Advertisement
Original article| Volume 79, ISSUE 4, P494-500, April 2022

The association of statins use with survival of patients with COVID-19

Published:December 21, 2021DOI:https://doi.org/10.1016/j.jjcc.2021.12.012

      Highlights

      • Our observational study with 6095 coronavirus disease 2019 patients demonstrated no differences in mortality between use of statins and no use of statins.
      • In-hospital mortality was lower with continuous use of statins compared to no statins.
      • Discontinuation of statins were associated with higher in-hospital mortality compared to no statins.

      Abstract

      Background

      Statins are frequently prescribed for patients with dyslipidemia and diabetes mellitus. These comorbidities are highly prevalent in coronavirus disease 2019 (COVID-19) patients. Statin's beneficial effect on mortality in COVID-19 infection has been reported in several studies. However, these findings are still inconclusive.

      Methods

      We conducted a retrospective observational study among 6,095 patients with laboratory confirmed COVID-19 hospitalized in Mount Sinai Health System between March 1st 2020 and May 7th 2020. Patients were stratified into two groups: statin use prior to or during hospitalization (N = 2,423) versus no statins (N = 3,672). We evaluated in-hospital mortality as a primary outcome using propensity score matching and inverse probability treatment weighted (IPTW) analysis. In additional analysis, we compared continuous use of statins (N = 1,108) with no statins, continuous use of statins with discontinuation of statins (N = 644), and discontinuation of statins with no statins.

      Results

      Among 6,095 COVID-19 patients, statin use prior to or during hospitalization group were older (70.8 ± 12.7 years versus 59.2 ± 18.2 years, p<0.001) and had more comorbidities compared to no statins group. After matching by propensity score (1,790 pairs), there were no significant differences in-hospital mortality between patients with statins and those without [28.9% versus 31.0%, p = 0.19, odds ratio (OR) 95% confidence interval (CI): 0.91 (0.79–1.05)]. This result was confirmed by IPTW analysis [OR (95% CI): 0.96 (0.81–1.12), p = 0.53]. In the additional analysis comparing continuous use of statins with no statins group, in-hospital mortality was significantly lower in continuous use of statins compared to no statins group [26.3% versus 34.5%, p<0.001, OR (95% CI): 0.68 (0.55–0.82)] after matching by propensity score (944 pairs), as well as IPTW analysis [OR (95% CI): 0.77 (0.64–0.94), p = 0.009]. Finally, comparison of continuous use of statins with discontinuation of statins showed lower in-hospital mortality in continuous use of statins group [27.9% versus 42.1%, p<0.001, OR (95% CI): 0.53 (0.41–0.68)].

      Conclusions

      Use of statins prior to or during hospitalization was not associated with a decreased risk of in-hospital mortality, however, continuous use of statins was associated with lower in-hospital mortality compared to no statin use and discontinuation of statins.

      Graphical abstract

      Keywords

      Introduction

      Coronavirus disease 2019 (COVID-19) is a viral infection caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), commonly leading to pneumonia and potentially to acute respiratory distress syndrome.
      The most common comorbidities among COVID-19 patients are hypertension, diabetes mellitus, and coronary artery disease and many of these patients are treated with hydroxy‑methyl-glutaryl-coenzyme A reductase inhibitors, known as statins. Statins are known to have anti-inflammatory and antithrombotic effects [
      • Kong F.
      • Ye B.
      • Lin L.
      • Cai X.
      • Huang W.
      • Huang Z.
      Atorvastatin suppresses NLRP3 inflammasome activation via TLR4/MyD88/NF-kappaB signaling in PMA-stimulated THP-1 monocytes.
      ,
      • Chandiramani R.
      • Cao D.
      • Nicolas J.
      • Mehran R.
      Contrast-induced acute kidney injury.
      ]. Although the previous two randomized clinical trials failed to prove favorable effect of statins in acute respiratory distress syndrome patients [
      • Truwit J.D.
      • Bernard G.R.
      • Steingrub J.
      • Matthay M.A.
      • Liu K.D.
      National Heart, Lung, and Blood Institute ARDS Clinical Trials Network
      Rosuvastatin for sepsis-associated acute respiratory distress syndrome.
      ,
      • McAuley D.F.
      • Laffey J.G.
      • O'Kane C.M.
      • Perkins G.D.
      • Mullan B.
      • Trinder T.J.
      Simvastatin in the acute respiratory distress syndrome.
      ], a report showed statins’ ability to inhibit SARS-CoV-2 entry into host cells by directly binding the main protease of the coronavirus [
      • Reiner Z.
      • Hatamipour M.
      • Banach M.
      • Pirro M.
      • Al-Rasadi K.
      • Jamialahmadi T.
      Statins and the COVID-19 main protease: in silico evidence on direct interaction.
      ], led to the speculation of potential therapeutic benefits of statins in treatment of COVID-19. The study of nursing home residents reported the association of statin use with higher chance of asymptomatic infection, which also suggested the potential protective benefits of statins [
      • De Spiegeleer A.
      • Bronselaer A.
      • Teo J.T.
      • Byttebier G.
      • De Tre G.
      • Belmans L.
      The Effects of ARBs, ACEis, and Statins on Clinical Outcomes of COVID-19 Infection Among Nursing Home Residents.
      ]. The effect of in-hospital use of statins by COVID-19 patients was reported to be favorable in preventing 28-day mortality in a retrospective study [
      • Zhang X.J.
      • Qin J.J.
      • Cheng X.
      • Shen L.
      • Zhao Y.C.
      • Yuan Y.
      In-Hospital Use of Statins Is Associated with a Reduced Risk of Mortality among Individuals with COVID-19.
      ]. In several other retrospective studies, the benefits of antecedent use of statins before admission were equivocal [
      • Tan W.Y.T.
      • Young B.E.
      • Lye D.C.
      • Chew D.E.K.
      • Dalan R.
      Statin use is associated with lower disease severity in COVID-19 infection.
      ,
      • Bifulco M.
      • Ciccarelli M.
      • Bruzzese D.
      • Dipasquale A.
      • Lania A.G.
      • Mazziotti G.
      The benefit of statins in SARS-CoV-2 patients: further metabolic and prospective clinical studies are needed.
      ,
      • Butt J.H.
      • Gerds T.A.
      • Schou M.
      • Kragholm K.
      • Phelps M.
      • Havers-Borgersen E.
      Association between statin use and outcomes in patients with coronavirus disease 2019 (COVID-19): a nationwide cohort study.
      ,
      • Saeed O.
      • Castagna F.
      • Agalliu I.
      • Xue X.
      • Patel S.R.
      • Rochlani Y.
      Statin Use and In-Hospital Mortality in Patients With Diabetes Mellitus and COVID-19.
      ,
      • Mitacchione G.
      • Schiavone M.
      • Curnis A.
      • Arca M.
      • Antinori S.
      • Gasperetti A.
      Impact of prior statin use on clinical outcomes in COVID-19 patients: data from tertiary referral hospitals during COVID-19 pandemic in Italy.
      ,
      • Lee H.Y.
      • Ahn J.
      • Park J.
      • Kyung Kang C.
      • Won S.H.
      • Wook Kim D.
      Beneficial Effect of Statins in COVID-19-Related Outcomes-Brief Report: a National Population-Based Cohort Study.
      ,
      • Gupta A.
      • Madhavan M.V.
      • Poterucha T.J.
      • DeFilippis E.M.
      • Hennessey J.A.
      • Redfors B.
      Association between antecedent statin use and decreased mortality in hospitalized patients with COVID-19.
      ]. Moreover, despite the favorable results of using statin on survival in recent meta-analyses, the studies exposures included in these meta-analyses were heterogenous: some studied the effect of antecedent use of statins while others studied in-hospital use of statins [
      • Vahedian-Azimi A.
      • Mohammadi S.M.
      • Banach M.
      • Beni F.H.
      • Guest P.C.
      • Al-Rasadi K.
      Improved COVID-19 Outcomes following Statin Therapy: an Updated Systematic Review and Meta-analysis.
      ,
      • Diaz-Arocutipa C.
      • Melgar-Talavera B.
      • Alvarado-Yarasca A.
      • Saravia-Bartra M.M.
      • Cazorla P.
      • Belzusarri I.
      Statins reduce mortality in patients with COVID-19: an updated meta-analysis of 147 824 patients.
      ,
      • Kollias A.
      • Kyriakoulis K.G.
      • Kyriakoulis I.G.
      • Nitsotolis T.
      • Poulakou G.
      • Stergiou G.S.
      Statin use and mortality in COVID-19 patients: updated systematic review and meta-analysis.
      ]. However, it remains unclear whether statin use during or prior to hospitalization or continuous use of statins from the period antecedent to hospital admission through hospitalization period is beneficial to COVID-19 patients. The aim of this study was to investigate the association between mortality of hospitalized COVID-19 patients and use of statins prior to admission or during admission. Moreover, we also aimed to investigate whether continuous use of statins before and during hospitalization was effective to decrease the mortality due to COVID-19.

      Methods

      In this study, 6095 hospitalized patients with laboratory confirmed COVID-19 were retrospectively analyzed using medical records at the Mount Sinai Health System in New York, USA, between March 1st 2020 and May 7th 2020 [
      • Kuno T.
      • Miyamoto Y.
      • Iwagami M.
      • Ishimaru M.
      • So M.
      • Takahashi M.
      The association of hemoglobin drop with in-hospital outcomes in COVID-19 patients.
      ,
      • Kuno T.
      • Miyamoto Y.
      • Iwagami M.
      • Ishimaru M.
      • Takahashi M.
      • Egorova N.N.
      The association of remdesivir and in-hospital outcomes for COVID-19 patients treated with steroids.
      ,
      • Kuno T.
      • Sahashi Y.
      • Kawahito S.
      • Takahashi M.
      • Iwagami M.
      • Egorova N.N.
      Prediction of in-hospital mortality with machine learning for COVID-19 patients treated with steroid and remdesivir.
      ,
      • Kuno T.
      • So M.
      • Miyamoto Y.
      • Iwagami M.
      • Takahashi M.
      • Egorova N.N.
      The association of COVID-19 antibody with in-hospital outcomes in COVID-19 infected patients.
      ,
      • Kuno T.
      • So M.
      • Takahashi M.
      • Egorova N.N.
      U shape association of hemoglobin level with in-hospital mortality for COVID-19 patients.
      ,
      • Kuno T.
      • So M.
      • Takahashi M.
      • Egorova N.N.
      The association between famotidine and in-hospital mortality of patients with COVID-19.
      ,
      • Kuno T.
      • Takahashi M.
      • Egorova N.N.
      The Association Between Convalescent Plasma Treatment and Survival of Patients with COVID-19.
      ,
      • So M.
      • Kabata H.
      • Takahashi M.
      • Egorova N.N.
      • Kuno T.
      The Association of Inhaled Corticosteroid Before Admission and Survival of Patients with COVID-19.
      ,
      • So M.
      • Steiger D.J.
      • Takahashi M.
      • Egorova N.N.
      • Kuno T.
      The characteristics and outcomes of critically Ill patients with COVID-19 who received systemic thrombolysis for presumed pulmonary embolism: an observational study.
      ,
      • Takahashi M.
      • Egorova N.N.
      • Kuno T.
      COVID-19 and influenza testing in New York City.
      ]. Identification of COVID-19 required a nasopharyngeal swab, which was tested using a polymerase chain reaction. Patients’ demographics, comorbidities, and clinical outcomes were extracted from electronic medical records. Firstly, patients were stratified into two groups: patients who were prescribed statins anytime during the study period, either prior to admission or during admission (statin use group, N = 2423) and patients who were not receiving statins throughout the study period (no statins group, N = 3672) and compared these two groups. Types of statins included atorvastatin, fluvastatin, lovastatin, pitavastatin, pravastatin, rousvastatin, and simvastatin. Secondly, we also compared statin use prior to hospitalization regardless of continuation or discontinuation during hospitalization (antecedent use of statins group) (N = 1752) and no statins group (N = 3672). Additionally, we compared continuous use of statins (statin use prior to and during hospitalization) (N = 1108) and no statins group (N = 3672). Finally, we compared discontinuation of statins (N = 644) with continuous use of statins (N = 1108) and discontinuation of statins (N = 644) with no statin (N = 3672) (Fig. 1). Differences in baseline characteristics between groups were evaluated using analysis of variance for continuous variables and the χ2 test for categorical variables. Continuous variables are presented as mean ± standard deviation or median [interquartile range] depending on what is appropriate for the data distribution, and categorical variables were expressed as percentages. All vital signs were recorded at time of admission. In-hospital mortality was assessed as a primary outcome.
      We conducted propensity score matched analysis. The following variables were used to estimate propensity score: age, sex, race, asthma, chronic obstructive pulmonary disease, obstructive sleep apnea, obesity, hypertension, diabetes mellitus, chronic kidney disease, human immunodeficiency virus, cancer, atrial fibrillation, and heart failure. We performed this analysis with and without multiple imputation for missing data. In addition, we also conducted inverse probability weighted (IPTW) analysis.
      All statistical calculations and analyses were performed in R (version 3.6.2, R Foundation for Statistical Computing, Vienna, Austria) with packages of Matchit and Mice. Values of p<0.05 were considered statistically significant.
      This study was approved by the institutional review boards (#2,000,495) and conducted in accordance with the principles of the Declaration of Helsinki. The waiver of patients’ informed consent was also approved by the institutional review boards.

      Results

      Among 6095 COVID-19 patients, statin use group patients (39.8%, N = 2423) were older (70.8 ± 12.7 years versus 59.2 ± 18.2 years, p<0.001) and had more comorbidities including asthma, chronic obstructive pulmonary disease, diabetes mellitus, chronic kidney disease, atrial fibrillation, and heart failure compared to no statins group (60.2%, N = 3672) (Table 1). Vital signs at admission and laboratory findings are also shown in Table 1. Notably, statins group had lower oxygen saturation (91.7 ± 5.4% versus 92.4 ± 5.7%, p<0.001) and higher d-dimer level [1.79 (0.98, 3.48) µg/mL versus 1.55 (0.80, 3.41) µg/mL, p<0.001) (Table 1). Crude in-hospital outcomes are shown in Table 2. In-hospital mortality was higher in the statins group than no statins group (30.4% versus 20.3%, p<0.001) (Table 2).
      Table 1Baseline characteristics of statin use group (either statin use prior to or during hospitalization) and no statins group.
      All hospitalizationsPropensity matched hospitalizations
      No statinsN=3672n (%)Statins useN = 2423n (%)p-valueNo statinsN=1790n (%)Statins useN = 1790n (%)p-valueSMD
      Age, years (mean, SD)59.2 (18.2)70.8 (12.7)<0.00169.6 (13.8)69.4 (12.8)0.780.009
      Male, n (%)2035 (55.4)1391 (57.4)0.131035 (57.8)1023 (57.2)0.710.014
      Race, n (%)WhiteAfrican AmericanHispanicAsianOther792 (21.6)890 (24.2)1034 (28.2)166 (4.5)790 (21.5)611 (25.2)631 (26.0)637 (26.3)128 (5.3)416 (17.2)<0.001424 (23.7)497 (27.8)442 (24.7)92 (5.1)335 (18.7)437 (24.4)494 (27.6)456 (25.5)81 (4.5)322 (18.0)0.850.039
      Asthma, n (%)158 (4.3)146 (6.0)0.00379 (4.4)94 (5.3)0.280.039
      COPD, n (%)97 (2.6)140 (5.8)<0.00174 (4.1)92 (5.1)0.180.048
      Hypertension, n (%)747 (20.4)1269 (52.5)<0.001634 (35.4)754 (42.1)<0.0010.14
      Diabetes mellitus, n (%)431 (11.7)901 (37.2)<0.001369 (20.6)485 (27.1)<0.0010.15
      Chronic Kidney Disease, n (%)192 (5.2)487 (20.1)<0.001162 (9.1)231 (12.9)<0.0010.12
      Obstructive Sleep Apnea, n (%)56 (1.5)69 (2.9)0.00136 (2.0)41 (2.3)0.650.019
      Obesity, n (%)229 (6.2)252 (10.4)<0.001135 (7.5)152 (8.5)0.330.035
      HIV, n (%)55 (1.5)50 (2.1)0.1232 (1.8)36 (2.0)0.710.016
      Cancer, n (%)237 (6.5)241 (10.0)<0.001149 (8.3)163 (9.1)0.440.028
      Atrial fibrillation, n (%)126 (3.5)255 (10.6)<0.001109 (6.1)125 (7.0)0.310.036
      Heart Failure, n (%)99 (2.7)309 (12.8)<0.00185 (4.7)145 (8.1)<0.0010.137
      Temperature, °C (mean, SD)37.4 (0.7)37.3 (0.6)0.00137.3 (0.6)37.3 (0.6)0.67
      Heart Rate, /min (mean, SD)97.6 (14.9)96.2 (15.0)<0.00197.6 (15.0)96.3 (14.8)0.009
      Respiratory Rate, /min (mean, SD)22.5 (5.7)22.8 (6.2)0.04923.1 (5.9)22.8 (5.8)0.087
      SBP, mmHg (mean, SD)135.6 (16.4)142.2 (17.1)<0.001139.5 (16.5)141.5 (16.8)<0.001
      DBP, mmHg (mean, SD)79.5 (9.2)79.4 (8.9)0.7579.9 (9.3)79.5 (8.8)0.28
      O2 Saturation,% (mean, SD)92.4 (5.7)91.7 (5.4)<0.00191.4 (6.8)91.8 (4.9)0.028
      White blood cell, 10^3/μL (mean, SD)8.89 (5.98)8.86 (5.98)0.829.02 (5.64)8.84 (6.07)0.36
      Hemoglobin, g/dL (mean, SD)13.3 (2.2)12.6 (2.4)<0.00113.1 (2.3)12.8 (2.3)<0.001
      Creatinine, mg/dL (median [IQR])0.93 [0.73, 1.32]1.23 [0.88, 2.10]<0.0011.89 [1.01, 3.91]1.68 [0.94, 3.21]0.002
      CRP, mg/L (median [IQR])114.0 [52.3, 202.6]108.8 [51.6, 190.8]0.097129.0 [61.3, 220.6]109.2 [51.6, 194.0]<0.001
      D-Dimer, μg/mL (median [IQR])1.55 [0.80, 3.41]1.79 [0.98, 3.48]<0.0011.94 [1.03, 4.00]1.71 [0.95, 3.34]0.001
      Therapeutic anticoagulation957 (26.1)1011 (41.7)<0.001647 (36.1)749 (41.8)0.001
      Steroid treatment1056 (28.8)834 (34.4)<0.001606 (33.9)641 (35.8)0.23
      SD, standard deviation; SMD, standardized mean difference; IQR, interquartile range; COPD, chronic obstructive pulmonary disease; HIV, human immunodeficiency virus; SBP, systolic blood pressure; DBP, diastolic blood pressure; CRP, C-reactive protein.
      Table 2In-hospital outcomes for patients who used statins prior to or during hospitalization group versus no statins group, antecedent use of statins group versus no statins group, continuous use of statins group versus no statins group, discontinuation of statins group versus no statins group, and discontinuation of statins group versus continuation of statins group.
      All hospitalizationsPropensity matched hospitalizations
      No statinsN=3672n (%)Statins useN = 2423n (%)p-valueNo statinsN=1790n (%)Statins useN = 1790n (%)p-value
      ICU admission, n (%)642 (17.5)480 (19.8)0.024356 (19.9)385 (21.5)0.25
      Endotracheal intubation, n (%)448 (12.2)329 (13.6)0.12254 (14.2)272 (15.2)0.42
      In-hospital death, n (%)744 (20.3)736 (30.4)<0.001555 (31.0)518 (28.9)0.19
      No statinsN=3672n (%)Antecedent use of statinsN = 1752n (%)p-valueNo statinsN=1329n (%)Antecedent use of statinsN = 1329n (%)p-value
      ICU admission, n (%)642 (17.5)284 (16.2)0.26256 (19.3)225 (16.9)0.13
      Endotracheal intubation, n (%)448 (12.2)184 (10.5)0.075187 (14.1)160 (12.0)0.13
      In-hospital death, n (%)744 (20.3)566 (32.3)<0.001442 (33.3)418 (31.5)0.34
      No statinsN=3672n (%)Continuous use of statinsN = 1108n (%)p-valueNo statinsN=944n (%)Continuous use of statinsN = 944n (%)p-value
      ICU admission, n (%)642 (17.5)185 (16.7)0.57196 (20.8)154 (16.3)0.015
      Endotracheal intubation, n (%)448 (12.2)117 (10.6)0.15139 (14.7)102 (10.8)0.013
      In-hospital death, n (%)744 (20.3)307 (27.7)<0.001326 (34.5)248 (26.3)<0.001
      No statinsN=3672n (%)Discontinuation of statinsN = 644n (%)p-valueNo statinsN=541n (%)Discontinuation of statinsN = 541n (%)p-value
      ICU admission, n (%)642 (17.5)99 (15.4)0.2190 (16.6)96 (17.7)0.69
      Endotracheal intubation, n (%)448 (12.2)67 (10.4)0.2260 (11.1)66 (12.2)0.64
      In-hospital death, n (%)744 (20.3)259 (40.2)<0.001183 (33.8)227 (42.0)0.007
      Discontinuation of statinsN=644n (%)Continuation of statinsN = 1108n (%)p-valueDiscontinuation of statinsN=541n (%)Continuation of statinsN = 541n (%)p-value
      ICU admission, n (%)99 (15.4)185 (16.7)0.9896 (17.7)88 (16.3)0.57
      Endotracheal intubation, n (%)67 (10.4)117 (10.6)0.9867 (12.4)57 (10.5)0.39
      In-hospital death, n (%)259 (40.2)307 (27.7)<0.001228 (42.1)151 (27.9)<0.001
      ICU, intensive care unit.
      After propensity score matched analysis (1790 pairs), the baseline characteristics were comparable between the two groups (Table 1). There were no significant differences in-hospital mortality between patients with statins versus those without [28.9% versus 31.0%, p = 0.19, odds ratio (OR) 95% confidential interval (CI): 0.91 (0.79–1.05)] (Table 2). The analysis with multiple imputation showed a similar result [OR (95% CI): 0.94 (0.82–1.09), p = 0.40]. IPTW analysis showed that the statins group had similar in-hospital mortality compared to no statins group [OR (95% CI): 0.88 (0.76–1.02), p = 0.08].
      Secondly, in the analysis of comparing antecedent use of statins group (statin use prior to hospitalization regardless of continuation or discontinuation of statins during hospitalization) (N = 1752) with no statins group (N = 3672) (Fig. 1), antecedent use of statins group was older and more likely to have comorbidities compared to no statins group (Table 3). Crude in-hospital outcomes are shown in Table 2. In-hospital mortality was higher in the antecedent statins group than no statins group (32.3% versus 20.3%, p<0.001) (Table 2). After propensity score matched analysis with well-balanced standardized mean differences <0.10 (1329 pairs) (Table 3), there was no significant difference in-hospital mortality [31.5% versus 33.3%, p = 0.34, OR (95% CI): 0.92 (0.78–1.08), p = 0.58) (Table 2) as well as multiple imputation [OR (95% CI): 0.95 (0.80–1.14)]. IPTW analysis showed a similar result [OR (95% CI): 0.96 (0.81–1.12), p = 0.53].
      Table 3Comparison of baseline characteristics of patients with antecedent use of statins with no statins group.
      All hospitalizationsPropensity matched hospitalizations
      No statinsN=3672n (%)Antecedent use of statinsN = 1752n (%)p-valueNo statinsN=1329n (%)Antecedent use of statinsN = 1329n (%)p-valueSMD
      Age, years (mean, SD)59.2 (18.2)71.5 (12.5)<0.00171.1 (14.3)70.7 (12.8)0.450.029
      Male, n (%)2035 (55.4)1004 (57.3)0.20756 (56.9)749 (56.4)0.810.011
      Race, n (%)WhiteAfrican AmericanHispanicAsianOther792 (21.6)890 (24.2)1034 (28.2)166 (4.5)790 (21.5)455 (26.0)418 (23.9)495 (28.3)96 (5.5)288 (16.4)<0.001354 (26.6)341 (25.7)346 (26.0)51 (3.8)237 (17.8)237 (17.8)326 (24.5)357 (26.9)61 (4.6)231 (17.4)0.830.047
      Asthma, n (%)158 (4.3)110 (6.3)0.00266 (5.0)66 (5.0)1.00<0.001
      COPD, n (%)97 (2.6)103 (5.9)<0.00170 (5.3)73 (5.5)0.860.01
      Hypertension, n (%)747 (20.4)982 (56.1)<0.001563 (42.4)621 (46.7)0.0260.088
      Diabetes mellitus, n (%)431 (11.7)684 (39.1)<0.001329 (24.8)395 (29.7)0.0050.112
      Chronic Kidney Disease, n (%)192 (5.2)382 (21.8)<0.001152 (11.4)203 (15.3)0.0040.11
      Obstructive Sleep Apnea, n (%)56 (1.5)54 (3.1)<0.00134 (2.6)28 (2.1)0.5210.03
      Obesity, n (%)229 (6.2)187 (10.7)<0.001116 (8.7)105 (7.9)0.480.03
      HIV, n (%)55 (1.5)39 (2.2)0.0726 (2.0)30 (2.3)0.690.021
      Cancer, n (%)237 (6.5)187 (10.7)<0.001123 (9.3)127 (9.6)0.840.01
      Atrial fibrillation, n (%)126 (3.5)187 (10.7)<0.001100 (7.5)115 (8.7)0.310.041
      Heart Failure, n (%)99 (2.7)236 (13.5)<0.00182 (6.2)132 (9.9)<0.0010.139
      Temperature, °C (mean, SD)37.4 (0.7)37.3 (0.6)0.03737.3 (0.6)37.3 (0.6)0.031
      Heart Rate, /min (mean, SD)97.6 (14.9)95.6 (15.4)<0.00197.3 (14.8)95.9 (15.3)0.023
      Respiratory Rate, /min (mean, SD)22.5 (5.7)22.6 (6.4)0.45323.1 (5.8)22.6 (5.9)0.066
      SBP, mmHg (mean, SD)135.6 (16.4)142.1 (17.4)<0.001139.9 (16.7)141.4 (16.7)0.024
      DBP, mmHg (mean, SD)79.5 (9.2)79.2 (8.9)0.33579.8 (9.6)79.4 (8.8)0.90
      O2 Saturation,% (mean, SD)92.4 (5.7)91.6 (5.6)<0.00191.1 (6.3)91.5 (5.4)0.20
      White blood cell, 10^3/μL (mean, SD)8.9 (6.0)8.7 (5.4)0.249.0 (5.5)8.7 (5.2)0.17
      Hemoglobin, g/dL (mean, SD)13.3 (2.2)12.5 (2.3)<0.00113.1 (2.3)12.6 (2.3)<0.001
      Creatinine, mg/dL (median [IQR])0.93 [0.73, 1.32]1.25 [0.89, 2.15]<0.0011.10 [0.81, 1.72]1.18 [0.85, 1.90]0.004
      CRP, mg/L (median [IQR])114.0 [52.3, 202.6]108.3 [52.2, 189.9]0.22128.3 [62.8, 225.8]111.6 [52.9, 191.6]<0.001
      D-Dimer μg/mL (median [IQR])1.55 [0.80, 3.41]1.76 [0.98, 3.39]0.0012.01 [1.10, 3.94]1.71 [0.95, 3.33]<0.001
      Therapeutic anticoagulation957 (26.1)647 (36.9)<0.001497 (37.4)489 (36.8)0.78
      Steroid treatment1056 (28.8)553 (31.6)0.037476 (35.8)436 (32.8)0.11
      SD, standard deviation; SMD, standardized mean difference; IQR, interquartile range; COPD, chronic obstructive pulmonary disease; HIV, human immunodeficiency virus; SBP, systolic blood pressure; DBP, diastolic blood pressure; CRP, C-reactive protein; ICU, intensive care unit.
      In the analysis comparing continuous use of statins (statins use prior to and during hospitalization) (N = 1108) versus no statins group (N = 3672) (Fig. 1), continuous use of statins group was older and more likely to have comorbidities compared to no statins group (Table 4). Crude in-hospital outcomes are shown in Table 2. In-hospital mortality was higher in continuous use of statins group than no statins group (27.7% versus 20.3%, p<0.001) (Table 2). In the propensity score matched 944 pairs (Table 4), in-hospital mortality was significantly lower in continuous statins use compared to no statins group [26.3% versus 34.5%, p<0.001, OR (95% CI): 0.68 (0.55–0.82)] (Table 2). Multiple imputation showed similar results [0.75 (0.61–0.93), p = 0.007]. After adjustment with IPTW, continuous use of statins was also associated with decreased risk of in-hospital mortality [OR (95% CI): 0.77 (0.64–0.94), p = 0.009].
      Table 4Baseline characteristics of patients from continuous use of statins group and from no statins group.
      All hospitalizationsPropensity matched hospitalizations
      No statinsN=3672n (%)Continuous use of statinsN = 1108n (%)p-valueNo statinsN=944n (%)Continuous use of statinsN = 944n (%)p-valueSMD
      Age, years (mean, SD)59.2 (18.2)71.12 (12.3)<0.00171.2 (14.7)70.4 (12.3)0.170.063
      Male, n (%)2035 (55.4)663 (59.8)0.01557 (59.0)563 (59.6)0.820.013
      Race, n (%)WhiteAfrican AmericanHispanicAsianOther792 (21.6)890 (24.2)1034 (28.2)166 (4.5)790 (21.5)294 (26.5)265 (23.9)316 (28.5)66 (6.0)167 (15.1)<0.001259 (27.4)247 (26.2)248 (26.3)39 (4.1)151 (16.0)246 (26.1)237 (25.1)256 (27.1)50 (5.3)155 (16.4)0.720.066
      Asthma, n (%)158 (4.3)67 (6.0)0.02153 (5.6)53 (5.6)1<0.001
      COPD, n (%)97 (2.6)62 (5.6)<0.00151 (5.4)52 (5.5)10.005
      Hypertension, n (%)747 (20.4)627 (56.6)<0.001457 (48.4)484 (51.3)0.2310.057
      Diabetes mellitus, n (%)431 (11.7)445 (40.2)<0.001284 (30.1)327 (34.6)0.0390.097
      Chronic Kidney Disease, n (%)192 (5.2)274 (24.7)<0.001138 (14.6)181 (19.2)0.010.12
      Obstructive Sleep Apnea, n (%)56 (1.5)33 (3.0)0.00328 (3.0)25 (2.6)0.780.019
      Obesity, n (%)229 (6.2)114 (10.3)<0.00190 (9.5)89 (9.4)1.000.004
      HIV, n (%)55 (1.5)20 (1.8)0.56218 (1.9)19 (2.0)1.000.008
      Cancer, n (%)237 (6.5)117 (10.6)<0.00198 (10.4)96 (10.2)0.940.007
      Atrial fibrillation, n (%)126 (3.5)128 (11.6)<0.00182 (8.7)92 (9.7)0.470.037
      Heart Failure, n (%)58 (1.8)142 (12.9)<0.00178 (8.3)111 (11.8)0.0140.12
      Temperature, °C (mean, SD)37.4 (0.7)37.3 (0.5)0.10937.3 (0.60)37.3 (0.5)0.04
      Heart Rate, /min (mean, SD)97.6 (14.9)94.4 (14.6)<0.00197.6 (15.1)94.6 (14.6)<0.001
      Respiratory Rate, /min (mean, SD)22.5 (5.7)22.2 (5.4)0.08823.1 (5.4)22.2 (5.5)<0.001
      SBP, mmHg (mean, SD)135.6 (16.4)142.9 (16.4)<0.001139.5 (17.0)142.8 (16.1)<0.001
      DBP, mmHg (mean, SD)79.5 (9.2)79.4 (8.5)0.66479.6 (9.3)79.6 (8.5)0.86
      O2 Saturation,% (mean, SD)92.4 (5.7)91.9 (4.6)0.00591.2 (6.1)91.8 (4.6)0.014
      White blood cell, 10^3/μL (mean, SD)8.9 (6.0)8.5 (5.2)0.0399.1 (5.6)8.5 (5.4)0.01
      Hemoglobin, g/dL (mean, SD)13.3 (2.2)12.4 (2.3)<0.00113.0 (2.3)12.5 (2.3)<0.001
      Creatinine, mg/dL (median [IQR])0.93 [0.73, 1.32]1.23 [0.88, 2.18]<0.0011.15 [0.86, 1.89]1.17 [0.86, 1.88]0.48
      CRP, mg/L (median [IQR])114.0 [52.3, 202.6]102.1 [46.8, 182.3]0.003129.9 [59.5, 222.4]100.9 [46.3, 177.2]<0.001
      D-Dimer μg/mL (median [IQR])1.55 [0.80, 3.41]1.72 [0.94, 3.24]0.0731.97 [1.06, 4.00]1.65 [0.92, 3.02]<0.001
      Therapeutic anticoagulation957 (26.1)478 (43.1)<0.001380 (40.3)388 (41.1)0.74
      Steroid treatment1056 (28.8)385 (34.7)<0.001341 (36.1)329 (34.9)0.60
      SD, standard deviation; SMD, standardized mean difference; IQR, interquartile range; COPD, chronic obstructive pulmonary disease; HIV, human immunodeficiency virus; SBP, systolic blood pressure; DBP, diastolic blood pressure; CRP, C-reactive protein.
      Furthermore, patients in the continuous use of statins group had more comorbidities such as chronic kidney disease and heart failure than patients in the discontinuous use of statins group (Online Table 1). In-hospital mortality was significantly lower in the continuous statins use group compared to the discontinuation of statins group (27.7% versus 40.2%, p<0.001). In the propensity score-matched 541 pairs (Online Table 1), in-hospital mortality was significantly lower in continuous use of statins group compared to discontinuation of statins group [27.9% versus 42.1%, p<0.001, OR (95% CI): 0.53 (0.41–0.68)]. Similar results were obtained with IPTW adjustment [OR (95% CI): 0.54 (0.43–0.67)]. Patients who discontinued use of statins had more comorbidities and had significantly higher in-hospital mortality in propensity matching analysis [42.0% vs. 33.8%, p = 0.007, OR (95% CI): 1.41(1.11–1.81)] as well as in IPTW analysis [OR (95% CI): 1.61 (1.28–2.02)] compared to patients in the no statins group (Online Table 2).

      Discussion

      In this study, almost 40% of patients were prescribed statins prior to or during the admissions due to COVID-19 infection and patients with antecedent use of statins were older and had more cardiovascular comorbidities, in line with previous studies [
      • Saeed O.
      • Castagna F.
      • Agalliu I.
      • Xue X.
      • Patel S.R.
      • Rochlani Y.
      Statin Use and In-Hospital Mortality in Patients With Diabetes Mellitus and COVID-19.
      ,
      • Lee H.Y.
      • Ahn J.
      • Park J.
      • Kyung Kang C.
      • Won S.H.
      • Wook Kim D.
      Beneficial Effect of Statins in COVID-19-Related Outcomes-Brief Report: a National Population-Based Cohort Study.
      ,
      • Gupta A.
      • Madhavan M.V.
      • Poterucha T.J.
      • DeFilippis E.M.
      • Hennessey J.A.
      • Redfors B.
      Association between antecedent statin use and decreased mortality in hospitalized patients with COVID-19.
      ]. The most important findings in our study are: 1) use of statins anytime either prior to or during hospitalization was not associated with lower in-hospital mortality compared to patients who did not receive statins; 2) statin use prior to admission alone did not demonstrate survival benefit compared to patients who were never on statins, however; 3) patients with continuous use of statins showed lower in-hospital mortality compared to patients who were never treated with statins; 4) among patients who were receiving statins prior to hospitalization, discontinuation of statins was associated with higher in-hospital mortality compared to continuous use of statins.
      In a previous report, in-hospital use of statins were associated with 28-day mortality benefit in various models of statistical analyses, in which whether statins were antecedently prescribed was not clarified among the cohort [
      • Zhang X.J.
      • Qin J.J.
      • Cheng X.
      • Shen L.
      • Zhao Y.C.
      • Yuan Y.
      In-Hospital Use of Statins Is Associated with a Reduced Risk of Mortality among Individuals with COVID-19.
      ]. Some studies examined the effect of antecedent use of statins to COVID-19 showed in-hospital mortality benefit with no difference in secondary outcomes such as intensive care unit admission rate, mechanical ventilation rate, length of stay [
      • Saeed O.
      • Castagna F.
      • Agalliu I.
      • Xue X.
      • Patel S.R.
      • Rochlani Y.
      Statin Use and In-Hospital Mortality in Patients With Diabetes Mellitus and COVID-19.
      ,
      • Lee H.Y.
      • Ahn J.
      • Park J.
      • Kyung Kang C.
      • Won S.H.
      • Wook Kim D.
      Beneficial Effect of Statins in COVID-19-Related Outcomes-Brief Report: a National Population-Based Cohort Study.
      ,
      • Gupta A.
      • Madhavan M.V.
      • Poterucha T.J.
      • DeFilippis E.M.
      • Hennessey J.A.
      • Redfors B.
      Association between antecedent statin use and decreased mortality in hospitalized patients with COVID-19.
      ], while other studies showed no significant difference in mortality [
      • Tan W.Y.T.
      • Young B.E.
      • Lye D.C.
      • Chew D.E.K.
      • Dalan R.
      Statin use is associated with lower disease severity in COVID-19 infection.
      ,
      • Bifulco M.
      • Ciccarelli M.
      • Bruzzese D.
      • Dipasquale A.
      • Lania A.G.
      • Mazziotti G.
      The benefit of statins in SARS-CoV-2 patients: further metabolic and prospective clinical studies are needed.
      ,
      • Butt J.H.
      • Gerds T.A.
      • Schou M.
      • Kragholm K.
      • Phelps M.
      • Havers-Borgersen E.
      Association between statin use and outcomes in patients with coronavirus disease 2019 (COVID-19): a nationwide cohort study.
      ,
      • Mitacchione G.
      • Schiavone M.
      • Curnis A.
      • Arca M.
      • Antinori S.
      • Gasperetti A.
      Impact of prior statin use on clinical outcomes in COVID-19 patients: data from tertiary referral hospitals during COVID-19 pandemic in Italy.
      ]. In these studies, continuous use of statins during hospitalization was not clearly mentioned or investigated. The protective role of antecedent use of statins to prevent the occurrence of critically ill COVID-19 infection is still questionable given the result from previous reports, however.
      We demonstrated that continuous use of statins (before and during hospitalization) was beneficial compared to the no statins and discontinuation of statins for patients with COVID-19. Interestingly, in-hospital mortality was even worse in the statins discontinuation group than in the no statins group. This effect can be attributable to statin rebound that leads to vascular dysfunction. This effect previously was described in animal studies [
      • Pineda A.
      • Cubeddu L.X.
      Statin rebound or withdrawal syndrome: does it exist?.
      ]. This result further strengthens the fact that discontinuation of statins is harmful to COVID-19 patients.
      SARS-CoV-2 virus is known to cause significant effects on the expression and function of angiotensin-converting-enzyme inhibitor-2 in the vasculature and evidence of coronary endothelial dysfunction and endotheliitis in the postmortem analysis [
      • Evans P.C.
      • Rainger G.E.
      • Mason J.C.
      • Guzik T.J.
      • Osto E.
      • Stamataki Z.
      Endothelial dysfunction in COVID-19: a position paper of the ESC Working Group for Atherosclerosis and Vascular Biology, and the ESC Council of Basic Cardiovascular Science.
      ,
      • Ackermann M.
      • Verleden S.E.
      • Kuehnel M.
      • Haverich A.
      • Welte T.
      • Laenger F.
      Pulmonary Vascular Endothelialitis, Thrombosis, and Angiogenesis in Covid-19.
      ]. Statins are experimentally known to have protective effects on vascular endothelium function such as mitigating unfavorable outcomes caused by reduced nitric oxide in endothelium by inducing endothelial nitric oxide synthase [
      • O'Driscoll G.
      • Green D.
      • Taylor R.R.
      Simvastatin, an HMG-coenzyme A reductase inhibitor, improves endothelial function within 1 month.
      ,
      • Tamai O.
      • Matsuoka H.
      • Itabe H.
      • Wada Y.
      • Kohno K.
      • Imaizumi T.
      Single LDL apheresis improves endothelium-dependent vasodilatation in hypercholesterolemic humans.
      ] as well as immune-modulatory effects by inhibiting the expression of adhesion molecules between immune cells and the blood vessel wall and reducing immune cell investment within the blood vessel wall [
      • Fukumoto Y.
      • Libby P.
      • Rabkin E.
      • Hill C.C.
      • Enomoto M.
      • Hirouchi Y.
      Statins alter smooth muscle cell accumulation and collagen content in established atheroma of watanabe heritable hyperlipidemic rabbits.
      ,
      • Crisby M.
      • Nordin-Fredriksson G.
      • Shah P.K.
      • Yano J.
      • Zhu J.
      • Nilsson J.
      Pravastatin treatment increases collagen content and decreases lipid content, inflammation, metalloproteinases, and cell death in human carotid plaques: implications for plaque stabilization.
      ,
      • Aikawa M.
      • Rabkin E.
      • Sugiyama S.
      • Voglic S.J.
      • Fukumoto Y.
      • Furukawa Y.
      An HMG-CoA reductase inhibitor, cerivastatin, suppresses growth of macrophages expressing matrix metalloproteinases and tissue factor in vivo and in vitro.
      ]. These protective effects of statins may explain these clinically favorable effects of statins in COVID-19 infection. The current study could suggest that statins should be prescribed to patients with cardiovascular comorbidities for primary prevention as described in guidelines not to mention for secondary prevention of cardiovascular and cerebrovascular diseases. During hospitalization due to COVID-19 infection, statins should be continued as much as tolerable unless there are contraindications.
      Our study is not without limitations. Since this is an observational study, we could not adjust for unobserved confounders such as the severity of illness that may affect the ability to continue statins in patients with severe disease. The effect of severity of the illness on the decision to continue or discontinue statins could be considerable [
      • De Loecker I.
      • Preiser J.C.
      Statins in the critically ill.
      ]. Medication adherence before hospitalization was not taken into account in the study. Prior history of coronary artery disease and cerebrovascular disease were not included as covariates.

      Conclusion

      Use of statins prior to or during hospitalization was not associated with a decreased risk of in-hospital mortality, however, continuous use of statins might have potential benefit of a decreased risk of in-hospital mortality due to COVID-19.

      Funding

      None

      Disclosure

      None

      Author contributions

      All authors, had full access to all the data in the study and take responsibility for the integrity of the data and accuracy of the data analysis.
      Study concept and design: TK
      Data Curation: TK, MT, NE
      Acquisition, analysis, or interpretation of data: All authors
      Drafting of the manuscript: TK, MS
      Critical revision of the manuscript for important intellectual content: All authors
      Statistical analysis: TK, MT
      Administrative, technical, or material support: NE
      Study supervision: NE
      Graphical Abstract: Summary of the study
      Patients or the public were not involved in the design or conduct or reporting or dissemination plans of our research

      Appendix. Supplementary materials

      References

        • Kong F.
        • Ye B.
        • Lin L.
        • Cai X.
        • Huang W.
        • Huang Z.
        Atorvastatin suppresses NLRP3 inflammasome activation via TLR4/MyD88/NF-kappaB signaling in PMA-stimulated THP-1 monocytes.
        Biomed Pharmacother. 2016; 82: 167-172
        • Chandiramani R.
        • Cao D.
        • Nicolas J.
        • Mehran R.
        Contrast-induced acute kidney injury.
        Cardiovasc Interv Ther. 2020; 35: 209-217
        • Truwit J.D.
        • Bernard G.R.
        • Steingrub J.
        • Matthay M.A.
        • Liu K.D.
        • National Heart, Lung, and Blood Institute ARDS Clinical Trials Network
        Rosuvastatin for sepsis-associated acute respiratory distress syndrome.
        N Engl J Med. 2014; 370: 2191-2200
        • McAuley D.F.
        • Laffey J.G.
        • O'Kane C.M.
        • Perkins G.D.
        • Mullan B.
        • Trinder T.J.
        Simvastatin in the acute respiratory distress syndrome.
        N Engl J Med. 2014; 371: 1695-1703
        • Reiner Z.
        • Hatamipour M.
        • Banach M.
        • Pirro M.
        • Al-Rasadi K.
        • Jamialahmadi T.
        Statins and the COVID-19 main protease: in silico evidence on direct interaction.
        Arch Med Sci. 2020; 16: 490-496
        • De Spiegeleer A.
        • Bronselaer A.
        • Teo J.T.
        • Byttebier G.
        • De Tre G.
        • Belmans L.
        The Effects of ARBs, ACEis, and Statins on Clinical Outcomes of COVID-19 Infection Among Nursing Home Residents.
        J Am Med Dir Assoc. 2020; 21 (909-14 e2)
        • Zhang X.J.
        • Qin J.J.
        • Cheng X.
        • Shen L.
        • Zhao Y.C.
        • Yuan Y.
        In-Hospital Use of Statins Is Associated with a Reduced Risk of Mortality among Individuals with COVID-19.
        Cell Metab. 2020; 32 (176-87 e4)
        • Tan W.Y.T.
        • Young B.E.
        • Lye D.C.
        • Chew D.E.K.
        • Dalan R.
        Statin use is associated with lower disease severity in COVID-19 infection.
        Sci Rep. 2020; 10: 17458
        • Bifulco M.
        • Ciccarelli M.
        • Bruzzese D.
        • Dipasquale A.
        • Lania A.G.
        • Mazziotti G.
        The benefit of statins in SARS-CoV-2 patients: further metabolic and prospective clinical studies are needed.
        Endocrine. 2021; 71: 270-272
        • Butt J.H.
        • Gerds T.A.
        • Schou M.
        • Kragholm K.
        • Phelps M.
        • Havers-Borgersen E.
        Association between statin use and outcomes in patients with coronavirus disease 2019 (COVID-19): a nationwide cohort study.
        BMJ Open. 2020; 10e044421
        • Saeed O.
        • Castagna F.
        • Agalliu I.
        • Xue X.
        • Patel S.R.
        • Rochlani Y.
        Statin Use and In-Hospital Mortality in Patients With Diabetes Mellitus and COVID-19.
        J Am Heart Assoc. 2020; 9e018475
        • Mitacchione G.
        • Schiavone M.
        • Curnis A.
        • Arca M.
        • Antinori S.
        • Gasperetti A.
        Impact of prior statin use on clinical outcomes in COVID-19 patients: data from tertiary referral hospitals during COVID-19 pandemic in Italy.
        J Clin Lipidol. 2021; 15: 68-78
        • Lee H.Y.
        • Ahn J.
        • Park J.
        • Kyung Kang C.
        • Won S.H.
        • Wook Kim D.
        Beneficial Effect of Statins in COVID-19-Related Outcomes-Brief Report: a National Population-Based Cohort Study.
        Arterioscler Thromb Vasc Biol. 2021; 41 (e175-e82)
        • Gupta A.
        • Madhavan M.V.
        • Poterucha T.J.
        • DeFilippis E.M.
        • Hennessey J.A.
        • Redfors B.
        Association between antecedent statin use and decreased mortality in hospitalized patients with COVID-19.
        Nat Commun. 2021; 12: 1325
        • Vahedian-Azimi A.
        • Mohammadi S.M.
        • Banach M.
        • Beni F.H.
        • Guest P.C.
        • Al-Rasadi K.
        Improved COVID-19 Outcomes following Statin Therapy: an Updated Systematic Review and Meta-analysis.
        Biomed Res Int. 2021; 20211901772
        • Diaz-Arocutipa C.
        • Melgar-Talavera B.
        • Alvarado-Yarasca A.
        • Saravia-Bartra M.M.
        • Cazorla P.
        • Belzusarri I.
        Statins reduce mortality in patients with COVID-19: an updated meta-analysis of 147 824 patients.
        Int J Infect Dis. 2021; 110: 374-381
        • Kollias A.
        • Kyriakoulis K.G.
        • Kyriakoulis I.G.
        • Nitsotolis T.
        • Poulakou G.
        • Stergiou G.S.
        Statin use and mortality in COVID-19 patients: updated systematic review and meta-analysis.
        Atherosclerosis. 2021; 330: 114-121
        • Kuno T.
        • Miyamoto Y.
        • Iwagami M.
        • Ishimaru M.
        • So M.
        • Takahashi M.
        The association of hemoglobin drop with in-hospital outcomes in COVID-19 patients.
        QJM. 2021; : hcab251
        • Kuno T.
        • Miyamoto Y.
        • Iwagami M.
        • Ishimaru M.
        • Takahashi M.
        • Egorova N.N.
        The association of remdesivir and in-hospital outcomes for COVID-19 patients treated with steroids.
        J Antimicrob Chemother. 2021; 76: 2690-2696
        • Kuno T.
        • Sahashi Y.
        • Kawahito S.
        • Takahashi M.
        • Iwagami M.
        • Egorova N.N.
        Prediction of in-hospital mortality with machine learning for COVID-19 patients treated with steroid and remdesivir.
        J Med Virol. 2021; https://doi.org/10.1002/jmv.27393
        • Kuno T.
        • So M.
        • Miyamoto Y.
        • Iwagami M.
        • Takahashi M.
        • Egorova N.N.
        The association of COVID-19 antibody with in-hospital outcomes in COVID-19 infected patients.
        J Med Virol. 2021; 93: 6841-6844
        • Kuno T.
        • So M.
        • Takahashi M.
        • Egorova N.N.
        U shape association of hemoglobin level with in-hospital mortality for COVID-19 patients.
        J Thromb Thrombolysis. 2021; https://doi.org/10.1007/s11239-021-02516-1
        • Kuno T.
        • So M.
        • Takahashi M.
        • Egorova N.N.
        The association between famotidine and in-hospital mortality of patients with COVID-19.
        J Med Virol. 2021; https://doi.org/10.1002/jmv.27375
        • Kuno T.
        • Takahashi M.
        • Egorova N.N.
        The Association Between Convalescent Plasma Treatment and Survival of Patients with COVID-19.
        J Gen Intern Med. 2021; 36: 2528-2531
        • So M.
        • Kabata H.
        • Takahashi M.
        • Egorova N.N.
        • Kuno T.
        The Association of Inhaled Corticosteroid Before Admission and Survival of Patients with COVID-19.
        J Aerosol Med Pulm Drug Deliv. 2021; 34: 265-267
        • So M.
        • Steiger D.J.
        • Takahashi M.
        • Egorova N.N.
        • Kuno T.
        The characteristics and outcomes of critically Ill patients with COVID-19 who received systemic thrombolysis for presumed pulmonary embolism: an observational study.
        J Thromb Thrombolysis. 2021; 52: 1061-1067
        • Takahashi M.
        • Egorova N.N.
        • Kuno T.
        COVID-19 and influenza testing in New York City.
        J Med Virol. 2021; 93: 698-701
        • Pineda A.
        • Cubeddu L.X.
        Statin rebound or withdrawal syndrome: does it exist?.
        Curr Atheroscler Rep. 2011; 13: 23-30
        • Evans P.C.
        • Rainger G.E.
        • Mason J.C.
        • Guzik T.J.
        • Osto E.
        • Stamataki Z.
        Endothelial dysfunction in COVID-19: a position paper of the ESC Working Group for Atherosclerosis and Vascular Biology, and the ESC Council of Basic Cardiovascular Science.
        Cardiovasc Res. 2020; 116: 2177-2184
        • Ackermann M.
        • Verleden S.E.
        • Kuehnel M.
        • Haverich A.
        • Welte T.
        • Laenger F.
        Pulmonary Vascular Endothelialitis, Thrombosis, and Angiogenesis in Covid-19.
        N Engl J Med. 2020; 383: 120-128
        • O'Driscoll G.
        • Green D.
        • Taylor R.R.
        Simvastatin, an HMG-coenzyme A reductase inhibitor, improves endothelial function within 1 month.
        Circulation. 1997; 95: 1126-1131
        • Tamai O.
        • Matsuoka H.
        • Itabe H.
        • Wada Y.
        • Kohno K.
        • Imaizumi T.
        Single LDL apheresis improves endothelium-dependent vasodilatation in hypercholesterolemic humans.
        Circulation. 1997; 95: 76-82
        • Fukumoto Y.
        • Libby P.
        • Rabkin E.
        • Hill C.C.
        • Enomoto M.
        • Hirouchi Y.
        Statins alter smooth muscle cell accumulation and collagen content in established atheroma of watanabe heritable hyperlipidemic rabbits.
        Circulation. 2001; 103: 993-999
        • Crisby M.
        • Nordin-Fredriksson G.
        • Shah P.K.
        • Yano J.
        • Zhu J.
        • Nilsson J.
        Pravastatin treatment increases collagen content and decreases lipid content, inflammation, metalloproteinases, and cell death in human carotid plaques: implications for plaque stabilization.
        Circulation. 2001; 103: 926-933
        • Aikawa M.
        • Rabkin E.
        • Sugiyama S.
        • Voglic S.J.
        • Fukumoto Y.
        • Furukawa Y.
        An HMG-CoA reductase inhibitor, cerivastatin, suppresses growth of macrophages expressing matrix metalloproteinases and tissue factor in vivo and in vitro.
        Circulation. 2001; 103: 276-283
        • De Loecker I.
        • Preiser J.C.
        Statins in the critically ill.
        Ann Intensive Care. 2012; 2: 19