept. of Internal Medicine and Pediatrics, PID Research Laboratory, Ghent University, Ghent, Belgium
| | | | - Francisco Lendinez
- Dept. of Pediatric Oncohematology, Hospital Materno Infantil Torrecárdenas, Almería, Spain
| | - Seraina Prader
- Division of Immunology and Children’s Research Center, University Children’s Hospital Zurich, Zurich, Switzerland; University of Zurich, Zurich, Switzerland
| | - Nora Naumann-Bartsch
- Clinic for Children and Adolescents. Dept. of Hematology and Oncology. University Clinic Erlangen, Erlangen, Germany
| | - Jana Pachlopnik Schmid
- Division of Immunology and Children’s Research Center, University Children’s Hospital Zurich, Zurich, Switzerland; University of Zurich, Zurich, Switzerland
| | - Catherine M. Biggs
- Dept. of Paediatrics, BC Children’s Hospital, University of British Columbia, Vancouver, Canada
| | - Kyla Hildebrand
- Dept. of Paediatrics, BC Children’s Hospital, University of British Columbia, Vancouver, Canada
| | | | - Miguel Ángel Cárdenes
- Dept. of Internal Medicine, Unit of Infectious Diseases, University Hospital of Gran Canaria Dr. Negrin, Canarian Health System, Las Palmas de Gran Canaria, Spain
| | - Fatima Ailal
- Dept. of Pediatric Infectious Diseases and Clinical Immunology, Ibn Rushd University Hospital, Casablanca, Morocco
- Clinical Immunology, Autoimmunity and Inflammation Laboratory, Faculty of Medicine and Pharmacy, Hassan II University, Casablanca, Morocco
| | - Ibtihal Benhsaien
- Dept. of Pediatric Infectious Diseases and Clinical Immunology, Ibn Rushd University Hospital, Casablanca, Morocco
- Clinical Immunology, Autoimmunity and Inflammation Laboratory, Faculty of Medicine and Pharmacy, Hassan II University, Casablanca, Morocco
| | - Giuliana Giardino
- Dept. of Translational Medical Sciences, Section of Pediatrics, Federico II University, Naples, Italy
| | | | - Claudia Fortuny
- Study Group for Immune Dysfunction Diseases in Children, Institut de Recerca Sant Joan de Déu, Barcelona, Barcelona, Spain
- Pediatric Infectious Diseases Unit, Hospital Sant Joan de Déu, Barcelona, Spain
- CIBER of Epidemiology and Public Health, Madrid, Spain; Translational Research Network in Pediatric Infectious Diseases, Madrid, Spain
- Dept. of Surgery and Surgical Specializations, Facultat de Medicina i Ciències de la Salut, University of Barcelona, Barcelona, Spain
| | - Swetha Madhavarapu
- Dept. of Pediatrics, Drexel University College of Medicine, St Christopher’s Hospital for Children, Philadelphia, PA, USA
| | - Daniel H. Conway
- Dept. of Pediatrics, Drexel University College of Medicine, St Christopher’s Hospital for Children, Philadelphia, PA, USA
| | - Carolina Prando
- Instituto de Pesquisa Pelé Pequeno Príncipe, Faculdades Pequeno Príncipe, Hospital Pequeno Príncipe, Curitiba, Brazil
| | - Laire Schidlowski
- Instituto de Pesquisa Pelé Pequeno Príncipe, Faculdades Pequeno Príncipe, Hospital Pequeno Príncipe, Curitiba, Brazil
| | | | - Rafael Alfaro
- Dept. of Immunology, University Hospital of Gran Canaria Dr. Negrin, Canarian Health System, Las Palmas de Gran Canaria, Spain
| | - Felipe Rodríguez de Castro
- Dept. of Medical and Surgical Sciences, School of Medicine, University of Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
- Dept. of Respiratory Diseases, University Hospital of Gran Canaria Dr. Negrin, Canarian Health System, Las Palmas de Gran Canaria, Spain
| | - Isabelle Meyts
- Laboratory for Inborn Errors of Immunity, Dept. of Microbiology, Immunology and Transplantation KU Leuven, Leuven, Belgium
- Dept. of Pediatrics, Childhood Immunology, UZ Leuven, Leuven, Belgium
| | - Fabian Hauck
- Dept. of Pediatrics, Division of Pediatric Immunology and Rheumatology, Dr. von Hauner Children’s Hospital, University Hospital, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Anne Puel
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
| | - Paul Bastard
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
- Pediatric Hematology and Immunology Unit, Department of Pediatrics, Necker Hospital for Sick Children, AP-HP, Paris, France
| | - Bertrand Boisson
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
| | - Emmanuelle Jouanguy
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
| | - Laurent Abel
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
| | - Aurélie Cobat
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
| | - Qian Zhang
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
| | - Jean-Laurent Casanova
- St. Giles Laboratory of Human Genetics of Infectious Diseases, Rockefeller Branch, Rockefeller University, New York, NY, USA
- Laboratory of Human Genetics of Infectious Diseases, Necker Branch, INSERM U1163, Necker Hospital for Sick Children, Paris, France
- University Paris Cité, Imagine Institute, Paris, France
- Department of Pediatrics, Necker Hospital for Sick Children, Paris, France
- Howard Hughes Medical Institute, New York, NY, USA
| | - Laia Alsina
- Pediatric Allergy and Clinical Immunology Dept., Clinical Immunology and Primary Immunodeficiencies Unit, Hospital Sant Joan de Déu, Barcelona, Barcelona, Spain
- Study Group for Immune Dysfunction Diseases in Children, Institut de Recerca Sant Joan de Déu, Barcelona, Barcelona, Spain
- Clinical Immunology Unit, Hospital Sant Joan de Déu-Hospital Clínic Barcelona, Barcelona, Spain
- Dept. of Surgery and Surgical Specializations, Facultat de Medicina i Ciències de la Salut, University of Barcelona, Barcelona, Spain
| | - Carlos Rodríguez-Gallego
- Dept. of Clinical Sciences, University Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
- Dept. of Immunology, University Hospital of Gran Canaria Dr. Negrin, Canarian Health System, Las Palmas de Gran Canaria, Spain
- Dept. of Medical and Surgical Sciences, School of Medicine, University of Las Palmas de Gran Canaria, Las Palmas de Gran Canaria, Spain
| |
Collapse
|
8
|
Tavassolifar MJ, Aghdaei HA, Sadatpour O, Maleknia S, Fayazzadeh S, Mohebbi SR, Montazer F, Rabbani A, Zali MR, Izad M, Meyfour A. New insights into extracellular and intracellular redox status in COVID-19 patients. Redox Biol 2023; 59:102563. [PMID: 36493512 PMCID: PMC9715463 DOI: 10.1016/j.redox.2022.102563] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 11/12/2022] [Accepted: 11/28/2022] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND The imbalance of redox homeostasis induces hyper-inflammation in viral infections. In this study, we explored the redox system signature in response to SARS-COV-2 infection and examined the status of these extracellular and intracellular signatures in COVID-19 patients. METHOD The multi-level network was constructed using multi-level data of oxidative stress-related biological processes, protein-protein interactions, transcription factors, and co-expression coefficients obtained from GSE164805, which included gene expression profiles of peripheral blood mononuclear cells (PBMCs) from COVID-19 patients and healthy controls. Top genes were designated based on the degree and closeness centralities. The expression of high-ranked genes was evaluated in PBMCs and nasopharyngeal (NP) samples of 30 COVID-19 patients and 30 healthy controls. The intracellular levels of GSH and ROS/O2• - and extracellular oxidative stress markers were assayed in PBMCs and plasma samples by flow cytometry and ELISA. ELISA results were applied to construct a classification model using logistic regression to differentiate COVID-19 patients from healthy controls. RESULTS CAT, NFE2L2, SOD1, SOD2 and CYBB were 5 top genes in the network analysis. The expression of these genes and intracellular levels of ROS/O2• - were increased in PBMCs of COVID-19 patients while the GSH level decreased. The expression of high-ranked genes was lower in NP samples of COVID-19 patients compared to control group. The activity of extracellular enzymes CAT and SOD, and the total oxidant status (TOS) level were increased in plasma samples of COVID-19 patients. Also, the 2-marker panel of CAT and TOS and 3-marker panel showed the best performance. CONCLUSION SARS-COV-2 disrupts the redox equilibrium in immune cells and the upper respiratory tract, leading to exacerbated inflammation and increased replication and entrance of SARS-COV-2 into host cells. Furthermore, utilizing markers of oxidative stress as a complementary validation to discriminate COVID-19 from healthy controls, seems promising.
Collapse
Affiliation(s)
- Mohammad Javad Tavassolifar
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Hamid Asadzadeh Aghdaei
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Omid Sadatpour
- Department of Immunology, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Samaneh Maleknia
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Sara Fayazzadeh
- Bioinformatics and Computational Omics Lab (BioCOOL), Department of Biophysics, Faculty of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Seyed Reza Mohebbi
- Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fatemeh Montazer
- Department of Pathology, Firoozabadi Hospital, School of Medicine, Iran University of Medical Sciences (IUMS), Tehran, Iran
| | - Amirhassan Rabbani
- Department of Transplant & Hepatobiliary Surgery, Taleghani Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mohammad Reza Zali
- Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Maryam Izad
- Immunology Department, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran; MS Research Center, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran.
| | - Anna Meyfour
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| |
Collapse
|