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Killer A, Gliga S, Massion P, Ackermann C, De Angelis C, Flasshove C, Freise N, Lübke N, Timm J, Eberhardt KA, Bode J, Jensen BEO, Luedde T, Orth HM, Feldt T. Trajectories and predictive significance of inflammatory parameters for clinical outcome in COVID-19 patients treated with tocilizumab. Infection 2024:10.1007/s15010-024-02375-x. [PMID: 39210228 DOI: 10.1007/s15010-024-02375-x] [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: 04/30/2024] [Accepted: 08/12/2024] [Indexed: 09/04/2024]
Abstract
PURPOSE The IL-6 receptor inhibitor tocilizumab reduces mortality and morbidity in severe cases of COVID-19 through its effects on hyperinflammation and was approved as adjuvant therapy. Since tocilizumab changes the levels of inflammatory markers, we aimed to describe these changes in patients treated with tocilizumab, analyse their value in predicting death and bacterial superinfection and determine their influence on mortality rates. METHODS A retrospective analysis of 76 patients who were treated with tocilizumab for severe COVID-19 in 2020 and 2021 was conducted. Inflammatory markers (IL-6, C-reactive protein (CRP), procalcitonin) were documented before and up to seven days after tocilizumab administration. RESULTS The overall mortality was 25% and 53.8% in patients who required invasive respiratory support. Deceased patients had higher baseline IL-6 (p = 0.026) and peak IL-6 levels after tocilizumab vs those who survived (p < 0.0001). A peak IL-6 value > 1000 pg/dl after tocilizumab administration was a good predictor of mortality (AUC = 0.812). Of the deceased patients 41.1% had a renewed CRP increase after an initial decrease following tocilizumab administration, compared to 7.1% of the surviving patients (p = 0.0011). Documented bacterial superinfections were observed in 35.5% (27/76) of patients, of whom 48.1% (13/27) died. CONCLUSION CRP-decline and IL-6 increase after tocilizumab treatment occurs regularly. An increase of IL-6 levels exceeding tenfold of baseline IL-6 levels, an absolute peak of 1000 pg/ml or a renewed increase of CRP are associated with higher mortality. Suppressed CRP synthesis can impede the diagnosis of bacterial superinfections, thus increasing the risk for complications.
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Affiliation(s)
- Alexander Killer
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Smaranda Gliga
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany.
| | - Pascal Massion
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Carla Ackermann
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Clara De Angelis
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Charlotte Flasshove
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Noemi Freise
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Nadine Lübke
- Institute of Virology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Düsseldorf, Germany
| | - Jörg Timm
- Institute of Virology, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Düsseldorf, Germany
| | - Kirsten Alexandra Eberhardt
- Department of Tropical Medicine, Bernhard Nocht Institute for Tropical Medicine and I. Dep. of Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Johannes Bode
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Björn-Erik Ole Jensen
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Tom Luedde
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Hans Martin Orth
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
| | - Torsten Feldt
- Department of Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty and University Hospital Düsseldorf, Heinrich Heine University, Moorenstraße 5, 40225, Düsseldorf, Germany
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Gáspár Z, Szabó BG, Andrikovics H, Ceglédi A, Rajmon M, Ábrahám A, Várnai Z, Kiss-Dala N, Szlávik J, Sinkó J, Vályi-Nagy I, Lakatos B. Secondary infections and long-term outcomes among hospitalized elderly and non-elderly patients with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and treated with baricitinib: a comparative study from the national centre of Hungary. GeroScience 2024; 46:2863-2877. [PMID: 38367195 PMCID: PMC11009165 DOI: 10.1007/s11357-024-01099-y] [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: 09/10/2023] [Accepted: 02/03/2024] [Indexed: 02/19/2024] Open
Abstract
Baricitinib is considered a first-line treatment for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)-infected adult patients with an associated cytokine storm syndrome (CSS). Our objective was to compare rates of secondary infections and long-term outcomes of elderly and non-elderly patients who received baricitinib for COVID-19. We conducted a single-centre observational study between November 2020 and September 2023, focusing on hospitalized adult SARS-CoV-2 patients with CSS, categorized as elderly (≥ 65 years) and non-elderly (< 65 years). Enrolment, severity stratification, and diagnosis of infectious complications followed predefined criteria. Outcomes of all-cause mortality and rates of non-severe and severe secondary infections were assessed at 1-year post-treatment initiation. Kaplan-Meier analysis was performed for survival analysis. In total, 490 patients were enrolled (median age 65 ± 23 (21-100) years (years, median ± IQR, min-max); 49.18% elderly; 59.59% male). Elderly patients were admitted to the hospital significantly earlier (7 ± 5 days vs. 8 ± 4 days; p = 0.02), experienced a higher occurrence of severe COVID-19 (121/241, 50.21% vs. 98/249, 39.36%; p = 0.02), and required the use of non-invasive ventilation at baseline (167/225, 74.22% vs. 153/236, 64.83%; p = 0.03). At 1 year, all-cause mortality was significantly higher in the elderly subgroup (111/241, 46.06% vs. 29/249, 11.65%; p < 0.01). At 90 days and 1 year, rates of any severe secondary infection were also more prevalent among the elderly (56/241, 23.24% vs. 37/249 14.86%; p = 0.02 and 58/241, 24.07% vs. 39/249, 15.66%; p = 0.02). In conclusion, elderly SARS-CoV-2-infected patients experience a more severe clinical course, higher secondary infection rates, and increased risk for long-term mortality, regardless of immunomodulatory therapy.
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Affiliation(s)
- Zsófia Gáspár
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
- School of PhD Studies, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
| | - Bálint Gergely Szabó
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary.
- School of PhD Studies, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary.
- Departmental Group of Infectious Diseases, Department of Internal Medicine and Haematology, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary.
| | - Hajnalka Andrikovics
- School of PhD Studies, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
- Laboratory of Molecular Genetics, National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
- Department of Transfusion Medicine, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
| | - Andrea Ceglédi
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
| | - Martin Rajmon
- Faculty of Medicine, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
| | - Anita Ábrahám
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
| | - Zsuzsanna Várnai
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
| | - Noémi Kiss-Dala
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
- School of PhD Studies, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
| | - János Szlávik
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
| | - János Sinkó
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
- Departmental Group of Infectious Diseases, Department of Internal Medicine and Haematology, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
| | - István Vályi-Nagy
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
| | - Botond Lakatos
- National Institute of Haematology and Infectious Diseases, Central Hospital of Southern Pest, Albert Flórián Street 5-7., 1097, Budapest, Hungary
- School of PhD Studies, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
- Departmental Group of Infectious Diseases, Department of Internal Medicine and Haematology, Semmelweis University, Üllői Street 26., 1085, Budapest, Hungary
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Masotti L, Cioni E, Grifoni E, Cei F, Tarquini R. Trends of thrombo-inflammation biomarkers after Tocilizumab predict treatment failure better than scores in patients with severe SARS-CoV2 related respiratory failure. Eur J Intern Med 2022; 103:111-112. [PMID: 35680497 PMCID: PMC9167827 DOI: 10.1016/j.ejim.2022.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 05/27/2022] [Accepted: 06/03/2022] [Indexed: 11/22/2022]
Affiliation(s)
- Luca Masotti
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy.
| | - Elisa Cioni
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy
| | - Elisa Grifoni
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy
| | - Francesco Cei
- Internal Medicine I, San Giuseppe Hospital, Empoli, Italy
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Ramón A, Zaragozá M, Torres AM, Cascón J, Blasco P, Milara J, Mateo J. Application of Machine Learning in Hospitalized Patients with Severe COVID-19 Treated with Tocilizumab. J Clin Med 2022; 11:jcm11164729. [PMID: 36012968 PMCID: PMC9410189 DOI: 10.3390/jcm11164729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 08/05/2022] [Accepted: 08/07/2022] [Indexed: 11/16/2022] Open
Abstract
Among the IL-6 inhibitors, tocilizumab is the most widely used therapeutic option in patients with SARS-CoV-2-associated severe respiratory failure (SRF). The aim of our study was to provide evidence on predictors of poor outcome in patients with COVID-19 treated with tocilizumab, using machine learning (ML) techniques. We conducted a retrospective study, analyzing the clinical, laboratory and sociodemographic data of patients admitted for severe COVID-19 with SRF, treated with tocilizumab. The extreme gradient boost (XGB) method had the highest balanced accuracy (93.16%). The factors associated with a worse outcome of tocilizumab use in terms of mortality were: baseline situation at the start of tocilizumab treatment requiring invasive mechanical ventilation (IMV), elevated ferritin, lactate dehydrogenase (LDH) and glutamate-pyruvate transaminase (GPT), lymphopenia, and low PaFi [ratio between arterial oxygen pressure and inspired oxygen fraction (PaO2/FiO2)] values. The factors associated with a worse outcome of tocilizumab use in terms of hospital stay were: baseline situation at the start of tocilizumab treatment requiring IMV or supplemental oxygen, elevated levels of ferritin, glutamate-oxaloacetate transaminase (GOT), GPT, C-reactive protein (CRP), LDH, lymphopenia, and low PaFi values. In our study focused on patients with severe COVID-19 treated with tocilizumab, the factors that were weighted most strongly in predicting worse clinical outcome were baseline status at the start of tocilizumab treatment requiring IMV and hyperferritinemia.
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Affiliation(s)
- Antonio Ramón
- Department of Pharmacy, General University Hospital, 46014 Valencia, Spain
| | - Marta Zaragozá
- Department of Pharmacy, General University Hospital, 46014 Valencia, Spain
| | - Ana María Torres
- Institute of Technology, University of Castilla-La Mancha, 16002 Cuenca, Spain
| | - Joaquín Cascón
- Institute of Technology, University of Castilla-La Mancha, 16002 Cuenca, Spain
| | - Pilar Blasco
- Department of Pharmacy, General University Hospital, 46014 Valencia, Spain
| | - Javier Milara
- Department of Pharmacy, General University Hospital, 46014 Valencia, Spain
- Department of Pharmacology, Faculty of Medicine, University of Valencia, 46010 Valencia, Spain
- Centre for Biomedical Research Network on Respiratory Diseases (CIBERES), Health Institute Carlos III, 28029 Madrid, Spain
- Correspondence:
| | - Jorge Mateo
- Institute of Technology, University of Castilla-La Mancha, 16002 Cuenca, Spain
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Masotti L, Landini G, Panigada G, Grifoni E, Tarquini R, Cei F, Cimolato BMA, Vannucchi V, Di Pietro M, Piani F, Fortini A, Faraone A, Nenci G, Cipollini F, Blanc P, Lotti P, Di Natale M, Risaliti F, Aquilini D, Seravalle C, Bribani A, Farsi A, Micheletti I, Cioni E, Pelagalli G, Mattaliano C, Pinto G, Madonia EM, Sivieri I, Mannini M, Valoriani A, Brancati S, Rosselli M, Pavone E, Burla MC, Sergi A. PREDICTORS OF POOR OUTCOME IN TOCILIZUMAB TREATED PATIENTS WITH SARS-CoV-2 RELATED SEVERE RESPIRATORY FAILURE: A MULTICENTRE REAL WORLD STUDY. Int Immunopharmacol 2022; 107:108709. [PMID: 35334359 PMCID: PMC8938681 DOI: 10.1016/j.intimp.2022.108709] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 03/05/2022] [Accepted: 03/13/2022] [Indexed: 02/07/2023]
Affiliation(s)
- Luca Masotti
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy.
| | | | - Grazia Panigada
- Internal Medicine, SS Damiano and Cosma Hospital, Pescia, Italy
| | - Elisa Grifoni
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy
| | | | - Francesco Cei
- Internal Medicine I, San Giuseppe Hospital, Empoli, Italy
| | | | - Vieri Vannucchi
- Internal Medicine, Santa Maria Nuova Hospital, Florence, Italy
| | - Massimo Di Pietro
- Infectious Diseases, Santa Maria Annunziata Hospital, Florence, Italy
| | - Fiorella Piani
- Internal Medicine, Santa Maria Annunziata Hospital, Florence, Italy
| | - Alberto Fortini
- Internal Medicine, San Giovanni di Dio Hospital, Florence, Italy
| | - Antonio Faraone
- Internal Medicine, San Giovanni di Dio Hospital, Florence, Italy
| | - Gabriele Nenci
- Internal Medicine II, San Jacopo Hospital, Pistoia, Italy
| | | | | | - Pamela Lotti
- Internal Medicine, Santo Stefano Hospital, Prato, Italy
| | | | | | | | | | - Andrea Bribani
- Internal Medicine, Serristori Hospital, Figline Valdarno, Italy
| | - Alessandro Farsi
- Allergology and Clinical Immunology, Ex Misericordia and Dolce Hospital, Prato, Italy
| | | | - Elisa Cioni
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy
| | | | | | - Gabriele Pinto
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy
| | | | - Irene Sivieri
- Internal Medicine II, San Giuseppe Hospital, Empoli, Italy
| | | | | | | | | | - Eleonora Pavone
- SOC Governance Farmaceutica and Appropriatezza Prescrittiva, Azienda USL Toscana Centro, Italy
| | - Maria Chiara Burla
- SOC Governance Farmaceutica and Appropriatezza Prescrittiva, Azienda USL Toscana Centro, Italy
| | - Alessandro Sergi
- SOC Monitoraggio and Programmazione performance clinico-assistenziale, Azienda USL Toscana Centro, Italy
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Aljuhani O, Al Sulaiman K, Alshabasy A, Eljaaly K, Al Shaya AI, Noureldeen H, Aboudeif M, Al Dosari B, Alkhalaf A, Korayem GB, Aleissa MM, Badreldin HA, Al Harbi S, Alhammad A, Vishwakarma R. Association between tocilizumab and emerging multidrug-resistant organisms in critically ill patients with COVID-19: A multicenter, retrospective cohort study. BMC Infect Dis 2021; 21:1127. [PMID: 34724920 PMCID: PMC8559694 DOI: 10.1186/s12879-021-06813-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 10/22/2021] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Tocilizumab is an IgG1 class recombinant humanized monoclonal antibody that directly inhibits the IL-6 receptor. Several randomized clinical trials have evaluated its safety and efficacy in patients with coronavirus disease 2019 (COVID-19), and these studies demonstrate conflicting results. Our study aimed to determine the association between tocilizumab treatment and microbial isolation and emergence of multidrug-resistant bacteria in critically ill patients with COVID-19. METHODS A multicenter retrospective cohort study was conducted at two tertiary government hospitals in Saudi Arabia. All critically ill patients admitted to intensive care units with a positive COVID-19 PCR test between March 1 and December 31, 2020, who met study criteria were included. Patients who received tocilizumab were compared to those who did not receive it. RESULTS A total of 738 patients who met our inclusion criteria were included in the analysis. Of these, 262 (35.5%) received tocilizumab, and 476 (64.5%) were included in the control group. Patients who received tocilizumab had higher odds for microbial isolation (OR 1.34; 95% CI 0.91-1.94, p = 0.13); however, the difference was not statistically significant. Development of resistant organisms (OR 1.00; 95% CI 0.51-1.98, p = 0.99) or detection of carbapenem-resistant Enterobacteriaceae (CRE) (OR 0.67; 95% CI 0.29-1.54, p = 0.34) was not statistically significant between the two groups. CONCLUSIONS Tocilizumab use in critically ill patients with COVID-19 is not associated with higher microbial isolation, the emergence of resistant organisms, or the detection of CRE organisms.
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Affiliation(s)
- Ohoud Aljuhani
- Department of Pharmacy Practice, Faculty of Pharmacy, King Abdulaziz University, P. O. Box 80260, Jeddah, 21589, Saudi Arabia.
| | - Khalid Al Sulaiman
- Pharmaceutical Care Department, King Abdulaziz Medical City, Riyadh, Saudi Arabia
- College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Adel Alshabasy
- Department of Anesthesia and Intensive Care, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Anesthesia and Intensive Care, Ain Shams University, Cairo, Egypt
| | - Khalid Eljaaly
- Department of Pharmacy Practice, Faculty of Pharmacy, King Abdulaziz University, P. O. Box 80260, Jeddah, 21589, Saudi Arabia
- College of Pharmacy, University of Arizona, Tucson, AZ, USA
| | - Abdulrahman I Al Shaya
- Pharmaceutical Care Department, King Abdulaziz Medical City, Riyadh, Saudi Arabia
- College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Haytham Noureldeen
- Department of Anesthesia and Intensive Care, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Anesthesia and Intensive Care, Ain Shams University, Cairo, Egypt
| | - Mohammed Aboudeif
- Department of Anesthesia and Intensive Care, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Bodoor Al Dosari
- Pharmaceutical Care Department, King Abdulaziz University Hospital, Jeddah, Saudi Arabia
| | - Amina Alkhalaf
- Department of Pharmacy Practice, Faculty of Pharmacy, King Abdulaziz University, P. O. Box 80260, Jeddah, 21589, Saudi Arabia
| | - Ghazwa B Korayem
- College of Pharmacy, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Muneera M Aleissa
- College of Pharmacy, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia
- Brigham and Women's Hospital, Boston, MA, USA
| | - Hisham A Badreldin
- Pharmaceutical Care Department, King Abdulaziz Medical City, Riyadh, Saudi Arabia
- College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Shmeylan Al Harbi
- Pharmaceutical Care Department, King Abdulaziz Medical City, Riyadh, Saudi Arabia
- College of Pharmacy, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
- King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Abdullah Alhammad
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Ramesh Vishwakarma
- King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
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