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Hernández-Blanco C, Al-Akioui-Sanz K, Herrera L, Aguirre-Portolés C, Lozano-Ojalvo D, Pérez-Rodriguez L, Cano-Ochando J, Guerra-García P, Martín-Quirós A, Vicario JL, Santos S, Pérez-Vaquero MÁ, Vesga MÁ, Borobia AM, Carcas AJ, Balas A, Moreno MÁ, Pérez de Diego R, Gasior M, Soria B, Eguizabal C, Pérez-Martínez A. The phase I RELEASE clinical trial to evaluate the safety of NK cells in COVID-19. iScience 2025; 28:111698. [PMID: 39877904 PMCID: PMC11772958 DOI: 10.1016/j.isci.2024.111698] [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: 06/10/2024] [Revised: 10/18/2024] [Accepted: 12/24/2024] [Indexed: 01/31/2025] Open
Abstract
The severity of COVID 19 symptoms has a direct correlation with lymphopenia, affecting natural killer (NK) cells. SARS-CoV-2 specific "memory" NK cells obtained from convalescent donors can be used as cell immunotherapy. In 2022 a phase I, dose-escalation, single center clinical trial was conducted to evaluate the safety and feasibility of the infusion of CD3-/CD56+ NK cells against moderate/severe cases of COVID-19 (NCT04578210). Six participants with pneumonia and/or lymphopenia were infused. Four patients received a single-dose infusion of NK cells of 1×106/kg, and the following two patients a dose of 2×106/kg of NK cells. All participants' clinical status and inflammation markers were monitored. No serious adverse events were reported after infusion. Exploratory outcomes included the donor chimerism, NK-cell immunophenotype evolution, and immune lymphocyte reconstitution. This study provides preliminary evidence supporting the idea that treatment of COVID-19 patients with moderate/severe symptoms using NK from COVID-19 convalescent donors is feasible and safe.
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Affiliation(s)
- Clara Hernández-Blanco
- Internal Medicine Department, University Hospital La Paz, Madrid, Spain
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Karima Al-Akioui-Sanz
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- CNIO Pediatric OncoHematology Clinical Research Unit, Madrid, Spain
| | - Lara Herrera
- Cell Therapy, Stem Cells and Tissues Group, Biobizkaia Health Research Institute, Barakaldo, Spain
- Advanced Therapies Unit, Basque Center of Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
- Red Española de Terapias Avanzadas (TERAV), Redes de Investigación Cooperativa Orientadas a Resultados en Salud (RICORS RD21/0017/0024, RICORS RD24/0014/0025, RICORS RD21/0017/0025, RICORS RD24/0014/0024), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Red de Inmunoterapia del Cáncer “REINCA” (RED2022-134831-T), Madrid, Spain
| | - Cristina Aguirre-Portolés
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- CNIO Pediatric OncoHematology Clinical Research Unit, Madrid, Spain
| | - Daniel Lozano-Ojalvo
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Food Science Research Institute (CIAL, CSIC-UAM), Madrid, Spain
| | - Leticia Pérez-Rodriguez
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jordi Cano-Ochando
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Microbiology National Centre, Instituto de Salud Carlos III, Madrid, Spain
| | - Pilar Guerra-García
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Clinical Trials Unit (UCICEC), University Hospital La Paz, Madrid, Spain
| | | | - José Luis Vicario
- Histocompatibility, Centro de Transfusión de la Comunidad de Madrid, Madrid, Spain
| | - Silvia Santos
- Cell Therapy, Stem Cells and Tissues Group, Biobizkaia Health Research Institute, Barakaldo, Spain
- Advanced Therapies Unit, Basque Center of Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
- Red Española de Terapias Avanzadas (TERAV), Redes de Investigación Cooperativa Orientadas a Resultados en Salud (RICORS RD21/0017/0024, RICORS RD24/0014/0025, RICORS RD21/0017/0025, RICORS RD24/0014/0024), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Red de Inmunoterapia del Cáncer “REINCA” (RED2022-134831-T), Madrid, Spain
| | - Miguel Ángel Pérez-Vaquero
- Cell Therapy, Stem Cells and Tissues Group, Biobizkaia Health Research Institute, Barakaldo, Spain
- Advanced Therapies Unit, Basque Center of Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
- Red Española de Terapias Avanzadas (TERAV), Redes de Investigación Cooperativa Orientadas a Resultados en Salud (RICORS RD21/0017/0024, RICORS RD24/0014/0025, RICORS RD21/0017/0025, RICORS RD24/0014/0024), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Red de Inmunoterapia del Cáncer “REINCA” (RED2022-134831-T), Madrid, Spain
| | - Miguel Ángel Vesga
- Cell Therapy, Stem Cells and Tissues Group, Biobizkaia Health Research Institute, Barakaldo, Spain
- Advanced Therapies Unit, Basque Center of Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
- Red Española de Terapias Avanzadas (TERAV), Redes de Investigación Cooperativa Orientadas a Resultados en Salud (RICORS RD21/0017/0024, RICORS RD24/0014/0025, RICORS RD21/0017/0025, RICORS RD24/0014/0024), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Red de Inmunoterapia del Cáncer “REINCA” (RED2022-134831-T), Madrid, Spain
| | - Alberto M. Borobia
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Clinical Trials Unit (UCICEC), University Hospital La Paz, Madrid, Spain
| | - Antonio J. Carcas
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Clinical Trials Unit (UCICEC), University Hospital La Paz, Madrid, Spain
- Faculty of Medicine Universidad Autónoma de Madrid, Madrid, Spain
| | - Antonio Balas
- Histocompatibility, Centro de Transfusión de la Comunidad de Madrid, Madrid, Spain
| | - Miguel Ángel Moreno
- Histocompatibility, Centro de Transfusión de la Comunidad de Madrid, Madrid, Spain
| | | | - Mercedes Gasior
- Hematology Department, Hospital Universitario La Paz, Madrid, Spain
| | - Bernat Soria
- Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Institute of Bioengineering, Miguel Hernández University, Elche, Alicante, Spain
| | - Cristina Eguizabal
- Cell Therapy, Stem Cells and Tissues Group, Biobizkaia Health Research Institute, Barakaldo, Spain
- Advanced Therapies Unit, Basque Center of Blood Transfusion and Human Tissues, Osakidetza, Galdakao, Spain
- Red Española de Terapias Avanzadas (TERAV), Redes de Investigación Cooperativa Orientadas a Resultados en Salud (RICORS RD21/0017/0024, RICORS RD24/0014/0025, RICORS RD21/0017/0025, RICORS RD24/0014/0024), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Red de Inmunoterapia del Cáncer “REINCA” (RED2022-134831-T), Madrid, Spain
| | - Antonio Pérez-Martínez
- Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- CNIO Pediatric OncoHematology Clinical Research Unit, Madrid, Spain
- Red Española de Terapias Avanzadas (TERAV), Redes de Investigación Cooperativa Orientadas a Resultados en Salud (RICORS RD21/0017/0024, RICORS RD24/0014/0025, RICORS RD21/0017/0025, RICORS RD24/0014/0024), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Pediatric Hemato-Oncology Department, University Hospital La Paz, Madrid, Spain
- Histocompatibility, Centro de Transfusión de la Comunidad de Madrid, Madrid, Spain
- Faculty of Medicine Universidad Autónoma de Madrid, Madrid, Spain
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Grau Gómez G, Martínez Lacasa X, Jaen A, Vidal Martínez J, Padilla E, Clemente D, Molina S, Chlouba A, González S, Monzón Camps H. Immune Response to BNT162b2 mRNA COVID-19 Vaccine in a Cohort of Healthcare Workers. Cureus 2024; 16:e75188. [PMID: 39759737 PMCID: PMC11700304 DOI: 10.7759/cureus.75188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/05/2024] [Indexed: 01/07/2025] Open
Abstract
In this 13-month follow-up study, we examined a cohort of vaccinated healthcare workers without prior SARS-CoV-2 infection to assess the humoral and cellular response to the BNT162b2 mRNA COVID-19 vaccine over time. We measured median immunoglobulin G and lymphocyte subpopulation levels after the first and second doses, at five months post-second dose, and before and after the third dose. Our findings evinced a remarkable initial cellular and humoral response to each vaccine dose, although a progressive decline suggests the potential need for long-term booster doses. Age analysis showed significantly higher immunoglobulin G levels in the younger group after the first dose administration, although these differences were not maintained in the following doses. Preserving cellular immunity could assure long-lasting protection against SARS-CoV-2 infection.
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Affiliation(s)
- Gemma Grau Gómez
- Internal Medicine, Fundació Assistencial Mútua Terrassa, Terrassa, ESP
| | | | - Angeles Jaen
- Research Unit, Fundació, Docència i Recerca Mútua Terrassa, Terrassa, ESP
| | | | - Emma Padilla
- Microbiology Department, Catlab, Fundació Assistencial Mútua Terrassa, Terrassa, ESP
| | - David Clemente
- Internal Medicine, Fundació Assistencial Mútua Terrassa, Terrassa, ESP
| | - Siena Molina
- Internal Medicine, Fundació Assistencial Mútua Terrassa, Terrassa, ESP
| | - Ales Chlouba
- Internal Medicine, Fundació Assistencial Mútua Terrassa, Terrassa, ESP
| | - Susana González
- Occupational Health, Fundació Assistencial Mútua Terrassa, Terrassa, ESP
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Sanhueza S, Vidal MA, Hernandez MA, Henriquez-Beltran ME, Cabrera C, Quiroga R, Antilef BE, Aguilar KP, Castillo DA, Llerena FJ, Fraga Figueroa M, Nazal M, Castro E, Lagos P, Moreno A, Lastra JJ, Gajardo J, Garcés P, Riffo B, Buchert J, Sanhueza R, Ormazába V, Saldivia P, Vargas C, Nourdin G, Koch E, Zuñiga FA, Lamperti L, Bustos P, Guzmán-Gutiérrez E, Tapia CA, Ferrada L, Cerda G, Woehlbier U, Riquelme E, Yuseff MI, Muñoz Ramirez BA, Lombardi G, De Gonzalo-Calvo D, Salomon C, Verdugo RA, Quiñones LA, Colombo A, Barría MI, Labarca G, Nova-Lamperti E. Clinical and pulmonary function analysis in long-COVID revealed that long-term pulmonary dysfunction is associated with vascular inflammation pathways and metabolic syndrome. Front Med (Lausanne) 2023; 10:1271863. [PMID: 37869162 PMCID: PMC10590130 DOI: 10.3389/fmed.2023.1271863] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Accepted: 09/18/2023] [Indexed: 10/24/2023] Open
Abstract
Introduction Long-term pulmonary dysfunction (L-TPD) is one of the most critical manifestations of long-COVID. This lung affection has been associated with disease severity during the acute phase and the presence of previous comorbidities, however, the clinical manifestations, the concomitant consequences and the molecular pathways supporting this clinical condition remain unknown. The aim of this study was to identify and characterize L-TPD in patients with long-COVID and elucidate the main pathways and long-term consequences attributed to this condition by analyzing clinical parameters and functional tests supported by machine learning and serum proteome profiling. Methods Patients with L-TPD were classified according to the results of their computer-tomography (CT) scan and diffusing capacity of the lungs for carbon monoxide adjusted for hemoglobin (DLCOc) tests at 4 and 12-months post-infection. Results Regarding the acute phase, our data showed that L-TPD was favored in elderly patients with hypertension or insulin resistance, supported by pathways associated with vascular inflammation and chemotaxis of phagocytes, according to computer proteomics. Then, at 4-months post-infection, clinical and functional tests revealed that L-TPD patients exhibited a restrictive lung condition, impaired aerobic capacity and reduced muscular strength. At this time point, high circulating levels of platelets and CXCL9, and an inhibited FCgamma-receptor-mediated-phagocytosis due to reduced FcγRIII (CD16) expression in CD14+ monocytes was observed in patients with L-TPD. Finally, 1-year post infection, patients with L-TPD worsened metabolic syndrome and augmented body mass index in comparison with other patient groups. Discussion Overall, our data demonstrated that CT scan and DLCOc identified patients with L-TPD after COVID-19. This condition was associated with vascular inflammation and impair phagocytosis of virus-antibody immune complexes by reduced FcγRIII expression. In addition, we conclude that COVID-19 survivors required a personalized follow-up and adequate intervention to reduce long-term sequelae and the appearance of further metabolic diseases.
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Affiliation(s)
- Sergio Sanhueza
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Mabel A. Vidal
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
- Facultad de Ingeniería, Diseño y Arquitectura, Universidad San Sebastián, Concepción, Chile
| | | | - Mario E. Henriquez-Beltran
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
- Núcleo de Investigación en Ciencias de la Salud, Universidad Adventista de Chile, Chillán, Chile
- Kinesiology School, Escuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Los Ángeles, Chile
- Translational Research in Respiratory Medicine, University Hospital Arnau de Vilanova and Santa Maria, IRBLleida, Lleida, Spain
| | - Camilo Cabrera
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Romina Quiroga
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Bárbara E. Antilef
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Kevin P. Aguilar
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Daniela A. Castillo
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Faryd J. Llerena
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Marco Fraga Figueroa
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Mauricio Nazal
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Eritson Castro
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Paola Lagos
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Alexa Moreno
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Jaime J. Lastra
- Internal Medicine Department, Hospital Guillermo Grant Benavente and Medicine Faculty, University of Concepción, Concepción, Chile
| | - Jorge Gajardo
- Internal Medicine Department, Hospital Guillermo Grant Benavente and Medicine Faculty, University of Concepción, Concepción, Chile
| | - Pamela Garcés
- Internal Medicine Department, Hospital Guillermo Grant Benavente and Medicine Faculty, University of Concepción, Concepción, Chile
| | | | | | - Rocío Sanhueza
- Kinesiology School, Escuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Los Ángeles, Chile
| | - Valeska Ormazába
- Department of Pharmacology, Faculty of Biological Sciences, University of Concepción, Concepción, Chile
| | - Pablo Saldivia
- Division of Biotechnology, MELISA Institute, San Pedro de la Paz, Chile
| | - Cristian Vargas
- Division of Biotechnology, MELISA Institute, San Pedro de la Paz, Chile
| | - Guillermo Nourdin
- Division of Biotechnology, MELISA Institute, San Pedro de la Paz, Chile
| | - Elard Koch
- Division of Biotechnology, MELISA Institute, San Pedro de la Paz, Chile
| | - Felipe A. Zuñiga
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Liliana Lamperti
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Paula Bustos
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Enrique Guzmán-Gutiérrez
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Claudio A. Tapia
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
| | - Luciano Ferrada
- CMA Bío-Bío - Advanced Microscopy Center, University of Concepción, Concepción, Chile
| | - Gustavo Cerda
- CMA Bío-Bío - Advanced Microscopy Center, University of Concepción, Concepción, Chile
| | - Ute Woehlbier
- Center for Integrative Biology, Faculty of Sciences, Universidad Mayor, Santiago, Chile
| | - Erick Riquelme
- Faculty of Medicine, Pontifical Catholic University of Chile, Santiago, Chile
| | - Maria-Isabel Yuseff
- Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Braulio A. Muñoz Ramirez
- Department of Pharmacology and Toxicology, School of Medicine, Indiana University Bloomington, Bloomington, IN, United States
| | - Giovanna Lombardi
- Peter Gorer Department of Immunobiology, School of Immunology and Microbial Sciences, Faculty of Life Sciences and Medicine, King’s College London, London, United Kingdom
| | - 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
| | - Carlos Salomon
- Exosome Biology Laboratory, Centre for Clinical Diagnostics, UQ Centre for Clinical Research, Royal Brisbane and Women’s Hospital, Medicine and Biomedical Science Faculty, The University of Queensland, Brisbane, QLD, Australia
| | - Ricardo A. Verdugo
- Instituto de Investigación Interdisciplinaria y Escuela de Medicina, Universidad de Talca, Talca, Chile
| | - Luis A. Quiñones
- Department of Basic-Clinical Oncology, Faculty of Medicine, University of Chile, Santiago, Chile
- Department of Pharmaceutical Sciences and Technology, Faculty of Chemical and Pharmaceutical Sciences, University of Chile, Santiago, Chile
- Latin American Network for Implementation and Validation of Clinical Pharmacogenomics Guidelines (RELIVAF-CYTED), Santiago, Chile
| | - Alicia Colombo
- Department of Basic-Clinical Oncology, Faculty of Medicine, University of Chile, Santiago, Chile
- Servicio de Anatomía Patológica, Hospital Clínico, Universidad de Chile, Santiago, Chile
| | - Maria I. Barría
- Facultad de Medicina y Ciencia, Universidad San Sebastián, Puerto Montt, Chile
| | - Gonzalo Labarca
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
- Internal Medicine, Complejo Asistencial Dr. Víctor Ríos Ruiz, Los Ángeles, Chile
- Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Estefania Nova-Lamperti
- Molecular and Translational Immunology Laboratory, Department of Clinical Biochemistry and Immunology, Pharmacy Faculty, University of Concepción, Concepción, Chile
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Laatifi M, Douzi S, Ezzine H, Asry CE, Naya A, Bouklouze A, Zaid Y, Naciri M. Explanatory predictive model for COVID-19 severity risk employing machine learning, shapley addition, and LIME. Sci Rep 2023; 13:5481. [PMID: 37015978 PMCID: PMC10071246 DOI: 10.1038/s41598-023-31542-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2022] [Accepted: 03/14/2023] [Indexed: 04/06/2023] Open
Abstract
The rapid spread of SARS-CoV-2 threatens global public health and impedes the operation of healthcare systems. Several studies have been conducted to confirm SARS-CoV-2 infection and examine its risk factors. To produce more effective treatment options and vaccines, it is still necessary to investigate biomarkers and immune responses in order to gain a deeper understanding of disease pathophysiology. This study aims to determine how cytokines influence the severity of SARS-CoV-2 infection. We measured the plasma levels of 48 cytokines in the blood of 87 participants in the COVID-19 study. Several Classifiers were trained and evaluated using Machine Learning and Deep Learning to complete missing data, generate synthetic data, and fill in any gaps. To examine the relationship between cytokine storm and COVID-19 severity in patients, the Shapley additive explanation (SHAP) and the LIME (Local Interpretable Model-agnostic Explanations) model were applied. Individuals with severe SARS-CoV-2 infection had elevated plasma levels of VEGF-A, MIP-1b, and IL-17. RANTES and TNF were associated with healthy individuals, whereas IL-27, IL-9, IL-12p40, and MCP-3 were associated with non-Severity. These findings suggest that these cytokines may promote the development of novel preventive and therapeutic pathways for disease management. In this study, the use of artificial intelligence is intended to support clinical diagnoses of patients to determine how each cytokine may be responsible for the severity of COVID-19, which could lead to the identification of several cytokines that could aid in treatment decision-making and vaccine development.
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Affiliation(s)
- Mariam Laatifi
- Laboratory of Biodiversity, Ecology and Genome, Department of Biology, Faculty of Sciences, Mohammed V University, Rabat, Morocco
| | - Samira Douzi
- IPSS Laboratory, Faculty of Medicine and Pharmacy, Mohammed V University, Rabat, Morocco.
- Laboratory of Pharmacology and Toxicology, Pharmaceutical and Toxicological Analysis Research Team, Faculty of Medicine and Pharmacy, Mohammed V University, Rabat, Morocco.
| | - Hind Ezzine
- Laboratory of Biodiversity, Ecology and Genome, Department of Biology, Faculty of Sciences, Mohammed V University, Rabat, Morocco
- Public Health International Consultant, Rabat, Morocco
| | - Chadia El Asry
- Faculty of Sciences, IPSS Laboratory, Mohammed V University, Rabat, Morocco
| | - Abdellah Naya
- Department of Biology, Immunology, and Biodiversity Laboratory, Faculty of Sciences Ain Chock, Hassan II University, Casablanca, Morocco
| | - Abdelaziz Bouklouze
- Laboratory of Pharmacology and Toxicology, Pharmaceutical and Toxicological Analysis Research Team, Faculty of Medicine and Pharmacy, Mohammed V University, Rabat, Morocco
| | - Younes Zaid
- Laboratory of Biodiversity, Ecology and Genome, Department of Biology, Faculty of Sciences, Mohammed V University, Rabat, Morocco
- Department of Biology, Immunology, and Biodiversity Laboratory, Faculty of Sciences Ain Chock, Hassan II University, Casablanca, Morocco
- Research Center of Abulcasis, University of Health Sciences, Rabat, Morocco
| | - Mariam Naciri
- Laboratory of Biodiversity, Ecology and Genome, Department of Biology, Faculty of Sciences, Mohammed V University, Rabat, Morocco
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5
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Hernández-Parra H, Reyes-Hernández OD, Figueroa-González G, González-Del Carmen M, González-Torres M, Peña-Corona SI, Florán B, Cortés H, Leyva-Gómez G. Alteration of the blood-brain barrier by COVID-19 and its implication in the permeation of drugs into the brain. Front Cell Neurosci 2023; 17:1125109. [PMID: 36998270 PMCID: PMC10043238 DOI: 10.3389/fncel.2023.1125109] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 02/27/2023] [Indexed: 03/16/2023] Open
Abstract
Diverse neurological symptoms have been reported in patients with SARS-CoV-2 disease (COVID-19), including stroke, ataxia, meningitis, encephalitis, and cognitive impairment. These alterations can cause serious sequelae or death and are associated with the entry of SARS-CoV-2 into the Central Nervous System (CNS). This mini-review discusses the main proposed mechanisms by which SARS-CoV-2 interacts with the blood-brain barrier (BBB) and its involvement in the passage of drugs into the CNS. We performed a search in PubMed with the terms “COVID-19” or “SARS-CoV-2” and “blood-brain barrier injury” or “brain injury” from the year 2019 to 2022. We found proposed evidence that SARS-CoV-2 infects neurovascular cells and increases BBB permeability by increasing the expression of matrix metalloproteinase-9 that degrades type IV collagen in the basement membrane and through activating RhoA, which induces restructuring of the cytoskeleton and alters the integrity of the barrier. The breakdown of the BBB triggers a severe inflammatory response, causing the cytokine storm (release of IL-1β, IL-6, TNF-α, etc.) characteristic of the severe phase of COVID-19, which includes the recruitment of macrophages and lymphocytes and the activation of astrocytes and microglia. We conclude that the increased permeability of the BBB would allow the passage of drugs that would not reach the brain in a normal physiological state, thus enhancing certain drugs’ beneficial or adverse effects. We hope this article will encourage research on the impact of drugs on patients with COVID-19 and recovered patients with sequelae, focusing mainly on possible dose adjustments and changes in pharmacokinetic parameters.
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Affiliation(s)
- Héctor Hernández-Parra
- Departamento de Farmacología, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, Ciudad de México, Mexico
- Departamento de Farmacia, Facultad de Química, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
| | - Octavio Daniel Reyes-Hernández
- Laboratorio de Biología Molecular del Cáncer, UMIEZ, Facultad de Estudios Superiores Zaragoza, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
| | - Gabriela Figueroa-González
- Laboratorio de Farmacogenética, UMIEZ, Facultad de Estudios Superiores Zaragoza, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
| | | | - Maykel González-Torres
- Conacyt and Laboratorio de Biotecnología, Instituto Nacional de Rehabilitación “Luís Guillermo Ibarra”, Ciudad de Mexico, Mexico
| | - Sheila I. Peña-Corona
- Departamento de Farmacia, Facultad de Química, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
| | - Benjamín Florán
- Departamento de Fisiología, Biofísica y Neurociencias, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional, Mexico City, Mexico
| | - Hernán Cortés
- Laboratorio de Medicina Genómica, Departamento de Genómica, Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra, Ciudad de México, Mexico
- *Correspondence: Hernán Cortés,
| | - Gerardo Leyva-Gómez
- Departamento de Farmacia, Facultad de Química, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
- Gerardo Leyva-Gómez,
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Montaño-Armendáriz N, Zamudio-Cuevas Y, Fernández-Torres J, Martínez-Flores K, Luján-Juárez IA. [Importance of autoimmunity induced by SARS-CoV-2 and development of post-vaccination autoimmune diseases]. REVISTA ALERGIA MÉXICO 2023; 69:78-88. [PMID: 36928248 DOI: 10.29262/ram.v69i2.1153] [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: 07/26/2022] [Accepted: 10/23/2022] [Indexed: 01/06/2023] Open
Abstract
SARS-CoV-2, a virus belonging to the large family of coronavirus, aroused great interest following the outbreak of this new strain reported in 2019, in Wuhan China. Its clinical spectrum is highly variable, ranging from a self-limited disease to an acute respiratory distress syndrome with systemic clinical manifestations (COVID-19), in which the immune system plays a key role in the pathophysiology of this disease and in its severity; several studies show the prevalence of some autoimmune markers suggesting that they may lead to autoimmune states. The most important strategy worldwide to protect the population was the development of vaccines to induce immunity to severe COVID-19; however, vaccines have also been shown to have the ability to produce autoimmune states in a small percentage of the world's population; nevertheless, the best strategy remains vaccination. The aim of this review is to show the current overview of the mechanisms of SARS-CoV-2-induced autoimmunity and post-vaccination for a better understanding and identification of these in the population. Publications from 2019 to 2022 were reviewed in PubMed as the primary search source.
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Affiliation(s)
| | - Yessica Zamudio-Cuevas
- Laboratorio de Líquido Sinovial, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Ciudad de México, México
| | - Javier Fernández-Torres
- Laboratorio de Líquido Sinovial, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Ciudad de México, México
| | - Karina Martínez-Flores
- Laboratorio de Líquido Sinovial, Instituto Nacional de Rehabilitación "Luis Guillermo Ibarra Ibarra", Ciudad de México, México
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