Abstract
Animal and human data indicate variable effects of interferons in treating coronavirus infections according to inflammatory status and timing of therapy. In this sub-study of the MIRACLE trial (MERS-CoV Infection Treated with a Combination of Lopinavir–Ritonavir and Interferon β-1b), we evaluated the heterogeneity of treatment effect of interferon-β1b and lopinavir–ritonavir versus placebo among hospitalized patients with MERS on 90-day mortality, according to cytokine levels and timing of therapy. We measured plasma levels of 17 cytokines at enrollment and tested the treatment effect on 90-day mortality according to cytokine levels (higher versus lower levels using the upper tertile (67%) as a cutoff point) and time to treatment (≤ 7 days versus > 7 days of symptom onset) using interaction tests. Among 70 included patients, 32 received interferon-β1b and lopinavir–ritonavir and 38 received placebo. Interferon-β1b and lopinavir–ritonavir reduced mortality in patients with lower IL-2, IL-8 and IL-13 plasma concentrations but not in patients with higher levels (p-value for interaction = 0.09, 0.07, and 0.05, respectively) and with early but not late therapy (p = 0.002). There was no statistically significant heterogeneity of treatment effect according to other cytokine levels. Further work is needed to evaluate whether the assessment of inflammatory status can help in identifying patients with MERS who may benefit from interferon-β1b and lopinavir–ritonavir.
Trial registration: This is a sub-study of the MIRACLE trial (ClinicalTrials.gov number, NCT02845843).
Similar content being viewed by others
Introduction
Middle East respiratory syndrome (MERS) is a viral respiratory disease caused by the Middle East respiratory syndrome coronavirus (MERS-CoV). MERS is often associated with severe respiratory and multi-organ failure, with a case fatality rate of 35%1. MERS-CoV continues to circulate in the Middle East among dromedary camels and to cause human infections; therefore, it remains public health threat2,3. Studies have demonstrated that critically ill patients with MERS generally mount a pro-inflammatory response characterized by elevated blood concentrations of several cytokines compared to healthy control4. Interestingly, there is a spectrum of the pro-inflammatory response, with approximately one-third of patients manifesting a relative hyperinflammatory sub-phenotype and two-thirds a relative hypoinflammatory one4. In addition, animal and human data indicate heterogeneous treatment effects of interferons according to the duration of coronavirus infections, including MERS and severe acute respiratory syndrome (SARS), such that interferon may be effective with early but not late therapy5,6.
The MIRACLE trial (MERS-CoV Infection Treated with a Combination of Lopinavir–Ritonavir and Interferon β-1b trial) was a randomized double-blind, placebo-controlled trial that investigated the efficacy of a combined treatment composing recombinant interferon-β1b and lopinavir–ritonavir, in comparison with placebo on 90-day all-cause mortality in hospitalized patients with laboratory-confirmed MERS7,8,9. The study found that combined treatment resulted in lower 90-day mortality in hospitalized patients with laboratory-confirmed MERS. The treatment effect was observed in patients treated within 7 days of symptom onset, in whom an approximate 80% relative reduction in mortality was found. In contrast, later initiation of therapy did not impact mortality7,8,9. In this sub-study of the MIRACLE trial9, we evaluated the heterogeneity of treatment effect of interferon-β1b and lopinavir–ritonavir on 90-day mortality of hospitalized patients with MERS according to cytokine levels and the time from symptom onset to treatment.
Results
Patient characteristics and clinical data
Seventy patients were enrolled in the current study, 32 of whom received the intervention and 38 received placebo. The two groups were similar in baseline characteristics, including age, sex, Acute Physiology and Chronic Health Evaluation (APACHE) II scores, organ support and key laboratory findings at baseline. At the time of enrollment, 13/32 (40.6%) in the intervention group 17/38 (44.7%) in the placebo group were receiving mechanical ventilation (Table 1). The median time from onset of symptoms to enrollment was similar in both groups (median 7.5 [IQR 5.0, 11.0] days compared to 8.0 [IQR 5.0, 12.0] days), respectively. Patients in the intervention group received a median of 25 (IQR 14, 28) doses of lopinavir–ritonavir compared to 26 (IQR 11, 28) placebo doses for the placebo group. Patients in the intervention group received a median of 7 (IQR 5, 7) doses of interferon-β1b in comparison to 7 (IQR 4, 7) placebo doses in the placebo group (Table S1). Co-interventions during the hospitalization, including vasopressor therapy, mechanical ventilation and renal replacement therapy, were similar in the intervention and placebo groups (Table S1). Of patients in the intervention group 10/32 patients (31.3%) died within 90 days compared to 20/38 patients (52.6%), relative risk 0.59 (95% confidence interval 0.33, 1.08, p = 0.09). Other clinical outcomes are reported in Table 2. Of note, patients in the intervention group had more days alive and outside the ICU than the placebo group (median 12.5 days, IQR 0.0, 28.0, compared to 0.0 days, IQR 0.0, 17.0, p 0.005), and had a shorter time to clearance of MERS-CoV RNA (median 15.0 days, IQR 9.0, 21.0, compared to 26.0 days, IQR 14.0, 49.0, p 0.0095).
Baseline cytokine levels
On day 1 (before the administration of study drugs), the following plasma cytokine concentrations were elevated in both groups compared to healthy subjects: interleukin (IL)-1β, IL-6, IL-8, IL-10, monocyte chemo-attractant protein (MCP)-1 and tumor necrosis factor (TNF)-α (Table 1 and Fig. 1).
Effect of treatment by levels of cytokines and time to treatment
Treatment with recombinant interferon-β1b and lopinavir–ritonavir generally appeared to reduce 90-day mortality in patients with lower cytokine levels on study day 1 (IL-1β, IL-2, IL-4, IL-5, IL-8, IL-13, IL-17, p values < 0.05) but not those with higher cytokine levels as demonstrated on Kaplan–Meier curves (Fig. 2). There was heterogeneity of treatment effect on 90-day-mortality according to the level of IL-2, IL-8 and IL-13 as demonstrated by testing for interaction (p-value for interaction = 0.09, 0.07 and 0.05, respectively) while interactions were not significant for other cytokines (p > 0.1) (Fig. 3).
Effect of time between symptom onset and randomization
The distribution of the time of “onset of symptoms to randomization” and the cumulative number of deaths is shown in Figure S1. Among patients who were randomized within 5 days of symptom onset, there were no deaths 0/12 (0.0%) in the intervention group as compared to 8/11 (72.7%) in the placebo group. Similar to the published primary analysis of the MIRACLE trial9, early but not late treatment was effective in this subset of patients with MERS (p-value for interaction 0.002, Fig. 2).
Cytokine changes over time
There were no differences in the plasma cytokine levels between the intervention and control groups over time (Fig. 1). Granulocyte–macrophage colony-stimulating factor (GM-CSF), IL-13 and IL-17 were higher over time in patients with onset of symptoms ≤ 7 days compared to > 7 days (Figure S2). Interferon-γ, IL-1β, IL-8, IL-17 and MCP-1 were higher over time in patients who did not survive compared to those who survived (Figure S3).
Exploratory analyses
The results of exploratory analyses defining the higher and lower levels of each of the cytokines by using the median or the lower tertile (33%) as cutoff points showed statistically significant heterogeneity of treatment effect of recombinant interferon-β1b and lopinavir–ritonavir appeared on 90-day mortality according to IL-2 levels but not according other cytokines (p value <0.1) (Figure S4, Panel A and Panel B).
Discussion
In this sub-study of a randomized clinical trial of hospitalized patients with MERS, we demonstrated that treatment with interferon-β1b and lopinavir–ritonavir treatment was associated with lower 90-day mortality among patients with lower, but not higher, cytokine levels at trial enrollment (specifically IL-2, IL-8, and IL-13), and among patients who were treated early.
We found the following cytokines to be elevated among hospitalized patients with MERS compared to healthy subjects: IL-1β, IL-6, IL-8, IL-10, MCP-1 and TNF-α. Increased proinflammatory cytokines have also been observed in our previous study, which showed elevations in plasma IL-3, IL-4, IL-6, IL-8, IL-17A, eotaxin and epidermal growth factor (EGF) compared to healthy controls4. Other studies of patients with MERS have also demonstrated elevated IL-1β, IL-1ra, IL-6, IL-8, IL-15, IL-17A, IP-10, TNF-α and interferon-γ10,11,12,13,14. Our study demonstrated that interferon-γ, IL-1β, IL-8, IL-17 and MCP-1 were higher over time in patients who did not survive compared to those who survived. Immune modulation therapy targeting pro-inflammatory cytokines requires further study in MERS.
The production of type I interferons (interferon-α and interferon-β) constitutes an early line of defense against multiple viral infections. Interferons mediate antiviral effects by inhibiting viral replication and modulating the host immune response15. Consequently, type I interferons have been used commonly in the treatment of MERS, but prior observational studies demonstrated inconsistent results16,17,18,19. The largest cohort of critically ill patients with MERS (n = 349), showed that ribavirin and recombinant interferon (α2a, α2b or β1a) therapy was not associated with a reduction in 90-day mortality or faster MERS-coronavirus RNA clearance, although treatment was generally late in this cohort (median time from onset of symptoms to treatment [9.0 days (6.0, 12.0)]20. However, results from the MIRACLE trial demonstrated that treatment with interferon-β1b and lopinavir–ritonavir resulted in a reduction in mortality and that the effect occurred mainly if treatment was started early (within 7 days of symptom onset). The benefit of early interferon therapy has been demonstrated in a murine model, in which early therapy initiation (one day after viral inoculation infection) protected mice from lethal MERS-CoV infection by inhibiting viral replication and inflammatory cytokine production5. On the other hand, delayed interferon-β administration in the same model caused remarkable increases in inflammatory cytokine levels and lethal disease5. Our human data indicate that the survival of MERS patients treated with interferon-β1b and lopinavir–ritonavir is influenced by both timing and the baseline inflammatory status. Unlike the two animal model studies in MERS and SARS, we did not observe a harm signal with late therapy with interferon-β1b and lopinavir–ritonavir5,6.
Heterogeneity of treatment effect based on the underlying inflammatory status has been observed in patients with ARDS. Post hoc data from several randomized controlled trials have demonstrated that approximately 30% of ARDS patients could be categorized as having a relative hyperinflammatory sub-phenotype and 70% of patients as having a relative hypoinflammatory sub-phenotype21,22,23,24. The two sub-phenotypes of ARDS appear to differ in response to certain therapies, including simvastatin, fluid management and positive end-expiratory pressure (PEEP)23. The heterogeneity of treatment effect in the current study appears to be more obvious with the timing of therapy than with cytokines. This may be related to the well-known variation in cytokine levels among patients.
The findings of this study should be considered in light of its strengths and weaknesses, including the post hoc nature of the analysis. This is the first study to assess the heterogeneity of interferon-β1b and lopinavir–ritonavir treatment effect by plasma cytokine levels and time from MERS symptom onset. Additionally, data were derived and analyzed from a multicenter, double-blind, randomized trial. The number of patients who were included in the study, albeit small, is considerable for a rare disease such as MERS. Nevertheless, the sample size likely reduced the study's power to detect modest differences and did not permit categorization of inflammatory status based on cytokine profile, using, for example, latent class analysis. For that reason, we categorized patients based on upper tertile versus lower two tertiles, an approach that is supported by other studies on MERS and ARDS4,21,22,23,24. Exploratory analyses using other cutoff points confirmed that this approach of using the upper tertile provided the best differentiation of those who may or may not respond to treatment with interferon-β1b and lopinavir–ritonavir compared to the median or lower tertile cutoffs.
In conclusion, treatment of hospitalized MERS patients with interferon-β1b and lopinavir–ritonavir treatment was associated with lower 90-day mortality among patients with lower but not higher IL-2, IL-8, and IL-13 levels, and among patients who were treated early in their illness course. The findings of the study could serve as the basis for future studies with larger sample sizes to evaluate whether the assessment of inflammatory status can help in identifying patients with MERS who may benefit from interferon-β1b and lopinavir–ritonavir or other emerging therapeutics for MERS.
Methods
Study design
This sub-study was a post hoc analysis for the MIRACLE trial (ClinicalTrials.gov number, NCT02845843)7,8,9. In this trial, 95 patients were randomly assigned to receive recombinant interferon β-1b and lopinavir–ritonavir (intervention) or placebo for 14 days. The study found that combined treatment resulted in lower 90-day mortality in hospitalized patients with laboratory-confirmed MERS. The study was sponsored by King Abdullah International Medical Research Center, Riyadh, Saudi Arabia. A detailed description of the study has already been published7,8,9.
Blood samples and cytokine assay
For this sub-study, blood samples were collected from enrolled patients from the three main recruiting sites in Riyadh, Saudi Arabia (n=70), between November 2016 through April 2020. Patients enrolled from other cities were not included in this sub-study because of logistic reasons related to the shipping and handling of samples. Blood samples were collected in heparin EDTA tubes on days 1, 7, 14, 21 and 28 of enrollment, where the blood sample on day 1 (the day of enrollment) was obtained before the administration of study drugs. Samples were also collected from 10 healthy individuals to serve as controls. Samples were centrifuged for 10 min at 1000×g at 4 °C, and plasma was isolated and stored in cryo-tubes at − 80 °C until the day of analysis. A panel of 17 cytokines was measured in duplicates using Milliplex panel (Bio-Plex Pro Human Cytokine Grp I Panel 17-Plex, BIO-RAD, Cat:#M5000031YV, USA), according to the manufacturer's instructions. The cytokine panel included granulocyte-colony stimulating factor (G-CSF), GM-CSF, interferon-γ, IL-1β, IL-2, IL-4, IL-5, IL-6, IL-7, IL-8, IL-10, IL-12 (P70), IL-13, IL-17, MCP-1, macrophage inflammatory protein (MIP)-1β and TNF-α. All cytokine levels were calculated based on mean fluorescent intensity using Luminex FLEXMAP 3D instrument system and xPONENT software v4.2 (Luminex Corporation, Austin, USA) and reported in pg/mL using a five-parameter logistical regression of the standard curve as a fitting method by using the Belysa software v1.1.0 (Merck KGaA, Darmstadt, Germany).
Clinical data
We collected baseline data on demographics, comorbidities, the severity of the disease, laboratory parameters and organ support at baseline among study patients in the two groups, study interventions and co-interventions during hospitalization. The primary outcome was 90-day all-cause mortality. Secondary outcomes included 28-day mortality, ICU and hospital mortality, organ support-free days calculated at 90 days, subjects who died were assigned 0 free days (including free days of supplemental oxygen, invasive or non-invasive mechanical ventilation, renal replacement therapy, vasopressor therapy, extracorporeal membrane oxygenation), ICU-free days, time to MERS-CoV RNA clearance among all patients and survivors.
Statistics
Categorical variables were represented as frequency and percentage (%), and continuous variables as medians and interquartile ranges (Q1, Q3). For categorical variables, the Chi-square test or Fisher’s exact test was used, and for continuous variables, Student’s t-test or the Mann–Whitney U test was used as appropriate.
We compared serial cytokine levels between patients treated with interferon-β1b and lopinavir–ritonavir and patients treated with placebo using a mixed linear model. We compared enrollment (D1) values in both groups with those of healthy control using Mann–Whitney U test. We categorized patients into two subgroups of higher and lower levels of each of cytokines using the upper tertile (67%) as a cutoff point, an approach that is supported by other studies on MERS and ARDS that showed that approximately one-third of patients fall within the relative hyperinflammatory sub-phenotype4,21,22,23,24. We performed another exploratory analysis defining the higher and lower levels of each cytokine using the median or the lower tertile (33%) as cutoff points. We expressed the treatment effect by reporting absolute and relative risk reduction and 95% confidence interval. Log binomial regression was used and tested for heterogeneity of treatment effect between the two subgroups by testing for interaction. We conducted survival analysis and reported Kaplan–Meier survival curves and the results of the log-rank test. We also compared serial cytokine levels among patients treated within ≤ 7 days, patients treated after 7 days of symptom onset and healthy controls. Similar analyses were performed for serial cytokine levels among survivors, non-survivors and healthy control. All analyses were performed using SAS 9.4 (SAS Institute, Cary, NC). We did not test for multiplicity, given the exploratory nature of this analysis. Statistical tests for variables were performed using a two-sided alpha value of 0.05 to denote the significance level. p-values < 0.1 for interaction were considered significant, given the exploratory nature of the analysis.
Study approval
The Institutional Board Review of the Ministry of National Guard Health Affairs (RC 15/142/R), The Research Ethic Committee of the Prince Sultan Military Medical City (Project No: 868), and the Prince Mohammad Bin Abdulaziz Hospital (16-406E1, Institutional Review Board of King Fahad Medical City—Ministry of Health) reviewed the study and approved it in accordance with the ethical standards of the responsible committees on human experimentation and with the Declaration of Helsinki. Informed consent was obtained for participation in the main study and this current study.
Data availability
The datasets generated and/or analyzed during the current study are available from the corresponding author upon reasonable request once all planned analyses have been completed and published or presented and after signing sharing agreement in accordance with the policies of KAIMRC.
References
Arabi, Y. M. et al. Middle East Respiratory Syndrome. N. Engl. J. Med. 376, 584–594. https://doi.org/10.1056/NEJMsr1408795 (2017).
Hemida, M. G., Ali, A. M. & Alnaeem, A. The Middle East respiratory syndrome coronavirus (MERS-CoV) nucleic acids detected in the saliva and conjunctiva of some naturally infected dromedary camels in Saudi Arabia -2019. Zoonoses Public Health 68, 353–357. https://doi.org/10.1111/zph.12816 (2021).
Aljasim, T. A. et al. High rate of circulating MERS-CoV in dromedary camels at slaughterhouses in Riyadh, 2019. Viruses 12, 1215. https://doi.org/10.3390/v12111215 (2020).
Arabi, Y. M. et al. Inflammatory response and phenotyping in severe acute respiratory infection from the Middle East respiratory syndrome coronavirus and other etiologies. Crit. Care Med. 49, 228–239. https://doi.org/10.1097/CCM.0000000000004724 (2021).
Channappanavar, R. et al. IFN-I response timing relative to virus replication determines MERS coronavirus infection outcomes. J. Clin. Invest. 129, 3625–3639. https://doi.org/10.1172/JCI126363 (2019).
Channappanavar, R. et al. Dysregulated type I interferon and inflammatory monocyte-macrophage responses cause lethal pneumonia in SARS-CoV-infected mice. Cell Host Microbe 19, 181–193. https://doi.org/10.1016/j.chom.2016.01.007 (2016).
Arabi, Y. M. et al. Treatment of Middle East respiratory syndrome with a combination of lopinavir/ritonavir and interferon-β1b (MIRACLE trial): Statistical analysis plan for a recursive two-stage group sequential randomized controlled trial. Trials 21, 8. https://doi.org/10.1186/s13063-019-3846-x (2020).
Arabi, Y. M. et al. Treatment of Middle East Respiratory Syndrome with a combination of lopinavir-ritonavir and interferon-β1b (MIRACLE trial): Study protocol for a randomized controlled trial. Trials 19, 81. https://doi.org/10.1186/s13063-017-2427-0 (2018).
Arabi, Y. M. et al. Interferon Beta-1b and lopinavir-ritonavir for Middle East respiratory syndrome. N. Engl. J. Med. 383, 1645–1656. https://doi.org/10.1056/NEJMoa2015294 (2020).
Kim, E. S. et al. Clinical progression and cytokine profiles of Middle East respiratory syndrome coronavirus infection. J. Korean Med. Sci. 31, 1717–1725. https://doi.org/10.3346/jkms.2016.31.11.1717 (2016).
Shin, H. S. et al. Immune responses to Middle East respiratory syndrome coronavirus during the acute and convalescent phases of human infection. Clin. Infect. Dis. 68, 984–992. https://doi.org/10.1093/cid/ciy595 (2019).
Mahallawi, W. H., Khabour, O. F., Zhang, Q., Makhdoum, H. M. & Suliman, B. A. MERS-CoV infection in humans is associated with a pro-inflammatory Th1 and Th17 cytokine profile. Cytokine 104, 8–13. https://doi.org/10.1016/j.cyto.2018.01.025 (2018).
Lau, S. K. P. et al. Delayed induction of proinflammatory cytokines and suppression of innate antiviral response by the novel Middle East respiratory syndrome coronavirus: Implications for pathogenesis and treatment. J. Gen. Virol. 94, 2679–2690. https://doi.org/10.1099/vir.0.055533-0 (2013).
Faure, E. et al. Distinct immune response in two MERS-CoV-infected patients: Can we go from bench to bedside?. PLoS ONE 9, e88716. https://doi.org/10.1371/journal.pone.0088716 (2014).
Totura, A. L. & Baric, R. S. SARS coronavirus pathogenesis: Host innate immune responses and viral antagonism of interferon. Curr. Opin. Virol. 2, 264–275. https://doi.org/10.1016/j.coviro.2012.04.004 (2012).
Khalid, M. et al. Ribavirin and interferon-alpha2b as primary and preventive treatment for Middle East respiratory syndrome coronavirus: A preliminary report of two cases. Antivir. Ther. 20, 87–91. https://doi.org/10.3851/IMP2792 (2015).
Al-Tawfiq, J. A., Momattin, H., Dib, J. & Memish, Z. A. Ribavirin and interferon therapy in patients infected with the Middle East respiratory syndrome coronavirus: An observational study. Int.J. Infect. Dis. 20, 42–46. https://doi.org/10.1016/j.ijid.2013.12.003 (2014).
Shalhoub, S. et al. IFN-alpha2a or IFN-beta1a in combination with ribavirin to treat Middle East respiratory syndrome coronavirus pneumonia: A retrospective study. J. Antimicrob. Chemother. 70, 2129–2132. https://doi.org/10.1093/jac/dkv085 (2015).
Omrani, A. S. et al. Ribavirin and interferon alfa-2a for severe Middle East respiratory syndrome coronavirus infection: A retrospective cohort study. Lancet. Infect. Dis 14, 1090–1095. https://doi.org/10.1016/s1473-3099(14)70920-x (2014).
Arabi, Y. M. et al. Ribavirin and interferon therapy for critically ill patients with Middle East respiratory syndrome: A multicenter observational study. Clin. Infect. Dis. https://doi.org/10.1093/cid/ciz544 (2019).
Calfee, C. S. et al. Subphenotypes in acute respiratory distress syndrome: Latent class analysis of data from two randomised controlled trials. Lancet Respir. Med. 2, 611–620. https://doi.org/10.1016/S2213-2600(14)70097-9 (2014).
Famous, K. R. et al. Acute respiratory distress syndrome subphenotypes respond differently to randomized fluid management strategy. Am. J. Respir. Crit. Care Med. 195, 331–338. https://doi.org/10.1164/rccm.201603-0645OC (2017).
Calfee, C. S. et al. Acute respiratory distress syndrome subphenotypes and differential response to simvastatin: Secondary analysis of a randomised controlled trial. Lancet Respir. Med. 6, 691–698. https://doi.org/10.1016/S2213-2600(18)30177-2 (2018).
Sinha, P. et al. Latent class analysis of ARDS subphenotypes: A secondary analysis of the statins for acutely injured lungs from sepsis (SAILS) study. Intensive Care Med. https://doi.org/10.1007/s00134-018-5378-3 (2018).
Acknowledgements
This project was funded by the King Abdullah International Medical Research Center, Riyadh, Saudi Arabia. HB participation was during her tenure at King Saud Bin Abdulaziz University for Health Sciences and King Abdullah International Medical Research Center, Riyadh, Kingdom of Saudi Arabia.
Funding
MIRACLE trial is funded by King Abdullah International Medical Research Center, Riyadh, Kingdom of Saudi Arabia. The PI and the study team were responsible for the study design, management, analysis or interpretation of the data and writing the report.
Author information
Authors and Affiliations
Contributions
Y.M.A., A.M.D., J.J. and N.K.A. conceptualized and designed the study, provided analytical plan, interpreted the data, and wrote the original manuscript draft. Y.M.A., J.J. and N.K.A. analyzed the data. Y.M.A., A.Y.A., A.M.A., M.L.A., H.A.A., H.H.B., M.J., Y.M., S.A., S.H., H.A.J., A.M.D., Z.A.M., J.J., S.G., S.F., G.A.M., N.M.S., F.E.E., F.G.H., R.A.F., B.M.A., A.D. and N.K.A. participated in experiment conductions, data acquisition, critical revision of the manuscript for important intellectual content, and approval of the final version to be published and agreement to be accountable for all aspects of the work.
Corresponding author
Ethics declarations
Competing interests
YA is a Board Member of the International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC). FGH is a nonpaid consultant on therapeutics for MERS-CoV and/or SARS-CoV-2 for Aphrodite/Daewoong, Appili, Arcturus, Atea, Cidara, Fujifilm, Gilead Sciences, GlaxoSmithKline, Merck, Pardes Biosciences, Pfizer, Primmune, Regeneron, Ridgeback, Roche/Genentech, SAB Biotherapeutics, Shin Poong Pharm, Takeda, and Vir. He served as member of a COVID-19 therapeutic trial DSMB for CytoDyn with payments to the University of Virginia. Other authors declared that they have no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Arabi, Y.M., Asiri, A.Y., Assiri, A.M. et al. Heterogeneity of treatment effect of interferon-β1b and lopinavir–ritonavir in patients with Middle East respiratory syndrome by cytokine levels. Sci Rep 12, 18186 (2022). https://doi.org/10.1038/s41598-022-22742-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-022-22742-8
- Springer Nature Limited