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Ashraf A, Biswas S, Dadhwal A, Snowdon E, MacArthur J, Sarkar V, Tetlow CJ, George KJ. Impact of patient ethnicity, socioeconomic deprivation, and comorbidities on length of stay after cranial meningioma resections: A public healthcare perspective. Surg Neurol Int 2025; 16:2. [PMID: 39926443 PMCID: PMC11799700 DOI: 10.25259/sni_859_2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2024] [Accepted: 11/22/2024] [Indexed: 02/11/2025] Open
Abstract
Background Postoperative hospital length of stay (LOS) is crucial for assessing care quality, patient recovery, and resource management. However, data on how preoperative non-tumor variables affect LOS post-meningioma resection are scarce. We aimed to evaluate how ethnicity, comorbidities, and socioeconomic indices influence LOS after non-skull base meningioma resection. Methods A single tertiary center retrospective case series analysis of all patients undergoing non-skull base meningioma resection from 2013 to 2023 was conducted. Fourteen independent variables (age, ethnicity, sex, hypertension, diabetes mellitus [DM], chronic obstructive pulmonary disease [COPD], heart failure, myocardial infarction, stroke, dementia, cancer, index of multiple deprivations [IMD] decile, smoking, and alcohol status) were analyzed to predict the binary outcome of short (≤5 days) or extended (>5) LOS. Results Four hundred and seventy-nine patients were analyzed, with 65.8% of patients having a short LOS of ≤5 days. Patient ethnicity (hazard ratio [HR]: 1.160 [1.023-1.315], P = 0.02) and the presence of DM (HR: 0.551 [0.344-0.883], P = 0.013) and COPD (HR: 0.275 [0.088-0.859], P = 0.026) were statistically significant predictors of LOS after meningioma resection. Asian ethnic patients had the highest mean LOS compared to all other ethnicities. Patients with an IMD decile of ≤5 (with a higher degree of health deprivation) had a higher postoperative LOS compared to those with an IMD decile >5, but this was not statistically significant (P = 0.793). Conclusion Preoperative factors such as ethnicity, deprivation index, and comorbidities can potentially predict postoperative hospital LOS after meningioma resection. There is potential to develop decision support tools integrating these preoperative factors with peri- and post-operative data.
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Affiliation(s)
- Aaminah Ashraf
- Department of Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Sayan Biswas
- Specialized Foundation Doctor Training Programme, Edge Hill University, Lancashire, United Kingdom
| | - Ajay Dadhwal
- Department of Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, United Kingdom
| | - Ella Snowdon
- Specialized Foundation Doctor Training Programme, Edge Hill University, Lancashire, United Kingdom
| | - Joshua MacArthur
- Department of Surgery and Cancer, Northwick Park Hospital, London Northwest University Healthcare, Harrow, United Kingdom
| | - Ved Sarkar
- Department of Computer Science, College of Letters and Sciences, University of California, Berkeley, California, United States
| | - Callum James Tetlow
- Department of Data Science, NHS Northern Care Alliance, Salford, United Kingdom
| | - K. Joshi George
- Department of Neurosurgery, Manchester Centre for Clinical Neurosciences, Salford, United Kingdom
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Li Y, Li S, Zhu J, Wang Z, Zhang X. Establishment and validation of clinical prediction model and prognosis of perioperative pneumonia in elderly patients with hip fracture complicated with preoperative acute heart failure. BMC Surg 2024; 24:369. [PMID: 39567977 PMCID: PMC11577948 DOI: 10.1186/s12893-024-02668-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 11/11/2024] [Indexed: 11/22/2024] Open
Abstract
BACKGROUND Elderly hip fracture was a common orthopedic emergency with high perioperative complication risks. Combined with preoperative acute heart failure, the risk increases further, with pneumonia being a common complication. The aim of this study was to construct and evaluate risk factor prediction models for perioperative pneumonia in these patients and to explore prognostic factors. METHODS A retrospective study design was used to collect data on elderly patients with hip fracture combined with preoperative acute heart failure at the Third Hospital of Hebei Medical University from January 2020 to December 2022. The feature variables were screened by logistic regression and nomogram was constructed. The receiver operating characteristics curve (ROC), decision curve analysis (DCA), and calibration curve were employed to assess the predictive power of the model. Correlation heatmaps and shapley additive explanation (SHAP) were employed to assess key variables and their impact. Employing the Kaplan-Meier curve and Cox regression, the patients' prognosis was ultimately evaluated. RESULTS 535 elderly patients with hip fracture combined with preoperative acute heart failure were included in this study. Logistic regression analysis was used to identify combined respiratory disease, hemoglobin, albumin, neutrophils, and blood glucose as independent danger factors for perioperative pneumonia (p < 0.05). The nomogram was designed to display the outcomes instinctively, with an AUC of 0.819. The model was internally validated by initiating self-sampling 1000 times. The calibration curve indicated that the model had excellent treaty. The DCA curve showed that the model had good validity and clinical practicability. Correlation heatmaps and SHAP were visualized and analyzed. The K-M curves indicated that the prognosis of the non-pneumonia group was better than that of the pneumonia group (p = 0.014). COX regression analysis found that the major risk factors for all-cause mortality in patients with acute heart failure(AHF) were age, brain natriuretic peptide, platelet count, and combined respiratory failure (p < 0.05). CONCLUSION The prediction model, established in this study, was highly accurate and proved a potent instrument for clinical evaluation of the perioperative pneumonia risk of elderly hip fracture patients with preoperative acute heart failure. We hope that this study can reduce the occurrence of perioperative pneumonia in patients and improve the prognosis of patients.
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Affiliation(s)
- Yuying Li
- Department of Nursing, The Third Hospital of Hebei Medical University, Shijiazhuang, 050051, Hebei, China
| | - Shuhan Li
- Department of Nursing, The Third Hospital of Hebei Medical University, Shijiazhuang, 050051, Hebei, China
| | - Jiaxuan Zhu
- Department of Nursing, The Third Hospital of Hebei Medical University, Shijiazhuang, 050051, Hebei, China
| | - Zhiqian Wang
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, 050051, Hebei, China.
| | - Xiuguo Zhang
- Department of Nursing, The Third Hospital of Hebei Medical University, Shijiazhuang, 050051, Hebei, China.
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Amirian B, Akhnoukh KM, Ashraf AM, Swiggett SJ, Rosato FE, Vakharia RM, Sadeghpour R, Razi AE. A nationwide analysis on the effects of chronic obstructive pulmonary disease following primary total shoulder arthroplasty for glenohumeral osteoarthritis. Shoulder Elbow 2022; 14:278-285. [PMID: 35599711 PMCID: PMC9121293 DOI: 10.1177/1758573221993828] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Revised: 01/11/2021] [Accepted: 01/20/2021] [Indexed: 11/16/2022]
Abstract
BACKGROUND Chronic obstructive pulmonary disease patients have been shown in orthopedic literature to have poorer outcomes and higher rates of complications from surgery. In this retrospective review, medical complications, length of stay, and costs were obtained to explore the effects of chronic obstructive pulmonary disease on patients undergoing primary total shoulder arthroplasty. METHODS Total shoulder arthroplasty cases from January 2005 to March 2014 were queried and analyzed from a nationwide database. Study patients were matched 1:5 to controls by age, sex, and medical comorbidities associated with chronic obstructive pulmonary disease. In-hospital length of stay, 90-day medical complications, day of surgery, and total global 90-day episode of care costs were obtained for comparison. RESULTS Chronic obstructive pulmonary disease patients were found to have higher incidence and odds (53.91 vs. 11.95%; OR: 3.58, 95%CI: 3.18-3.92, p < 0.0001) of 90-day medical complications, longer in-hospital length of stay (3 vs. 2 days, p < 0.0001), and significantly higher 90-day costs ($14,768.37 vs. $13,379.20, p < 0.0001) following primary total shoulder arthroplasty compared to matched controls. DISCUSSION Chronic obstructive pulmonary disease patients undergoing primary total shoulder arthroplasty have higher rates of medical complications, in-hospital length of stay, and costs of care. This represents an important factor that will allow orthopedic surgeons to adequately manage expectations and educate chronic obstructive pulmonary disease patients of the potential complications which may occur following total shoulder arthroplasty.
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Affiliation(s)
| | | | | | | | | | - Rushabh M Vakharia
- Rushabh M Vakharia, Department of
Orthopaedic Surgery, Maimonides Medical Center, 927 49 Street,
Brooklyn, NY 11219, USA.
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de Miguel-Diez J, Albaladejo-Vicente R, Hernández-Barrera V, Ji Z, Lopez-Herranz M, Jimenez-Garcia R, López-de-Andrés A. Hospital admissions for community-acquired, ventilator-associated and nonventilator hospital-acquired pneumonia in COPD patients in Spain (2016-2017). Eur J Intern Med 2020; 79:93-100. [PMID: 32616338 DOI: 10.1016/j.ejim.2020.06.028] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 06/22/2020] [Accepted: 06/25/2020] [Indexed: 11/28/2022]
Abstract
BACKGROUND To examine the incidence, characteristics and outcomes of community-acquired pneumonia (CAP), ventilator-associated pneumonia (VAP) and nonventilator hospital-acquired pneumonia (NV-HAP) in patients with or without COPD; compare in-hospital outcomes; and identify factors associated with in-hospital mortality (IHM) for pneumonia. METHODS We carried out a retrospective observational study using the hospital discharge records from 2016-17 of the Spanish National Health System. Propensity score matching was used for data analysis. RESULTS We found 245,905 patients (≥40 years) with pneumonia; we identified CAP in 228,139 patients (19.85% with COPD), VAP in 2,771 patients (8.55% with COPD) and NV-HAP in 14,995 patients (14.17% with COPD). The incidence for the three types of pneumonia was higher in COPD patients (CAP: incidence rate ratio (IRR) 2.23, 95% CI 2.21-2.26; VAP: IRR 1.25, 95% CI 1.08-1.42; and NV-HAP: IRR 1.55, 95% CI 1.48-1.63). The IHM for CAP was 10.35% in COPD patients and 12.91% in the controls (p<0.001). In patients with VAP and NV-HAP, IHM was not significantly different between those with and without COPD (43.88% vs. 41.77%;p=0.643 and 29.21% vs. 30.57%;p=0.331, respectively). Factors associated with IHM for all types of pneumonia analyzed in COPD patients were older age and receiving dialysis. CONCLUSIONS The incidence of hospitalizations for all types of pneumonia was significantly higher in COPD patients than in the non-COPD population. In contrast, IHM was significantly lower among COPD patients with CAP than among matched non-COPD patients. Higher mortality rates in COPD patients with any pneumonia type were associated with increasing age and receiving dialysis.
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Affiliation(s)
- Javier de Miguel-Diez
- Respiratory Department, Hospital General Universitario Gregorio Marañón, Facultad de Medicina, Universidad Complutense de Madrid, Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), 28009, Madrid, Spain
| | - Romana Albaladejo-Vicente
- Department of Public Health & Maternal and Child Health, Faculty of Medicine, Universidad Complutense de Madrid, Madrid, 28040, Spain.
| | - Valentín Hernández-Barrera
- Preventive Medicine and Public Health Teaching and Research Unit. Health Sciences Faculty. Rey Juan Carlos University. Alcorcón. Madrid, 28922, Spain
| | - Zichen Ji
- Respiratory Department, Hospital General Universitario Gregorio Marañón, Facultad de Medicina, Universidad Complutense de Madrid, Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), 28009, Madrid, Spain
| | - Marta Lopez-Herranz
- Faculty of Nursing, Physiotherapy and Podology, Universidad Complutense de Madrid, 28040 Madrid, Spain
| | - Rodrigo Jimenez-Garcia
- Department of Public Health & Maternal and Child Health, Faculty of Medicine, Universidad Complutense de Madrid, Madrid, 28040, Spain
| | - Ana López-de-Andrés
- Preventive Medicine and Public Health Teaching and Research Unit. Health Sciences Faculty. Rey Juan Carlos University. Alcorcón. Madrid, 28922, Spain
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Baba H, Tokai R, Hirano K, Watanabe T, Shibuya K, Hashimoto I, Hojo S, Yoshioka I, Okumura T, Nagata T, Fujii T. Risk factors for postoperative pneumonia after general and digestive surgery: a retrospective single-center study. Surg Today 2020; 50:460-468. [PMID: 31712912 DOI: 10.1007/s00595-019-01911-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Accepted: 10/17/2019] [Indexed: 12/11/2022]
Abstract
PURPOSE Pneumonia is the second-most common complication in postoperative patients and is associated with significant morbidity and high costs of care. We aimed to determine the risk factors for pneumonia after general and digestive surgery. METHODS The medical records of 1,016 patients who underwent general and digestive surgery between January 2016 and March 2019 in our hospital were reviewed. RESULTS Of the 1,016 patients, 67 (6.6%) developed postoperative pneumonia. The multivariate analysis showed that significant predictors of postoperative pneumonia were a poor Eastern Cooperative Oncology Group performance status (ECOG-PS), low forced vital capacity and low forced expiratory volume in one second in the spirometry test, malnutrition (low serum albumin levels and low controlling nutritional status scores and prognostic nutritional index [PNI] values), esophagectomy, upper gastrointestinal surgery, and nonlaparoscopic surgery. Of these factors, the combination of PNI and ECOG-PS clearly stratified patients into low-, intermediate-, and high-risk groups with respect to developing postoperative pneumonia (area under the curve: 0.709). CONCLUSIONS Although postoperative pneumonia is associated with many clinical variables, active medical intervention for the prevention of pneumonia in patients with multiple risk factors can improve the postoperative course. In particular, perioperative nutritional care may prevent postoperative pneumonia in patients with malnutrition and a poor PS.
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Affiliation(s)
- Hayato Baba
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan.
| | - Ryutaro Tokai
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Katsuhisa Hirano
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Toru Watanabe
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Kazuto Shibuya
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Isaya Hashimoto
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
- Toyama Nishi General Hospital, Toyama, Japan
| | - Shozo Hojo
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Isaku Yoshioka
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Tomoyuki Okumura
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Takuya Nagata
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
| | - Tsutomu Fujii
- Department of Surgery and Science, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama, 930-0194, Japan
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de Miguel-Díez J, Jiménez-García R, Hernández-Barrera V, de Miguel-Yanes JM, Méndez-Bailón M, López-de-Andres A. National Trends In Kidney, Heart And Liver Transplants Among Patients With And Without Chronic Obstructive Pulmonary Disease In Spain (2001-2015). Int J Chron Obstruct Pulmon Dis 2019; 14:2235-2243. [PMID: 31576119 PMCID: PMC6769026 DOI: 10.2147/copd.s213257] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Accepted: 08/09/2019] [Indexed: 01/23/2023] Open
Abstract
Background To describe trends and outcomes during admission for solid organ transplants, excluding lungs, in people with or without COPD in Spain (2001–2015). Methods We used national hospital discharge data to select all hospital admissions for kidney, heart and liver transplants. We estimated admission rates stratified by COPD status. We analyzed the Charlson Comorbidity Index, therapeutic procedures and outcomes. Results We identified 52,020 admissions (33,293 for kidney transplant, 3,937 for heart transplant and 14,790 for liver transplant). Patients with COPD accounted for 2.5%, 4.2% and 3.5% of kidney, heart and liver transplant patients, respectively. The number of kidney and liver transplants increased among COPD patients over the study period, whereas the number of heart transplants remained stable. In all cases, COPD patients were significantly older and had more coexisting medical conditions than those without COPD. Among patients who underwent a kidney transplant, there were no significant differences in the clinical characteristics analyzed between the groups, but the overall in-hospital mortality (IHM) rate was significantly higher in COPD patients than in those without COPD (2.22% vs 0.58%, p=0.008). There were no differences for any of the study variables or for the IHM rate in patients who underwent a heart transplant (14.63% in both groups). Among patients who underwent a liver transplant, COPD patients had lower prevalences of infection and complications than those without COPD. The IHM rate was also significantly lower in COPD patients than in non-COPD controls who underwent a liver transplant (4.07% vs 8.91%, p=0.002). Conclusion COPD prevalence in patients undergoing renal, heart and liver transplants is lower than it has been described in the general population. However, we did not find differences in the clinical characteristics analyzed between COPD and non-COPD patients. Furthermore, the IHM rate was only higher in COPD patients who underwent a kidney transplant but not in those undergoing a heart or liver transplant.
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Affiliation(s)
- Javier de Miguel-Díez
- Respiratory Department, Hospital General Universitario Gregorio Marañón, Facultad de Medicina, Universidad Complutense de Madrid (UCM), Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, Spain
| | - Rodrigo Jiménez-García
- Preventive Medicine and Public Health Teaching and Research Unit, Health Sciences Faculty, Rey Juan Carlos University, Alcorcón, Madrid, Spain
| | - Valentín Hernández-Barrera
- Preventive Medicine and Public Health Teaching and Research Unit, Health Sciences Faculty, Rey Juan Carlos University, Alcorcón, Madrid, Spain
| | - José M de Miguel-Yanes
- Internal Medicine Department, Hospital General Universitario Gregorio Marañón, Madrid, Spain.,Facultad de Medicina, Universidad Complutense De Madrid (UCM), Madrid, Spain
| | - Manuel Méndez-Bailón
- Internal Medicine Department, Hospital Universitario Clínico San Carlos, Facultad De Medicina, Universidad Complutense de Madrid (UCM), Madrid, Spain
| | - Ana López-de-Andres
- Preventive Medicine and Public Health Teaching and Research Unit, Health Sciences Faculty, Rey Juan Carlos University, Alcorcón, Madrid, Spain
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de-Miguel-Díez J, López-de-Andrés A, Hernández-Barrera V, De Miguel-Yanes JM, Méndez-Bailón M, Muñoz-Rivas N, Jiménez-García R. Trends, characteristics, in-hospital outcomes and mortality in surgical mitral valve replacement among patients with and without COPD in Spain (2001-2015). PLoS One 2019; 14:e0221263. [PMID: 31425536 PMCID: PMC6699799 DOI: 10.1371/journal.pone.0221263] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Accepted: 08/04/2019] [Indexed: 12/20/2022] Open
Abstract
PURPOSE We examined trends, characteristics and in-hospital outcomes in mechanical and bioprosthetic surgical mitral valve replacement (SMVR) among patients with and without chronic obstructive pulmonary disease (COPD) in Spain from 2001 to 2015. We also identified factors associated with in-hospital mortality (IHM) in both groups of patients according to the implanted valve type. METHODS We analyzed data from the Spanish National Hospital Discharge Database for patients aged 40 years or over. We selected admissions of patients whose medical procedures included SMVR. We grouped hospitalizations by COPD status. RESULTS Over 43,024 patients identified, 83.63% underwent mechanical mitral valve replacement and 16.37% bioprosthetic valve (6.71% and 7.78% with COPD, respectively). The incidence of SMVR decreased for mechanical valves and increased for bioprosthetic valves over time in both groups of patients. The incidence of SMVR admissions was lower among COPD patients than in those without COPD, both for mechanical and bioprosthetic valves. IHM decreased significantly over time, regardless of the type of valve, in both groups of patients. COPD was associated with a significant increase in IHM, but only among patients who underwent bioprosthetic SMVR (OR 1.32, 95% CI 1.01-1.73). CONCLUSIONS The incidence of mechanical SMVR decreased while that of bioprosthetic SMVR increased over time in both groups of patients. COPD patients were less surgically operated than non-COPD patients for both valve types. In COPD patients, bioprosthetic SMVR was proportionally more used than mechanical SMVR. Mortality decreased over time for both valve types in patients with and without COPD. COPD increased in-hospital mortality among patients undergoing a biological SMVR.
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Affiliation(s)
- Javier de-Miguel-Díez
- Respiratory Department, Hospital General Universitario Gregorio Marañón, Facultad de Medicina, Universidad Complutense de Madrid (UCM), Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, Spain
| | - Ana López-de-Andrés
- Preventive Medicine and Public Health Teaching and Research Unit, Health Sciences Faculty, Rey Juan Carlos University, Alcorcón, Madrid, Spain
- * E-mail:
| | - Valentín Hernández-Barrera
- Preventive Medicine and Public Health Teaching and Research Unit, Health Sciences Faculty, Rey Juan Carlos University, Alcorcón, Madrid, Spain
| | - José M. De Miguel-Yanes
- Internal Medicine Department, Hospital General Universitario Gregorio Marañón, Madrid, Facultad de Medicina, Universidad Complutense de Madrid (UCM), Spain
| | - Manuel Méndez-Bailón
- Internal Medicine Department, Hospital Universitario Clínico San Carlos, Facultad de Medicina, Universidad Complutense de Madrid (UCM), Madrid, Spain
| | - Nuria Muñoz-Rivas
- Medicine Department, Hospital Universitario Infanta Leonor, Madrid, Spain
| | - Rodrigo Jiménez-García
- Preventive Medicine and Public Health Teaching and Research Unit, Health Sciences Faculty, Rey Juan Carlos University, Alcorcón, Madrid, Spain
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