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Vol. 46. Núm. 2.
Páginas 57-71 (Marzo - Abril 2022)
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Vol. 46. Núm. 2.
Páginas 57-71 (Marzo - Abril 2022)
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Factors associated with mortality in patients hospitalized for COVID-19 in Spain. Data from the RERFAR registry
Factores asociados a la mortalidad en pacientes hospitalizados por COVID-19 en España. Datos del Registro Español de Resultados de Farmacoterapia frente a COVID-19 (RERFAR)
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Antonio Olry de Labry-Lima1,2,3,
Autor para correspondencia
antonio.olrylabry.easp@juntadeandalucia.es

Author of correspondence Antonio Olry de Labry Lima, Escuela Andaluza de Salud Pública (EASP), Campus Universitario de Cartuja, Apartado Postal 2070, 18080 Granada. Spain.
, Javier Saez-de la Fuente4, Laila Abdel-Kader Martin5, Emilio Jesús Alegre-del Rey6, Emilio García-Cabrera7, Jesús F. Sierra-Sánchez8
1 Centro Andaluz de Información de Medicamentos (Cadime), Escuela Andaluza de Salud Pública, Granada. Spain.
2 Instituto de Investigación Biosanitaria ibs, Granada. Spain.
3 CIBER en Epidemiología y Salud Pública (CIBERESP). Spain.
4 Pharmacy Department, Hospital Universitario Ramón y Cajal, Madrid. Spain.
5 Pharmacy Department, Hospital Virgen del Rocío, Sevilla. Spain.
6 Pharmacy Department, Hospital Universitario Puerto Real, Cádiz. Spain.
7 Departamento de Medicina Preventiva y Salud Pública, Universidad de Sevilla, Sevilla. Spain.
8 Pharmacy Department, Hospital Universitario Jerez de la Frontera, Cádiz. Spain.
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Tablas (5)
Table 1. Demographics, clinical characteristics and previous treatment and their association with 42-day mortality
Table 2. Results of baseline analytical parameters and their association with 42-day mortality
Table 3. Treatments initiated within 48h from hospital admission
Table 4. Factors associated with 42-day mortality in patients admitted for COVID-19: multivariate analysis
Annex 1. Healthcare providers who contributed to the study
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Abstract
Objective

To determine the baseline characteristics associated with higher mortality at 42 days in patients hospitalized for COVID-19 in Spain.

Method

The study analyzed a prospective cohort of hospitalized COVID-19 patients. The dependent variable was 42-day mortality. Data on the subjects’ demographic and clinical characteristics, comorbidities, usual therapy and supportive interventions and treatments was collected within 48 hours from admission. To determine the potential association of the data with mortality, a multivariate analysis was performed using logistic regression.

Results

15,628 patients were included, 18.2% of whom (n = 2,806) died during the study period. According to the multivariate analysis, the variables that were significantly associated (p < 0.05) with mortality upon admission were: being referred from a nursing home (OR 1.9); having a high respiratory rate (OR 1,5); having moderate (OR 1.7) or severe (OR 2.9) pneumonia (CURB-65); aspartate aminotransferase transaminase ≥ 100 IU/1 (OR 2.1); lactate dehydrogenase ≥ 360 IU/L (OR 1.6); procalcitonin > 0.5 ng/mL (OR 1.8); creatine kinase ≥ 294 U/L (OR 1.5); D-dimer > 3,000 ng/mL (OR 1.5); hemoglobin < 11.6 g/dL (OR 1.4) and C-reactive protein > 120 mg/L (OR 1.2; requiring respiratory support within the first 48 hours (oxygen therapy [OR 2.0], non-invasive ventilation [OR 2.8], and mechanical ventilation [OR 3.5]); and being treated with interferon-beta (OR 1.5). On the contrary, being under 80 years of age was associated with lower mortality.

Conclusions

The analysis, based on the data in the RERFAR registry, showed that the factors associated with poorer prognosis were older age, assessed using the CURB-65 scale, level of respiratory support required, severe pneumonia (CURB-65), hypertransaminasemia, elevated creatine kinase, lactate dehydrogenase, and D-dimer levels, anemia, and elevated respiratory rate.

KEYWORDS:
2019-nCoV
SARS-CoV-2
Coronavirus
COVID-19
Mortality
Spain
Resumen
Objetivo

Determinar las características basales que se asocian a una mayor mortalidad a los 42 días en aquellos pacientes hospitalizados por COVID-19 en España.

Método

Cohorte prospectiva de pacientes COVID-19 hospitalizados. La variable dependiente fue la mortalidad a los 42 días. Además, se recogieron características demográficas, clínicas, comorbilidades, tratamiento habitual, intervenciones de soporte y tratamientos en las primeras 48 horas del ingreso. Para determinar la asociación con la mortalidad, se realizó un análisis multivariante mediante regresión logística.

Resultados

Se incluyeron 15.628 pacientes, de ellos falleció el 18,2% (n = 2.806). El análisis multivariante mostró que las variables asociadas significativamente (p < 0,05) con la mortalidad al ingreso fueron: proceder de un centro sociosanitario (odds ratio OR 1,9), frecuencia respiratoria (odds ratio 1,5), gravedad de neumonía (CURB-65) moderada (odds ratio 1,7) o alta (odds ratio 2,9), transaminasa aspartato aminotransferasa ≥ 100 U/l (odds ratio 2,1), lactato-deshidrogenasa ≥ 360 UI/l (odds ratio 1,6), procalcitonina > 0,5 ng/ml (odds ratio 1,8), creatina-quinasa ≥ 294 U/l (odds ratio 1,5), dímero D > 3.000 ng/ml (odds ratio 1,5), hemoglobina < 11,6 g/dl (odds ratio 1,4) y proteina C reactiva > 120 mg/l (odds ratio 1,2), necesidad de soporte respiratorio en las primeras 48 horas (odds ratio 2,0 de oxigenoterapia; odds ratio 2,8 ventilación no invasiva y odds ratio 3,5 ventilación mecánica) y tratamiento con interferón-beta (odds ratio 1,5). Por el contrario, ser menor de 80 años se asoció a una menor mortalidad.

Conclusiones

El análisis del Registro Español de Resultados de Farmacoterapia frente a COVID-19 muestra que los factores asociados a peor pronóstico son: mayor edad, valoración mediante la escala CURB-65, el nivel de requerimiento de soporte respiratorio, neumonía grave (CURB-65), hipertransaminasemia, elevación de creatina-quinasa, lactato-deshidroge- nasa, y dímero-D, anemia y elevación de la frecuencia respiratoria.

PALABRAS CLAVE:
2019-nCoV
SARS-CoV-2
Coronavirus
COVID-19
Mortalidad
España
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Introduction

In December 2019, the first cases of Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) pneumonia, which causes Coronavirus Disease-2019 (COVID-19), were reported in Wuhan city (Hubei province, China). Since then, this virus has spread worldwide in pandemic form.

COVID-19 patients usually present with fever, dry cough, upper respiratory congestion, and shortness of breath. Cases of headache, hemoptysis and diarrhea, loss of smell (anosmia) and loss of taste (ageusia) have also been reported1,2.

The pandemic has caused an unprecedented situation resulting in a significant number of reported cases, deaths and, ultimately, in a major social and economic upheaval. Science has had to mobilize all its resources to provide an urgent response to the need for evidence. Today, many unknowns remain, and there is a massive and pressing demand for evidence on the treatment of COVID-19. Aware of this urgency, the Spanish Society of Hospital Pharmacists (SEFH) launched, back in March 2020, the Spanish COVID 19 Drug therapy Outcomes Registry (RERFAR). The aim of this study was to determine the baseline characteristics associated with increased 42-day mortality in patients hospitalized for COVID-19 in Spain.

Methods

The present study included a cohort of patients with PCR confirmation of COVID-19 admitted to 174 Spanish hospitals between March 20 and July 15, 2020. A maximum of 200 patients were included from each hospital to avoid overrepresentation of hospitals with a larger number of patients. A simple random sampling procedure produced a total sample of 15,628 patients. Patients with suspected nosocomial infection with COVID-19 (n = 227) were excluded if symptoms began after admission.

Variables

The dependent variable was 42-day mortality. In addition, the following groups of independent variables were collected:

  • 1

    Demographic characteristics: sex, age, body mass index (weight [kg]/ height [m2]; lean: < 18.5, normal: 18.5-24.9, overweight: 25-29.9, obese: > 30), whether subjects were healthcare providers and whether they had been referred from a nursing home or other care center.

  • 2

    Previous clinical status: hypertension; diabetes mellitus; chronic obstructive pulmonary disease (COPD); asthma; heart failure; ischemic heart disease; renal failure; cirrhosis; neurological disorders; active hematological/oncological neoplasms (active treatment, diagnosis or recurrence/metastasis less than 5 years ago, excluding diagnosis of squamous cell and basal cell carcinoma); and human immunodeficiency virus (HIV).

  • 3

    Previous treatments: angiotensin-converting enzyme inhibitors (ACE inhibitors) and angiotensin II receptor antagonists (ARA-II), nonsteroidal anti-inflammatory drugs (NSAIDs), H1 antihistamines (antiH1) and montelukast.

  • 4

    Clinical situation on arrival at the hospital: respiratory rate (> 24 rpm), fever (≥ 38 °C), oxygen saturation (%) and severity of pneumonia according to the CURB-65 scale.

  • 5

    Analytical tests on admission: C-reactive protein (mg/L), aspartate aminotransferase transaminase [AST (U/L)], alanine aminotransferase transaminase [AST (U/L)], lactate dehydrogenase [LDH (U/L)], creatinine (mg/dL), hemoglobin (g/dL), procalcitonin (ng/mL), creatine kinase (CPK (U/L), D-dimer (ng/mL), ferritin (ng/mL), leukocytes (x 103/mm3), neutrophils (x 103/mm3), lymphocytes (x 103/mm3) and platelets (x 103/mm3).

  • 6

    Respiratory support interventions within 48 h from admission: oxygen therapy (high and low flow), non-invasive ventilation and mechanical ventilation.

  • 7

    Pharmacological treatments within 48 h from admission3: antivirals [lopinavir/ritonavir, remdesivir and other antivirals (darunavir/cobicistat; darunavir/ritonavir; darunavir/cobicistat/tenofovir/emtricitabine and fosamprenavir)]; immunosuppressants [cyclosporine and tacrolimus], low molecular weight heparins (prophylactic or treatment dose], anakinra, tocilizumab, interferon beta, hydroxychloroquine, chloroquine, azithromycin, antimicrobials and corticosteroids (continuous/bolus infusion).

Measuring instruments

Severity of pneumonia was assessed using the CURB-65 mortality prediction score in patients with community-acquired pneumonia. The scale takes into account the following variables: confusion, urea, respiratory rate, blood pressure and age. A score ≥2 implies an increased risk of mortality4.

Procedure

The study protocol was approved by the Spanish Drugs and Medical Products Agency (AEMPS) and the Terrasa Hospital's Research Ethics Committee (The protocol was registered with ENCePP® under registration number EUPAS34343).

The project was endorsed by the Ethics Committee of the Hospital Universitari Mútua Terrassa on 23 March 2020. The database was anonymized to protect patient confidentiality. All the researchers involved in the project signed a confidentiality agreement with SEFH. The 42-day mortality data was gathered by reviewing the patients’ medical records or by contacting patients on the telephone to ascertain that they were alive. If no contact could be established and the clinical record made no mention of a patient's exitus, subjects were considered to have survived.

The information was extracted by the hospitals’ pharmacy departments from the patients’ medical records using REDCap electronic data capture tools, hosted on SEFH's server5.

Statistical analysis

The usual descriptive statistical parameters (frequencies, means, standard deviation, etc.) were used. First, bivariate analyses were carried out between the different independent variables and 42-day mortality. The measure of association used was the odds ratio (OR) with its 95% confidence interval (OR 95%CI). Confounding factors were controlled by logistic regression. Given the large sample size and long observation time, logistic regression was considered a better alternative than Cox regression for time-to-event modeling as this technique would provide information on the impact of the various factors on the final outcome (i.e., death), differentiating it from possible phenomena associated with a simple delay of the event. Logistic regression included all the variables shown to be statistically significant in the bivariate analysis; the model was overridden to ensure it included variables which, despite not showing a statistically significant association, were suspected to be associated with the dependent variables or to behave as confounding factors. The models were constructed by the “forward” procedure, where goodness of fit was tested by means of the Hosmer-Lemeshow coefficient. The existence of interactions between variables was also explored. A statistical significance level of p < 0.05 was established. The statistical analysis was performed using the R statistical package.

Results

A total of 15,628 patients were included in the study; 2,806 of them (18.2%) died within 42 days. Tables 1–3 show the baseline characteristics of the patients included in the registry, both from a demographic and a clinical point of view, as well as pre-existing comorbidities, their baseline analytical profile, and the different (pharmacological and/or supportive) interventions initiated within 48 hours from admission.

Table 1.

Demographics, clinical characteristics and previous treatment and their association with 42-day mortality

VariableTotal  42-day mortalityUnadjusted OR (95%CI)
n (%)  Deceased  Live 
SexMales  8,804 (57.2%)  1,787 (63.7%)  7,017 (55.7%)   
Females  6,473 (42.0%)  1,018 (36.3%)  5,455 (43.3%)  0.733 (0.673-0.798) 
Not available  124 (0.8%)  1 (0.0%)  123 (1.0%)  0.032 (0.004-0.229) 
Age> 80 years  3,397 (22.2%)  1,425 (50.8%)  1,972 (15.8%)   
18-29 years old  230 (1.5%)  6 (0.2%)  224 (1.8%)  0.037 (0.016-0.084) 
30-64 years old  6,313 (41.3%)  310 (11.1%)  6,003 (48.1%)  0.071 (0.063-0.082) 
65-79 years  5,348 (35.0%)  1,064 (37.9%)  4,284 (34.3%)  0.344 (0.312-0.378) 
Body mass IndexNormal weight  1,430 (9.3%)  267 (9.5%)  1,163 (9.2%)   
Overweight  2,641 (17.1%)  509 (18.1%)  2,132 (16.9%)  1.040 (0.882-1.226) 
Obese  2,408 (15.6%)  428 (15.3%)  1,980 (15.7%)  0.942 (0.795-1.115) 
Lean  185 (1.2%)  35 (1.2%)  150 (1.2%)  1.016 (0.687-1.503) 
Not available  8,737 (56.7%)  1,567 (55.8%)  7,170 (56.9%)  0.952 (0.824-1.099) 
Healthcare providerNo  13,936 (89.2%)  2,758 (96.3%)  11,178 (87.6%)   
Yes  700 (4.5%)  13 (0.5%)  687 (5.4%)  0.078 (0.045-0.135) 
Not available  992 (6.3%)  93 (3.2%)  899 (7.0%)  0.411 (0.330-0.513) 
Referred from nursing homeNo  12,914 (83.9%)  1,999 (71.2%)  10,915 (86.7%)   
Yes  1,749 (11.4%)  687 (24.5%)  1,062 (8.4%)  3.532 (3.173-3.932) 
Not available  738 (4.8%)  120 (4.3%)  618 (4.9%)  1.060 (0.867-1.297) 
High respiratory**No  9,341 (60.7%)  1,284 (45.8%)  8,057 (64.0%)   
Yes  3,016 (19.6%)  984 (35.1%)  2,032 (16.1%)  3.039 (2.760-3.346) 
Not available  3,044 (19.8%)  538 (19.2%)  2,506 (19.9%)  1.347 (1.207-1.504) 
Oxygen saturation (%)> 96  3,047 (19.8%)  238 (8.5%)  2,809 (22.3%)   
93-96  4,084 (26.5%)  428 (15.3%)  3,656 (29.0%)  1.382 (1.170-1.631) 
88-93  3,504 (22.8%)  800 (28.5%)  2,704 (21.5%)  3.492 (2.993-4.073) 
< 88  3,741 (24.3%)  1,173 (41.8%)  2,568 (20.4%)  5.391 (4.644-6.259) 
Not available  1,025 (6.7%)  167 (6.0%)  858 (6.8%)  2.297 (1.858-2.840) 
FeverNo  8,595 (55.8%)  1,582 (56.4%)  7,013 (55.7%)   
Yes  6,172 (40.1%)  1,156 (41.2%)  5,016 (39.8%)  1.022 (0.939-1.111) 
Not available  634 (4.1%)  68 (2.4%)  566 (4.5%)  0.533 (0.412-0.689) 
Severity of pneumonia (Curb-65)Under  6,903 (44.8%)  386 (13.8%)  6,517 (51.7%)   
Medium  3,376 (21.9%)  875 (31.2%)  2,501 (19.9%)  5.907 (5.195-6.716) 
High  1,789 (11.6%)  889 (31.7%)  900 (7.1%)  16.677 (14.523-19.151) 
Not available  3,333 (21.6%)  656 (23.4%)  2,677 (21.3%)  4.137 (3.620-4.728) 
HypertensionNo  7,352 (47.7%)  786 (28.0%)  6,566 (52.1%)   
Yes  7,716 (50.1%)  1,997 (71.2%)  5,719 (45.4%)  2.917 (2.666-3.191) 
Not available  333 (2.2%)  23 (0.8%)  310 (2.5%)  0.620 (0.403-0.953) 
Diabetes mellitusNo  11,676 (75.8%)  1,865 (66.5%)  9,811 (77.9%)   
Yes  3,359 (21.8%)  918 (32.7%)  2,441 (19.4%)  1.978 (1.807-2.166) 
Not available  366 (2.4%)  23 (0.8%)  343 (2.7%)  0.353 (0.231-0.540) 
COPDNo  13,850 (89.9%)  2,385 (85.0%)  11,465 (91.0%)   
Yes  1,038 (6.7%)  354 (12.6%)  684 (5.4%)  2.488 (2.172-2.849) 
Not available  513 (3.3%)  67 (2.4%)  446 (3.5%)  0.722 (0.556-0.937) 
AsthmaNo  13,748 (89.3%)  2,563 (91.3%)  11,185 (88.8%)   
Yes  1,065 (6.9%)  141 (5.0%)  924 (7.3%)  0.666 (0.555-0.799) 
Not available  588 (3.8%)  102 (3.6%)  486 (3.9%)  0.916 (0.737-1.139) 
Heart failureNo  13,785 (89.5%)  2,264 (80.7%)  11,521 (91.5%)   
Yes  1,063 (6.9%)  455 (16.2%)  608 (4.8%)  3.808 (3.345-4.335) 
Not available  553 (3.6%)  87 (3.1%)  466 (3.7%)  0.950 (0.752-1.200) 
Ischemic heart diseaseNo  13,407 (87.1%)  2,228 (79.4%)  11,179 (88.8%)   
Yes  1,386 (9.0%)  467 (16.6%)  919 (7.3%)  2.550 (2.261-2.876) 
Not available  608 (3.9%)  111 (4.0%)  497 (3.9%)  1.121 (0.908-1.383) 
Renal insufficiencyNo  13,402 (87.0%)  2,112 (75.3%)  11,290 (89.6%)   
Yes  1,503 (9.8%)  610 (21.7%)  893 (7.1%)  3.652 (3.262-4.088) 
Not available  496 (3.2%)  84 (3.0%)  412 (3.3%)  1.090 (0.858-1.384) 
CirrhosisNo  14,699 (95.4%)  2,674 (95.3%)  12,025 (95.5%)   
Yes  132 (0.9%)  37 (1.3%)  95 (0.8%)  1.751 (1.195-2.567) 
Not available  570 (3.7%)  95 (3.4%)  475 (3.8%)  0.899 (0.719-1.125) 
Previous neurological disordersNo  12,605 (81.8%)  1,929 (68.7%)  10,676 (84.8%)   
Yes  2,255 (14.6%)  797 (28.4%)  1,458 (11.6%)  3.025 (2.740-3.340) 
Not available  541 (3.5%)  80 (2.9%)  461 (3.7%)  0.960 (0.754-1.224) 
Neoplasms**No  13,703 (89.0%)  2,383 (84.9%)  11,320 (89.9%)   
Yes  1,118 (7.3%)  337 (12.0%)  781 (6.2%)  2.050 (1.791-2.346) 
Not available  580 (3.8%)  86 (3.1%)  494 (3.9%)  0.827 (0.655-1.044) 
HIVNo  14,299 (92.8%)  2,607 (92.9%)  11,692 (92.8%)   
Yes  65 (0.4%)  9 (0.3%)  56 (0.4%)  0.721 (0.356-1.459) 
Not available  1,037 (6.7%)  190 (6.8%)  847 (6.7%)  1.006 (0.855-1.184) 
Pre-treatment ACEI/ARA-IINo  9,170 (59.5%)  1,360 (48.5%)  7,810 (62.0%)   
Yes  5,739 (37.3%)  1,380 (49.2%)  4,359 (34.6%)  1.818 (1.672-1.976) 
Not available  492 (3.2%)  66 (2.4%)  426 (3.4%)  0.890 (0.682-1.160) 
NSAID pretreatmentNo  11,868 (77.1%)  2,133 (76.0%)  9,735 (77.3%)   
Yes  2,201 (14.3%)  469 (16.7%)  1,732 (13.8%)  1.236 (1.105-1.383) 
Not available  1,332 (8.6%)  204 (7.3%)  1,128 (9.0%)  0.825 (0.706-0.965) 
Anti-H1 pretreatmentNo  13,785 (89.5%)  2,551 (90.9%)  11,234 (89.2%)   
Yes  825 (5.4%)  135 (4.8%)  690 (5.5%)  0.862 (0.713-1.041) 
Not available  791 (5.1%)  120 (4.3%)  671 (5.3%)  0.788 (0.645-0.961) 
Montelukast pretreatmentNo  14,527 (94.3%)  2,684 (95.7%)  11,843 (94.0%)   
Yes  235 (1.5%)  33 (1.2%)  202 (1.6%)  0.721 (0.498-1.044) 
Not available  639 (4.1%)  89 (3.2%)  550 (4.4%)  0.714 (0.569-0.897) 

Anti-H 1 : antihistamines; CI95%: 95% confidence interval; COPD: chronic obstructive pulmonary disease; HIV: human immunodeficiency virus; NSAID: nonsteroidal anti-inflammatory drug; OR: odds ratio.

*Respiratory rale >24 rpm.**Active hematologic/oncologic neoplasm (active treatment, diagnosis or recurrence/metastasis < 5 years, excluding diagnosis of squamous cell and basal cell carcinoma).

Table 2.

Results of baseline analytical parameters and their association with 42-day mortality

Variable (units)Total, N (%)42-day mortalityUnadjusted OR (95%CI)
Dies N (%)  Alive N (%) 
C reactive protein (mg/L)< 20  3,685 (23.9%)  427 (15.2%)  3,258 (25.9%)   
20-60  3,494 (22.7%)  515 (18.4%)  2,979 (23.7%)  1.319 (1.150-1.514) 
60-120  3,299 (21.4%)  594 (21.2%)  2,705 (21.5%)  1.675 (1.465-1.917) 
> 120  3,982 (25.9%)  1,122 (40.0%)  2,860 (22.7%)  2.993 (2.649-3.382) 
Not available  941 (6.1%)  148 (5.3%)  793 (6.3%)  1.424 (1.163-1.744) 
AST (U/L)§< 50  7,604 (49.4%)  1,184 (42.2%)  6,420 (51.0%)   
50-100  2,186 (14.2%)  469 (16.7%)  1,717 (13.6%)  1.481 (1.314-1.669) 
≥ 100  653 (4.2%)  168 (6.0%)  485 (3.9%)  1.878 (1.559-2.262) 
Not available  4,958 (32.2%)  985 (35.1%)  3,973 (31.5%)  1.344 (1.225-1.476) 
ALT (U/L)< 40  9,577 (62.2%)  1,878 (66.9%)  7,699 (61.1%)   
40-80  2,828 (18.4%)  414 (14.8%)  2,414 (19.2%)  0.703 (0.626-0.789) 
≥ 80  1,137 (7.4%)  162 (5.8%)  975 (7.7%)  0.681 (0.573-0.810) 
Not available  1,859 (12.1%)  352 (12.5%)  1,507 (12.0%)  0.958 (0.844-1.087) 
LDH (U/L)< 280  4,626 (30.0%)  514 (18.3%)  4,112 (32.6%)   
280-360  3,090 (20.1%)  451 (16.1%)  2,639 (21.0%)  1.367 (1.194-1.566) 
≥ 360  4,786 (31.1%)  1,212 (43.2%)  3,574 (28.4%)  2.713 (2.424-3.036) 
Not available  2,899 (18.8%)  629 (22.4%)  2,270 (18.0%)  2.217 (1.952-2.518) 
Creatinine (mg/dL)0.5-0.9  7,155 (46.5%)  759 (27.0%)  6,396 (50.8%)   
< 0.5  364 (2.4%)  52 (1.9%)  312 (2.5%)  1.404 (1.037-1.902) 
> 0.9  7,287 (47.3%)  1,952 (69.6%)  5,335 (42.4%)  3.083 (2.814-3.378) 
Not available  595 (3.9%)  43 (1.5%)  552 (4.4%)  0.656 (0.477-0.903) 
Hemoglobin (g/dL)11.6-17  12,222 (79.4%)  1,974 (70.3%)  10,248 (81.4%)   
< 11.6  1,833 (11.9%)  621 (22.1%)  1,212 (9.6%)  2.660 (2.388-2.964) 
≥ 17  312 (2.0%)  68 (2.4%)  244 (1.9%)  1.447 (1.101-1.901) 
Not available  1,034 (6.7%)  143 (5.1%)  891 (7.1%)  0.833 (0.694-1.001) 
Procalcitonin (ng/mL)< 0.5  8,758 (56.9%)  1,251 (44.6%)  7,507 (59.6%)   
> 0.5  1,133 (7.4%)  482 (17.2%)  651 (5.2%)  4.443 (3.893-5.070) 
Not available  5,510 (35.8%)  1,073 (38.2%)  4,437 (35.2%)  1.451 (1.327-1.587) 
CPK (U/L)< 32  664 (4.3%)  113 (4.0%)  551 (4.4%)   
32-294  6,096 (39.6%)  992 (35.4%)  5,104 (40.5%)  0.948 (0.765-1.173) 
≥ 294  898 (5.8%)  281 (10.0%)  617 (4.9%)  2.221 (1.735-2.842) 
Not available  7,743 (50.3%)  1,420 (50.6%)  6,323 (50.2%)  1.095 (0.887-1.352) 
D-dimer (ng/mL)< 500  4,554 (29.6%)  412 (14.7%)  4,142 (32.9%)   
500-3,000  7,049 (45.8%)  1,351 (48.1%)  5,698 (45.2%)  2.384 (2.120-2.680) 
> 3,000  1,111 (7.2%)  383 (13.6%)  728 (5.8%)  5.289 (4.508-6.206) 
Not available  2,687 (17.4%)  660 (23.5%)  2,027 (16.1%)  3.273 (2.863-3.743) 
Ferritin (ng/mL)< 350  2,239 (14.5%)  248 (8.8%)  1,991 (15.8%)   
> 350  5,291 (34.4%)  818 (29.2%)  4,473 (35.5%)  1.468 (1.262-1.708) 
Not available  7,871 (51.1%)  1,740 (62.0%)  6,131 (48.7%)  2.278 (1.976-2.627) 
Leukocytes (× 103/mm3)4-11  11,279 (73.2%)  1,925 (68.6%)  9,354 (74.3%)   
< 4  1,989 (12.9%)  306 (10.9%)  1,683 (13.4%)  0.883 (0.775-1.007) 
> 11  1,681 (10.9%)  557 (19.9%)  1,124 (8.9%)  2.408 (2.151-2.695) 
Not available  452 (2.9%)  18 (0.6%)  434 (3.4%)  0.202 (0.125-0.324) 
Neutrophils (× 103/mm3)1.7-7.5  11,446 (74.3%)  1,779 (63.4%)  9,667 (76.8%)   
< 1.7  474 (3.1%)  84 (3.0%)  390 (3.1%)  1.170 (0.920-1.490) 
≥ 7.5  2,974 (19.3%)  907 (32.3%)  2,067 (16.4%)  2.384 (2.173-2.617) 
Not available  507 (3.3%)  36 (1.3%)  471 (3.7%)  0.415 (0.295-0.585) 
Lymphocytes (× 103/mm3)1-4  6,395 (41.5%)  811 (28.9%)  5,584 (44.3%)   
> 4  411 (2.7%)  90 (3.2%)  321 (2.5%)  1.930 (1.511-2.467) 
< 1  8,095 (52.6%)  1,868 (66.6%)  6,227 (49.4%)  2.065 (1.888-2.260) 
Not available  500 (3.2%)  37 (1.3%)  463 (3.7%)  0.550 (0.391-0.775) 
Platelets (× 103/mm3)130-450  12,248 (79.5%)  2,094 (74.6%)  10,154 (80.6%)   
> 450  288 (1.9%)  42 (1.5%)  246 (2.0%)  0.828 (0.595-1.152) 
< 130  2,376 (15.4%)  643 (22.9%)  1,733 (13.8%)  1.799 (1.625-1.992) 
Not available  489 (3.2%)  27 (1.0%)  462 (3.7%)  0.283 (0.192-0.419) 

ALT: transaminase alanine aminotransferase; AST: transaminase aspartate aminotransferase; CI95%: 95% confidence interval; CPK: creatine kinase; LDH: lactate dehydrogenase; OR: odds ratio.

Table 3.

Treatments initiated within 48h from hospital admission

VariableTotal, N (%)42-day mortalityUnadjusted OR (95%CI)
Deceased  Live 
Oxygen therapy*No  5,317 (34.5%)  490 (17.5%)  4,827 (38.3%)   
Yes  10,084 (65.5%)  2,316 (82.5%)  7,768 (61.7%)  2.937 (2.647-3.259) 
Non-invasive ventilationNo  14,630 (95.0%)  2,451 (87.3%)  12,179 (96.7%)   
Yes  771 (5.0%)  355 (12.7%)  416 (3.3%)  4.240 (3.657-4.917) 
Mechanical ventilationNo  14,657 (95.2%)  2,484 (88.5%)  12,173 (96.6%)   
Yes  744 (4.8%)  322 (11.5%)  422 (3.4%)  3.739 (3.214-4.350) 
Lopinavir/RitonavirNo  7,027 (45%)  1,353 (47.2%)  5,674 (44.5%)   
Yes  8,601 (55%)  1,511 (52.8%)  7,090 (55.5%)  0.894 (0.824-0.969) 
RemdesivirNo  15,596 (99.8%)  2,863 (100.0%)  12,733 (99.8%)   
Yes  32 (0.2%)  1 (0.0%)  31 (0.2%)  0.143 (0.020-1.051) 
Interferon betaNo  14,415 (92.2%)  2,484 (86.7%)  11,931 (93.5%)   
Yes  1,213 (7.8%)  380 (13.3%)  833 (6.5%)  2.191 (1.926-2.492) 
HydroxychloroquineNo  2,925 (18.7%)  697 (24.3%)  2,228 (17.5%)   
Yes  12,703 (81.3%)  2,167 (75.7%)  10,536 (82.5%)  0.657 (0.597-0.724) 
ChloroquineNo  15,101 (96.6%)  2,758 (96.3%)  12,343 (96.7%)   
Yes  527 (3.4%)  106 (3.7%)  421 (3.3%)  1.127 (0.907-1.400) 
Other antiviralsNo  15,462 (98.9%)  2,825 (98.6%)  12,637 (99.0%)   
Yes  166 (1.1%)  39 (1.4%)  127 (1.0%)  1.374 (0.957-1.971) 
TocilizumabNo  14,917 (95.5%)  2,695 (94.1%)  12,222 (95.8%)   
Yes  711 (4.5%)  169 (5.9%)  542 (4.2%)  1.414 (1.184-1.689) 
ImmunosuppressantsNo  15,559 (99.6%)  2,851 (99.5%)  12,708 (99.6%)   
Yes  69 (0.4%)  13 (0.5%)  56 (0.4%)  1.035 (0.565-1.894) 
AnakinraNo  15,598 (99.8%)  2,854 (99.7%)  12,744 (99.8%)   
Yes  30 (0.2%)  10 (0.3%)  20 (0.2%)  2.233 (1.044-4.775) 
AzithromycinNo  6,932 (44.4%)  1,374 (48.0%)  5,558 (43.5%)   
Yes  8,696 (55.6%)  1,490 (52.0%)  7,206 (56.5%)  0.836 (0.771-0.907) 
AntimicrobialNo  4,892 (31.3%)  607 (21.2%)  4,285 (33.6%)   
Yes  10,736 (68.7%)  2,257 (78.8%)  8,479 (66.4%)  1.879 (1.706-2.070) 
LMWH prophylNo  3,986 (25.5%)  824 (28.8%)  3,162 (24.8%)   
Yes  11,642 (74.5%)  2,040 (71.2%)  9,602 (75.2%)  0.815 (0.745-0.892) 
LMWH txNo  13,062 (83.6%)  2,152 (75.1%)  10,910 (85.5%)   
Yes  2,566 (16.4%)  712 (24.9%)  1,854 (14.5%)  1.947 (1.765-2.147) 
CorticosteroidsNo  13,012 (83.3%)  2,041 (71.3%)  10,971 (86.0%)   
Yes  2,616 (16.7%)  823 (28.7%)  1,793 (14.0%)  2.497 (2.243-2.713) 
Corticosteroid bolusNo  14,503 (92.8%)  2,517 (87.9%)  11,986 (93.9%)   
Yes  1,125 (7.2%)  347 (12.1%)  778 (6.1%)  2.124 (1.858-2.428) 
*

High- and low-flow oxygen therapy

Other antivirals: darunavir/cobtctstat; darunavtr/ritonavir; darunavir/cobictsiai/ienofovir/emirtciiavine and fosamprenavtr

Immunosuppressants: cyclosporine and tacrolimus. CI95%: 95% confidence interval; LMWH prophyl: low molecular weight heparin at prophylactic doses; LMWH tx: low molecular weight heparin at therapeutic doses; OR: odds ratio.

As regards the demographic characteristics of the sample, mean age was 66.29 years (SD: 15.74); 57.2% were men, 15.5% were obese, 11.4% came from nursing homes and 4.5% were healthcare providers. A total of 19.6% of subjects had a respiratory rate > 24 rpm, 47.1% had an oxygen saturation rate below 93%, 40.1% had fever and 11.6% had severe pneumonia (CURB-65).

The most frequent baseline diseases were (Table 1): hypertension (50.1%), diabetes mellitus (21.8%), previous neurological disorders (14.6%), renal failure (9.8%) and ischemic heart disease (9%). At admission, 373% and 14.3% of subjects were receiving treatment with ACEI/ARA-II and NSAIDs, respectively.

A total of 65.5% of the patients received oxygen therapy at baseline, while 5% received noninvasive ventilation and 4.8% were subjected to mechanical ventilation. As for pharmacological treatments, 664 patients (4.3%) did not receive any treatment. The most frequently prescribed drugs in the first 48 hours after admission included hydroxychloroquine (81.3%); low molecular weight heparins at prophylactic doses (74.5%); antimicrobials (68.7%), of which the most frequent was azithromycin (in 55.6% of all patients); lopinavir/ritonavir (55%): and corticosteroids (16.7%).

Tables 1–3 show the results of a bivariate analysis of the relationship between each of the variables and 42-day mortality. Table 4 shows the results of the multivariate analysis. With regard to the baseline demographic and clinical characteristics, coming from a nursing home (OR 1.938; 95%CI: 1.686-2.227); presenting with a higher respiratory rate (OR 1.511; 95%CI: 1.330-1.717); and having diabetes (OR 1.221; 95%CI: 1.089-1.368), heart failure (OR 1.477; 95%CI: 1.256-1.736) and moderate (OR 1.738; 95%CI: 1.492-2.025) or severe (OR 2.940; 95%CI: 2.746-3.491) pneumonia were associated with higher mortality. In contrast, being female (OR 0.769; 95%CI: 0.684-0.863) and young (18-29 years: OR 0.097; 95%CI: 0.039-0.24; 30-64 years OR 0.162; 95%CI: 0.136-0.194; 65-79 years: OR 0.428; 95%CI: 0.379-0.483), having asthma (OR 0.770; 95%CI: 0.618-0.961) and being a healthcare provider (OR 0.433; 95%CI: 0.238-0.787) were associated with lower mortality. As shown in table 4, baseline alterations in various analytical values (leukocytes, lymphocytes, platelets, AST, LDH, procalcitonin, CPK, D-dimer, hemoglobin, C-reactive protein and creatinine) were associated with increased mortality, with values ranging from an OR of 1.200 (95%CI 1.040-1.384) for D-dimer levels between 500 and 3,000 ng/mL to an OR of 2.175 (95%CI 1.601-2.954) for AST levels > 100 U/L. A platelet count > 450 x 10 3platelets/mm3 was associated with a reduction in mortality (OR 0.593; 95%CI 0.391-0.897), as was an ALT value between 40-80 U/L (OR 0.726, 95%CI 0.617-0.854) and > 80 U/L (OR 0.490, 95%CI 0.373-0.643) and creatinine values < 0.5 mg/dL (OR 0.676, 95%CI 0.468-0.976). Finally, as regards treatments initiated within 48 h from hospital admission, the different modes of respiratory support were associated with greater mortality (oxygen therapy: OR 1.987, 95%CI 1.739-2.271; noninvasive ventilation: OR 2.877, 95%CI 2.348-3.480; and mechanical ventilation: OR 3.471, 95%CI 2.825-4.266). Pharmacotherapy with interferon beta (OR 1.507; 95%CI: 1.266-1.794), corticosteroids (by continuous [OR 1.425; 95%CI: 1.248-1.627] and bolus [OR 1.421; 95%CI: 1.179-.712] infusion), and lopinavir/ritonavir (OR 1.158; 95%CI: 1.033-1.300) were associated with higher mortality; conversely treatments associated with lower mortality included hydroxychloroquine (OR 0.707; 95% CI: 0.615-0.813), tocilizumab (OR 0.761; 95%CI: 0.603-0.960), low-molecular-weight heparin at prophylactic doses (OR 0.836; 95%CI: 0.741-0.942) and azithromycin (OR 0.870; 95%CI: 0.779-0.970).

Table 4.

Factors associated with 42-day mortality in patients admitted for COVID-19: multivariate analysis

Factors    or (95%CI) 
Age> 80 years   
18-29 years old  0.097 (0.039-0.240) 
30-64 years old  0.162 (0.136-0.194) 
65-79 years  0.428 (0.379-0.483) 
SexMale   
Female  0.769 (0.684-0.863) 
Referred from nursing homeNo   
Yes  1.938 (1.686-2.227) 
Not available  1.65 (1.252-2.175) 
Healthcare providerNo   
Yes  0.433 (0.238-0.787) 
Not available  0.712 (0.536-0.945) 
Severity of pneumonia (Curb-65)Under   
Medium  1.738 (1.492-2.025) 
High  2.940 (2.476-3.491) 
Not available  1.98 (1.678-2.338) 
Oxygen saturation (%)> 96   
93-96  1.021 (0.84-1.242) 
88-93  1.559 (1.294-1.879) 
< 88  1.751 (1.452-2.111) 
Not available  1.187 (0.91-1.549) 
Respiratory rate*No   
Yes  1.511 (1.330-1.717) 
Not available  1.08 (0.935-1.248) 
Diabetes mellitusNo   
Yes  1.221 (1.089-1.368) 
Not available  0.467 (0.253-0.864) 
AsthmaNo   
Yes  0.770 (0.618-0.961) 
Not available  1.182 (0.842-1.659) 
Heart failureNo   
Yes  1.477 (1.256-1.736) 
Not available  1.255 (0.869-1.813) 
Leukocytes (× 103/mm3)4-11   
< 4  1.102 (0.929-1.308) 
> 11  1.328 (1.146-1.540) 
Not available  0.126 (0.038-0.419) 
Lymphocytes (× 103/mm3)1-4   
> 4  1.241 (0.910-1.691) 
< 1  1.338 (1.194-1.499) 
Not available  2.211 (1.127-4.334) 
Platelets (× 103/mm3)130-450   
> 450  0.593 (0.391-0.897) 
< 130  1.571 (1.372-1.798) 
Not available  0.819 (0.337-1.987) 
AST (U/L)<50   
50-100  1.349 (1.137-1.601) 
≥ 100  2.175 (1.601-2.954) 
Not available  1.237 (1.086-1.409) 
ALT (U/L)< 40   
40-80  0.726 (0.617-0.854) 
≥ 80  0.490 (0.373-0.643) 
Not available  0.859 (0.713-1.036) 
LDH (U/L)< 280   
280-360  1.264 (1.072-1.490) 
≥ 360  1.629 (1.403-1.892) 
Not available  1.451 (1.221-1.725) 
Procalcitonin (ng/mL)< 0.5   
> 0.5  1.844 (1.557-2.183) 
Not available  1.275 (1.136-1.431) 
CPK (U/L)< 32   
32-294  1.135 (0.875-1.473) 
≥ 294  1.581 (1.161-2.153) 
Not available  1.271 (0.982-1.645) 
D dimer (ng/mL)< 500   
500-3,000  1.200 (1.040-1.384) 
> 3,000  1.543 (1.263-1.885) 
Not available  2.167 (1.817-2.584) 
Hemoglobin (g/dL)11.6-17   
< 11.6  1.45 (1.261-1.668) 
≥ 17  1.194 (0.846-1.685) 
Not available  1.297 (1.001-1.680) 
C reactive protein (mg/L)< 20   
20-60  1.140 (0.965-1.348) 
60-120  1.166 (0.987-1.376) 
> 120  1.235 (1.053-1.450) 
Not available  1.335 (1.004-1.773) 
Creatinine (mg/dL)0.5-0.9   
< 0.5  0.676 (0.468-0.976) 
> 0.9  0.951 (0.659-1.373) 
Not available  0.563 (0.305-1.039) 
Non-invasive ventilationNo   
Yes  2.877 (2.378-3.480) 
Mechanical ventilationNo   
Yes  3.471 (2.825-4.266) 
Oxygen therapy**No   
Yes  1.987 (1.739-2.271) 
LMWH prophylNo   
Yes  0.836 (0.741-0.942) 
HydroxychloroquineNo   
Yes  0.707 (0.615-0.813) 
CorticosteroidsNo   
Yes  1.425 (1.248-1.627) 
Lopinavir/RitonavirNo   
Yes  1.158 (1.033-1.300) 
Interferon betaNo   
Yes  1.507 (1.266-1.794) 
TocilizumabNo   
Yes  0.761 (0.603-0.960) 
AzithromycinNo   
Yes  0.870 (0.779-0.970) 
Corticosteroid bolusNo   
Yes  1.421 (1.179-1.712) 

ALT: transaminase alanine aminotransferase; AST: transaminase aspartate aminotransferase; CI95%: 95% confidence interval; CPK: creatine kinase; LMWH prophyl: low molecular weight heparin at prophylactic doses; LDH: lactate dehydrogenase; OR: odds ratio.

*

Respiratory rale > 24 rpm

**

High and low flow oxygen therapy.

Discussion

This article analyzes the association between 42-day mortality and a wide range of clinical and demographic variables and analytical parameters related to COVID-19 patients, collected at hospital admission. The study of the factors associated with mortality was intended to gain a better understanding of the disease and coming up with a better stratification of patients so as to allow for a more efficiently management of the resources dedicated to treatment. The use of 42-day mortality as an outcome variable extends beyond in-hospital mortality and includes potential mortality after discharge. SEFH's Spanish COVID 19 Drug therapy Outcomes Registry includes a large number of hospitals from the entire Spanish territory as well as a high number of patients, 80% of whom were included in March 2020 (first COVID-19 wave). This offers a significant degree of homogeneity across the different cases included. For logistic simplification, the number of included patients per center was limited to 200, which may lead to an overrepresentation of small hospitals. In large hospitals, on the other hand, only the first patients admitted were included, which means that the level of experience with and evidence on the treatments in those cases is probably lower. To reduce this selection bias, all hospitals with more than 200 patients hospitalized for COVID-19 that participated in the registry were randomly sampled.

In addition to the ones mentioned above, the work presents several limitations that should be taken into consideration for the interpretation of results. Given the observational nature of the study and its design as a retrospective collection of data, the associations described between each variable and mortality may be subject to biases or confounding factors. This design is not suitable for testing the effect of treatments. Firstly, as patient inclusion started at the beginning of the pandemic, there was a lack of evidence about the treatments selected and most patients received multiple treatments during their hospitalization. On the other hand, as pharmacotherapy was one of the different baseline characteristics included in the analysis, a 48- hour period from admission was set to determine which patient had received a treatment. This complicated interpretation of the results of the multivariate pharmacotherapeutic analysis as patients who did not receive a given treatment within 48 h from admission could have received it later. Moreover, by the time they received it, their final health status may have changed, which introduced a difficult-to-eliminate source of bias.

The scarcity of available evidence at the beginning of the pandemic resulted in the main treatment for COVID-19 in our cohort being hydroxychloroquine, used in more than 80% of patients6. This explains discrepancies with currently available evidence, which has shown hydroxychloroquine to lead to no benefits regarding mortality and to increased adverse events7,8. Dexamethasone is currently the standard treatment for patients requiring respiratory support9,10, who accounted for 75.3% of the patients in this registry. Even so, only 16.7% received corticosteroid treatment in the first 48 hours. In the present analysis, patients who received corticosteroids after the first 48 hours were classified as patients not treated with corticosteroids. However, in light of the existing evidence, it is very plausible that these patients may have obtained a benefit from corticosteroid therapy which means that classifying them as not treated with corticosteroids in the statistical analysis could constitute a contradiction with respect to the results of RECOVERY11. In addition, it is also likely that patients who received corticosteroids were the ones with most severe forms of the disease, implying a selection bias12. Subsequent evidence has shown the use of corticosteroids to be indicated in severe and critically ill patients but to provide no benefit in mild10,13 and moderate cases14. The other treatment that has shown some effect on mortality reduction is tocilizumab15. According to the SEFH registry data, it was administered to 4.5% of patients within the first 48 hours. The initial bivariate analysis showed an OR of 1.414 (95%CI 1.184-1.689) while, when adjusted for the remaining variables, the analysis pointed to a protective effect of tocilizumab on 42-day mortality, with an of OR 0.768 (95%CI 0.609-0.969). This is consistent with the results of the only two studies where tocilizumab has been shown to reduce mortality, the REMAPCAP study16 and the RECOVERY study11, and could be indicative of the use of tocilizumab in patients with progressive COVID-19 (C-reactive protein ≥ 75 mg/L and O2 Sat < 92%) or in critically ill patients within the first 48 hours of admission11.

The adjusted multivariate model found diabetes and male sex to be associated with mortality. According to the literature, this association may be explained by the increased expression of angiotensin-converting enzyme peptidase 2 (ACE2), which is the gateway for the SARS-CoV-2 virus17. Specifically, patients with diabetes-derived hyperglycemia present with an increased expression of ACE2, which seems to favor penetration of the virus into immune cells; patients with asthma, in contrast, have a decreased expression of this enzyme18. As for sex differences, in addition to the anatomical, hormonal and lifestyle differences observed during the SARS epidemic of 200319, it seems that differences also exist with respect to the immune response, whereby men would seem to be more vulnerable to infection with COVID-1919.

Regarding the association between mortality and the analytical parameters of our analysis, it is well known that lymphocytes play an essential role in controlling viral infection, specifically the inflammatory response and homeostasis. Lymphopenia due to lymphocyte destruction (particularly T lymphocytes) and depletion caused by virus invasion has consistently been shown to be a poor prognostic factor20,21. The findings of our study coincide with those of the literature in that the clinical parameters associated with the increased severity and mortality of COVID-19 include elevated levels of LDH, C-reactive protein, procalcitonin, CPK, platelets and D-dimer22,23.

An expected finding from the registry was an increase in mortality among patients who required externally supplied oxygen (oxygen therapy, noninvasive ventilation, or mechanical ventilation) to maintain adequate saturation, as well as among patients with higher CURB-65 scores. These findings are consistent with those reported by other authors24,25.

The 42 day-mortality follow-up applied in this study, aimed at identifying potential increases in residual mortality after discharge, constitutes a more comprehensive follow-up than that found in other observational studies6,26,27 and clinical trials11,28, which typically analyze mortality at 28 days. In our study, mortality after hospital discharge was 0.7%, which increased overall mortality from 17.5% to 18.2%. This higher mortality highlights the need to follow up the outcomes of the different studies on COVID-19 over longer periods of time.

The results of SEFH's Spanish COVID 19 Drug therapy Outcomes Registry, which contains a broad representation of the population admitted to hospital for COVID-19 during the first wave of the pandemic and which followed up patient mortality for longer than most studies in the literature, show the possible prognostic usefulness of the baseline analytical and clinical parameters used, which may contribute to improving the management of a disease.

Funding

No funding.

Acknowledgments

The authors would like to thank María del Carmen Valcárcel Cabrera from the Andalusian School of Public Health as well as all who contributed to putting together the RERFAR registry (Annex 1).

Conflict of interest

No conflict of interest.

Protocol

The protocol was published on the website of the European Network of Centres for Pharmacoepidemiology and Pharmacovigilance. It is available at: http://www.encepp.eu/encepp/viewResource.htm?id=34344

Presentation at congresses

The preliminary results of this article was presented in the XXXIX Annual Meeting of the Spanish Epidemiology Society (SEE) – XVI congress of the Portuguese Epidemiology Association – IX SESPAS congress. LEÓN, SEPTEMBER 7-10, 2021.

Contribution to the scientific literature

The economic and social impact of the SARS-CoV-2 coronavirus pandemic was unprecedented, causing a severe death toll. This study reports on the data collected by the Spanish COVID-19 Drug therapy Outcomes Registry, which includes more than 15,000 hospitalized patients. The results are consistent with those of other studies showing the association of certain baseline analytical values and sociodemographic characteristics with mortality from COVID-19.

Annex 1.

Healthcare providers who contributed to the study

Center  Contributor 
Poniente Public Health Agency  JUAN ENRIQUE MARTÍNEZ DE LA PLATA, ALBA MARTOS ROSA 
ALTHAIA Sant Joan de Deu Hospital  M. ANTONIA PLANAS FONT, ANTONIA BALET DUAT, PILAR ALONSO CASTELL, QUERALT MORENO GIL, CRISTINA PÉREZ RECHE, NURIA SALA VILAJOSANA 
Badalona Servei Asistencial  NIEVES MURO PEREA, RAMÓN GARCÍA PARICIO, M. CARMEN PÉREZ NAVARRO, ANDREA CORDERI SIERRA, BEGOÑA PASCUAL ARCE 
IMQ Zorrotzaurre Clinic  MERCEDES ECHEVERRÍA ROCA, CRISTINA GARAY SARRIA 
Badajoz Hospital Complex  CARMEN REDONDO GALÁN, M. DOLORES RIVAS RODRÍGUEZ, MARÍA FERRIS VILLANUEVA, SUSANA MARTÍN CLAVO, LUIS MANUEL BRAVO GARCÍA-CUEVAS, JUAN FRANCISCO RANGEL MAYORAL 
Cáceres Hospital Complex  PALOMA BARRIGA RODRÍGUEZ 
Canary Islands Hospital Complex  CRISTINA ROMERO DELGADO, JONATHAN GONZÁLEZ GARCÍA 
Navarra Hospital Complex  CRISTINA MAGRO VÁZQUEZ, RAMÓN SAN MIGUEL ELCANO, FERRÁN CAPDEVILA BASTONS, LEIRE ULACIA EPELDE, ESTHER LACALLE FABO, SONIA ASENJO SEGOVIA, ANA LAMAS PILLO, GUILLERMO PINILLA LEBRERO, JUAN JOSÉ BELOQUI LIZASO, AMAYA ARRONDO VELASCO, REGINA JUANBELTZ ZURBANO, ANDREA RODRÍGUEZ ESQUIROZ, DANIEL FRESAN RESTITUTO, MARÍA CALVO ALBELOA, PAULA ALDAVE COBOS, ISABEL ORTEGA BELIO, ÁLVARO AGULLO FENOLL, LORENA NOVAJARQUE SALA, DIANA TEJADA MARÍN 
Orense Hospital Complex  ARON MISA GARCÍA, LUCÍA GRANDIO LEIVAS, MARÍA DOMÍNGUEZ GUERRA, AUREA MARÍA GÓMEZ MÁRQUEZ, BELÉN PADRÓN RODRÍGUEZ, LAURA CASADO VÁZQUEZ, MARÍA PERFECTA FERNÁNDEZ GONZÁLEZ, VIRGINIA LOIS ÁLVAREZ, FRANCISCO TOJA CAMBA, LUCÍA CID CONDE, M. DEL CARMEN LÓPEZ DOLDAN 
Santiago Hospital Complex  ANA CASTRO BALADO, MARÍA TERESA RODRÍGUEZ JATO, IRIA VARELA REY, MANUEL BUSTO IGLESIAS, HELENA ESTEBAN CARTELLE, JAIME GONZÁLEZ LÓPEZ, JOSÉ SEIJAS AMIGO, BEGOÑA CARDESO PAREDES, LAURA GARCÍA QUINTANILLA 
Toledo Hospital Complex  SILVIA GONZÁLEZ SUÁREZ, ANA DOMÍNGUEZ BARAHONA, ANA ROSA RUBIO SALVADOR, MANUEL ALBERTO TOLEDO AVIA 
Pontevedra Hospital Complex  PATRICIA IGLESIAS NEIRO, M. ROSARIO OLIVERA FERNÁNDEZ, FRANCISCA FERNÁNDEZ RIBEIRO, ANA BALLESTER VIEITEZ, FERNANDO BUSTELO PAZ, LARA GONZÁLEZ FREIRE, CLAUDIA BARCA DÍEZ, ROSA M. GIMÉNEZ CANDELA, SILVIA BOULLOSA LALE, CARLOS CRESPO DIZ 
A Coruña University Hospital Complex  ISABEL LAURA CAMPANO PÉREZ, M. JOSÉ MAURIZ MONTERO, SARA GONZÁLEZ PIÑEIRO, TERESA M. CALLEJA CHUCLA, M. TERESA RABUÑAL ÁLVAREZ, M. SANDRA ALBIÑANA PÉREZ, PURIFICACIÓN CID SILVA, MARTA CALVIN LAMAS 
Ainoia Health Consortium  JUAN JOSÉ SERRAIS BENAVENTE, ALEXANDRA RETAMERO DELGADO, VIRGINIA CHARQUES TRALLERO, DANIEL FERRÁNDEZ MARTÍ, MARCEL LA CAMPS FERRER 
Fundació Hospital Esperit Sant  ANTONIO BOIX MONTAÑÉS, EVA FERNÁNDEZ CAÑABATE, MIRIAM MAROTO HERNANDO, MARCOS LÓPEZ NOVELLE, NURIA MISERACHS ARANDA 
Alto Deba Hospital  SAIOA DOMINGO ECHABURU, AINHOA URRUTIA LOSADA, LOREA ARTECHE EGUIZÁBAL 
Alto Guadalquivir Hospital  M. AURORA ZAMORA ARDOY, MARÍA DOLORES ALVARADO FERNÁNDEZ, LORENZO VILLALOBOS TORRES 
Álvaro Cunqueiro Hospital  NOEMÍ MARTÍNEZ LÓPEZ DE CASTRO, M. PILAR ASCUNCE SALDAÑA, INÉS CASTRO NÚÑEZ, CRISTINA VÁZQUEZ LÓPEZ, AIDA LÓPEZ LÓPEZ, CARMEN GALLASTEGUI OTERO, BELÉN LEBOREIRO ENRÍQUEZ, CECILIA ARROYO CONDE, SONIA GONZÁLEZ COSTAS, CRISTINA CASANOVA MARTÍNEZ, ELENA YAIZA ROMERO VENTOSA, KARINA LORENZO LORENZO, ANA REGUEIRA ARCAY, EVA CAMPELO SÁNCHEZ, LUIS OTERO MILLÁN, DAVID ROBLES TORRES, NEREA GARCÍA BELOSO, MIRIAM ÁLVAREZ PAYERO, NATIVIDAD LAGO RIVERO, MARISOL SAMARTÍN UCHA, M. DEL MAR LÓPEZ-GIL OTERO 
Arganda del Rey Hospital  SILVIA BUENDÍA BRAVO, ANA MARÍA IGLESIAS BOLAÑOS, CRISTINA CAPILLA MONTES, OLAIA SERNA ROMERO 
Arnau de Vilanova Hospital  LUCÍA RUBIO ALONSO, ELISA PASCUAL JIMÉNEZ, MARTA BELLO CRESPO, MIGUEL ÁNGEL RAMOS GIL, MÓNICA MONTERO HERNÁNDEZ, MARTA GILABERT SOTOCA, IRENE MANGUES BAFALLUY, JUDIT RIUS PERERA, PILAR TABERNER BONASTRE, SONIA GEA NAVARRETE, SANTIAGO MONTESINOS ORTI, FCO. IGNACIO TORRES BONDIA, ALVAR SANTIUSTE ROMÁN, JUAN CARLOS PÉREZ PONS, ARTURO MORALES PORTILLO 
Arquitecto Marcide Hospital  EVA FRAGA BUENO, ISAURA RODRÍGUEZ PENIN, ALBA MARÍA FERNÁNDEZ VARELA, M. ISAURA PEDREIRA VÁZQUEZ, IRIA RODRÍGUEZ LEGAZPI, TANIA GONZÁLEZ FURELOS 
Can Misses Hospital  FERNANDO BECERRIL MORENO 
Carlos Haya Hospital  TERESA CHINCHILLA ALARCÓN, ANDRES PINTADO ÁLVAREZ, LUCÍA YUNQUERA ROMERO, JUAN JOSÉ ALCARAZ SÁNCHEZ, ROCÍO ASENSI DÍEZ, ANTONIO JESÚS IBÁÑEZ ASPIZUA, CRISTINA FERNÁNDEZ CUERVA 
Asturias Central Hospital  ARÁNZAZU ARIAS MARTÍNEZ, CRISTINA CALZÓN BLANCO, ÁNGELA PIERAS LÓPEZ 
Red Cross Central Hospital  ENC. PILAR TEJADA GONZÁLEZ, RAQUEL FUENTES IRIGOYEN, OLGA TORNERO TORRES, PABLO MONTEJANO HERVÁS 
Hospital Clinic  NURIA SOCORO YUSTE, SÃNIA RUIZ BOY, MONTSERRAT RODRÍGUEZ REYES 
San Carlos Clinical Hospital  GONZALO HERNANDO LLORENTE, CRISTINA GONZÁLEZ MARTÍN, AINHOA ARENAZA PEÑA, MIGUEL ÁNGEL RODRÍGUEZ CABEZAS, SUSANA HERNÁNDEZ TAPIAS, NURIA FERNÁNDEZ PIÑEIRO, JOSÉ MANUEL MARTÍNEZ SESMERO, MARTA SAENZ DE TEJADA LÓPEZ, CRISTINA GONZÁLEZ PÉREZ, M. PAZ PACHECO RAMOS, ROCÍO MANZANO LORENZO, MARÍA MOLINERO MUÑOZ, JOSÉ CARLOS TALLÓN MARTÍNEZ, ANA GARCÍA SACRISTÁN, M. DOLORES ZAMORA BARRIOS 
Valencia Clinical Hospital  DIEGO V. CANO BLANQUER, MERCEDES JIMÉNEZ HEREDIA, ÁLVARO GÓMEZ PERALES, PILAR PONCE ORTEGA, CARMEN CARRIÓN CARRIÓN 
Blanes Regional Hospital  JULIA GONZÁLEZ MARTÍNEZ, EVA M. MARTÍNEZ BERNABÉ, PAULA PENA VILLANUEVA 
Inca County Hospital  MARÍA JAUME GAYA 
Melilla Regional Hospital  SALVADOR ANTONIO SERNA JUAN, LAILA DANI BEN ABDEL-LAH 
Costa del Sol Hospital  MANUELA MORENO SANTA MARÍA, MARTA EGUILUZ SOLANA, MARTA MIRANDA MAGAÑA, ELENA ÁLVARO SANZ, BEGOÑA TORTAJADA GOITIA 
Barbanza Hospital  HECTOR JOSÉ MOZO PEÑALVER, ESTHER ESPINO PAISAN 
Basurto Hospital  JULIA FERNÁNDEZ URIA, MILAGROS ÁLVAREZ LAVIN, ANA VICTORIA AGUIRREZÁBAL ARREDONDO, MONTSERRAT ALONSO DÍEZ, ELENA RUIZ DE VELASCO ARTAZA, ÍKER ELGUEZABAL ELGUEZABAL, ELISABET OÑATE MUZAS, UNAI BLÁZQUEZ URTIZBEREA, ELISABETE ARDANZA ARAMBURU, CLARA VILA GALLEGO, AMAIA LLONA ARMADA, MAITE VARA URRUCHUA, ANA REVUELTA AMALLO, ERDOTZA GARATE GOITIA, SARA VALLINAS HIDALGO, NAIARA MIRIAM PARDO SANTOS 
Bellvitge Hospital  ÁNGELA ALCALA SOTO, DOLORES COMAS SUGRAÑES, CLARA RIBERA PUIG, SARA OTERO TORRES, MONTSERRAT COLLS GONZÁLEZ, MIRIAM CASELLAS GIBERT, NURIA PADULLES ZAMORA, ARIADNA PADULLES ZAMORA, POL CLERIES ROVIRA, EUGENIA SANTACANA JUNCOSA, SARA COBO SACRISTÁN, MIRIAM MUÑOZ BOLAÑO, MÓNICA GONZÁLEZ LAGUNA, LORENA SANTULARIO VERDÉ, MAR RONDA SERRAT, ANA SUÁREZ-LLEDO GRANDE, MÓNICA ESTOPIÑA ANTOLI, ELISABET LEIVA BADOSA 
Cabueñes Hospital  GRACIA MARÍA MODROÑO RIAÑO, IRIA MARÍA YAÑEZ GONZÁLEZ, CRISTINA MARTÍNEZ-MÉGICA BARBOSA 
Ciudad Real Hospital  MARTA RODRÍGUEZ MARTÍNEZ 
Cruces Hospital  IDOIA BILBAO MESEGUER, MONIKE DE MIGUEL CASCON, AINARA CAMPINO VILLEGAS, BEATRIZ BAZA MARTÍNEZ, SAIOA SAUTUA LARREATEGI, MARTA LURI FERNÁNDEZ DE MANZANOS, MIKEL CASTAÑO LÓPEZ, LEOCADIO RAFAEL LÓPEZ GIMÉNEZ 
Elche Hospital  ANA CRISTINA MURCIA LÓPEZ, CARMEN MATOSES CHIRIVELLA, LETICIA SORIANO IRIGARAY 
Elda Hospital  FRANCISCO MENDOZA OTERO, MARÍNA REAL PANISELLO, CARMEN HERNÁNDEZ PRATS, MARÍA AMAT DÍAZ, EVA M LEGIDO PERDICES, NURIA BUJALDON QUEREJETA, M CARMEN RODRÍGUEZ SAMPER, MARÍA REMEDIOS CANDELA BOIX, AMPARO TALENS BOLOS 
Fuenlabrada Hospital  EVA M. GARCÍA REBOLLEDO, ARANCHA POU ALONSO, CRISTINA BRAVO LÁZARO, CAROLINA MARIÑO MARTÍNEZ 
Getafe Hospital  CRISTINA MARTÍN BLAS, IRENE CAVADA CARRANZA, ROCÍO VÁZQUEZ SÁNCHEZ, PAULA LÓPEZ MÉNDEZ, MARÍA EUGENIA MARTÍNEZ NUÑEZ, MARIAM HIJAZI VEGA, ALBERTO ONTENIENTE GONZÁLEZ, TERESA MOLINA GARCÍA 
Henares Hospital  MIRIAM HEREDIA BENITO, FEDERICO TUTAU GÓMEZ, MARTA GALLEGO ÚBEDA, GERMÁN BLANCO SÁNCHEZ, M. ÁNGELES CAMPOS FERNÁNDEZ DE SEVILLA, BEATRIZ MONJE GARCÍA, MARÍA TOVAR POZO 
Hondarribia Hospital  IDOIA MICHELENA HERNÁNDEZ, M. CARMEN ARIZ ARNEDO 
Jaén Hospital  M. TRINIDAD VÍLCHEZ MEDINA, M. JOSÉ BARBERO HERNÁNDEZ, JUAN JEREZ ROJAS, RAQUEL CLARAMUNT GARCÍA, YLENIA JIMÉNEZ LÓPEZ, CARMEN LUCÍA MUÑOZ CID, MARÍA ISABEL SIERRA TORRES, CAROLINA ALARCÓN PAYER, NATALIA GARCÍA GÓMEZ, M. PILAR LÓPEZ LÓPEZ, ENCARNACIÓN PÉREZ CANO, ANA MARÍA LÓPEZ LÓPEZ, JUAN FCO. MARÍN POZO 
La Ribera Hospital  CELIA APARICIO RUBIO, ANA PELUFO PELLICER, GEMA SARRIO MONTES, EMILIO MONTEAGUDO SANTOLAYA, LAURA CEBRIÁN LARA, PAULA GARCÍA LLOPIS, GONZALO ANTONINO DE LA CÁMARA, ROSA MARÍA COLOM MORENO, MANUEL PRIETO CASTELLO, EVA HERNÁNDEZ LORENTE 
La Vega Lorenzo Guirao Hospital  INMACULADA SÁNCHEZ MARTÍNEZ, FRANCISCO VALIENTE BORREGO, MARÍA MUROS ORTEGA 
Mataró Hospital  LAIA PÉREZ CORDÓN, MARC BITLLOCH OBIOLS, JAVIER DELGADO RODRÍGUEZ, LLUIS CAMPINS BERNADAS 
Mendaro Hospital  NAROA GÓMEZ TIJERO, AINHOA ASENSIO BERMEJO, LIBE MORAZA GARCÍA, OLGA VALBUENA PASCUAL, MARTA ESTEBAN SÁNCHEZ 
Pozoblanco Hospital  ISABEL VIGUERA GUERRA 
Sant Pau Hospital  GEMMA GARRIDO ALEJOS, REBECA PELEGRÍN CRUZ, DAVID MEDINA CATALÁN, PAU RIERA ARMENGOL, ADRIAN PLAZA DÍAZ, LUCÍA VALLEZ VALERO, IRENE CONEJO MARÍN, ANNA DE DIOS LÓPEZ, LAURA VILLAMARÍN VALLEJO, NURIA JORBA BERTRÁN, LAURA GRAS MARTÍN, NÚRIA MAS MALAGARRIGA, BEATRIZ LUCAS ALCAHUZ, EDURNE FERNÁNDEZ DE GAMARRA MARTÍNEZ, JESÚS RUIZ RAMOS, LAIA LÓPEZ VINARDELL, JAN THOMAS DE POURCQ, NOE GARIN ESCRIVA 
Terrassa Hospital  MIREIA FUSTER BARRERA, M. CARMEN SOLERA ARMENGOL, MANUELA GONZÁLEZ NAVARRO, MARIONA ROCA ANDREU, GEMMA MARTÍNEZ GONZALVO, MARTA HERNÁNDEZ GRISO 
Tomelloso Hospital  FRANCISCO FERRER SOLER, ALEJANDRO RODRÍGUEZ DELGADO, PIEDAD LÓPEZ SÁNCHEZ 
Torrecárdenas Hospital  BEATRIZ TAUSTE HERNÁNDEZ, SUSANA CIFUENTES CABELLO 
Urduliz Hospital  ESTÍBALIZ PÉREZ DÍEZ, EGUZKIÑE IBARRA GARCÍA, OLATZ IBARRA BARRUETA 
Villarrobledo Hospital  PABLO PÉREZ HUERTAS, NURIA MONTEAGUDO MARTÍNEZ, ANA ISABEL FERNÁNDEZ MARCHANTE, EVA GARCÍA MARTÍNEZ 
Zumárraga Hospital  ISABEL FERNÁNDEZ GONZÁLEZ, ELENA OLLOQUIEGUI BIURRARENA, ARANTZA ZURUTUZA LÓPEZ, JOSÉ LUIS SALSAMENDI PÉREZ 
Tagus Hospital  SUSANA LORENZO GIMÉNEZ, LUIS ANTONIO PEDRAZA CEZÓN, ANA ANDRÉS ROSADO 
Doctor Peset Hospital  CARLOS BRAVO CRESPO, JUAN PABLO ORDOVÁS BAINES, ORETO RUIZ MILLO, AZAHAR SANCHO ARTES, CARLOS CORTES SÁNCHEZ, SARA GIMÉNEZ GINER, JAVIER POLO DURÁN, PILAR CAMPILLOS ALONSO, MERCEDES ALMELA TEJEDO, ANA CRISTINA CERCOS LLETI, BEGOÑA PORTA OLTRA, MARTA HERMENEGILDO CAUDEVILLA, ANA SENDRA GARCÍA, ANTONI LLOPIS ALEMANY, ÁNGEL MARCOS FENDIAN, JOSÉ LUIS SÁNCHEZ GONZÁLEZ, MÓNICA CLIMENTE MARTI 
Dos de Maig Hospital  M. TERESA BARRERA PUIGDOLLERS, OLGA CARRASCOSA PIQUER 
El Bierzo Hospital  JULIO VALDUEZA BENEITEZ, MARÍA NOGUEROL CAL, SUSANA VÁZQUEZ TROCHE, MARÍA ENCINA GARCÍA MAYO, BIBIANA LÓPEZ VIRTANEN 
El Pilar Hospital  DANIEL SERRANO BARRENA 
FREMAP Hospital Majadahonda  AIXA FERNÁNDEZ ESTALELLA 
Fundación Alcorcón Hospital  JOSÉ JAVIER MARTÍNEZ SIMÓN, SARA ÁLVAREZ ATIENZA, MONTSERRAT PÉREZ ENCINAS, MARÍA DOMÍNGUEZ BACHILLER, ÁLVARO PRIETO CALLEJERO, PAULA ROLDÁN NAVARRO, ISABEL PLO SECO, ANA M. GÓMEZ PEDRERO, PIEDAD TORO CHICO, ANA MARÍA MARTÍN DE ROSALES CABRERA, ESTEFANÍA ZHAN ZHOU, PATRICIA SANMARTÍN FENOLLERA, LUCÍA CARRASCO PIERNAVIEJA, SIRA SANZ MÁRQUEZ, IRENE SALVADOR LLANA, IVÁN OTERINO MOREIRA 
Fundación Calahorra Hospital  AMELIA APARICIO FERNÁNDEZ 
Fundación Jiménez Díaz Hospital  FRANCISCO JAVIER BECARES MARTÍNEZ, CARLOS DE GOROSTIZA FRÍAS, MACARENA BONILLA PORRAS 
Fundación Puigvert Hospital  RAQUEL LÓPEZ MARTÍNEZ, NERIA SOLA FABRE, MARTA MULLERA MARTÍ 
Hospital G. Álava, Txagorritxu  ANE LARRABEITI ECHEVARRÍA, VICTORIA GOITIA RUBIO 
Galdakao-Usansolo Hospital  ANA M. DE JUAN ARROYO, M. JOSÉ MARTÍNEZ BENGOECHEA, MIRIAM BUSTOS MARTÍNEZ, ANA IGLESIAS LAMBARRI, FRANCISCO JAVIER GOIKOLEA URIARTE, JAVIER PERAL AGUIRREGOITIA, AMAIA SANTOS IBÁÑEZ, GARAZI MIRON ELORRIAGA, MILAGROS COBAS BELSO, LARA MENÉNDEZ LIENDO, OHIANA MORA ATORRASAGASTI, ANE GÓMEZ DE SEGURA SAROBE, ITZIAR IBARRONDO LARRAMENDI, MAIALEN PALACIOS FILARDO, ITZIAR PALACIOS ZABALZA 
García Orcogoyen Hospital  SHEILA MARTÍNEZ ITURRIAGA, ADRIANA BERMEJO BRAVO 
Albacete General Hospital  CRISTINA DEL POZO CARLAVILLA, ISABEL ACEBAL GÓMEZ, ISMAEL PÉREZ ALPUENTE, SERGIO PLATA PANIAGUA, MARÍA ROSA GARRIGUES SEBASTIÁ, ESTHER DOMINGO CHIVA, ANA VALLADOLID WALSH, MANUEL CLEMENTE ANDÚJAR, JOSÉ LUIS SÁNCHEZ SERRANO, MARÍA ROSA ORTIZ NAVARRO, SONIA RUIZ SÁNCHEZ, FRANCISCA SÁNCHEZ RUBIO, MARCA DÍAZ RANGEL, JUAN MANUEL COLLADO SANZ, BELÉN SERNA SERRANO, REBECA ALDAZ FRANCÉS, M. VICTORIA LERMA GAUDE, CRISTINA GARCÍA GÓMEZ, LUCÍA VICTORIO GARCÍA 
Alicante General Hospital  AMPARO BURGOS SAN JOSÉ, IVÁN BELTRA PICO, SANDRA BERNABÉU CASTELLÁ, CLAUDIA COLOMER AGUILAR, GERÓNIMA RIERA SENDRA, MARCOS DÍAZ GONZÁLEZ, JAVIER LÓPEZ-NIETO SEMPERE, ÁNGELA PASCUAL CARRASCO, DANIEL MARTÍNEZ-CABALLERO MARTÍNEZ, ISABEL ESPADAS GARCÍA, SEIRA CLIMENT BALLESTER, ANA MARÍA RAMÍREZ LÓPEZ, PATRICIO MAS SERRANO 
Almansa General Hospital  ROCÍO PARDO SÁNCHEZ, ANA RAMÍREZ CORCOLES, FRANCISCO TOMÁS PAGÁN NÚÑEZ, JOSÉ MARCO DEL RÍO 
Castellón General Hospital  SERGIO GARCÍA MUÑOZ, JULIA BODEGA AZUARA, M. DOLORES BELLES MEDALL, RAÚL FERRANDO PIQUERES, ESTHER VICENTE ESCRIG, JOSÉP EDO PEÑARROCHA, AARON PUPLA BARTOLL, MARÍA FORTANET GARCÍA, SILVIA CONDE GINER, TERESA CEBOLLA BELTRÁN, FCO. JAVIER MAIQUES LLACER, VIRGINIA BOSO RIBELLES, MARÍA SANTOS SAN SEGUNDO 
Catalunya General Hospital  PILAR MARCOS PASCUA 
Granollers General Hospital  MARÍA ÁNGELES PÉREZ QUIROS, NURIA ALMENDROS ABAD, ALBA SOSA PONS, LAURA BORRÁS TRÍAS, MOHAMED SUFIAN AL-DIRRA TAHA, CARLOS SEGUI SOLANES, NURIA RUDI SOLA, ROSA RODRÍGUEZ MAURIZ 
Segovia General Hospital  LAURA ENRÍQUEZ OLIVAR, ALMUDENA AMORÓS PAREDES, MARTA CARMEN VIDAL IGLESIAS, TERESA RICO GUTIÉRREZ, MARÍA MORENO GARCÍA, LAURA MARÍN VENTURA, YOANA PÉREZ ROBRES, FRANCISCO RUIZ MOLINA, RAQUEL COLOMA PERAL 
Valencia General Hospital  ROBERTO MACÍA ECHEVARRÍAS, RAQUEL LAGUÍA SÁNCHEZ, ADOLFO MAGRANER MARTÍNEZ, EZEQUIEL MARTÍ BONMATI, M. ISABEL GIL GÓMEZ, PILAR BLASCO SEGURA, JAVIER MILARA PAYA, MARTA ZARAGOZA GONZÁLEZ, ALEJANDRO BERNALTE SESÉ, ANA MOYA GIL, JOAN SANFELIU GARCÍA, M. PILAR ORTEGA GARCÍA, SARA CARRASCOSA GARCÍA, PABLO PÉREZ VILLALÓN, ROBERTO PÉREZ GARCÍA, RAQUEL DEL RÍO SAN CRISTÓBAL, IRENE TOLEDO GUASP 
Santa Lucía General University Hospital  CRISTINA GONZÁLEZ PÉREZ-CRESPO, ELENA CONESA NICOLÁS, BÁRBARA FERNÁNDEZ LOBATO, AMELIA MARÍA CHICA MARCHAL, SARA NÚÑEZ BRACAMONTE, CELIA JUEZ SANTAMARÍA, CARMEN GARCÍA MATILLAS, MÓNICA MARTÍNEZ PENELLA 
German Trias i Pujol Hospital  CARLES QUIÑONES RIBAS, ANNA MORALES TRIADO, MARLENE ÁLVAREZ MARTINS, LIDIA CARABIAS ANE, GLORIA CARDONA PEITX, ADRIÁN VILARIÑO SEIJAS, LAURA LAGUNA MARMOL 
Gómez Ulla Hospital  JOSÉ RODRÍGUEZ ZARAUZ, ANTONIO DE JESÚS FERNÁNDEZ SÁNCHEZ, PILAR PRATS OLIVÁN, VICENTE PALOMO MARTÍNEZ, ANA ACUÑA VEGA, LAURA PEDRAZA NIETO, PALOMA SÁNCHEZ LÓPEZ, PAULA GRANDA LOBATO, M. JESÚS MÉNDEZ FERNÁNDEZ 
Gregorio Marañón Hospital  ESTHER CHAMORRO DE VEGA, SILVIA MANRIQUE RODRÍGUEZ, CARMEN GUADALUPE RODRÍGUEZ GONZÁLEZ 
Infanta Cristina Hospital  M. DEL PILAR BAUTISTA SANZ, LUIS E. DEL HOYO GIL, RAQUEL MORENO DÍAZ, CAROLINA APEZTEGUIA FERNÁNDEZ, ELENA MATILLA GARCÍA 
Infanta Elena Hospital  JULIA ESTAIRE GUTIÉRREZ, CRISTINA PALOMO PALOMO, MARÍA MERCEDES ROMERO ALONSO, DULCE GUERRA ESTÉVEZ 
Infanta Leonor Hospital  ISMAEL ESCOBAR RODRÍGUEZ, ANA SUCH DÍAZ 
Infanta Sofia Hospital  ELENA LÓPEZ ASPIROZ, YOLANDA LARRUBIA MARFIL, BELÉN GARCÍA DE SANTIAGO, CRISTINA GARCÍA YUBERO, ESTELA GARCÍA MARTÍN, LAURA PORTILLO HORCAJADA, ALICIA MARTÍNEZ HERNÁNDEZ, JESÚS LLORENTE GUTIÉRREZ, JUAN PABLO BARRO ORDOVÁS 
Xanit International Hospital  INMACULADA MARTÍNEZ-BROCAL OGAYAR, INMACULADA REYES TORRES 
Jerez de la Frontera Hospital  CARMEN MARÍA CUADROS MARTÍNEZ, TRIANA GONZÁLEZ-CARRASCOSA VEGA, CRISTINA PUIVECINO MORENO, ALBERTO VARAS PÉREZ, VICTORIA VÁZQUEZ VELA, MARÍA DEL VALLE SÁNCHEZ-MATAMOROS PIAZZA, JESÚS FRANCISCO SIERRA SÁNCHEZ 
Josep Trueta Hospital  ANNA DORDA BENITO, ANA PÉREZ PLASENCIA, QUERALT LÓPEZ NOGUERA, CRISTINA DÍEZ VALLEJO, ANNA FAYET PÉREZ 
Juan Ramón Jiménez Hospital  M. DE LAS AGUAS ROBUSTILLO CORTÉS, ELOÍSA MÁRQUEZ FERNÁNDEZ, SALVADOR GRUTZMANCHER SAIZ, M. TERESA GARRIDO MARTÍNEZ, OLALLA MONTERO PÉREZ, ANA PELÁEZ BEJARANO, ISABEL MARÍA CARRIÓN MADROÑAL, IGNACIO GARCÍA GIMÉNEZ 
La Fe Hospital  SILVIA VALERO GARCÍA, PALOMA ESCOBAR CAVA, M. JESÚS CUÉLLAR MONREAL, TOMÁS PALANQUES PASTOR, M. NIEVES VILA CLERIGUES, EVA ROMA SÁNCHEZ, M. JOSÉ RUIZ CALDES, CARMEN BORRELL GARCÍA, EDUARDO LÓPEZ BRIZ, JOSÉ LUIS POVEDA ANDRÉS, MARÍA JOSÉ COMPANY ALBIR, EMILIO MONTE BOQUET, M. AMPARO VÁZQUEZ POLO, CONCEPCIÓN BORRÁS ALMENAR, MARTA CORREA BALLESTER, LAURA LORENTE FERNÁNDEZ, MARÍA CENTELLES ORIA, INMACULADA BELTRÁN GARCÍA, OCTAVIO BALLESTA LÓPEZ, RUBÉN IGLESIAS GÓMEZ, JUAN EDUARDO MEGÍAS VERICAT, EDUARDO GUERRERO HURTADO, MARÍA MARTÍN CEREZUELA, ANTONIO SOLANA ALTABELLA, ELISA ZAMORA FERRER, MIREYA FERNÁNDEZ SÁNCHEZ, ANA ALEJANDRA GARCÍA ROBLES, M. JOSÉ FERNÁNDEZ MEGIA, M. VICENTA TARAZONA CASANY, M. REMEDIOS MARQUÉS MIÑANA, ALEJANDRA FERRADA GASCÓ, HUGO RIBES ARTERO, ASUNCIÓN ALBERT MARI, MARÍA TORDERA BAVIERA, ISABEL FONT NOGUERA 
La Inmaculada Hospital  M. DEL CARMEN SÁNCHEZ MULERO, EVA ROMÁN MÁRQUEZ 
La Luz Hospital  M. JOSÉ VICARIO ZUBIZARRETA 
La Mancha Centro Hospital  CLARA NOTARIO DONGIL, ALEJANDRO MARCOS DE LA TORRE, MARÍA TERESA GÓMEZ LLUCH 
La Paz Hospital  MARTA MORENO PALOMINO, FRANCISCO MORENO RAMOS, JAVIER ÁLVAREZ CRIADO, NURIA BLÁZQUEZ RAMOS, CRISTINA JIMÉNEZ NUÑEZ, ANA BELÉN ARANCÓN PARDO 
La Princesa Hospital  SILVIA RUIZ GARCÍA, MARÍA PÉREZ ABANADES, M. DESAMPARADOS IBÁÑEZ ZURRIAGA 
Lozano Blesa Hospital  RAQUEL GRACIA PIQUER, MERCEDES ARENERE MENDOZA, JOSÉ MANUEL VINUESA HERNANDO, MARÍA GALINDO ALLUEVA 
Lucus Agusti Hospital  ANA MARÍA LÓPEZ-VIZCAÍNO CASTRO, PALOMA CASTELLANO COPA, JAIME GULIN DÁVILA, ALFONSO MARTÍNEZ PORTELA 
Marqués de Valdecilla Hospital  TERESA GIMÉNEZ PODERÓS, DAVID GÓMEZ GÓMEZ 
Mateu Orfila Hospital  GABRIEL MERCADAL ORFILA, CARLA LIÑANA GRANELL 
Miguel Servet Hospital  ÁNGEL ESCOLANO PUEYO, ANDREA CASAJÚS NAVASAL, MIRIAM MERCHANTE ANDREU, RAFAEL HUARTE LACUNZA, JOSÉ MANUEL REAL CAMPAÑA, OIHANA PASCUAL MARTÍNEZ, NATALIA DE LA LLAMA CELIS, ITZIAR LARRO DE LECIÑENA 
Monte Naranco Hospital  MARÍA ANTONIA CANDAS VILLAR, CARMEN CARRILES FERNÁNDEZ, MARÍA ASUNCION GONZÁLEZ GONZÁLEZ 
Morales Meseguer Hospital  SHEILA CLAVIJOS BAUTISTA, M. DOLORES NAJERA PÉREZ, TAIDA RODRÍGUEZ MARTÍNEZ 
Tarrasa Hospital  JORGE NICOLÁS PICO, LAURA MARÍA MARTÍNEZ LÓPEZ 
National Spinal Cord Injury Hospital  ALBA SALGUERO OLID 
Niño Jesús Hospital  ISABEL GONZÁLEZ RODRÍGUEZ, MARGARITA CUERVAS-MONS VENDRELL, M. DEL PILAR GARCÍA RODRÍGUEZ, PILAR RANZ ORTEGA, DOLORES PILAR ITURGOYEN FUENTES, SILVIA MARTÍN PRADO, M. TERESA POZAS DEL RÍO 
Nuestra Señora del Prado Hospital  M. CARMEN IRANZU APERTE, FRANCISCO JAVIER JULIÁ LUNA, BEATRIZ GONZÁLEZ JOGA, CARLOTA ROMERO MARTÍN, PEDRO GÓMEZ ESPINOSA, BEATRIZ CASAMAYOR LÁZARO, CLARA PIQUERAS ROMERO, ANTONIA BERROCAL JAVATO, BEATRIZ DE LA CALLE RIAGUAS, LOURDES GÓMEZ RODRÍGUEZ, BEATRIZ GARCÍA ESTEBAN 
Plató Hospital  MIREIA MENSA VENDRELL, MELISA BARRANTES GONZÁLEZ 
Principe de Asturias Hospital  GEMA BALDOMINOS UTRILLA, CRISTINA SAN ANDRÉS CORRAL, MIGUEL SERRANO GARCÍA, BÁRBARA ÚBEDA RUIZ, ALBERTO LEBRERO GARCÍA, ISABEL MARÍA SÁNCHEZ NAVARRO, MARÍA FERNÁNDEZ-PACHECO GARCÍA-VALDECASAS, NEREA FERNÁNDEZ ARBERAS, KEVIN CUERVO ESCRIBANO, BEATRIZ BERMEJO LORERO, INÉS FERNÁNDEZ CEBRECOS, CRISTINA ESCRIGAS FERNÁNDEZ, DIANA PÉREZ PÉREZ, ANA GINES PALOMARES, ROSARIO SANTOLAYA PERRIN 
Toledo Provincial Hospital  PABLO AGUADO BARROSO, RAÚL LÓPEZ ÁLVAREZ 
Verín Public Hospital  MARÍA PEREIRA VÁZQUEZ, M. ÁNGELES FARALDO VALLES 
Puerta de Hierro Hospital  AMELIA SÁNCHEZ GUERRERO, INÉS GUMIEL BAENA, JUAN IGNACIO ALCARAZ LÓPEZ, CARLA LOZANO LLANO, LAURA DELGADO TÉLLEZ DE CEPEDA, BELÉN MENCHEN VISO, ELVIRA SANTIAGO PRIETO, ADRIÁN REPILADO ÁLVAREZ, MARÍA DOLORES GARCÍA CEREZUELA, RAQUEL SANABRIAS FERNÁNDEZ DE SEVILLA, MARTA MANSO MANRIQUE, ELENA GARCÍA SANZ, RAQUEL DE SANTIAGO ÁLVAREZ, VIRGINIA SAAVEDRA QUIRÓS, SILVIA MARÍA SANZ RODRÍGUEZ, CARLOS HERNÁNDEZ TERCIADO, MARINA CALVO SALVADOR 
Puerta del Mar Hospital  MARÍA JOSÉ FERNÁNDEZ ANGUITA, INMACULADA MOYANO PRIETO, MARÍA EUGENIA RODRÍGUEZ MATEOS, ROSA M. RAMOS GUERRERO, CRISTINA GARCÍA FERNÁNDEZ, CLAUDIA RODRÍGUEZ MORETA, ANA GANFORNINA ANDRADES, M. DEL CARMEN JIMÉNEZ DE JUAN, VICTORIA MANZANO MARTÍN, MARÍA JOSÉ MARTÍNEZ BAUTISTA, CARLOS SANTOS RODRÍGUEZ, ROSA SEISDEDOS ELCUAZ, ROCÍO BULO CONCELLON, MARÍNA CORRALES PAZ, INMACULADA LOMARES MANZANO, M. JOSÉ HUERTAS FERNÁNDEZ 
Puerta del Sur Hospital  ROCÍO GÁZQUEZ PÉREZ 
Puerto Real Hospital  CARMEN MARTÍNEZ DÍAZ, JUAN MANUEL BORRERO RUBIO, FCO. JAVIER SALMERÓN NAVAS, ESTER BARREIRO FERNÁNDEZ, JORGE DÍAZ NAVARRO, ESMERALDA RÍOS SÁNCHEZ, CRISTINA MORENO RAMOS, EMILIO JESÚS ALEGRE DEL REY, SILVIA FÉNIX CABALLERO, MARCELO DOMÍNGUEZ CANTERO, MARÍA DEL PILAR BRICEÑO CASADO 
Punta Europa Hospital  JOSÉ RAMÓN ÁVILA ÁLVAREZ, JAVIER ROMERO PUERTO 
Quirón Hospital Madrid  MARGARITA REMÍREZ DE ESPARZA OTERO, CARMEN ROJO ÁLVAREZ-BUYLLA 
Quirón Hospital Marbella  OLIVIA URQUÍZAR RODRÍGUEZ 
Ramón y Cajal Hospital  JORGE FERNÁNDEZ FRADEJAS, LORENA GARCÍA BASAS, HILARIO MARTÍNEZ BARROS, MIRIAM MARTÍN RUFO, BEATRIZ ESTEBAN CARTELLE, ROSARIO PINTOR RECUENCO, NOELIA VICENTE OLIVEROS, MARINA RODRÍGUEZ MARÍN, JAVIER SAEZ DE LA FUENTE 
Reina Sofia Hospital, Córdoba  MANUEL JESÚS CÁRDENAS ARANZANA, JORGE HERNÁNDEZ PARADA, MANUEL CARRASCO GOMARIZ 
Reina Sofia Hospital, Murcia  ELENA PILAR URBIETA SANZ, IGNACIO SALAR VALVERDE, MAYTE GIL CANDEL, IRIS MUÑOZ GARCÍA, ALBA MARTÍNEZ SOTO 
San Cecilio Hospital  ADELA MADRID PAREDES, CELIA GÓMEZ PEÑA, RUTH UBAGO PÉREZ, RAQUEL ÁLVAREZ SÁNCHEZ, ROCÍO MORÓN ROMERO, MARÍA NUÑEZ NUÑEZ, PATRICIA M. RODRÍGUEZ GÓMEZ 
San José Hospital  JULIA HERNÁNDEZ MARTÍN 
San Juan de Dios Hospital, Zaragoza  NATALIA LIZAMA GÓMEZ, ALEJANDRO SASTRE HERES 
San Juan de la Cruz Hospital  TERESA RUIZ-RICO RUIZ-MORÓN, M. ESTHER DURÁN SÁNCHEZ, BELÉN OYA ÁLVAREZ DE MORALES, ROSA MARÍA LUNA REINA 
San Pedro Hospital  RAQUEL MARÍN GORRICHO, CARLOS SAINZ DE ROZAS APARICIO, JACOBO SOILAN SACO, JARA GALLARDO ANCIANO, JESICA NÚÑEZ RODRÍGUEZ, GUILLERMO RAMÍREZ VILARIÑO, YARED GONZÁLEZ PÉREZ 
Sant Jaume Calella Hospital  SUSANNA TERRE OHME, DOLORS RUIZ POZA, NURIA SABATÉ FRÍAS 
Sant Joan Hospital  M. ÁNGELES BERNABÉU MARTÍNEZ, M. TERESA AZNAR SALIENTE, M. DOLORES CAMACHO ROMERA, LAURA BARRAJÓN PÉREZ, MARCOS PLANELLES CASTRO, ROSA M. PROVENCIO ARRANZ, MARTANO ZAYAS SORIANO, ANA HERNÁNDEZ GUIO, JUAN CAMPILLO LÓPEZ, MANUEL BONETE SÁNCHEZ 
Sant Joan de Deu Hospital, Martorell  BEATRIZ ZURITA ALONSO, YLENIA CAMPOS BAETA, MARTA MARTÍ NAVARRO, PABLO ANTONIO MORATN GARCÍA, ISABEL CARO ARAGONÉS 
Son LLátzer Hospital  GONZALO GONZÁLEZ MORCILLO, BEATRIZ CALDERÓN HERNANZ, MARÍA MAGDALENA PARERA PASCUAL, AINA OLIVER NOGUERA, FRANCESC COMPANY BEZARES, LUIS PÉREZ DE AMEZAGA TOMÁS, ALEJANDRA MANDILEGO GARCÍA, FRANCISCA RAMIS RIERA, MONTSERRAT VILANOVA BOLTO, ÁLVARO MEDINA GUERRERO, JUAN MANUEL RODRÍGUEZ CAMACHO, NORA IZKO GARTZIA 
Santa Caterina Hospital  MISAEL RODRÍGUEZ GOICOECHEA, FATIMA ARTIME RODRÍGUEZ-HERMIDA, CRISTINA TORO BLANCH 
Santa Cristina Hospital  M. PILAR FLOX BENÍTEZ, BERTA MONTERO PASTOR, IRATXE MARQUÍNEZ ALONSO, M. JESÚS LÓPEZ MUÑOZ 
Santos Reyes Hospital  BEATRIZ OCA LUIS, CARLOS CARDABA PÉREZ, VIRGINIA BENITO IBÁÑEZ 
SCIAS Hospital Barcelona  ANA FIERRO BANZO, ANA AYESTARÁN ALTUNA 
Son Espases Hospital  ANA ARETIO POUSA, ICIAR MARTÍNEZ LÓPEZ, MARTA ORTIZ GONZÁLEZ, LEONOR PERIAÑEZ PARRAGA, EDER RODRÍGUEZ CAMPOS, MANUEL FRANCISCO PÉREZ ALMAGRO, MARÍA GÓMEZ ZAMORA, CLARA ESTAUN MARTÍNEZ, AMAIA ALCORTA LORENZO 
Gudadalajara University Hospital  ALICIA LÁZARO LÓPEZ, M. ELENA CARRETERO ALBIÑANA, M. CARMEN MOLINA ALCÁNTARA, M. ISABEL IBARRA LORENTE, LORENA RUIZ GONZÁLEZ, ELVIRA MARTÍNEZ RUIZ, MARÍA LAVANDEIRA PÉREZ, ANA M. HORTA HERNÁNDEZ, INÉS MENDOZA ACOSTA, JOSÉ ÁNGEL GILA AZAÑEDO, EVA MARTÍN ALCALDE, PAULA DE JUAN-GARCÍA TORRES, SILVIA CUERDA CORONEL, JOSÉ MANUEL PAREDERO, GEMA CASARRUBIOS LÁZARO, ISABEL PÉREZ RODRÍGUEZ, ÁNGEL MANUEL YUSTE GUTIÉRREZ, CLARA DEAN BARAHONA, MARÍA TERESA PÉREZ MAROTO, PATRICIA TARDAGUILA MOLINA, MARÍA BLANCO CRESPO 
Joan XXIII University Hospital, Tarragona  ALEJANDRO SANJUÁN BELDA, M. ÁNGELES ROCH VENTURA, MARÍA MENDOZA AGUILERA, LAURA CANADELL VILARRASA, SONIA JORNET MONTAÑA, MARTA MARTÍN MARQUES, MARÍA VUELTA ARCE, PILAR LÓPEZ BROSETA, JORGE DEL ESTAL JIMÉNEZ, ERIKA ESTEVE PITARCH 
Sagrat Cor University Hospital  PAULA MONTOLIU ALCÓN, LEONOR SÁNCHEZ DORREGO, M. LETICIA GALOFRÉ MESTRE, JUAN GONZÁLEZ VALDIVIESO, MARÍA ALEJANDRA RUIZ GÓMEZ, MARÍNA DE TEMPLE PLA 
Sant Joan de Reus University Hospital  M. PILAR SALVADOR COLLADO, MONTSERRAT BOJ BORBONES, CARLOS MOLINA CASABÁN, ANA GÓMEZ GENER 
Donostia University Hospital  KORO ANDUEZA GRANADOS, GARBIÑE LIZEAGA CUNDIN, TANIA GONZÁLEZ FERNÁNDEZ, JUNE LANDA ALBERDI, ANE ROS OLASO, DAVID GARCÍA ECHEVERRÍA, JAVIER BOO RODRÍGUEZ 
Móstoles University Hospital  PILAR SAN MIGUEL TORVISCO, BLANCA BERTRÁN DE LIS BARTOLOMÉ, GRACIA PICAZO SANCHIZ, EMILIA PATRICIA GÓMEZ CABALLERO, ESTRELLA MAROTO GARCÍA, M. DEL CARMEN MORIEL SÁNCHEZ, CRISTINA CALDERÓN ACEDOS, JORGE SOLÍS OLIVARES, BEATRIZ RUBIO CEBRIÁN, MARÍA JOSÉ VÁZQUEZ CASTILLO, IRENE MORONA MÍNGUEZ, LAURA CORRALES PÉREZ, NOELIA GARRIDO PEÑO, MIRIAM ISABEL BERNIAS DOMÍNGUEZ, MIREYA MAÑES SEVILLA, IRENE SOLLANO SANCHO, INES SOTO BASELGA 
Torrevieja University Hospital  CELIA GARCÍA-MOLINA SAEZ, AURELIO CABELLO MURIEL, M. TERESA ORVIZ SUÁREZ, RAMÓN GARCÍA GARCÍA 
Vinalopó University Hospital  ÁNGEL ANTONIO RASO RASO, ELISA ALONSO SERRANO, LUCÍA OJEA CARDENAS, ALMUDENA ALCALÁ SANZ, ALEJANDRO JOVER BOTELLA 
San Agustín University Hospital  ANA FERNÁNDEZ GONZÁLEZ, LORENA BECERRA INGERTO, JAVIER FRA YÁÑEZ, CECILIA MARTÍN CARRO, CLAUDIA ORALLO LUNA, ROSANA RAMOS APARICIO, ISABEL ZAPICO GARCÍA 
Vall d'Hebron Hospital  CARLOS JAVIER PARRAMÓN TEIXIDO, AURORA FERNÁNDEZ POLO, INÉS JIMÉNEZ LOZANO, MARTA MIARONS FONT, ALBA PAU PARRA 
Vega Baja Hospital  FRANCISCO JOSÉ RODRÍGUEZ LUCENA, RODRIGO BONILLA PEÑARRUBIA, CARLOS DEVESA GARCÍA, ANA CANDELA FAJARDO 
Virgen de Altagracia Hospital  TOMÁS SÁNCHEZ CASANUEVA, ROCÍO RUIZ MARTÍN DE LA TORRE, ANDRES SÁNCHEZ RUIZ 
Virgen de la Arrixaca Hospital  VICENTE AROCAS CASAÑ, ANA PAREJA RODRÍGUEZ DE VERA, M. JOSÉ BLÁZQUEZ ÁLVAREZ, BEATRIZ GARRIDO CORRO, PABLO DE LA CRUZ MURIE 
Virgen de la Victoria Hospital  NURIA MARTÍNEZ CASANOVA, ELENA SÁNCHEZ YÁÑEZ 
Virgen de Valme Hospital  ANTONIO GUTIÉRREZ PIZARRAYA, MERCEDES GALVÁN BANQUERI, REYES SERRANO GIMÉNEZ, ESTHER MÁRQUEZ SAAVEDRA, ROCÍO DÍAZ ACEDO 
Virgen del Rocío Hospital  FRANCISCO JOSÉ ARAUJO RODRÍGUEZ, MARÍA DOLORES VEGA COCA, M. ANTONIA PÉREZ MORENO, SANDRA FLORES MORENO 
Virgen del Valle Hospital  ENCARNACIÓN RODRÍGUEZ JIMÉNEZ, MANUELA MARTÍNEZ CAMACHO 
Virgen Macarena Hospital  CRISTINA CASTILLO MARTÍN, NATALIA MARTÍN FERNÁNDEZ, SANTIAGO SANDOVAL FERNÁNDEZ DEL CASTILLO, MARGARITA E. BELTRÁN GARCÍA, JAIME CORDERO RAMOS, RAQUEL CASTILLEJO GARCÍA, VICENTE MERINO BOHÓRQUEZ, LUISA RENDON DE LOPE, ARIANA MARTÍNEZ SUÁREZ 
Virxe da Xunqueira Hospital  MARÍA JESÚS GARCÍA VERDE, JOSÉ LUIS RODRÍGUEZ SÁNCHEZ 
Vithas Hospital Castellón  BEATRIZ RODRÍGUEZ LLANSOLA, TERESA AGUILELLA VICENTE, MARÍA JESÚS ZAMORA GIMENO 
Vithas Consuelo Hospital Valencia  ANA CARMEN RAMOS GARCÍA 
Catalonian Institute of Oncology  JENNIFER ESTEBAN GONZÁLEZ, M. CONSUELO JORDÁN DE LUNA, CARMEN MUÑOZ SÁNCHEZ, CRISTINA FERNÁNDEZ LÓPEZ, MARÍA PERAYRE BADIA, M. EMILIA MIQUEL ZURITA, MONTSERRAT REY SALIDO, EDUARD FORT CASAMARTINA, SANDRA FONTANALS MARTÍNEZ, TONI LOZANO ANDREU, JAVIER MARTÍNEZ BENAVIDES 
Infanta Elena Hospital, Valdemoro  ROSALÍA FERNÁNDEZ CABALLERO, CLARA HERRANZ MUÑOZ, ARACELI HENARES LÓPEZ, VIRGINIA COLLADOS ARROYO 

Uncited references
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Early Access date (01/08/2022).

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