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Original Article| Volume 7, ISSUE 2, P99-108, April 2023

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Corticosteroids and Outcomes in Solid Organ Transplant Recipients Infected With Severe Acute Respiratory Syndrome Coronavirus 2

Open AccessPublished:February 02, 2023DOI:https://doi.org/10.1016/j.mayocpiqo.2023.01.002

      Abstract

      Objective

      To examine outcomes in organ transplant and nontransplant patients with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection during the initial 22 months of the pandemic.

      Patients and Methods

      We used Optum electronic health records to compare outcomes between an adult transplant group and a propensity-matched nontransplant group that tested positive for SARS-CoV-2 from February 1, 2020, to December 15, 2021. Baseline characteristics, hospitalization, intensive care unit admission, mechanical ventilation, renal replacement therapy, inpatient, and 90-day mortality were compared between the transplant and nontransplant groups and among specific transplant recipients. Cox proportional analysis was used to examine hospitalization and mortality by organ transplant, medical therapy, sex, and the period of the pandemic.

      Results

      We identified 876,959 patients with SARS-CoV-2 infection, of whom 3548 were organ transplant recipients. The transplant recipients had a higher risk of hospitalization (30.6% vs 25%, respectively; P<.001), greater use of mechanical ventilation (7.8% vs 5.6%, respectively; P<.001), and increased inpatient mortality (6.7% vs 4.7%, respectively; P<.001) compared with the nontransplant patients. The initiation of mechanical ventilation was significantly more frequent in the transplant group. After adjustment for baseline characteristics and comorbidities, the transplant group had a higher risk of hospitalization (odds ratio, 1.38; 95% confidence interval, 1.19-1.59), without a difference in mortality. In the transplant group, lung transplant recipients had the highest inpatient mortality (11.6%).

      Conclusion

      Among patients with SARS-CoV-2 infection, the transplant recipients were at a higher risk of hospitalization and inpatient mortality; however, mortality was mainly driven by advanced age and comorbidities rather than by transplant status or immunosuppressive medications. Lung transplant recipients had the greatest inpatient and 90-day mortality.

      Abbreviations and Acronyms:

      CI (confidence interval), COVID-19 (coronavirus disease 2019), ICD-10 (International Classification for Diseases, tenth revision), ICU (intensive care unit), OR (odds ratio), SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2)
      Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), first described in December 2019, resulted in a worldwide pandemic, recognized as coronavirus disease 2019 (COVID-19). It affected millions of patients, resulting in significant morbidity and mortality.
      WHO coronavirus (COVID-19) dashboard | WHO coronavirus (COVID-19) dashboard with vaccination data. World Health Organization.
      ,
      • Miller I.F.
      • Becker A.D.
      • Grenfell B.T.
      • Metcalf C.J.
      Disease and healthcare burden of COVID-19 in the United States.
      The spectrum of symptomatic SARS-CoV-2 infection ranges from mild to severe disease manifestations, with the latter leading to hospitalization and more intensive medical therapies. Moreover, approximately 17%-35% of hospitalized patients with COVID-19 require admission to the intensive care unit (ICU) for the treatment of hypoxemic respiratory failure, acute kidney injury, liver dysfunction, and shock.
      • Wiersinga W.J.
      • Rhodes A.
      • Cheng A.C.
      • Peacock S.J.
      • Prescott H.C.
      Pathophysiology, transmission, diagnosis, and treatment of coronavirus disease 2019 (COVID-19): a review.
      The risk factors for severe COVID-19 include advanced age, male sex, obesity, type 2 diabetes mellitus, active cancer, and social disparities.
      • Booth A.
      • Reed A.B.
      • Ponzo S.
      • et al.
      Population risk factors for severe disease and mortality in COVID-19: a global systematic review and meta-analysis.
      • Tan E.
      • Song J.
      • Deane A.M.
      • Plummer M.P.
      Global impact of coronavirus disease 2019 infection requiring admission to the ICU: a systematic review and meta-analysis.
      • Gandhi R.T.
      • Lynch J.B.
      • Del Rio C.
      Mild or moderate Covid-19.
      Previous studies have described organ transplant recipients as being at a higher risk of complications related to respiratory viral lung infections.
      • Fishman J.A.
      Infection in organ transplantation.
      ,
      • Manuel O.
      • López-Medrano F.
      • Kaiser L.
      • et al.
      Influenza and other respiratory virus infections in solid organ transplant recipients.
      Notably, during the H1N1 influenza pandemic, patients with chronic immunosuppression, including solid organ transplant recipients, were more likely to develop severe disease and had worse outcomes than the general population.
      • Smud A.
      • Nagel C.B.
      • Madsen E.
      • et al.
      Pandemic influenza A/H1N1 virus infection in solid organ transplant recipients: a multicenter study.
      ,
      • Kumar D.
      • Michaels M.G.
      • Morris M.I.
      • et al.
      Outcomes from pandemic influenza A H1N1 infection in recipients of solid-organ transplants: a multicentre cohort study.
      In addition, among solid organ transplant recipients, lung transplant recipients are particularly vulnerable to lower-respiratory-tract infections and are at an increased risk of complications associated with viral pneumonia.
      • Peghin M.
      • Hirsch H.H.
      • Len Ó.
      • et al.
      Epidemiology and immediate indirect effects of respiratory viruses in lung transplant recipients: a 5-year prospective study.
      The purpose of this study was to examine the outcomes of SARS-CoV-2 infection among solid organ transplant recipients during the initial 22 months of the pandemic. We hypothesized that solid organ transplant recipients would have an increase in the likelihood of severe disease, with higher rates of hospitalizations, ICU admissions, and elevated mortality, and that lung transplant recipients would experience worse outcomes than other transplant recipients.

      Patients And Methods

      Study Cohort

      We used the Optum de-identified COVID-19 Electronic Health Record dataset, which consists of more than 90 million patients across the United States. The database contains deidentified inpatient and ambulatory information as well as data on procedures, prescriptions, and medication administration. The University of Texas Medical Branch Institutional Review Board approved this study (IRB # 20-0180). We identified all patients aged older than 18 years with positive SARS-CoV-2 test results between February 1, 2020, and December 15, 2021. Individuals positive for SARS-CoV-2 were identified on the basis of a nasopharyngeal swab that tested positive for SARS-CoV-2 using polymerase chain reaction; rapid antigen detection; or the International Classification for Diseases, 10th Revision, clinical modification (ICD-10) diagnosis code U07.1. Patients were excluded if they did not have at least 1 in-person visit to a clinician in the 12 months before COVID-19 diagnosis. Patients were included on the basis of their first positive test result, and those with reinfection were excluded.
      Among the SARS-CoV-2-positive individuals, we identified 3548 patients with a history of solid organ transplants using the following ICD-10 codes: Z94.0, Z94.1, Z94.2, Z94.3, and Z94.4. Subsequently, we generated a propensity score on the basis of birth year, sex, race, comorbidities, and the time period (wave) of COVID-19 diagnosis and then used a greedy nearest neighbor algorithm with a 0.2 caliper of the logit of the propensity score to match each transplant patient to 2 nontransplant patients, matching 92.9% (3296) of the transplant patients.
      Data regarding patient demographics as well as clinical and prescribed medication history were collected. Comorbidities were identified using ICD-10 diagnosis codes in the 12 months prior to SARS-CoV-2 infection. For body mass index (calculated as the weight in kilograms divided by the height in meters squared), we utilized the reported value at the time of positive SARS-CoV-2 test results (or, if unavailable, the most recent value within the previous year); obesity was defined as a body mass index of 30 kg/m2 or more. Immunosuppressive medications that were prescribed in the 12 months before SARS-CoV-2 infection, including steroids, calcineurin inhibitors, antimetabolites, and mammalian target of rapamycin inhibitors, and medications administered during hospitalization (remdesivir, corticosteroids, monoclonal antibodies, and tocilizumab) were identified using procedure codes or national drug codes, with the product and therapeutic class names from the 2019 Red-Book Select database (RED BOOK Select Extracts, Truven Health Analytics; 2019).
      The primary outcome was the frequency of hospitalization associated with SARS-CoV-2 infection, defined as admission from 4 days prior to 14 days after the positive SARS-CoV-2 test result. This interval was chosen because test results were commonly delayed during the early phases of the pandemic. Alternatively, patients could develop symptoms within 14 days of test positivity. The secondary outcomes included ICU admission, initiation of mechanical ventilation or renal replacement therapy, length of hospital stay, 30-day readmission, inpatient mortality, and 90-day mortality. The clinical outcomes were compared between the transplant and nontransplant groups. For the transplant patients, we conducted a subset analysis by the type of organ transplant.

      Statistical Analyses

      Demographics and clinical characteristics were summarized as frequencies and percentages or mean ± standard deviation. Continuous variables were compared using t tests, whereas categorical variables were assessed using chi-square tests. A multivariable logistic regression model with random effects for hospital network was used to determine the risk of hospital admission on the basis of transplant status or specific solid organ transplant. Multivariable Cox proportional hazards models with random effects for hospital network were used to estimate the odds ratios (ORs) for hospitalization and inpatient mortality, accounting for clinical characteristics. The patients were censored at the time of death, hospital discharge, or the end of the study period (December 15, 2021). We also tested an a priori hypothesis regarding differential response to corticosteroids by sex by examining the interaction of sex and the use of corticosteroids with inpatient mortality.
      • Sinha S.
      • Rosin N.L.
      • Arora R.
      • et al.
      Dexamethasone modulates immature neutrophils and interferon programming in severe COVID-19.
      All analyses were performed using SAS 9.4 (SAS, Inc). The statistical significance level was set at P <.05.

      Results

      Baseline Characteristics

      Between February 1, 2020, and December 15, 2021, we identified 876,959 patients who tested positive for SARS-CoV-2, including 3548 solid organ transplant recipients. To compare the outcomes between the solid organ transplant and nontransplant groups, a 2:1 propensity matching was performed on the basis of age, sex, race, and comorbidities, which resulted in 6592 patients in the nontransplant group and 3296 patients in the transplant group. The characteristics of the entire cohort revealed a predominance of men (61.6%), and the majority were younger than 65 years (65.4%) (Table 1). Hypertension (81.4%) was the most common comorbidity, followed by obesity (38.5%), diabetes mellitus (36.2%), and chronic kidney disease (31.1%). In the solid organ transplant group, the frequency of organ transplant in decreasing order was kidney (62%), liver (15%), heart (8.9%), lung (8.9 %), and multiorgans (5.2%). A prescription for immunosuppressive medications 12 months earlier was noted in 3273 patients (33.1%), with corticosteroids, calcineurin inhibitors, and antimetabolites prescribed more frequently to the transplant recipient group than to the nontransplant group (Table 1).
      Table 1Comparison of Baseline Demographics of Solid Organ Transplant Recipients and Matched Nontransplant Subjects Who Tested Positive for Severe Acute Respiratory Syndrome Coronavirus 2 in the Period From February 2020 to December2021
      CAD, coronary artery disease; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; DM, diabetes mellitus; HTN, hypertension; mTOR, mammalian target of rapamycin.
      CharacteristicsTotal, n (%)

      N=9888
      Transplant history, n (%)

      N=3296
      No transplant, n (%)

      N=6592
      P
      Age (y)
       18-646468 (65.4)2156 (65.4)4312 (65.4)1.00
       ≥653420 (34.6)1140 (34.6)2280 (34.6)
      Sex
       Male6090 (61.6)2030 (61.6)4060 (61.6)1.00
       Female3795 (38.4)1265 (38.4)2530 (38.4)
      Race or ethnicity
       African American1905 (19.3)635 (19.3)1270 (19.3)1.00
       Asian228 (2.3)76 (2.3)152 (2.3)
       Caucasian5397 (54.6)1799 (54.6)3598 (54.6)
       Hispanic1077 (10.9)359 (10.9)718 (10.9)
       Other or unknown1281 (13)427 (13)854 (13)
      Comorbidities
       Obesity
      Obesity defined as a body mass index of 30 kg/m2 or more.
      3807 (38.5)1244 (37.7)2563 (38.9).55
       DM3584 (36.2)1155 (35)2429 (36.8).08
       HTN8049 (81.4)2606 (79.1)5443 (82.6)<.001
       Asthma846 (8.6)265 (8.0)581 (8.8).20
       COPD1403 (14.2)442 (13.4)961 (14.6).12
       CKD3074 (31.1)1026 (31.1)2048 (31.1).95
       CHF2537 (25.7)830 (25.2)1707 (25.9).44
       CAD2408 (24.4)800 (24.3)1608 (24.4).90
       Liver disease1439 (14.6)442 (13.4)997 (15.1).02
      Immunosuppressive medications
      Medications prescribed in the 365 days before a positive test result for severe acute respiratory syndrome coronavirus 2.
       Any3273 (33.1)2137 (64.8)1136 (17.2)<.001
       Corticosteroids2653 (26.8)1536 (46.6)1117 (16.9)
       Calcineurin inhibitors1771(17.9)1740 (52.8)31(0.5)
       Antimetabolites1430 (14.5)1399 (42.4)31 (0.5)
       mTOR inhibitors167 (1.7)163 (4.9)4 (0.1)
      Organ transplant type
       Kidney2043 (62)
       Liver495 (15)
       Heart294 (8.9)
       Lung294 (8.9)
       Multiple170 (5.2)
      a CAD, coronary artery disease; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; DM, diabetes mellitus; HTN, hypertension; mTOR, mammalian target of rapamycin.
      b Obesity defined as a body mass index of 30 kg/m2 or more.
      c Medications prescribed in the 365 days before a positive test result for severe acute respiratory syndrome coronavirus 2.

      Treatment

      From the entire cohort of 9888 SARS-CoV-2-positive patients, 2661 (26.9%) were hospitalized for SARS-CoV-2 infection and 637 (6.4%) were admitted to the ICU. Invasive mechanical ventilation was initiated in 622 patients (6.3%), and 741 patients (7.5%) received renal replacement therapy. In the 2661 hospitalized patients who received medical therapies directed at the treatment of SARS-CoV-2 infection, the frequency of prescriptions in decreasing order was corticosteroids (66%), remdesivir (26.7%), monoclonal antibodies (26.3%), and tocilizumab (5.5%) (Table 2). A comparison of the groups revealed that corticosteroids were most frequently prescribed for the treatment of SARS-CoV-2 infection and that remdesivir and monoclonal antibodies were more often administered to the organ transplant group. Variation of treatment on the basis of individual organ transplant groups revealed that corticosteroids and tocilizumab were more often prescribed to lung transplant recipients than to nonlung transplant recipients (Table 3).
      Table 2Comparison of Inhospital Treatment and Outcomes Between Patients With a History of Organ Transplant and Nontransplant Patients Who Tested Positive for Severe Acute Respiratory Syndrome Coronavirus 2 in the Period From February 2020 to December 2021
      CharacteristicTotal, n (%)

      N=9888
      Transplant history, n (%)

      N=3296
      No transplant, n (%)

      N=6592
      P
      Hospitalization2661 (26.9)1010 (30.6)1651 (25)<.001
      ICU admission637 (6.4)258 (7.8)379 (5.7)<.001
      Medications prescribed
       Corticosteroids1756 (17.8)937 (14.2)819 (24.8)<.001
       Remdesivir711 (7.2)292 (8.9)419 (6.4)<.001
       Tocilizumab146 (1.5)72 (2.2)74 (1.1)<.001
       Monoclonal antibodies699 (7.1)371 (11.3)328 (5)<.001
      Mechanical ventilation622 (6.3)256 (7.8)366 (5.6)<.001
      CRRT741 (7.5)200 (6.1)541 (8.2)<.001
      LOS (d), mean ± SD11.8±14.69.9±10.8<.001
      Inpatient mortality529 (5.3)222 (6.7)307 (4.7)<.001
      30-d readmission389 (3.9)137 (4.2)252 (3.8).42
      90-d mortality1240 (12.5)443 (13.4)797 (12.1).06
      CRRT, continuous renal replacement therapy; ICU, intensive care unit; LOS, length of stay.
      Table 3Comparison of Inhospital Treatment and Outcomes by Transplant Types Among Solid Organ Transplant Recipients Who Tested Positive for Severe Acute Respiratory Syndrome Coronavirus 2 From February 2020 to December 2021
      CRRT, continuous renal replacement therapy; ICU, intensive care unit; LOS, length of stay.
      Outcomes/TreatmentKidney, n (%)

      N=2043
      Liver, n (%)

      N=495
      Lung, n (%)

      N=294
      Heart, n (%)

      N=294
      Multiple, n (%)

      N=170
      P
      Hospitalization664 (32.5)133 (26.9)84 (28.6)80 (27.2)49 (28.8).06
      ICU admission155 (7.6)40 (8.1)25 (8.5)24 (8.2)14 (8.2).98
      Medications prescribed
      Dexamethasone or steroids545 (26.7)97 (19.6)81 (27.6)56 (19.1)40 (23.5).002
      Remdesivir177 (8.7)44 (8.9)34 (11.6)24 (8.2)13 (7.7).52
      Tocilizumab46 (2.3)2 (0.4)16 (5.4)3 (1.0)5 (2.9)<.0001
      Monoclonal antibodies226 (11.1)56 (11.3)33 (11.2)35 (11.9)21 (12.4).98
      Mechanical ventilation177 (8.7)33 (6.7)20 (6.8)13 (4.4)13 (7.8).09
      CRRT155 (7.6)19 (3.8)8 (2.7)8 (2.7)10 (5.9)<.0001
      LOS, mean (SD)11.8 (15.1)9.8 (8.6)12.5 (14.6)12.6 (18.2)14.3 (13.1).38
      Inpatient mortality138 (6.8)31 (6.3)34 (11.6)5 (1.7)14 (8.2)<.0001
      30-d readmission86 (4.2)16 (3.2)12 (4.1)15 (5.1)8 (4.7).76
      90-d mortality274 (13.4)55 (11.1)57 (19.4)33 (11.2)24 (11.1).01
      a CRRT, continuous renal replacement therapy; ICU, intensive care unit; LOS, length of stay.

      Transplant and Nontransplant Outcomes

      A comparison of the outcomes demonstrated that the organ transplant group had a greater rate of hospitalization than the nontransplant group (30.6% vs 25%, respectively; P<.001) (Table 2). In addition, the transplant recipients were significantly more likely to require ICU admission (7.8%) than the nontransplant patients (5.7%) (P<.001). Consequently, the mean length of hospital stay was significantly longer in the organ transplant group than in the nontransplant group (11.8±14.6 vs 9.9±10.8 days, respectively; P<.001). The initiation of mechanical ventilation was significantly more frequent in the organ transplant group, whereas the use of renal replacement therapy was more frequent in the nontransplant group. The inpatient mortality was significantly greater in the organ transplant recipients than in the nontransplant patients (6.7% vs 4.7%, respectively; P<.001). Yet, there was no difference in the 90-day mortality rate between the groups (Table 2). After adjustment for demographics, comorbidities, and immunosuppressive medications, the organ transplant recipients had a higher risk of hospitalization than the nontransplant patients (OR, 1.38; 95% confidence interval [CI], 1.19-1.59) (Table 4). However, the inpatient mortality did not differ between the groups (OR, 1.02; 95% CI, 0.78-1.35) after adjustment for covariates (Table 5). Further analysis revealed that the risk of hospitalization and inpatient mortality were increased in both the groups for patients aged 65 years or older ([OR, 1.50; 95% CI, 1.34-1.67] vs [OR, 1.79; 95% CI, 1.46-2.20], respectively). The comorbidities associated with an elevated risk of hospitalization included diabetes, hypertension, chronic obstructive pulmonary disease, chronic kidney disease, and congestive heart failure. Notably, immunosuppressive medications were not associated with an elevated risk of hospitalization or mortality (Tables 4 and 5).
      Table 4Multivariate Model for the Risk of Hospitalization Among Patients Infected With Severe Acute Respiratory Syndrome Coronavirus 2 in the Period From February 2020 to December 2021
      BMI, body mass index; CAD, coronary artery disease; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; DM, diabetes mellitus; HTN, hypertension; mTOR, mammalian target of rapamycin.
      VariableOdds ratio (95% CI)
      History of organ transplant
      Compared with the nontransplant group.
      1.38 (1.19-1.59)
      Age≥65 y1.50 (1.34-1.67)
      Sex
       Male
      Compared with women.
      1.17 (1.05-1.30)
      Race or ethnicity
      Compared with White or Caucasian race.
       African American1.56 (1.36-1.78)
       Asian2.09 (1.49-2.93)
       Hispanic1.57 (1.32-1.85)
       Other or unknown1.42 (1.17-1.72)
      Comorbidities
       Obesity (BMI≥30 kg/m2)1.02 (0.92-1.13)
       DM1.18 (1.06-1.31)
       HTN1.28 (1.09-1.50)
       Asthma1.07 (0.90-1.28)
       COPD1.43 (1.23-1.65)
       CKD1.49 (1.33-1.67)
       CHF1.42 (1.25-1.61)
       CAD1.12 (0.99-1.27)
       Liver disease0.85 (0.75-0.97)
      Immunosuppressive medications
       Any0.96 (0.84-1.10)
       Calcineurin inhibitors0.97 (0.78-1.21)
       Antimetabolites1.28 (1.03-1.60)
       Corticosteroids0.85 (0.75-0.97)
       mTOR inhibitors0.88 (0.60-1.27)
      Period of diagnosis
      Compared with July 2021-Dec 2021.
       February 2020-May 20209.67 (8.03-11.66)
       June 2020-September 20205.43 (4.47-6.58)
       October 2020-February 20215.00 (4.30-5.81)
       March 2021-June 20215.28 (4.38-6.37)
      a BMI, body mass index; CAD, coronary artery disease; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; DM, diabetes mellitus; HTN, hypertension; mTOR, mammalian target of rapamycin.
      b Compared with the nontransplant group.
      c Compared with women.
      d Compared with White or Caucasian race.
      e Compared with July 2021-Dec 2021.
      Table 5Multivariate Model for the Risk of Mortality Among Patients Hospitalized With Severe Acute Respiratory Syndrome Coronavirus 2 in the Period From February 2020 to December 2021
      BMI, body mass index; CAD, coronary artery disease; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; COVID-19, coronavirus disease 2019; DM, diabetes mellitus; HTN, hypertension; mTOR, mammalian target of rapamycin.
      VariableOdds ratio (95% CI)
      History of organ transplant
      Compared with the nontransplant group.
      1.02 (0.78-1.35)
      Age≥65 y1.79 (1.46-2.20)
      Sex
       Male
      Compared with women.
      0.91 (0.74-1.11)
      Comorbidities
       Obesity (BMI≥30 kg/m2)0.87 (0.70-1.07)
       DM0.83 (0.67-1.02)
       HTN1.14 (0.77-1.70)
       COPD0.97 (0.76-1.25)
       CKD0.94 (0.76-1.16)
       CHF1.18 (0.94-1.47)
      Immunosuppressive medications
       Any0.89 (0.66-1.19)
       Calcineurin inhibitors0.84 (0.57-1.25)
       Antimetabolites1.21 (0.82-1.77)
       Corticosteroids0.89 (0.69-1.15)
       mTOR inhibitors0.53 (0.24-1.17)
      COVID-19 therapeutics
       Remdesivir0.56 (0.43-0.73)
       Steroids0.93 (0.71-1.22)
       Women
      Compared with patients who did not receive steroids.
      0.95 (0.31-2.88)
       Men
      Compared with patients who did not receive steroids.
      0.37 (0.20-0.68)
      Period of diagnosis
      Compared with July 2021-Dec 2021.
       February 2020-May 20201.24 (0.75-2.04)
       June 2020-September 20201.51 (0.88-2.58)
       October 2020-February 20211.65 (1.02-2.68)
       March 2021-June 20211.70 (1.01-2.87)
      a BMI, body mass index; CAD, coronary artery disease; CHF, congestive heart failure; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disease; COVID-19, coronavirus disease 2019; DM, diabetes mellitus; HTN, hypertension; mTOR, mammalian target of rapamycin.
      b Compared with the nontransplant group.
      c Compared with women.
      d Compared with patients who did not receive steroids.
      e Compared with July 2021-Dec 2021.
      A multivariate model analysis of the effect of various infectious waves on the risk of hospitalization demonstrated that the greatest risk occurred in the early months of the pandemic (February 2020-May 2020) compared with that in the later months (Table 4). In contrast, the impact of various infectious waves on inpatient mortality was similar throughout the different waves (Table 5). Corticosteroid prescription for the treatment of SARS-CoV-2 infection was associated with lower mortality in men (OR, 0.37; 95% CI, 0.20-0.68); however, there was no difference in mortality in women (OR, 0.95; 95% CI, 0.31-2.88) (Table 5, Figure).
      Figure thumbnail gr1
      FigureMultivariate model, odds ratios with 95% confidence intervals, for factors associated with mortality among patients infected with severe acute respiratory syndrome coronavirus 2 in the period from February 2020 to June 2021. Immunosuppressive medications were those received before the diagnosis of coronavirus disease 2019, including calcineurin inhibitors, steroids, antimetabolites, and mammalian target of rapamycin inhibitors.

      Specific Outcomes of Organ Transplant

      A multivariable logistic regression model determined that the rate of hospitalization did not differ according to the type of transplant (Table 3). Although the frequency of the initiation of mechanical ventilation was similar for all transplant groups, continuous renal replacement therapy was employed more often in the kidney transplant group. Although the length of stay was significantly greater in the transplant group than in the nontransplant group (11.8±14.6 and 9.9±10.8, respectively; P<.001), the length of stay was similar among the various transplant recipients. Notably, the inpatient and 90-day mortality rate were significantly greater among lung transplant recipients (Table 3).

      Discussion

      In this retrospective study, spanning 22 months of the pandemic, the patients infected with SARS-CoV-2 and with a history of organ transplant had the following: a) an increased risk of hospitalization and initiation of mechanical ventilation compared with the nontransplant patients; b) after adjustment for baseline characteristics and comorbidities, no difference in mortality was observed between the groups; c) age of 65 years or older and medical comorbidities were independently associated with an increased risk of hospitalization, regardless of transplant status; and lung transplant recipients had the highest inpatient and 90-day mortality compared with other transplant recipients.
      In the current study, the SARS-CoV-2 infection-related hospitalization, ICU admission, and mortality for the transplant recipients were comparable with those from a previous large, multicenter analysis.
      • Hadi Y.B.
      • Naqvi S.F.Z.
      • Kupec J.T.
      • Sofka S.
      • Sarwari A.
      Outcomes of COVID-19 in solid organ transplant recipients: a propensity-matched analysis of a large research network.
      In contrast, Kates et al
      • Kates O.S.
      • Haydel B.M.
      • Florman S.S.
      • et al.
      Coronavirus disease 2019 in solid organ transplant: a multicenter cohort study.
      reported outcomes from a multicenter study that included 482 transplant recipients, of whom 78% were hospitalized for SARS-CoV-2 infection and mechanical ventilation initiated in 31%, with a 28-day mortality rate of 20.5%. However, in another multicenter study of 98 solid organ transplant recipients with SARS-CoV-2 infection, the initiation of mechanical ventilation occurred in 56% of the patients, and the 28-day mortality rate was 40%.
      • Molnar M.Z.
      • Bhalla A.
      • Azhar A.
      • et al.
      Outcomes of critically ill solid organ transplant patients with COVID-19 in the United States.
      In the present report, the findings of the lower rates of hospitalization and less frequent initiation of mechanical ventilation in the transplant group may be because the earlier studies were conducted during the first few months of the pandemic, when treatment options were limited and protocols more varied. This is supported by an analysis that examined hospitalization according to the period of diagnosis during the pandemic, in which the risk of hospitalization was 1.7 times greater during the first wave compared with those in subsequent waves. In addition, the observed differences in mortality among the studies may be related to advances in SARS-CoV-2 diagnostics and the use of therapeutic agents that have led to improved outcomes.
      • Kates O.S.
      • Haydel B.M.
      • Florman S.S.
      • et al.
      Coronavirus disease 2019 in solid organ transplant: a multicenter cohort study.
      • Molnar M.Z.
      • Bhalla A.
      • Azhar A.
      • et al.
      Outcomes of critically ill solid organ transplant patients with COVID-19 in the United States.
      • Heldman M.R.
      • Kates O.S.
      • Safa K.
      • et al.
      Changing trends in mortality among solid organ transplant recipients hospitalized for COVID-19 during the course of the pandemic.
      RECOVERY Collaborative Group
      Tocilizumab in patients admitted to hospital with COVID-19 (RECOVERY): a randomised, controlled, open-label, platform trial.
      • Chen P.
      • Nirula A.
      • Heller B.
      • et al.
      SARS-CoV-2 neutralizing antibody LY-CoV555 in outpatients with Covid-19.
      • Sterne J.A.
      • Murthy S.
      • Diaz J.V.
      • et al.
      Association between administration of systemic corticosteroids and mortality among critically ill patients with COVID-19: a meta-analysis.
      • Weinreich D.M.
      • Sivapalasingam S.
      • Norton T.
      • et al.
      REGEN-COV antibody combination and outcomes in outpatients with Covid-19.
      Respiratory viral infections, including influenza, respiratory syncytial virus, parainfluenza virus, rhinovirus, human metapneumovirus, and coronavirus, are associated with severe disease and increased mortality among organ transplant recipients.
      • Manuel O.
      • López-Medrano F.
      • Kaiser L.
      • et al.
      Influenza and other respiratory virus infections in solid organ transplant recipients.
      ,
      • Manuel O.
      • Estabrook M.
      AST Infectious Diseases Community of Practice
      RNA respiratory viruses in solid organ transplantation.
      Our results suggest an increased risk of severe disease among organ transplant recipients with SARS-CoV-2 infection, as demonstrated by the higher hospitalization rate, increased risk of ICU admission, longer length of hospital stay, greater need for mechanical ventilation, and elevated mortality compared with that in the nontransplant group. However, in concordance with other studies, the increased mortality appears to be driven mainly by advanced age and comorbid conditions in the organ transplant group.
      • Hadi Y.B.
      • Naqvi S.F.Z.
      • Kupec J.T.
      • Sofka S.
      • Sarwari A.
      Outcomes of COVID-19 in solid organ transplant recipients: a propensity-matched analysis of a large research network.
      • Kates O.S.
      • Haydel B.M.
      • Florman S.S.
      • et al.
      Coronavirus disease 2019 in solid organ transplant: a multicenter cohort study.
      • Molnar M.Z.
      • Bhalla A.
      • Azhar A.
      • et al.
      Outcomes of critically ill solid organ transplant patients with COVID-19 in the United States.
      Most transplant recipients in our cohort were kidney transplant recipients who also carried a large burden of comorbidities, including congestive heart failure, diabetes mellitus, and advanced age, which may explain the trend toward worse outcomes, with increased hospitalization and mortality, among kidney transplant recipients.
      • Akalin E.
      • Azzi Y.
      • Bartash R.
      • et al.
      Covid-19 and kidney transplantation.
      ,
      • Wu D.A.
      • Robb M.L.
      • Forsythe J.L.
      • et al.
      Recipient comorbidity and survival outcomes after kidney transplantation: a UK-wide prospective cohort study.
      Another finding concerns the increased rate of mortality among lung transplant recipients, similar to that with other respiratory viruses, and is recognized to be a significant cause of complications and mortality in this group.
      • Ison M.G.
      • Hirsch H.H.
      Community-acquired respiratory viruses in transplant patients: diversity, impact, unmet clinical needs.
      ,
      • Kumar D.
      • Erdman D.
      • Keshavjee S.
      • et al.
      Clinical impact of community-acquired respiratory viruses on bronchiolitis obliterans after lung transplant.
      A previous prospective study described a 23.6% incidence of respiratory infections in 98 lung transplant recipients and reported an attributable mortality rate of 5.1%.
      • Peghin M.
      • Hirsch H.H.
      • Len Ó.
      • et al.
      Epidemiology and immediate indirect effects of respiratory viruses in lung transplant recipients: a 5-year prospective study.
      Recent single-center studies have described outcomes in lung transplant recipients with SARS-CoV-2, with the reported mortality ranging from 6.5% to 34%.
      • Pereira M.R.
      • Arcasoy S.
      • Farr M.A.
      • et al.
      Outcomes of COVID-19 in solid organ transplant recipients: a matched cohort study.
      • Aversa M.
      • Benvenuto L.
      • Anderson M.
      • et al.
      COVID-19 in lung transplant recipients: a center case series from New York City.
      • Cochran W.
      • Shah P.
      • Barker L.
      • et al.
      COVID-19 clinical outcomes in solid organ transplant recipients during the Omicron surge.
      • Mohanka M.R.
      • Mahan L.D.
      • Joerns J.
      • et al.
      Clinical characteristics, management practices, and outcomes among lung transplant patients with COVID-19.
      However, multicenter reports comparing mortality among organ transplant recipients have found that the receipt of a lung transplant compared with that of a nonlung transplant was not associated with increased mortality due to SARS-CoV-2 infection.
      • Hadi Y.B.
      • Naqvi S.F.Z.
      • Kupec J.T.
      • Sofka S.
      • Sarwari A.
      Outcomes of COVID-19 in solid organ transplant recipients: a propensity-matched analysis of a large research network.
      ,
      • Kates O.S.
      • Haydel B.M.
      • Florman S.S.
      • et al.
      Coronavirus disease 2019 in solid organ transplant: a multicenter cohort study.
      The findings of the current study revealed significantly increased inpatient and 90-day mortality among lung transplant recipients compared with those in other solid organ transplant groups. This may be explained by direct contact of the lung graft with the ambient environment, leading to greater vulnerability to infection, greater net state of immunosuppression in lung transplant recipients compared with that in nonlung transplant recipients, an increased risk of complications associated with lung graft failure,
      • Peghin M.
      • Hirsch H.H.
      • Len Ó.
      • et al.
      Epidemiology and immediate indirect effects of respiratory viruses in lung transplant recipients: a 5-year prospective study.
      and larger sample size.
      We found that the receipt of immunosuppressive medications, including corticosteroids, calcineurin inhibitors, antimetabolites, and mammalian target of rapamycin inhibitors, prior to SARS-CoV-2 infection was not associated with increased rate of hospitalization or mortality. However, our findings that solid organ transplant recipients aged 65 years or older and with comorbidities were associated with poor outcomes was similarly reported in patients with cancer and COVID-19, which suggested that advanced age and comorbidities were associated with increased mortality rather than the stage of malignancy or the use of chemotherapy or immunotherapy.
      • Zhang H.
      • Han H.
      • He T.
      • et al.
      Clinical characteristics and outcomes of COVID-19-infected cancer patients: a systematic review and meta-analysis.
      A previous report indicated that cytokine release syndrome was associated with poor outcomes and mortality among patients with SARS-CoV-2 infection.
      • Fajgenbaum D.C.
      • June C.H.
      Cytokine storm.
      However, the use of immunosuppressive medications to reduce activation of proinflammatory cytokines may result in a blunted host response to infection, with delay in viral clearance. Consequently, further studies are needed to guide the optimal management of antirejection medications in organ transplant recipients with COVID-19 and other viral respiratory tract infections.
      Since the beginning of the pandemic, effective medical therapies for the treatment of severe COVID-19 have increased to include monoclonal antibodies, remdesivir, corticosteroids, and interleukin-6 inhibitors.
      RECOVERY Collaborative Group
      Tocilizumab in patients admitted to hospital with COVID-19 (RECOVERY): a randomised, controlled, open-label, platform trial.
      • Chen P.
      • Nirula A.
      • Heller B.
      • et al.
      SARS-CoV-2 neutralizing antibody LY-CoV555 in outpatients with Covid-19.
      • Sterne J.A.
      • Murthy S.
      • Diaz J.V.
      • et al.
      Association between administration of systemic corticosteroids and mortality among critically ill patients with COVID-19: a meta-analysis.
      • Weinreich D.M.
      • Sivapalasingam S.
      • Norton T.
      • et al.
      REGEN-COV antibody combination and outcomes in outpatients with Covid-19.
      ,
      • Beigel J.H.
      • Tomashek K.M.
      • Dodd L.E.
      • et al.
      Remdesivir for the treatment of Covid-19.
      Although immunomodulatory therapies are associated with better outcomes in nontransplant patients with severe COVID-19, their role in the transplant population is less defined. In the current study, systemic steroids were administered to 24.8% of the organ transplant patients and were associated with significant reduction in mortality. Interestingly, the mortality benefit was observed mainly in men. Although the exact underlying molecular mechanisms for our observation are unclear, the increased risk of severe disease in men because of delayed viral RNA clearance and a higher prevalence of cardiovascular comorbidities may explain the observed differential response to systemic steroids.
      • Xu K.
      • Chen Y.
      • Yuan J.
      • et al.
      Factors associated with prolonged viral RNA shedding in patients with COVID-19.
      FastStats—diseases and conditions. Centers for Disease Control and Prevention.
      • Pradhan A.
      • Olsson P.E.
      Sex differences in severity and mortality from COVID-19: are males more vulnerable?.
      Furthermore, sex differences in susceptibility and immune response to viral infections, including SARS-CoV-2, have been previously reported.
      • Markle J.G.
      • Fish E.N.
      SeXX matters in immunity.
      ,
      • Brodin P.
      Immune determinants of COVID-19 disease presentation and severity.
      We reported the outcomes of COVID-19 among solid organ transplant recipients from a large nationwide database, for which we used propensity-score matching to assess the risk of organ transplant status and immunosuppression on several clinical outcomes, including hospitalization, ICU admission, need for mechanical ventilation, renal replacement therapy, and mortality. Our data spanned 22 months of the COVID-19 pandemic and included a large sample of hospitalized individuals. We acknowledge several limitations of our study, including its retrospective design. Additionally, data regarding the time from initial transplant were not available, and, therefore, we could not determine the association between the outcomes and the duration of immunosuppression or graft function. Another limitation concerns the identification of prescribed immunosuppressants in only 64.8% of the patients in the transplant group in the 12 months prior to COVID-19 diagnosis. Data were obtained from all hospital networks included in the Optum's COVID-19 database, and it is likely that our dataset did not capture medications prescribed from other hospital networks or those prescribed more than 1 year before COVID-19 diagnosis. However, the multivariate analysis did not suggest an increased risk of hospitalization or mortality with the use of immunosuppressive medications. Another limitation concerns the lack of information on the management of immunosuppressive medications after hospital admission, and this study does not address whether immunosuppressants should be maintained, reduced, or discontinued in organ transplant recipients hospitalized with SARS-CoV-2 infection. An additional limitation concerns the limited number of patients (7%) who were prescribed one of the various monoclonal antibody therapies that did not allow for the assessment of the effect of these agents on the outcomes. This did not allow a part of the analysis. Lastly, we observed a decrease in the risk of hospitalization in the late study period (June 2021-December 2021) compared with that in the earlier months of the pandemic (February 2020-June 2021). Interestingly, the time of diagnosis did not impact the inpatient mortality rates. Decreased rates of hospitalization for SARS-CoV-2 have been widely observed, and whether this is related to vaccination or adaptive mutations in the viral genome resulting in more contagious and less virulent subvariants remains unclear.
      • Nyberg T.
      • Ferguson N.M.
      • Nash S.G.
      • et al.
      Comparative analysis of the risks of hospitalisation and death associated with SARS-CoV-2 omicron (B. 1.1. 529) and delta (B. 1.617. 2) variants in England: a cohort study.

      Conclusion

      Solid organ transplant recipients infected with SARS-CoV-2 were more likely to develop severe disease, requiring hospitalization, with increased mortality compared with the nontransplant population. The increased mortality appears to be driven by advanced age and comorbidities rather than immunosuppressive medications or the type of organ transplant. In the organ transplant group, lung transplant recipients had the highest mortality.

      Potential Competing Interests

      The authors report no competing interests.

      Acknowledgments

      We acknowledge and appreciate the assistance in the preparation of this article by Sarah Toombs Smith, PhD, ELS, Research Communications Manager and Fellow, Sealy Center on Aging; Assistant Professor, Internal Medicine-Geriatrics; Assistant Professor, Graduate School of Biomedical Sciences; Faculty Associate, Hispanic Center of Excellence; University of Texas Medical Branch, Galveston, TX; and Tara N. Atkins, MLIS, Reference Librarian; Moody Medical Library/Academic Resources; University of Texas Medical Branch, Galveston, TX.

      References

      1. WHO coronavirus (COVID-19) dashboard | WHO coronavirus (COVID-19) dashboard with vaccination data. World Health Organization.
        https://covid19.who.int/
        Date accessed: August 1, 2022
        • Miller I.F.
        • Becker A.D.
        • Grenfell B.T.
        • Metcalf C.J.
        Disease and healthcare burden of COVID-19 in the United States.
        Nat Med. 2020; 26: 1212-1217https://doi.org/10.1038/s41591-020-0952-y
        • Wiersinga W.J.
        • Rhodes A.
        • Cheng A.C.
        • Peacock S.J.
        • Prescott H.C.
        Pathophysiology, transmission, diagnosis, and treatment of coronavirus disease 2019 (COVID-19): a review.
        JAMA. 2020; 324: 782-793https://doi.org/10.1001/jama.2020.12839
        • Booth A.
        • Reed A.B.
        • Ponzo S.
        • et al.
        Population risk factors for severe disease and mortality in COVID-19: a global systematic review and meta-analysis.
        PLoS One. 2021; 16e0247461https://doi.org/10.1371/journal.pone.0247461
        • Tan E.
        • Song J.
        • Deane A.M.
        • Plummer M.P.
        Global impact of coronavirus disease 2019 infection requiring admission to the ICU: a systematic review and meta-analysis.
        Chest. 2021; 159: 524-536https://doi.org/10.1016/j.chest.2020.10.014
        • Gandhi R.T.
        • Lynch J.B.
        • Del Rio C.
        Mild or moderate Covid-19.
        N Engl J Med. 2020; 383: 1757-1766https://doi.org/10.1056/NEJMcp2009249
        • Fishman J.A.
        Infection in organ transplantation.
        Am J Transplant. 2017; 17: 856-879https://doi.org/10.1111/ajt.14208
        • Manuel O.
        • López-Medrano F.
        • Kaiser L.
        • et al.
        Influenza and other respiratory virus infections in solid organ transplant recipients.
        Clin Microbiol Infect. 2014; 20: 102-108https://doi.org/10.1111/1469-0691.12595
        • Smud A.
        • Nagel C.B.
        • Madsen E.
        • et al.
        Pandemic influenza A/H1N1 virus infection in solid organ transplant recipients: a multicenter study.
        Transplantation. 2010; 90: 1458-1462https://doi.org/10.1097/TP.0b013e3181fc09fe
        • Kumar D.
        • Michaels M.G.
        • Morris M.I.
        • et al.
        Outcomes from pandemic influenza A H1N1 infection in recipients of solid-organ transplants: a multicentre cohort study.
        Lancet Infect Dis. 2010; 10: 521-526https://doi.org/10.1016/S1473-3099(10)70133-X
        • Peghin M.
        • Hirsch H.H.
        • Len Ó.
        • et al.
        Epidemiology and immediate indirect effects of respiratory viruses in lung transplant recipients: a 5-year prospective study.
        Am J Transplant. 2017; 17: 1304-1312https://doi.org/10.1111/ajt.14042
        • Sinha S.
        • Rosin N.L.
        • Arora R.
        • et al.
        Dexamethasone modulates immature neutrophils and interferon programming in severe COVID-19.
        Nat Med. 2021; 28: 201-211https://doi.org/10.1038/s41591-021-01576-3
        • Hadi Y.B.
        • Naqvi S.F.Z.
        • Kupec J.T.
        • Sofka S.
        • Sarwari A.
        Outcomes of COVID-19 in solid organ transplant recipients: a propensity-matched analysis of a large research network.
        Transplantation. 2021; 105: 1365-1371https://doi.org/10.1097/TP.0000000000003670
        • Kates O.S.
        • Haydel B.M.
        • Florman S.S.
        • et al.
        Coronavirus disease 2019 in solid organ transplant: a multicenter cohort study.
        Clin Infect Dis. 2021; 73: e4090-e4099https://doi.org/10.1093/cid/ciaa1097
        • Molnar M.Z.
        • Bhalla A.
        • Azhar A.
        • et al.
        Outcomes of critically ill solid organ transplant patients with COVID-19 in the United States.
        Am J Transplant. 2020; 20: 3061-3071https://doi.org/10.1111/ajt.16280
        • Heldman M.R.
        • Kates O.S.
        • Safa K.
        • et al.
        Changing trends in mortality among solid organ transplant recipients hospitalized for COVID-19 during the course of the pandemic.
        Am J Transplant. 2022; 22: 279-288https://doi.org/10.1111/ajt.16840
        • RECOVERY Collaborative Group
        Tocilizumab in patients admitted to hospital with COVID-19 (RECOVERY): a randomised, controlled, open-label, platform trial.
        Lancet. 2021; 397: 1637-1645https://doi.org/10.1016/S0140-6736(21)00676-0
        • Chen P.
        • Nirula A.
        • Heller B.
        • et al.
        SARS-CoV-2 neutralizing antibody LY-CoV555 in outpatients with Covid-19.
        N Engl J Med. 2021; 384: 229-237https://doi.org/10.1056/NEJMoa2029849
        • Sterne J.A.
        • Murthy S.
        • Diaz J.V.
        • et al.
        Association between administration of systemic corticosteroids and mortality among critically ill patients with COVID-19: a meta-analysis.
        JAMA. 2020; 324: 1330-1341https://doi.org/10.1001/jama.2020.17023
        • Weinreich D.M.
        • Sivapalasingam S.
        • Norton T.
        • et al.
        REGEN-COV antibody combination and outcomes in outpatients with Covid-19.
        N Engl J Med. 2021; 385: e81https://doi.org/10.1056/NEJMoa2108163
        • Manuel O.
        • Estabrook M.
        • AST Infectious Diseases Community of Practice
        RNA respiratory viruses in solid organ transplantation.
        Am J Transplant. 2013; 13: 212-219https://doi.org/10.1111/ajt.12113
        • Akalin E.
        • Azzi Y.
        • Bartash R.
        • et al.
        Covid-19 and kidney transplantation.
        N Engl J Med. 2020; 382: 2475-2477https://doi.org/10.1056/NEJMc2011117
        • Wu D.A.
        • Robb M.L.
        • Forsythe J.L.
        • et al.
        Recipient comorbidity and survival outcomes after kidney transplantation: a UK-wide prospective cohort study.
        Transplantation. 2020; 105: 1246-1255https://doi.org/10.1097/TP.0000000000002931
        • Ison M.G.
        • Hirsch H.H.
        Community-acquired respiratory viruses in transplant patients: diversity, impact, unmet clinical needs.
        Clin Microbiol Rev. 2019; 32 (19): e00042https://doi.org/10.1128/CMR.00042-19
        • Kumar D.
        • Erdman D.
        • Keshavjee S.
        • et al.
        Clinical impact of community-acquired respiratory viruses on bronchiolitis obliterans after lung transplant.
        Am J Transplant. 2005; 5: 2031-2036https://doi.org/10.1111/j.1600-6143.2005.00971.x
        • Pereira M.R.
        • Arcasoy S.
        • Farr M.A.
        • et al.
        Outcomes of COVID-19 in solid organ transplant recipients: a matched cohort study.
        Transpl Infect Dis. 2021; 23e13637https://doi.org/10.1111/tid.13637
        • Aversa M.
        • Benvenuto L.
        • Anderson M.
        • et al.
        COVID-19 in lung transplant recipients: a center case series from New York City.
        Am J Transplant. 2020; 20: 3072-3080https://doi.org/10.1111/ajt.16241
        • Cochran W.
        • Shah P.
        • Barker L.
        • et al.
        COVID-19 clinical outcomes in solid organ transplant recipients during the Omicron surge.
        Transplantation. 2022; 106: e346-e347https://doi.org/10.1097/TP.0000000000004162
        • Mohanka M.R.
        • Mahan L.D.
        • Joerns J.
        • et al.
        Clinical characteristics, management practices, and outcomes among lung transplant patients with COVID-19.
        J Heart Lung Transplant. 2021; 40: 936-947https://doi.org/10.1016/j.healun.2021.05.003
        • Zhang H.
        • Han H.
        • He T.
        • et al.
        Clinical characteristics and outcomes of COVID-19-infected cancer patients: a systematic review and meta-analysis.
        J Natl Cancer Inst. 2021; 113: 371-380https://doi.org/10.1093/jnci/djaa168
        • Fajgenbaum D.C.
        • June C.H.
        Cytokine storm.
        N Engl J Med. 2020; 383: 2255-2273https://doi.org/10.1056/NEJMra2026131
        • Beigel J.H.
        • Tomashek K.M.
        • Dodd L.E.
        • et al.
        Remdesivir for the treatment of Covid-19.
        N Engl J Med. 2020; 383: 1813-1826https://doi.org/10.1056/NEJMoa2007764
        • Xu K.
        • Chen Y.
        • Yuan J.
        • et al.
        Factors associated with prolonged viral RNA shedding in patients with COVID-19.
        Clin Infect Dis. 2020; 71: 799-806https://doi.org/10.1093/cid/ciaa351
      2. FastStats—diseases and conditions. Centers for Disease Control and Prevention.
        • Pradhan A.
        • Olsson P.E.
        Sex differences in severity and mortality from COVID-19: are males more vulnerable?.
        Biol Sex Differ. 2020; 11: 1-11https://doi.org/10.1186/s13293-020-00330-7
        • Markle J.G.
        • Fish E.N.
        SeXX matters in immunity.
        Trends Immunol. 2014; 35: 97-104https://doi.org/10.1016/j.it.2013.10.006
        • Brodin P.
        Immune determinants of COVID-19 disease presentation and severity.
        Nat Med. 2021; 27: 28-33https://doi.org/10.1038/s41591-020-01202-8
        • Nyberg T.
        • Ferguson N.M.
        • Nash S.G.
        • et al.
        Comparative analysis of the risks of hospitalisation and death associated with SARS-CoV-2 omicron (B. 1.1. 529) and delta (B. 1.617. 2) variants in England: a cohort study.
        Lancet. 2022; 399: 1303-1312https://doi.org/10.1016/S0140-6736(22)00462-7