Abstract
Acetylsalicylic acid (ASA) is widely used in the treatment and prevention of cardiovascular disorders. Our objective is to evaluate its possible protective role, not only in mortality but also in other aspects such as inflammation, symptomatic thrombosis, and intensive care unit (ICU) admission in hospitalized COVID-19 patients. We realized an observational retrospective cohort study of 20,641 patients with COVID-19 pneumonia collected and followed-up from Mar 1st, 2020 to May 1st, 2021, from the nationwide Spanish SEMI-COVID-19 Registry. Propensity score matching (PSM) was performed to determine whether treatment with ASA affected outcomes in COVID-19 patients. On hospital admission, 3291 (15.9%) patients were receiving ASA. After PSM, 3291 patients exposed to ASA and 2885 not-exposed patients were analyzed. In-hospital mortality was higher in the ASA group (30.4 vs. 16.9%, p < 0.001) in the global sample. After PSM, no differences were found between groups (30.4 vs. 30.3%, p = 0.938). There were no differences in inflammation, symptomatic thrombosis, or ICU admission. In conclusion, ASA intake is not associated with in-hospital mortality or any other health outcome evaluated after applying PSM analysis in a real-world large sample of hospitalized COVID-19 patients.
Keywords: Acetylsalicylic acid, Coronavirus, COVID-19, Mortality
Introduction
The coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), produces severe respiratory symptoms such as bilateral pneumonia associated with high morbidity and mortality, especially in patients of advanced age [1]. At this time, there is no known active treatment to fight this virus. Corticosteroids and biological immunosuppressants are being used to treat the inflammatory phase of the disease [1].
As severe COVID-19 infection is mainly a multisystem inflammatory process with an increased risk of hypercoagulability, the use of acetylsalicylic acid (ASA) can theoretically provide positive outcomes [2, 3]. It inhibits platelet aggregation triggered by the release of arachidonic acid from platelet cells [4]. Thus, the possible mechanism of the protective effects of ASA may be related to its antithrombotic and anti-inflammatory effects and also to its possible immunomodulatory effects (antiviral activity against DNA and RNA viruses, including different human coronaviruses) [5].
The role of ASA in patients with COVID-19 is not studied in depth. A first meta-analysis, including three studies evaluating the association between ASA at admission use and mortality in COVID-19 hospitalized patients, suggested no association between the use of ASA and mortality in patients with COVID-19 [6]. Although patients on ASA tend to have more risk factors for severe COVID-19 infection (older age, high cardiovascular risk, pre-existing coronary artery disease, etc.), the low heterogeneity in this analysis despite differences in characteristics of the population of the included studies [7–9] likely suggests no protective effect of ASA among different groups of patients [6].
As ASA was widely used in the treatment and prevention in the real world in cardiovascular disorders, our study aimed to check its possible protective role, not only in mortality but in other aspects such as inflammation, symptomatic thrombosis, and intensive care unit (ICU) admission.
Materials and methods
Study design, patient selection, and data collection
The analysis was performed in the large cohort of consecutive patients included in the Spanish SEMI-COVID-19 Registry, created by the Spanish Society of Internal Medicine (SEMI). This is a multicenter, nationwide registry with over 150 hospitals registered so far. From March 1st, 2020 to May 1st, 2021, 21,962 hospitalized patients were included in the Registry. Methods of the study have been previously described [10]. In brief, all included patients were diagnosed by polymerase chain reaction (PCR) test or rapid antigenic test for SARS-CoV-2 taken from a nasopharyngeal sample, sputum, or bronchoalveolar lavage. The collection of data from each patient in terms of sociodemographic data, comorbidities, laboratory data, treatments, and outcomes was verified by the principal investigator of each center through the review of clinical records. All participating centers in the register received confirmation from the relevant Ethics Committees, including Bellvitge University Hospital (PR 128/20).
The inclusion criteria were all patients in the registry with a community (non-nosocomial) SARS-CoV-2 infection. We included all patients with valid information on whether or not they were taking ASA at the time of hospital admission. The patient sample was divided into 2 groups: patients with ASA admission intake and patients without.
The treatments received were in accordance with the medical guidelines available at the time of the pandemic [10]. In the absence of clinical evidence of any of the treatments at the initial time of the pandemic, their use was allowed off-label.
Outcomes definition
The primary outcome of the study was in-hospital mortality. Secondary outcomes were the development of symptomatic deep venous thrombosis (DVT) or pulmonary embolism (PE), the requirement of high-flow nasal cannula (HFNC), non-invasive mechanical ventilation (NIMV), invasive mechanical ventilation (IMV), ICU admission, and the combined variable of in-hospital mortality, the requirement of HFNC, NIMV, IMV, or ICU admission. Also, the development of inflammation in the high-risk category according to the categories previously defined by our group [10]. This was defined when the patient met 1 of the following criteria: lymphocyte count < 760 × 106/L, C-reactive protein (CRP) > 101.5 mg/L, lactate dehydrogenase (LDH) > 394 U/L, ferritin > 1359.9 mcg/L, or d-dimer > 1580 ng/mL.
Statistical analysis
Multiple imputations of missing data were performed. To minimize differences between groups and improve comparability, logistic-regression propensity score nearest neighbor matching (PSM) with replacement and caliper 0.2 was performed. The PSM included sociodemographic variables (age and sex), days from symptom onset to hospital admission, smoking behavior, body mass index (BMI), comorbidities as arterial hypertension, diabetes mellitus, dyslipidemia, chronic liver disease, severe chronic renal failure, chronic obstructive pulmonary disease (COPD), asthma, obstructive sleep apnea syndrome (OSAS), chronic heart failure, ischemic heart disease, cerebrovascular disease, cancer, dementia, degree of dependency, and Charlson index, tachypnea and laboratory variables on admission as PaO2/FiO2, ferritin, lactate dehydrogenase (LDH), C-reactive protein (CRP), lymphocyte count, D-dimer, albumin, creatinine, platelets count, and hemoglobin), and treatments during admission (corticosteroids, tocilizumab, and remdesivir).
Categorical variables were expressed as absolute numbers and percentages. Continuous variables are expressed as mean plus standard deviation (SD) in the case of parametric distribution or median [IQR] in the case of non-parametric distribution. Differences among groups were assessed using the chi-square test for categorical variables and T-test or Mann–Whitney test as appropriate for continuous variables. p values < 0.05 indicated statistical significance.
Statistical analysis was performed by IBM SPSS Statistics for Windows, Version 26.0. Armonk, NY, USA: IBM Corp.
Results
We included 20,641 patients in the study. There were 11,879 men (57%). On hospital admission, 3291 (15.9%) patients were detected as receiving ASA. In an attempt to differentiate the ASA effect from other effects, 3,291 exposed to ASA and 2885 not-exposed patients were matched.
General baseline data between groups
In the unadjusted analysis, patients on admission ASA were significantly older, predominantly male, and with fewer days between the start of symptoms at admission. Furthermore, patients on ASA were more frequently former smokers and had higher dependence, more comorbidities (arterial hypertension, dyslipidemia, diabetes mellitus, ischemic cardiopathy, cerebrovascular disease, peripheral arterial disease, dementia, chronic heart failure, severe chronic renal failure, cancer, COPD, and OSAS), and higher score in the Charlson Index. In contrast, the percentage of patients with atrial fibrillation and asthma was lower in patients with admission ASA use (Table 1).
Table 1.
All cohort | Propensity Score Matched Cohort | |||||||
---|---|---|---|---|---|---|---|---|
ASA | No ASA | % or mean difference | p value | ASA | No ASA | % or mean difference | p value | |
N | 3291 | 17,350 | 3291 | 2885 | ||||
Age, median [IQR] | 77.6 [70–85.2] | 66.9 [54.4–78.4] | + 10.7 | < 0.001 | 77.6 [70–85.2] | 79 [70.6–86.1] | − 1.4 | 0.003 |
Gender (males), n (%) | 2053 (62.4) | 9826 (56.6) | + 5.8% | < 0.001 | 2053 (62.4) | 1704 (59.1) | + 3.3% | 0.008 |
Race, n (%) Caucasian Black Hispanic Asian Others |
3174 (96.4) 10 (0.3) 71 (2.2) 7 (0.2) 29 (0.9) |
15,292 (88.1) 105 (0.6) 1629 (9.4) 95 (0.5) 229 (1.3) |
+ 8.3% − 0.3% − 7.2% − 0.3% − 0.4% |
< 0.001 |
3174 (96.4) 10 (0.3) 71 (2.2) 7 (0.2) 29 (0.9) |
2782 (96.4) 9 (0.3) 68 (2.4) 7 (0.2) 29 (0.9) |
0 0 + 0.2% 0 0 |
0.859 |
Days from onset to admission, median [IQR] | 5 [3–8] | 7 [4–9] | − 2 | < 0.001 | 5 [3–8] | 5 [3–8] | 0 | 0.647 |
BMI, median [IQR] | 28.6 [25.4–32] | 28.5 [25.3–32.1] | + 0.1 | 0.793 | 28.6 [25.4–32] | 28.5 [25.3–32] | + 0.1 | 0.653 |
Smoking behavior, n (%) Never smoker Former smoker Current smoker |
1912 (58.1) 1220 (37.1) 159 (4.8) |
12,460 (71.8) 4055 (23.4) 834 (4.8) |
− 13.7% + 13.7% 0 |
< 0.001 |
1912 (58.1) 1220 (37.1) 159 (4.8) |
1805 (62.6) 925 (32.1) 155 (5.4) |
− 4.5% + 5% − 0.6% |
< 0.001 |
Degree of dependency, n (%) None or mild Moderate Severe |
2340 (71.1) 532 (16.2) 419 (12.7) |
14,847 (85.6) 1419 (8.2) 1084 (6.2) |
− 14.5% + 8% + 6.5% |
< 0.001 |
2340 (71.1) 532 (16.2) 419 (12.7) |
2021 (70.1) 468 (16.2) 396 (13.7) |
+ 1% 0 − 1% |
0.498 |
Arterial hypertension, n (%) | 2599 (79) | 8109 (46.7) | + 32.3% | < 0.001 | 2599 (79) | 2260 (78.3) | + 0.7% | 0.542 |
Dyslipidemia, n (%) | 2140 (65) | 6046 (34.8) | + 30.2% | < 0.001 | 2140 (65) | 1790 (62) | + 3% | 0.015 |
Diabetes mellitus, n (%) | 1235 (37.5) | 3000 (17.3) | + 20.2% | < 0.001 | 1235 (37.5) | 1021 (35.4) | + 2.1% | 0.082 |
Atrial fibrillation, n (%) | 283 (8.6) | 1941 (11.2) | − 2.6% | < 0.001 | 283 (8.6) | 322 (11.2) | − 2.6% | 0.001 |
Ischemic cardiopathy, n (%) | 953 (29) | 665 (3.8) | + 25.2% | < 0.001 | 953 (29) | 538 (18.6) | + 10.4% | < 0.001 |
Cerebrovascular disease, n (%) | 662 (20.1) | 847 (4.9) | + 15.2% | < 0.001 | 662 (20.1) | 524 (18.2) | + 1.9% | 0.052 |
Peripheral arterial disease, n (%) | 402 (12.2) | 471 (2.7) | + 9.5% | < 0.001 | 402 (12.2) | 275 (9.5) | + 2.7% | 0.001 |
Dementia, n (%) | 567 (17.2) | 1,459 (8.4) | + 8.8% | < 0.001 | 567 (17.2) | 521 (18.1) | − 0.9% | 0.393 |
Chronic heart failure, n (%) | 434 (13.2) | 946 (5.5) | + 7.7% | < 0.001 | 434 (13.2) | 338 (11.7) | + 1.5% | 0.081 |
Chronic liver disease, n (%) | 124 (3.8) | 578 (3.3) | + 0.5% | 0.205 | 124 (3.8) | 133 (4.6) | − 0.8% | 0.098 |
Severe chronic renal failure, n (%) | 390 (11.9) | 816 (4.7) | + 7.2% | < 0.001 | 390 (11.9) | 312 (10.8) | + 1.1% | 0.201 |
Cancer, n (%) | 372 (11.3) | 1566 (9) | + 2.3% | < 0.001 | 372 (11.3) | 353 (12.2) | − 0.9% | 0.256 |
COPD, n (%) | 371 (11.3) | 1029 (5.9) | + 5.4% | < 0.001 | 371 (11.3) | 317 (11) | + 0.3% | 0.722 |
Asthma, n (%) | 195 (5.9) | 1257 (7.2) | − 1.3% | 0.007 | 195 (5.9) | 188 (6.5) | − 0.6% | 0.336 |
OSAS, n (%) | 271 (8.2) | 966 (5.6) | + 2.6% | < 0.001 | 271 (8.2) | 222 (7.7) | + 0.5% | 0.435 |
Charlson index median [IQR] | 2 [1–3] | 0 [0–2] | + 2 | < 0.001 | 2 [1–3] | 1 [1–3] | + 1 | < 0.001 |
ASA Acetylsalicylic acid, BMI body mass index, IQR interquartile range, COPD chronic obstructive pulmonary disease, OSAS obstructive sleep apnea syndrome, Severe chronic renal failure: Creatinine > 300 mg/dl or dialysis
The differences regarding days from onset to admission, degree of dependency, arterial hypertension, diabetes mellitus, cerebrovascular disease, dementia, and chronic heart failure disappeared after PSM analysis.
Regarding symptoms, ASA patients had a lower percentage of cough, arthromyalgias, ageusia, anosmia, sore throat, headache, fever, diarrhea, and abdominal pain with a similar percentage of dyspnea and vomiting. Heart rate was lower in ASA patients on admission, although in this group there was a higher percentage of patients with respiratory rate > 20 bpm (Table 2). All symptoms and physical examination differences lost the statistical association after PSM.
Table 2.
All cohort | Propensity score matched cohort | |||||||
---|---|---|---|---|---|---|---|---|
ASA | No ASA | % or mean difference | p value | ASA | No ASA | % or mean difference | p value | |
Cough, n (%) | 2148 (65.3) | 12,534 (72.2) | − 6.9% | < 0.001 | 2148 (65.3) | 1864 (64.6) | + 0.7% | 0.588 |
Arthromyalgias, n (%) | 736 (22.4) | 5375 (31) | − 8.6% | < 0.001 | 736 (22.4) | 637 (22.1) | + 0.3% | 0.789 |
Ageusia, n (%) | 184 (5.6) | 1730 (10) | − 4.4% | < 0.001 | 184 (5.6) | 164 (5.7) | − 0.1% | 0.874 |
Anosmia, n (%) | 151 (4.6) | 1535 (8.8) | − 4.2% | < 0.001 | 151 (4.6) | 146 (5.1) | − 0.5% | 0.387 |
Sore throat, n (%) | 230 (7) | 1683 (9.7) | − 2.7% | < 0.001 | 230 (7) | 209 (7.2) | − 0.2% | 0.697 |
Headache, n (%) | 230 (7) | 2264 (13) | − 6% | < 0.001 | 230 (7) | 196 (6.8) | + 0.2% | 0.763 |
Fever, n (%) | 2487 (75.6) | 14,261 (82.2) | − 6.6% | < 0.001 | 2487 (75.6) | 2168 (75.1) | + 0.5% | 0.701 |
Dyspnea, n (%) | 1928 (58.6) | 10,200 (58.8) | − 0.2% | 0.826 | 1928 (58.6) | 1685 (58.4) | + 0.2% | 0.887 |
Diarrhea, n (%) | 692 (21) | 4257 (24.5) | − 3.5% | < 0.001 | 692 (21) | 588 (20.4) | + 0.6% | 0.532 |
Vomiting, n (%) | 246 (7.5) | 1367 (7.9) | − 0.4% | 0.429 | 246 (7.5) | 210 (7.3) | + 0.2% | 0.769 |
Abdominal pain, n (%) | 179 (5.4) | 1128 (6.5) | − 1.1% | 0.022 | 179 (5.4) | 188 (6.5) | − 1.1% | 0.074 |
Heart rate, bpm median [IQR] | 83 [73–95] | 88 [77–100] | − 5 | < 0.001 | 83 [73–95] | 84 [74–95] | − 1 | 0.077 |
Respiratory rate > 20 bpm, n (%) | 1142 (34.7) | 5429 (31.3) | + 3.4% | < 0.001 | 1142 (34.7) | 1037 (35.9) | − 1.2% | 0.307 |
ASA Acetylsalicylic acid, IQR interquartile range
Laboratory tests between groups
Concerning to the analytical values, the group with ASA admission use had lower PaO2/FiO2, lymphocyte count, platelet figures, and albumin. In contrast, they presented with higher values of CRP, LDH, D-dimer, and creatinine. In the group without ASA, they presented higher values of ferritin and alanine transferase (ALT) (Table 3). Except for the Ddimer, all variables lost their association after PSM.
Table 3.
All cohort | Propensity score matched cohort | |||||||
---|---|---|---|---|---|---|---|---|
ASA | No ASA | Mean difference | p value | ASA | No ASA | Mean difference | p value | |
PaO2/FiO2, median [IQR] | 290.7 [235–347.6] | 300 [242.9–358.5] | − 9.3 | < 0.001 | 290.7 [235–347.6] | 289.5 [233–347.2] | + 1.2 | 0.595 |
Lymphocytes × 106/l, median [IQR] | 900 [600–1232] | 950 [690–1300] | − 50 | < 0.001 | 900 [600–1232] | 900 [610–1280] | 0 | 0.195 |
CRP mg/l, median [IQR] | 72 [27.7–139] | 64 [21.5–130] | + 8 | < 0.001 | 72 [27.7–139] | 69.2 [23.8–138] | + 2.8 | 0.151 |
LDH U/l, median [IQR] | 335 [251–463] | 325 [248–440.9] | + 10 | 0.005 | 335 [251–463] | 331 [248.5–454] | + 4 | 0.602 |
Ferritin mcg/l, median [IQR] | 630 [222–1328.1] | 751.1 [273.5–1450.2] | − 121.1 | < 0.001 | 630 [222–1328.1] | 653.8 [221.5–1331.8] | − 23.8 | 0.883 |
Ddimer ng/ml, median [IQR] | 920 [454–2200] | 631 [315–1400] | + 289 | < 0.001 | 920 [454–2200] | 846 [411–2072] | + 74 | 0.034 |
Hemoglobin g/dl, median [IQR] | 13.2 [11.9–14.6] | 13.9 [12.7–15] | − 0.7 | < 0.001 | 13.2 [11.9–14.6] | 13.3 [12–14.6] | − 0.1 | 0.077 |
Platelets × 109/l, median [IQR] | 184 [142–246] | 192 [149–250] | − 8 | < 0.001 | 184 [142–246] | 187 [145–244] | − 3 | 0.332 |
Creatinine mg/dl, median [IQR] | 1.06 [0.82–1.45] | 0.9 [0.72–1.13] | + 0.7 | < 0.001 | 1.06 [0.82–1.45] | 1.03 [0.81–1.45] | + 0.3 | 0.179 |
Albumin g/dl, median [IQR] | 3.6 [3.17–4] | 3.7 [3.3–4.1] | − 0.1 | < 0.001 | 3.6 [3.2–4] | 3.6 [3.2–3.9] | 0 | 0.676 |
ALT U/l, median [IQR] | 26 [17–42] | 30 [19–49] | − 4 | < 0.001 | 26 [17–42] | 26 [17–42] | 0 | 0.568 |
ASA Acetylsalicylic acid, ALT alanine transferase. CRP C-reactive protein, LDH lactate dehydrogenase, IQR interquartile range
Treatments during admission
During admission (Table 4), patients with ASA use were treated less frequently with oral anticoagulants, tocilizumab, and remdesivir. In contrast, they were treated more often with prophylactic doses of low-molecular-weight heparin (LMWH) and corticosteroids. Only treatment with LMWH retained significance when applying PSM.
Table 4.
All cohort | Propensity score matched cohort | |||||||
---|---|---|---|---|---|---|---|---|
ASA | No ASA | % difference | p value | ASA | No ASA | %difference | p value | |
Oral anticoagulants, n (%) Anti vitamin k DOAC |
33 (1) 46 (1.4) |
293 (1.7) 402 (2.3) |
− 0.7% − 0.9% |
< 0.001 |
33 (1) 46 (1.4) |
46 (1.6) 52 (1.8) |
− 0.6% − 0.4% |
0.051 |
LMWH, n (%) None Prophylactic doses Intermediate doses Full doses |
371 (12.3) 2208 (67.1) 315 (9.6) 364 (11.1) |
2737 (16.3) 10,991 (63.3) 1493 (8.6) 2032 (11.7) |
− 4% + 3.8% + 1% − 0.6% |
< 0.001 |
404 (12.3) 2208 (67.1) 364 (11.1) 315 (9.6) |
406 (14.1) 1812 (62.8) 403 (14) 264 (9.2) |
− 1.8% + 4.3% − 2.9% + 0.4% |
< 0.001 |
Steroids, n (%) | 1663 (50.9) | 7817 (45.3) | + 5.6% | < 0.001 | 1663 (50.5) | 1439 (49.9) | + 0.6% | 0.609 |
Tocilizumab, n (%) | 272 (8.3) | 1748 (10.1) | − 1.8% | 0.001 | 272 (8.3) | 236 (8.2) | + 0.1% | 0.904 |
Remdesivir, n (%) | 126 (3.8) | 823 (4.7) | − 0.9% | 0.022 | 126 (3.8) | 106 (3.7) | + 0.1% | 0.750 |
ASA Acetylsalicylic acid, DOACs direct oral anticoagulants, LMWH low-mollecular-weight heparin
Outcomes between groups (Fig. 1)
In-hospital mortality was higher in the ASA group (30.4 vs. 16.9%, p < 0.001). ASA patients presented also more frequently with high-risk-inflammatory categories (80.1 vs. 75.3%, p < 0.001), the requirement of NIMV (6.7 vs. 5.7%, p = 0.028), and the combined variable (38.1 vs. 27.4%, p < 0.001). In contrast, ASA patients required less frequent IMV (6.5 vs. 7.7%, p = 0.014) and ICU admission (8.6 vs. 9.9%, p = 0.018). There were no differences in the number of DVT (0.5 vs. 0.6%, p = 0.851), PE (1.7 vs. 1.7%, p = 0.851), DVT + PE (0.1 vs. 0.2%, p = 0.851), or HFNC use (9.7 vs. 9.5%, p = 0.720). As shown in Table 5, none of the outcomes assessed remained associated with admission ASA use after PSM. In-depth, in-hospital mortality was practically identical in the two groups after matching (30.4 vs. 30.3%, p = 0.938), same as DVT (0.5 vs 0.8%, p = 0.508), PE (1.7 vs. 1.4%, p = 0.508), DVT + PE (0.1 vs 0.2%, p = 0.508), high-risk inflammation category (80.1 vs. 79.1%, p = 0.316), HFNC (9.7 vs. 9.1%, p = 0.411), NIMV (6.7 vs. 6.3%, p = 0.518), IMV (6.5 vs. 6.3%, p = 0.750), ICU (8.6 vs. 8.2%, p = 0.622), and the combined variable (38.1 vs. 38%, p = 0.946).
Table 5.
All cohort | Propensity score matched cohort | |||||||
---|---|---|---|---|---|---|---|---|
ASA | No ASA | %difference | p value | ASA | No ASA | % difference | p value | |
Primary outcome n (%) In-hospital mortality |
1000 (30.4) | 2929 (16.9) | + 13.5% | < 0.001 | 1000 (30.4) | 874 (30.3) | + 0.1% | 0.938 |
Secondary outcomes n (%) DVT PE DVT + PE High-risk inflammatory category HFNC NIMV IMV ICU admission Combined variable |
18 (0.5) 57 (1.7) 4 (0.1) 2637 (80.1) 319 (9.7) 221 (6.7) 213 (6.5) 283 (8.6) 1253 (38.1) |
105 (0.6) 303 (1.7) 32 (0.2) 13,058 (75.3) 1647 (9.5) 994 (5.7) 1337 (7.7) 1723 (9.9) 4752 (27.4) |
− 0.1% 0 − 0.1% + 4.8% + 0.2% + 1% − 1.2% − 1.3% + 10.7% |
0.851 0.851 0.851 < 0.001 0.720 0.028 0.014 0.018 < 0.001 |
18 (0.5) 57 (1.7) 4 (0.1) 2637 (80.1) 319 (9.7) 221 (6.7) 213 (6.5) 283 (8.6) 1253 (38.1) |
22 (0.8) 41 (1.4) 5 (0.2) 2282 (79.1) 262 (9.1) 182 (6.3) 181 (6.3) 238 (8.2) 1096 (38) |
− 0.3% + 0.3% − 0.1% + 1% + 0.6% + 0.4% + 0.2% + 0.4% + 0.1% |
0.508 0.508 0.508 0.316 0.411 0.518 0.750 0.622 0.946 |
ASA Acetylsalicylic acid, HFNC High Flow nasal cannula, NIMV non-invasive mechanical ventilation, IMV invasive mechanical ventilation, ICU intensive care unit, DVT Deep venous thrombosis, PE Pulmonary embolism
Risk factors for in-hospital mortality (Table 6)
Table 6.
Univariate analysis | Multivariate analysis | |||
---|---|---|---|---|
OR (95% CI) | p value | OR (95% CI) | p value | |
Age | 1.06 (1.05–1.07) | < 0.001 | 1.19 (1.02–1.38) | 0.030 |
Gender (female) | 0.85 (0.76–0.95) | 0.005 | 0.73 (0.63–0.83) | < 0.001 |
BMI | 1.02 (1.01–1.03) | 0.003 | NS | |
Smoking behavior Never (ref.) Former smoker Current smoker |
1 1.19 (1.07–1.34) 0.83 (0.64–1.08) |
0.002 0.161 |
NS | |
Degree of dependency Mild (ref.) Moderate Severe |
1 2.47 (2.14–2.85) 3.03 (2.60–3.53) |
< 0.001 < 0.001 |
1 1.54 (1.29–1.84) 2 (1.65–2.42) |
< 0.001 < 0.001 |
Arterial hypertension | 1.45 (1.26–1.67) | < 0.001 | NS | |
Dyslipidemia | 1.04 (0.93–1.16) | 0.545 | ||
Diabetes mellitus | 1.17 (1.04–1.30) | 0.008 | NS | |
Ischaemic cardiopathy | 1.36 (1.20–1.54) | < 0.001 | NS | |
Chronic heart failure | 2.14 (1.83–2.49) | < 0.001 | 1.21 (1.01–1.47) | 0.049 |
Atrial fibrillation | 1.96 (1.66–2.33) | < 0.001 | NS | |
Cerebrovascular disease | 1.41 (1.23–1.61) | < 0.001 | NS | |
Peripheral arterial disease | 1.53 (1.30–1.81) | < 0.001 | NS | |
Dementia | 2.26 (1.97–2.58) | < 0.001 | NS | |
COPD | 1.46 (1.24–1.72) | < 0.001 | NS | |
Chronic liver disease | 1.04 (0.79–1.36) | 0.780 | ||
Severe chronic renal failure | 1.85 (1.58–2.17) | < 0.001 | NS | |
Charlson index | 1.19 (1.16–1.22) | < 0.001 | 1.12 (1.08–1.16) | < 0.001 |
Respiratory rate > 20 rpm | 3.65 (3.26–4.10) | < 0.001 | 2.49 (2.19–2.84) | < 0.001 |
PaO2/FiO2 | 0.99 (0.99–0.99) | < 0.001 | 0.99 (0.99–0.99) | < 0.001 |
Lymphocyte count × 106/L | 0.99 (0.99–0.99) | < 0.001 | 0.99 (0.99–0.99) | < 0.001 |
CRP (mg/L) | 1.01 (1.01–1,01) | < 0.001 | 1.01 (1.01–1.01) | < 0.001 |
LDH (U/L) | 1.01 (1.01–1,01) | < 0.001 | 1.01 (1.01–1.01) | < 0.001 |
Ferritin (mcg/L) | 1.01 (1.01–1,01) | < 0.001 | 1.01 (1.01–1.01) | 0.001 |
d-dimer (ng/mL) | 1.01 (1.01–1.01) | < 0.001 | NS | |
LMWH None (ref.) Prophylactic doses Intermediate doses Full doses |
1 0.48 (0.41–0.56) 0.57 (0.46–0.72) 0.79 (0.65–0.97) |
< 0.001< 0.001 0.025 |
1 0.44 (0.37–0.54) 0.41 (0.31–0.53) 0.52 (0.41–0.67) |
< 0.001 < 0.001 < 0.001 |
Steroids | 1.46 (1.31–1.63) | < 0.001 | 1.22 (1.07–1.4) | 0.003 |
Tocilizumab | 1.29 (1.06–1.56) | 0.009 | 1.71 (1.36–2.16) | < 0.001 |
ASA | 1.01 (0.90–1.12) | 0.938 | 1.05 (0.92–1.19) | 0.476 |
BMI body mass index, NS not significant, COPD chronic obstructive pulmonary disease, CRP C-reactive protein, LDH lactate dehydrogenase, LMWH low-molecular-weight heparin, ASA acetylsalicylic acid
Despite PSM some variables were not correctly matched so we performed a logistic regression to really investigate the possible effectiveness of ASA. The factors that were related to higher in-hospital mortality were older age, male sex, higher degree of dependency, chronic heart failure, higher Charlson index, tachypnea on admission, higher CRP, LDH, and ferritin levels. Lower PaO2/FiO2 and lymphocyte count levels were also associated with higher in-hospital mortality. The use of ASA was not related to in-hospital mortality.
Discussion
The main result of our study in a very large sample of patients (more than 20,000 patients) is the fact that there is no relationship between the intake of ASA at admission and the main outcome (in-hospital mortality), nor the secondary outcomes (inflammation, symptomatic thrombosis, and ICU admission) in Spanish hospitalized patients with COVID-19 infection after the correcting impact of PSM analysis.
ASA-related antiplatelet and anti-inflammatory effects could lead to better health outcomes in patients hospitalized for COVID-19 but our study failed to demonstrate that. When evaluating the data globally, the percentage of in-hospital mortality was much higher in the ASA group (30.4 vs. 16.9%, p < 0.001). The most obvious hypothesis is that occurs because the ASA patients were older and with more comorbidities. When applied PSM, we found identical rates of 30% of in-hospital mortality irrespective of whether or not they had previously taken ASA.
ASA is inexpensive, widely available, and with clear indications of prescription and a well-known risk profile. Of all the patients admitted for COVID-19 in Spain, 15.9% were under ASA before hospital admission. The percentage of patients admitted for COVID-19 who were under ASA is slightly lower than the 19.2% reported in a recent meta-analysis [6] and the 24% reported in a Veterans Health Administration study in patients with COVID-19 infection [11]. Our results confirm, as previously reported in COVID-19 patients, that ASA users tend to have more risk factors for severe COVID-19 infection (older age, diabetes mellitus, ischemic cardiopathy, etc.,)[6].
In-hospital mortality among ASA users in the meta-analysis by Salah et al.[6] was 22.6 vs. 18.3% among non-ASA users (RR = 1.12, 95% CI 0.84–1.50). It is important to take into account the few patients included in the 3 studies, and none of them assessing a European population. So, in the study by Alamdari et al. [7] they evaluated 459 patients (53 under ASA) from Iran, Chow et al. [9] included 419 USA patients (98 under ASA), and Yuan et al. [8] 183 Chinese patients, all with coronary artery disease (52 under ASA). We evaluated higher figures of patients (20,641 patients) of whom 3291 were treated with ASA before hospital admission. Sahai et al. [12] concluded in 248 USA-matched patients with COVID-19 that ASA had no overall mortality benefit in a retrospective observational study.
A recent study from Iran assessing 991 patients (336 with prior ASA intake or having started ASA on the first day of hospital admission) demonstrated a significant independent association between ASA and lower in-hospital mortality (RR = 0.75, 95% CI 0.56–0.99) [13]. Although the study was not carried out with PSM correction, it is worth highlighting the results taking into account that patients with ASA were older and had more comorbidities. Finally, Chow et al. [9] reported that ASA use was independently associated with decreased risk of MV and ICU admission. Neither Yuan et al. [8] nor our results after PSM could confirm this association.
In a different scenario from our study, ASA has shown good health outcomes. Liu et al. [14] enrolled 24 pairs of patients (after PSM) and reported that among adults (with arterial hypertension and cardiovascular diseases) infected with SARS-CoV-2, low-dose ASA (100 mg/day) was associated with a lower risk of mortality compared with non-ASA users. Among more than 30,000 COVID-19 positive USA Veterans, prior ASA intake was associated with a statistically and clinically significant decrease in overall mortality at 14-days (OR = 0.38, 95% CI 0.32–0.46) and 30-days (OR = 0.38, 95% CI 0.33–0.45) [13]. One possible interpretation of these results is that ASA is beneficial due to its possible antithrombotic, anti-inflammatory, and immunomodulation effects in community cases of COVID-19, but no longer when patients have a severe condition requiring hospital admission. A USA study [15] evaluating 1,956 patients according to the antiplatelet therapy prior to and during admission found lower in-hospital mortality in the group with ASA during admission after applying PSM (HR = 0.52, 95% CI 0.34–0.81). A recent meta-analysis [16] reported that ASA intake (prior or initiated during hospitalization) was independently associated with lower mortality in patients with COVID-19. When analyzing the results of the study, it is important to take into account the possible favorable effects of other important cardiovascular drug classes, especially renin–angiotensin–aldosterone system inhibitors and statins [17, 18].
The main strength of the study is a large number of patients evaluated, which makes it the largest study on the subject to our knowledge. Secondly, its multicentre hospital nature spans a diverse geographic range, from an integrated longitudinal database.
This study has several limitations. First, it was a retrospective study. Second, the intake of ASA before admission was collected and confirmed but neither the dose nor the reason for its prescription was recorded. Third, as this study was focused on in-patients, it was difficult to reflect the effect of ASA in an outpatient setting. Fourth, our sample is mostly Caucasian with a low representation of other ethnic groups. Fifth, we did not record the presence of other medications that are associated with hypercoagulabilities, such as oral contraceptives and hormone replacement. Sixth, we not explore if there was any difference in bleeding events Seventh, among the two groups, in-hospital mortality compared to patients who have undergone the same treatments for COVID was not evaluated. Finally, it is always concerning which variables to include in a PSM model. Including variables that are related to the exposure but not the outcome will decrease the precision of the estimated exposure effect without decreasing bias [20]. In our study, we have included a wide variety of comorbidities, some of them strongly related to ASA use but not so clearly related to the outcomes we describe. This could result in a loss of precision and, therefore, a limitation of the study.
Conclusions
To date, no consensus guidelines are available regarding ASA use in COVID-19, reflecting a paucity of data in this regard. Awaiting results from powered and randomized studies [19], our results, from a real-world large sample of hospitalized COVID-19 patients, provides information along with the idea that ASA intake at admission is not associated with lower in-hospital mortality or any other health outcome evaluated after applying PSM analysis.
Acknowledgements
We gratefully acknowledge all the investigators who participated in the SEMI-COVID-19 Registry. We also thank the SEMI-COVID-19 Registry Coordinating Centre, S and H Medical Science Service, for their quality control data, logistic and administrative support. We also thank CERCA Programme/Generalitat de Catalunya for institutional support.
Appendix
List of the SEMI-COVID-19 Network members
Coordinator of the SEMI-COVID-19 Registry: José Manuel Casas Rojo.
SEMI-COVID-19 Scientific Committee Members: José Manuel Casas Rojo, José Manuel Ramos Rincón, Carlos Lumbreras Bermejo, Jesús Millán Núñez-Cortés, Juan Miguel Antón Santos, Ricardo Gómez Huelgas.
Members of the SEMI-COVID-19 Group
H. Univ. de Bellvitge. L'Hospitalet de Llobregat (Barcelona)
Xavier Corbella, Francesc Formiga, Narcís Homs, Abelardo Montero, Jose María Mora-Luján, Manuel Rubio-Rivas.
H. U. 12 de Octubre. Madrid
Paloma Agudo de Blas, Coral Arévalo Cañas, Blanca Ayuso, José Bascuñana Morejón, Samara Campos Escudero, María Carnevali Frías, Santiago Cossio Tejido, Borja de Miguel Campo, Carmen Díaz Pedroche, Raquel Diaz Simon, Ana García Reyne, Laura Ibarra Veganzones, Lucia Jorge Huerta, Antonio Lalueza Blanco, Jaime Laureiro Gonzalo, Jaime Lora-Tamayo, Carlos Lumbreras Bermejo, Guillermo Maestro de la Calle, Rodrigo Miranda Godoy, Barbara Otero Perpiña, Diana Paredes Ruiz, Marcos Sánchez Fernández, Javier Tejada Montes.
H. Costa del Sol. Marbella (Málaga)
Victoria Augustín Bandera, Javier García Alegría, Nicolás Jiménez-García, Jairo Luque del Pino, María Dolores Martín Escalante, Francisco Navarro Romero, Victoria Nuñez Rodriguez, Julián Olalla Sierra.
H. U. Gregorio Marañon. Madrid
Laura Abarca Casas, Álvaro Alejandre de Oña, Rubén Alonso Beato, Leyre Alonso Gonzalo, Jaime Alonso Muñoz, Crhistian Mario Amodeo Oblitas, Cristina Ausín García, Marta Bacete Cebrián, Jesús Baltasar Corral, Maria Barrientos Guerrero, Alejandro D. Bendala Estrada, María Calderón Moreno, Paula Carrascosa Fernández, Raquel Carrillo, Sabela Castañeda Pérez, Eva Cervilla Muñoz, Agustín Diego Chacón Moreno, Maria Carmen Cuenca Carvajal, Sergio de Santos, Andrés Enríquez Gómez, Eduardo Fernández Carracedo, María Mercedes Ferreiro-Mazón Jenaro, Francisco Galeano Valle, Alejandra Garcia, Irene Garcia Fernandez-Bravo, María Eugenia García Leoni, María Gómez Antúnez, Candela González San Narciso, Anthony Alexander Gurjian, Lorena Jiménez Ibáñez, Cristina Lavilla Olleros, Cristina Llamazares Mendo, Sara Luis García, Víctor Mato Jimeno, Clara Millán Nohales, Jesús Millán Núñez-Cortés, Sergio Moragón Ledesma, Antonio Muiño Míguez, Cecilia Muñoz Delgado, Lucía Ordieres Ortega, Susana Pardo Sánchez, Alejandro Parra Virto, María Teresa Pérez Sanz, Blanca Pinilla Llorente, Sandra Piqueras Ruiz, Guillermo Soria Fernández-Llamazares, María Toledano Macías, Neera Toledo Samaniego, Ana Torres do Rego, Maria Victoria Villalba Garcia, Gracia Villarreal, María Zurita Etayo.
H. de Cabueñes. Gijón (Asturias)
Ana María Álvarez Suárez, Carlos Delgado Vergés, Rosa Fernandez-Madera Martínez, Eva Mª Fonseca Aizpuru, Alejandro Gómez Carrasco, Cristina Helguera Amezua, Juan Francisco López Caleya, Diego López Martínez, María del Mar Martínez López, Aleida Martínez Zapico, Carmen Olabuenaga Iscar, Lucía Pérez Casado, María Luisa Taboada Martínez, Lara María Tamargo Chamorro.
H. Reg. Univ. de Málaga
Mª Mar Ayala-Gutiérrez, Rosa Bernal López, José Bueno Fonseca, Verónica Andrea Buonaiuto, Luis Francisco Caballero Martínez, Lidia Cobos Palacios, Clara Costo Muriel, Francis de Windt, Ana Teresa Fernandez-Truchaud Christophel, Paula García Ocaña, Ricardo Gómez Huelgas, Javier Gorospe García, José Antonio Hurtado Oliver, Sergio Jansen-Chaparro, Maria Dolores López-Carmona, Pablo López Quirantes, Almudena López Sampalo, Elizabeth Lorenzo-Hernández, Juan José Mancebo Sevilla, Jesica Martín Carmona, Luis Miguel Pérez-Belmonte, Iván Pérez de Pedro, Araceli Pineda-Cantero, Carlos Romero Gómez, Michele Ricci, Jaime Sanz Cánovas.
H. U. La Paz. Madrid
Jorge Álvarez Troncoso, Francisco Arnalich Fernández, Francisco Blanco Quintana, Carmen Busca Arenzana, Sergio Carrasco Molina, Aranzazu Castellano Candalija, Germán Daroca Bengoa, Alejandro de Gea Grela, Alicia de Lorenzo Hernández, Alejandro Díez Vidal, Carmen Fernández Capitán, Maria Francisca García Iglesias, Borja González Muñoz, Carmen Rosario Herrero Gil, Juan María Herrero Martínez, Víctor Hontañón, Maria Jesús Jaras Hernández, Carlos Lahoz, Cristina Marcelo Calvo, Juan Carlos Martín Gutiérrez, Monica Martinez Prieto, Elena Martínez Robles, Araceli Menéndez Saldaña, Alberto Moreno Fernández, Jose Maria Mostaza Prieto, Ana Noblejas Mozo, Carlos Manuel Oñoro López, Esmeralda Palmier Peláez, Marina Palomar Pampyn, Maria Angustias Quesada Simón, Juan Carlos Ramos Ramos, Luis Ramos Ruperto, Aquilino Sánchez Purificación, Teresa Sancho Bueso, Raquel Sorriguieta Torre, Clara Itziar Soto Abanedes, Yeray Untoria Tabares, Marta Varas Mayoral, Julia Vásquez Manau.
H. Royo Villanova. Zaragoza
Nicolás Alcalá Rivera, Anxela Crestelo Vieitez, Esther del Corral Beamonte, Jesús Díez Manglano, Isabel Fiteni Mera, Maria del Mar Garcia Andreu, Martin Gericó Aseguinolaza, Cristina Gallego Lezaun, Claudia Josa Laorden, Raul Martínez Murgui, Marta Teresa Matía Sanz.
H. Clínico de Santiago de Compostela (A Coruña)
Maria del Carmen Beceiro Abad, Maria Aurora Freire Romero, Sonia Molinos Castro, Emilio Manuel Paez Guillan, María Pazo Nuñez, Paula Maria Pesqueira Fontan.
H. Clínico San Carlos. Madrid
Inés Armenteros Yeguas, Javier Azaña Gómez, Julia Barrado Cuchillo, Irene Burruezo López, Noemí Cabello Clotet, Alberto E. Calvo Elías, Elpidio Calvo Manuel, Carmen María Cano de Luque, Cynthia Chocron Benbunan, Laura Dans Vilan, Claudia Dorta Hernández, Ester Emilia Dubon Peralta, Vicente Estrada Pérez, Santiago Fernandez-Castelao, Marcos Oliver Fragiel Saavedra, José Luis García Klepzig, Maria del Rosario Iguarán Bermúdez, Esther Jaén Ferrer, Alejandro Maceín Rodríguez, Alejandro Marcelles de Pedro, Rubén Ángel Martín Sánchez, Manuel Méndez Bailón, Sara Miguel Álvarez, Maria José Nuñez Orantos, Carolina Olmos Mata, Eva Orviz García, David Oteo Mata, Cristina Outon González, Juncal Perez-Somarriba, Pablo Pérez Mateos, Maria Esther Ramos Muñoz, Xabier Rivas Regaira, Laura Mª Rodríguez Gallardo, Iñigo Sagastagoitia Fornie, Alejandro Salinas Botrán, Miguel Suárez Robles, Maddalena Elena Urbano, Andrea María Vellisca González, Miguel Villar Martínez.
H. Universitario Dr. Peset. Valencia
Juan Alberto Aguilera Ayllón, Arturo Artero, María del Mar Carmona Martín, María José Fabiá Valls, Maria de Mar Fernández Garcés, Ana Belén Gómez Belda, Ian López Cruz, Manuel Madrazo López, Elisabeth Mateo Sanchis, Jaume Micó Gandia, Laura Piles Roger, Adela Maria Pina Belmonte, Alba Viana García.
H. U. Puerta de Hierro. Madrid
María Álvarez Bello, Ane Andrés Eisenhofer, Ana Arias Milla, Isolina Baños Pérez, Laura Benítez Gutiérrez, Javier Bilbao Garay, Silvia Blanco Alonso, Jorge Calderón Parra, Alejandro Callejas Díaz, José María Camino Salvador, Mª Cruz Carreño Hernández, Valentín Cuervas-Mons Martínez, Sara de la Fuente Moral, Miguel del Pino Jimenez, Alberto Díaz de Santiago, Itziar Diego Yagüe, Ignacio Donate Velasco, Ana María Duca, Pedro Durán del Campo, Gabriela Escudero López, Esther Expósito Palomo, Ana Fernández Cruz, Esther Fiz Benito, Andrea Fraile López, Amy Galán Gómez, Sonia García Prieto, Claudia García Rodríguez-Maimón, Miguel Ángel García Viejo, Javier Gómez Irusta, Edith Vanessa Gutiérrez Abreu, Isabel Gutiérrez Martín, Ángela Gutiérrez Rojas, Andrea Gutiérrez Villanueva, Jesús Herráiz Jiménez, Pedro Laguna del Estal, Mª Carmen Máinez Sáiz, Cristina Martín Martín, María Martínez Urbistondo, Fernando Martínez Vera, Susana Mellor Pita, Patricia Mills Sánchez, Esther Montero Hernández, Alberto Mora Vargas, Cristina Moreno López, Alfonso Ángel-Moreno Maroto, Victor Moreno-Torres, Concha, Ignacio Morrás De La Torre, Elena Múñez Rubio, Rosa Muñoz de Benito, Ana Muñoz Gómez, Alejandro Muñoz Serrano, Jose María Palau Fayós, Lina Marcela Parra Ramírez, Ilduara Pintos Pascual, Arturo José Ramos Martín-Vegue, Antonio Ramos Martínez, Isabel Redondo Cánovas del Castillo, Alberto Roldán Montaud, Lucía Romero Imaz, Yolanda Romero Pizarro, Enrique Sánchez Chica, David Sánchez Órtiz, Mónica Sánchez Santiuste, Patricia Serrano de la Fuente, Pablo Tutor de Ureta, Ángela Valencia Alijo, Mercedes Valentín-Pastrana Aguilar, Juan Antonio Vargas Núñez, Jose Manuel Vázquez Comendador, Gema Vázquez Contreras, Carmen Vizoso Gálvez.
H. U. Reina Sofía. Córdoba
Antonio Pablo Arenas de Larriva, Pilar Calero Espinal, Javier Delgado Lista, Francisco Fuentes-Jiménez, María del Carmen Guerrero Martínez, María Jesús Gómez Vázquez, Jose Jiménez Torres, Laura Limia Pérez, José López-Miranda, Laura Martín Piedra, Marta Millán Orge, Javier Pascual Vinagre, Pablo Pérez-Martinez, María Elena Revelles Vílchez, Angela Rodrigo Martínez, Juan Luis Romero Cabrera, José David Torres-Peña.
C. H. U. de Badajoz
Rafael Aragon Lara, Inmaculada Cimadevilla Fernandez, Juan Carlos Cira García, Gema Maria García García, Julia Gonzalez Granados, Beatriz Guerrero Sánchez, Francisco Javier Monreal Periáñez, Maria Josefa Pascual Perez.
H. Moisès Broggi. Sant Joan Despí (Barcelona)
Judit Aranda Lobo, Lucía Feria Casanovas, Jose Loureiro Amigo, Miguel Martín Fernández, Isabel Oriol Bermúdez, Melani Pestaña Fernández, Nicolas Rhyman, Nuria Vázquez Piqueras.
H. U. Río Hortega. Valladolid
Irene Arroyo Jiménez, Marina Cazorla González, Marta Cobos-Siles, Luis Corral-Gudino, Pablo Cubero-Morais, María González Fernández, José Pablo Miramontes González, Marina Prieto Dehesa, Pablo Sanz Espinosa.
H. U. S. Juan de Alicante (Alicante)
Marisa Asensio Tomás, David Balaz, David Bonet Tur, Ruth Cañizares Navarro, Paloma Chazarra Pérez, Jesús Corbacho Redondo, Eliana Damonte White, María Escamilla Espínola, Leticia Espinosa Del Barrio, Pedro Jesús Esteve Atiénzar, Carles García Cervera, David Francisco García Núñez, Francisco Garrido Navarro, Vicente Giner Galvañ, Angie Gómez Uranga, Javier Guzmán Martínez, Isidro Hernández Isasi, Lourdes Lajara Villar, Verónica Martínez Sempere, Juan Manuel Núñez Cruz, Sergio Palacios Fernández, Juan Jorge Peris García, Rafael Piñol Pleguezuelos, Andrea Riaño Pérez, José Miguel Seguí Ripoll, Azucena Sempere Mira, Philip Wikman-Jorgensen.
H. Nuestra Señora del Prado. Talavera de la Reina (Toledo)
Sonia Casallo Blanco, Jeffrey Oskar Magallanes Gamboa, Cristina Salazar Mosteiro, Andrea Silva Asiain.
H. de Pozoblanco (Córdoba)
José Nicolás Alcalá Pedrajas, Antonia Márquez García, Inés Vargas.
H. G. U. de Elda (Alicante)
Carmen Cortés Saavedra, Jennifer Fernández Gómez, Borja González López, María Soledad Hernández Garrido, Ana Isabel López Amorós, Santiago López Gil, Maria de los Reyes Pascual Pérez, Nuria Ramírez Perea, Andrea Torregrosa García.
H. U. Infanta Cristina. Parla (Madrid)
Juan Miguel Antón Santos, Ana Belén Barbero Barrera, Blanca Beamonte Vela, Coralia Bueno Muiño, Charo Burón Fernández, Ruth Calderón Hernáiz, Irene Casado López, José Manuel Casas Rojo, Andrés Cortés Troncoso, Pilar Cubo Romano, Francesco Deodati, Alejandro Estrada Santiago, Gonzalo García Casasola Sánchez, Elena García Guijarro, Francisco Javier García Sánchez, Pilar García de la Torre, Mayte de Guzmán García-Monge, Davide Luordo, María Mateos González, José A. Melero Bermejo, Cruz Pastor Valverde, José Luis Pérez Quero, Fernando Roque Rojas, Lorea Roteta García, Elena Sierra Gonzalo, Francisco Javier Teigell Muñoz, Juan Vicente de la Sota, Javier Villanueva Martínez.
H. Santa Marina. Bilbao
María Areses Manrique, Ainara Coduras Erdozain, Ane Labirua-Iturburu Ruiz.
H. San Pedro. Logroño (La Rioja)
Diana Alegre González, Irene Ariño Pérez de Zabalza, Sergio Arnedo Hernández, Jorge Collado Sáenz, Beatriz Dendariena, Marta Gómez del Mazo, Iratxe Martínez de Narvajas Urra, Sara Martínez Hernández, Estela Menendez Fernández, Jose Luís Peña Somovilla, Elisa Rabadán Pejenaute.
H. U. Son Llàtzer. Palma de Mallorca
Andrés de la Peña Fernández, Almudena Hernández Milián.
C. H. U. Ourense
Raquel Fernández González, Amara Gonzalez Noya, Carlos Hernández Ceron, Isabel Izuzquiza Avanzini, Ana Latorre Diez, Pablo López Mato, Ana María Lorenzo Vizcaya, Daniel Peña Benítez, Milagros María Peña Zemsch, Lucía Pérez Expósito, Marta Pose Bar, Lara Rey González, Laura Rodrigo Lara.
H. U. La Fe. Valencia
Dafne Cabañero, María Calabuig Ballester, Pascual Císcar Fernández, Ricardo Gil Sánchez, Marta Jiménez Escrig, Cristina Marín Amela, Laura Parra Gómez, Carlos Puig Navarro, José Antonio Todolí Parra.
H. de Mataró. Barcelona
Raquel Aranega González, Ramon Boixeda, Javier Fernández Fernández, Carlos Lopera Mármol, Marta Parra Navarro, Ainhoa Rex Guzmán, Aleix Serrallonga Fustier.
H. de Sagunto (Valencia)
Enrique Rodilla Sala, Jose María Pascual Izuel, Zineb Karroud Zamrani.
H. Alto Guadalquivir. Andújar (Jaén)
Begoña Cortés Rodríguez.
C. H. U. de Ferrol (A Coruña)
Hortensia Alvarez Diaz, Tamara Dalama Lopez, Estefania Martul Pego, Carmen Mella Pérez, Ana Pazos Ferro, Sabela Sánchez Trigo, Dolores Suarez Sambade, Maria Trigas Ferrin, Maria del Carmen Vázquez Friol, Laura Vilariño Maneiro.
H. Infanta Margarita. Cabra (Córdoba)
María Esther Guisado Espartero, Lorena Montero Rivas, Maria de la Sierra Navas Alcántara, Raimundo Tirado-Miranda.
H. Público de Monforte de Lemos (Lugo)
José López Castro, Manuel Lorenzo López Reboiro, Cristina Sardiña González.
H. U. Virgen del Rocío. Sevilla
Reyes Aparicio Santos, Máximo Bernabeu-Wittel, Santiago Rodríguez Suárez, María Nieto, Luis Giménez Miranda, Rosa María Gámez Mancera, Fátima Espinosa Torre, Carlos Hernandez Quiles, Concepción Conde Guzmán, Juan Delgado de la Cuesta, Jara Eloisa Ternero Vega, María del Carmen López Ríos, Pablo Díaz Jiménez, Bosco Baron Franco, Carlos Jiménez de Juan, Sonia Gutiérrez Rivero, Julia Lanseros Tenllado, Verónica Alfaro Lara, Aurora González Estrada.
H. Marina Baixa. Villajoyosa (Alicante)
Javier Ena, José Enrique Gómez Segado.
C. A. U. de Salamanca
Gloria María Alonso Claudio, Víctor Barreales Rodríguez, Cristina Carbonell Muñoz, Adela Carpio Pérez, María Victoria Coral Orbes, Daniel Encinas Sánchez, Sandra Inés Revuelta, Miguel Marcos Martín, José Ignacio Martín González, José Ángel Martín Oterino, Leticia Moralejo Alonso, Sonia Peña Balbuena, María Luisa Pérez García, Ana Ramon Prados, Beatriz Rodríguez-Alonso, Ángela Romero Alegría, Maria Sanchez Ledesma, Rosa Juana Tejera Pérez.
H. General Defensa. Zaragoza
Anyuli Gracia Gutiérrez, Leticia Esther Royo Trallero.
H. de Palamós (Girona)
Ana Alberich Conesa, Mari Cruz Almendros Rivas, Miquel Hortos Alsina, José Marchena Romero, Anabel Martin-Urda Diez-Canseco.
H. Comarcal de Blanes (Girona)
Oriol Alonso Gisbert, Mercé Blázquez Llistosella, Pere Comas Casanova, Angels Garcia Flores, Anna Garcia Hinojo, Ana Inés Méndez Martínez, Maria del Carmen Nogales Nieves, Agnés Rivera Austrui, Alberto Zamora Cervantes.
H. do Salnes. Vilagarcía de Arousa (Pontevedra)
Vanesa Alende Castro, Ana María Baz Lomba, Ruth Brea Aparicio, Marta Fernández Morales, Jesús Manuel Fernández Villar, María Teresa López Monteagudo, Cristina Pérez García, Lorena Rodríguez Ferreira, Diana Sande Llovo, Maria Begoña Valle Feijoo.
H. U. HM Montepríncipe
José F. Varona Arche.
Declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Ethical approval
Our study was performed in accordance with the ethical standards of our institutional and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.
Informed consent
Written informed consent was waived by a central ethics committee, considering this an anonymized observational study in a pandemic situation.
Footnotes
A complete list of the SEMI-COVID-19 Network members is provided in the Appendix.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Francesc Formiga and Manuel Rubio-Rivas contributed equally as co-first authors of the study.
Contributor Information
Francesc Formiga, Email: fformiga@bellvitgehospital.cat.
Manuel Rubio-Rivas, Email: mrubio@bellvitgehospital.cat.
José María Mora-Luján, Email: jmora@bellvitgehospital.cat.
Samara Campos Escudero, Email: samara.campos1990@gmail.com.
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Manuel Mendez-Bailón, Email: manuel.mendez@salud.madrid.org.
Pedro Durán-del Campo, Email: pedrodurandc@hotmail.com.
Andrea Riaño Pérez, Email: andrea.riano.perez@gmail.com.
Francisco-Javier García-Sánchez, Email: fcojgarciasanchez@gmail.com.
José Nicolás Alcalá-Pedrajas, Email: jnalcala58@hotmail.com.
Sergio Arnedo Hernández, Email: sarnedocascante@gmail.com.
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Ricardo Gil Sánchez, Email: gil_ricsan@gva.es.
Ramon Boixeda, Email: Rboixeda@csdm.cat.
Julio Vicente, Email: vicente.rodrigo.j@gmail.com.
Begoña Cortes, Email: begocortesrod@gmail.com.
Carmen Mella Pérez, Email: mellacarmen@gmail.com.
María Esther Guisado Espartero, Email: guesm53@hotmail.com.
José López Castro, Email: jose.lopez.castro@sergas.es.
Santiago Rodríguez Suárez, Email: santisanti84@hotmail.com.
Jose F. Varona, Email: jfvarona@hmhospitales.com
Ricardo Gomez-Huelgas, Email: ricardogomezhuelgas@hotmail.com.
Jose Manuel Ramos-Rincón, Email: se.hmu@rsomar.esoj.
on behalf of the SEMI-COVID-19 SEMI-COVID-19 Network:
José Manuel Casas Rojo, José Manuel Ramos Rincón, Carlos Lumbreras Bermejo, Jesús Millán Núñez-Cortés, Juan Miguel Antón Santos, Ricardo Gómez Huelgas, Xavier Corbella, Francesc Formiga, Narcís Homs, Abelardo Montero, Jose María Mora-Luján, Manuel Rubio-Rivas, Paloma Agudo de Blas, Coral Arévalo Cañas, Blanca Ayuso, José Bascuñana Morejón, Samara Campos Escudero, María Carnevali Frías, Santiago Cossio Tejido, Borja de Miguel Campo, Carmen Díaz Pedroche, Raquel Diaz Simon, Ana García Reyne, Laura Ibarra Veganzones, Lucia Jorge Huerta, Antonio Lalueza Blanco, Jaime Laureiro Gonzalo, Jaime Lora-Tamayo, Carlos Lumbreras Bermejo, Guillermo Maestro de la Calle, Rodrigo Miranda Godoy, Barbara Otero Perpiña, Diana Paredes Ruiz, Marcos Sánchez Fernández, Javier Tejada Montes, H. Costa del Sol. Marbella, Victoria Augustín Bandera, Javier García Alegría, Nicolás Jiménez-García, Jairo Luque del Pino, María Dolores Martín Escalante, Francisco Navarro Romero, Victoria Nuñez Rodriguez, Julián Olalla Sierra, Laura Abarca Casas, Álvaro Alejandre de Oña, Rubén Alonso Beato, Leyre Alonso Gonzalo, Jaime Alonso Muñoz, Crhistian Mario Amodeo Oblitas, Cristina Ausín García, Marta Bacete Cebrián, Jesús Baltasar Corral, Maria Barrientos Guerrero, Alejandro D. Bendala Estrada, María Calderón Moreno, Paula Carrascosa Fernández, Raquel Carrillo, Sabela Castañeda Pérez, Eva Cervilla Muñoz, Agustín Diego Chacón Moreno, Maria Carmen Cuenca Carvajal, Sergio de Santos, Andrés Enríquez Gómez, Eduardo Fernández Carracedo, María Mercedes Ferreiro-Mazón Jenaro, Francisco Galeano Valle, Alejandra Garcia, Irene Garcia Fernandez-Bravo, María Eugenia García Leoni, María Gómez Antúnez, Candela González San Narciso, Anthony Alexander Gurjian, Lorena Jiménez Ibáñez, Cristina Lavilla Olleros, Cristina Llamazares Mendo, Sara Luis García, Víctor Mato Jimeno, Clara Millán Nohales, Jesús Millán Núñez-Cortés, Sergio Moragón Ledesma, Antonio Muiño Míguez, Cecilia Muñoz Delgado, Lucía Ordieres Ortega, Susana Pardo Sánchez, Alejandro Parra Virto, María Teresa Pérez Sanz, Blanca Pinilla Llorente, Sandra Piqueras Ruiz, Guillermo Soria Fernández-Llamazares, María Toledano Macías, Neera Toledo Samaniego, Ana Torres do Rego, Maria Victoria Villalba Garcia, Gracia Villarreal, María Zurita Etayo, Ana María Álvarez Suárez, Carlos Delgado Vergés, Rosa Fernandez-Madera Martínez, Eva Mª Fonseca Aizpuru, Alejandro Gómez Carrasco, Cristina Helguera Amezua, Juan Francisco López Caleya, Diego López Martínez, María del Mar Martínez López, Aleida Martínez Zapico, Carmen Olabuenaga Iscar, Lucía Pérez Casado, María Luisa Taboada Martínez, Lara María Tamargo Chamorro, Mª Mar Ayala-Gutiérrez, Rosa Bernal López, José Bueno Fonseca, Verónica Andrea Buonaiuto, Luis Francisco Caballero Martínez, Lidia Cobos Palacios, Clara Costo Muriel, Francis de Windt, Ana Teresa Fernandez-Truchaud Christophel, Paula García Ocaña, Ricardo Gómez Huelgas, Javier Gorospe García, José Antonio Hurtado Oliver, Sergio Jansen-Chaparro, Maria Dolores López-Carmona, Pablo López Quirantes, Almudena López Sampalo, Elizabeth Lorenzo-Hernández, Juan José Mancebo Sevilla, Jesica Martín Carmona, Luis Miguel Pérez-Belmonte, Iván Pérez de Pedro, Araceli Pineda-Cantero, Carlos Romero Gómez, Michele Ricci, Jaime Sanz Cánovas, Jorge Álvarez Troncoso, Francisco Arnalich Fernández, Francisco Blanco Quintana, Carmen Busca Arenzana, Sergio Carrasco Molina, Aranzazu Castellano Candalija, Germán Daroca Bengoa, Alejandro de Gea Grela, Alicia de Lorenzo Hernández, Alejandro Díez Vidal, Carmen Fernández Capitán, Maria Francisca García Iglesias, Borja González Muñoz, Carmen Rosario Herrero Gil, Juan María Herrero Martínez, Víctor Hontañón, Maria Jesús Jaras Hernández, Carlos Lahoz, Cristina Marcelo Calvo, Juan Carlos Martín Gutiérrez, Monica Martinez Prieto, Elena Martínez Robles, Araceli Menéndez Saldaña, Alberto Moreno Fernández, Jose Maria Mostaza Prieto, Ana Noblejas Mozo, Carlos Manuel Oñoro López, Esmeralda Palmier Peláez, Marina Palomar Pampyn, Maria Angustias Quesada Simón, Juan Carlos Ramos Ramos, Luis Ramos Ruperto, Aquilino Sánchez Purificación, Teresa Sancho Bueso, Raquel Sorriguieta Torre, Clara Itziar Soto Abanedes, Yeray Untoria Tabares, Marta Varas Mayoral, Julia Vásquez Manau, Nicolás Alcalá Rivera, Anxela Crestelo Vieitez, Esther del Corral Beamonte, Jesús Díez Manglano, Isabel Fiteni Mera, Maria del Mar Garcia Andreu, Martin Gericó Aseguinolaza, Cristina Gallego Lezaun, Claudia Josa Laorden, Raul Martínez Murgui, Marta Teresa Matía Sanz, Maria del Carmen Beceiro Abad, Maria Aurora Freire Romero, Sonia Molinos Castro, Emilio Manuel Paez Guillan, María Pazo Nuñez, Paula Maria Pesqueira Fontan, Inés Armenteros Yeguas, Javier Azaña Gómez, Julia Barrado Cuchillo, Irene Burruezo López, Noemí Cabello Clotet, Alberto E. Calvo Elías, Elpidio Calvo Manuel, Carmen María Cano de Luque, Cynthia Chocron Benbunan, Laura Dans Vilan, Claudia Dorta Hernández, Ester Emilia Dubon Peralta, Vicente Estrada Pérez, Santiago Fernandez-Castelao, Marcos Oliver Fragiel Saavedra, José Luis García Klepzig, Maria del Rosario Iguarán Bermúdez, Esther Jaén Ferrer, Alejandro Maceín Rodríguez, Alejandro Marcelles de Pedro, Rubén Ángel Martín Sánchez, Manuel Méndez Bailón, Sara Miguel Álvarez, Maria José Nuñez Orantos, Carolina Olmos Mata, Eva Orviz García, David Oteo Mata, Cristina Outon González, Juncal Perez-Somarriba, Pablo Pérez Mateos, Maria Esther Ramos Muñoz, Xabier Rivas Regaira, Laura Mª Rodríguez Gallardo, Iñigo Sagastagoitia Fornie, Alejandro Salinas Botrán, Miguel Suárez Robles, Maddalena Elena Urbano, Andrea María Vellisca González, Miguel Villar Martínez, Juan Alberto Aguilera Ayllón, Arturo Artero, María del Mar Carmona Martín, María José Fabiá Valls, Maria de Mar Fernández Garcés, Ana Belén Gómez Belda, Ian López Cruz, Manuel Madrazo López, Elisabeth Mateo Sanchis, Jaume Micó Gandia, Laura Piles Roger, Adela Maria Pina Belmonte, Alba Viana García, María Álvarez Bello, Ane Andrés Eisenhofer, Ana Arias Milla, Isolina Baños Pérez, Laura Benítez Gutiérrez, Javier Bilbao Garay, Silvia Blanco Alonso, Jorge Calderón Parra, Alejandro Callejas Díaz, José María Camino Salvador, Mª Cruz Carreño Hernández, Valentín Cuervas-Mons Martínez, Sara de la Fuente Moral, Miguel del Pino Jimenez, Alberto Díaz de Santiago, Itziar Diego Yagüe, Ignacio Donate Velasco, Ana María Duca, Pedro Durán del Campo, Gabriela Escudero López, Esther Expósito Palomo, Ana Fernández Cruz, Esther Fiz Benito, Andrea Fraile López, Amy Galán Gómez, Sonia García Prieto, Claudia García Rodríguez-Maimón, Miguel Ángel García Viejo, Javier Gómez Irusta, Edith Vanessa Gutiérrez Abreu, Isabel Gutiérrez Martín, Ángela Gutiérrez Rojas, Andrea Gutiérrez Villanueva, Jesús Herráiz Jiménez, Pedro Laguna del Estal, Mª Carmen Máinez Sáiz, Cristina Martín Martín, María Martínez Urbistondo, Fernando Martínez Vera, Susana Mellor Pita, Patricia Mills Sánchez, Esther Montero Hernández, Alberto Mora Vargas, Cristina Moreno López, Alfonso Ángel-Moreno Maroto, Victor Moreno-Torres, Concha, Ignacio Morrás De La Torre, Elena Múñez Rubio, Rosa Muñoz de Benito, Ana Muñoz Gómez, Alejandro Muñoz Serrano, Jose María Palau Fayós, Lina Marcela Parra Ramírez, Ilduara Pintos Pascual, Arturo José Ramos Martín-Vegue, Antonio Ramos Martínez, Isabel Redondo Cánovas del Castillo, Alberto Roldán Montaud, Lucía Romero Imaz, Yolanda Romero Pizarro, Enrique Sánchez Chica, David Sánchez Órtiz, Mónica Sánchez Santiuste, Patricia Serrano de la Fuente, Pablo Tutor de Ureta, Ángela Valencia Alijo, Mercedes Valentín-Pastrana Aguilar, Juan Antonio Vargas Núñez, Jose Manuel Vázquez Comendador, Gema Vázquez Contreras, Carmen Vizoso Gálvez, Antonio Pablo Arenas de Larriva, Pilar Calero Espinal, Javier Delgado Lista, Francisco Fuentes-Jiménez, María del Carmen Guerrero Martínez, María Jesús Gómez Vázquez, Jose Jiménez Torres, Laura Limia Pérez, José López-Miranda, Laura Martín Piedra, Marta Millán Orge, Javier Pascual Vinagre, Pablo Pérez-Martinez, María Elena Revelles Vílchez, Angela Rodrigo Martínez, Juan Luis Romero Cabrera, José David Torres-Peña, Rafael Aragon Lara, Inmaculada Cimadevilla Fernandez, Juan Carlos Cira García, Gema Maria García García, Julia Gonzalez Granados, Beatriz Guerrero Sánchez, Francisco Javier Monreal Periáñez, Maria Josefa Pascual Perez, Judit Aranda Lobo, Lucía Feria Casanovas, Jose Loureiro Amigo, Miguel Martín Fernández, Isabel Oriol Bermúdez, Melani Pestaña Fernández, Nicolas Rhyman, Nuria Vázquez Piqueras.Irene Arroyo Jiménez, Marina Cazorla González, Marta Cobos-Siles, Luis Corral-Gudino, Pablo Cubero-Morais, María González Fernández, José Pablo Miramontes González, Marina Prieto Dehesa, Pablo Sanz Espinosa, Marisa Asensio Tomás, David Balaz, David Bonet Tur, Ruth Cañizares Navarro, Paloma Chazarra Pérez, Jesús Corbacho Redondo, Eliana Damonte White, María Escamilla Espínola, Leticia Espinosa Del Barrio, Pedro Jesús Esteve Atiénzar, Carles García Cervera, David Francisco García Núñez, Francisco Garrido Navarro, Vicente Giner Galvañ, Angie Gómez Uranga, Javier Guzmán Martínez, Isidro Hernández Isasi, Lourdes Lajara Villar, Verónica Martínez Sempere, Juan Manuel Núñez Cruz, Sergio Palacios Fernández, Juan Jorge Peris García, Rafael Piñol Pleguezuelos, Andrea Riaño Pérez, José Miguel Seguí Ripoll, Azucena Sempere Mira, Philip Wikman-Jorgensen, Sonia Casallo Blanco, Jeffrey Oskar Magallanes Gamboa, Cristina Salazar Mosteiro, Andrea Silva Asiain, José Nicolás Alcalá Pedrajas, Antonia Márquez García, Inés Vargas, Carmen Cortés Saavedra, Jennifer Fernández Gómez, Borja González López, María Soledad Hernández Garrido, Ana Isabel López Amorós, Santiago López Gil, Maria de los Reyes Pascual Pérez, Nuria Ramírez Perea, Andrea Torregrosa García, Juan Miguel Antón Santos, Ana Belén Barbero Barrera, Blanca Beamonte Vela, Coralia Bueno Muiño, Charo Burón Fernández, Ruth Calderón Hernáiz, Irene Casado López José Manuel Casas Rojo, Andrés Cortés Troncoso, Pilar Cubo Romano, Francesco Deodati, Alejandro Estrada Santiago, Gonzalo García Casasola Sánchez, Elena García Guijarro, Francisco Javier García Sánchez, Pilar García de la Torre, Mayte de Guzmán García-Monge, Davide Luordo, María Mateos González, José A. Melero Bermejo, Cruz Pastor Valverde, José Luis Pérez Quero, Fernando Roque Rojas, Lorea Roteta García, Elena Sierra Gonzalo, Francisco Javier Teigell Muñoz, Juan Vicente de la Sota, Javier Villanueva Martínez, María Areses Manrique, Ainara Coduras Erdozain, Ane Labirua-Iturburu Ruiz, Diana Alegre González, Irene Ariño Pérez de Zabalza, Sergio Arnedo Hernández, Jorge Collado Sáenz, Beatriz Dendariena, Marta Gómez del Mazo, Iratxe Martínez de Narvajas Urra, Sara Martínez Hernández, Estela Menendez Fernández, Jose Luís Peña Somovilla, Elisa Rabadán Pejenaute, Andrés de la Peña Fernández, Almudena Hernández Milián, Raquel Fernández González, Amara Gonzalez Noya, Carlos Hernández Ceron, Isabel Izuzquiza Avanzini, Ana Latorre Diez, Pablo López Mato, Ana María Lorenzo Vizcaya, Daniel Peña Benítez, Milagros María Peña Zemsch, Lucía Pérez Expósito, Marta Pose Bar, Lara Rey González, Laura Rodrigo Lara, Dafne Cabañero, María Calabuig Ballester, Pascual Císcar Fernández, Ricardo Gil Sánchez, Marta Jiménez Escrig, Cristina Marín Amela, Laura Parra Gómez, Carlos Puig Navarro, José Antonio Todolí Parra, Raquel Aranega González, Ramon Boixeda, Javier Fernández Fernández, Carlos Lopera Mármol, Marta Parra Navarro, Ainhoa Rex Guzmán, Aleix Serrallonga Fustier, Enrique Rodilla Sala, Jose María Pascual Izuel, Zineb Karroud Zamrani, Begoña Cortés Rodríguez, Hortensia Alvarez Diaz, Tamara Dalama Lopez, Estefania Martul Pego, Carmen Mella Pérez, Ana Pazos Ferro, Sabela Sánchez Trigo, Dolores Suarez Sambade, Maria Trigas Ferrin, Maria del Carmen Vázquez Friol, Laura Vilariño Maneiro, María Esther Guisado Espartero, Lorena Montero Rivas, Maria de la Sierra Navas Alcántara, Raimundo Tirado-Miranda, José López Castro, Manuel Lorenzo López Reboiro, Cristina Sardiña González, Reyes Aparicio Santos, Máximo Bernabeu-Wittel, Santiago Rodríguez Suárez, María Nieto, Luis Giménez Miranda, Rosa María Gámez Mancera, Fátima Espinosa Torre, Carlos Hernandez Quiles, Concepción Conde Guzmán, Juan Delgado de la Cuesta, Jara Eloisa Ternero Vega, María del Carmen López Ríos, Pablo Díaz Jiménez, Bosco Baron Franco, Carlos Jiménez de Juan, Sonia Gutiérrez Rivero, Julia Lanseros Tenllado, Verónica Alfaro Lara, Aurora González Estrada, Javier Ena, José Enrique Gómez Segado, Gloria María Alonso Claudio, Víctor Barreales Rodríguez, Cristina Carbonell Muñoz, Adela Carpio Pérez, María Victoria Coral Orbes, Daniel Encinas Sánchez, Sandra Inés Revuelta, Miguel Marcos Martín, José Ignacio Martín González, José Ángel Martín Oterino, Leticia Moralejo Alonso, Sonia Peña Balbuena, María Luisa Pérez García, Ana Ramon Prados, Beatriz Rodríguez-Alonso, Ángela Romero Alegría, Maria Sanchez Ledesma, Rosa Juana Tejera Pérez, Anyuli Gracia Gutiérrez, Leticia Esther Royo Trallero, Ana Alberich Conesa, Mari Cruz Almendros Rivas, Miquel Hortos Alsina, José Marchena Romero, Anabel Martin-Urda Diez-Canseco, Oriol Alonso Gisbert, Mercé Blázquez Llistosella, Pere Comas Casanova, Angels Garcia Flores, Anna Garcia Hinojo, Ana Inés Méndez Martínez, Maria del Carmen Nogales Nieves, Agnés Rivera Austrui, Alberto Zamora Cervantes, Vanesa Alende Castro, Ana María Baz Lomba, Ruth Brea Aparicio, Marta Fernández Morales, Jesús Manuel Fernández Villar, María Teresa López Monteagudo, Cristina Pérez García, Lorena Rodríguez Ferreira, Diana Sande Llovo, Maria Begoña Valle Feijoo, and José F. Varona Arche
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