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O'Brien Z, Bellomo R, Williams-Spence J, Reid CM, Coulson T. Development and Validation of Scores to Predict Prolonged Mechanical Ventilation after Cardiac Surgery. J Cardiothorac Vasc Anesth 2024; 38:430-436. [PMID: 38052694 DOI: 10.1053/j.jvca.2023.10.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 10/24/2023] [Accepted: 10/30/2023] [Indexed: 12/07/2023]
Abstract
OBJECTIVES To optimize the early prediction of prolonged postoperative mechanical ventilation after cardiac surgery (>24 hours postoperatively). DESIGN The authors performed a retrospective analysis. SETTING The Australian and New Zealand Society of Cardiac and Thoracic Surgeons (ANZSCTS) database was utilized. PARTICIPANTS All patients included in the ANZSCTS database between January 2015 and December 2018 were analyzed. INTERVENTIONS No interventions were performed in this observational study. MEASUREMENTS AND MAIN RESULTS A previously developed model was modified to allow retrospective risk calculation and model assessment (Modified Hessels score). The database was split into development and validation sets. A new risk model was developed using forward and backward stepwise elimination (ANZ-PreVent score). The authors assessed 48,382 patients, of whom 5004 (10.3%) were ventilated mechanically for >24 hours post-operatively. The Modified Hessels score demonstrated good performance in this database, with a c-index of 0.78 (95% CI 0.77-0.78) and a Brier score of 0.08. The newly developed ANZ-PreVent score demonstrated better performance (validation cohort, n = 12,229), with a c-index of 0.84 (95% CI 0.83-0.85) (p < 0.0001) and a Brier score of 0.07. Both scores performed better than the severity of illness scores commonly used to predict outcomes in intensive care. CONCLUSIONS The authors validated a modified version of an existing prediction score and developed the ANZ-PreVent score, with improved performance for identifying patients at risk of ventilation for >24 hours. The improved score can be used to identify high-risk patients for targeted interventions in future randomized controlled trials.
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Affiliation(s)
- Zachary O'Brien
- Australian and New Zealand Intensive Care Research Centre, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia; Department of Critical Care, University of Melbourne, Melbourne, Victoria, Australia; Department of Intensive Care, Austin Hospital, Heidelberg, Melbourne, Victoria, Australia.
| | - Rinaldo Bellomo
- Australian and New Zealand Intensive Care Research Centre, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia; Department of Critical Care, University of Melbourne, Melbourne, Victoria, Australia; Department of Intensive Care, Austin Hospital, Heidelberg, Melbourne, Victoria, Australia; Data Analytics, Research, and Evaluation Centre, Austin Hospital, University of Melbourne, Melbourne, Victoria, Australia
| | - Jenni Williams-Spence
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Christopher M Reid
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Victoria, Australia; School of Public Health, Curtin University, Perth, Australia
| | - Tim Coulson
- Australian and New Zealand Intensive Care Research Centre, School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia; Department of Critical Care, University of Melbourne, Melbourne, Victoria, Australia; Department of Anaesthesia, The Alfred Hospital, Melbourne, Victoria, Australia
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The Relationship between Frailty and Mechanical Ventilation: A Population-based Cohort Study. Ann Am Thorac Soc 2021; 19:264-271. [PMID: 34214022 DOI: 10.1513/annalsats.202102-178oc] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
RATIONALE Frailty in critically ill patients is associated with higher mortality and prolonged length of stay, however little is known about the impact on the duration of mechanical ventilation. OBJECTIVES To identify the relationship between frailty and total duration of mechanical ventilation and the interaction with patients' age. METHODS This retrospective population-based cohort study was performed using data submitted to the Australian and New Zealand Intensive Care Society Adult Patient Database between 2017 and 2020. We analyzed adult critically ill patients who received invasive mechanical ventilation within the first 24 hours of intensive care unit admission. RESULTS Of 59319 available patients receiving invasive mechanical ventilation, 8331 (14%) were classified as frail. Patients with frailty had longer duration of mechanical ventilation compared to patients without frailty. Duration of mechanical ventilation increased with higher frailty score. Patients with frailty had longer intensive care unit and hospital stay with higher mortality than non-frail patients. After adjustment for relevant covariates in multivariate analyses, frailty was significantly associated with a reduced probability of cessation of invasive mechanical ventilation (adjusted hazard ratio 0.57 [95% CI: 0.51-0.64]; p<0.001). Sensitivity and subgroup analyses suggested that frailty could prolong mechanical ventilation in survivors and the relationship was especially strong in younger patients. CONCLUSIONS Frailty score was independently associated with longer duration of mechanical ventilation and contributed to identify patients who were less likely to be liberated from mechanical ventilation. The impact of frailty on ventilation time varied with age and was most apparent for younger patients.
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Dallazen-Sartori F, Albuquerque LC, Guaragna JCVDC, Magedanz EH, Petracco JB, Bodanese R, Wagner MB, Bodanese LC. Risk Score for Prolonged Mechanical Ventilation in Coronary Artery Bypass Grafting. INTERNATIONAL JOURNAL OF CARDIOVASCULAR SCIENCES 2020. [DOI: 10.36660/ijcs.20200068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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Byrne K, Simmons P. Multivariate Analysis: A Cautionary Tale of Mediators and Confounders. J Cardiothorac Vasc Anesth 2020; 34:1235-1237. [DOI: 10.1053/j.jvca.2019.12.033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 12/26/2019] [Indexed: 11/11/2022]
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Hessels L, Coulson TG, Seevanayagam S, Young P, Pilcher D, Marhoon N, Bellomo R. Development and Validation of a Score to Identify Cardiac Surgery Patients at High Risk of Prolonged Mechanical Ventilation. J Cardiothorac Vasc Anesth 2019; 33:2709-2716. [DOI: 10.1053/j.jvca.2019.03.009] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 02/28/2019] [Accepted: 03/01/2019] [Indexed: 11/11/2022]
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Vasoactive-inotropic score as a predictor of morbidity and mortality in adults after cardiac surgery with cardiopulmonary bypass. J Anesth 2018; 32:167-173. [DOI: 10.1007/s00540-018-2447-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Accepted: 01/02/2018] [Indexed: 01/01/2023]
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Brandão PGM, Lobo FR, Ramin SL, Sakr Y, Machado MN, Lobo SM. Dexmedetomidine as an Anesthetic Adjuvant in Cardiac Surgery: a Cohort Study. Braz J Cardiovasc Surg 2017; 31:213-218. [PMID: 27737403 PMCID: PMC5062707 DOI: 10.5935/1678-9741.20160043] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Accepted: 06/08/2016] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVE: α-2-agonists cause sympathetic inhibition combined with
parasympathetic activation and have other properties that could be
beneficial during cardiac anesthesia. We evaluated the effects of
dexmedetomidine as an anesthetic adjuvant compared to a control group during
cardiac surgery. METHODS: We performed a retrospective analysis of prospectively collected data from
all adult patients (> 18 years old) undergoing cardiac surgery. Patients
were divided into two groups, regarding the use of dexmedetomidine as an
adjuvant intraoperatively (DEX group) and a control group who did not
receive α-2-agonist (CON group). RESULTS: A total of 1302 patients who underwent cardiac surgery, either coronary
artery bypass graft or valve surgery, were included; 796 in the DEX group
and 506 in the CON group. Need for reoperation (2% vs.
2.8%, P=0.001), type 1 neurological injury (2%
vs. 4.7%, P=0.005) and prolonged
hospitalization (3.1% vs. 7.3%, P=0.001)
were significantly less frequent in the DEX group than in the CON group.
Thirty-day mortality rates were 3.4% in the DEX group and 9.7% in the CON
group (P<0.001). Using multivariable Cox regression
analysis with in hospital death as the dependent variable, dexmedetomidine
was independently associated with a lower risk of 30-day mortality (odds
ratio [OR]=0.39, 95% confidence interval [CI]: 0.24-0.65,
P≤0.001). The Logistic EuroSCORE (OR=1.05, 95% CI:
1.02-1.10, P=0.004) and age (OR=1.03, 95% CI: 1.01-1.06,
P=0.003) were independently associated with a higher
risk of 30-day mortality. CONCLUSION: Dexmedetomidine used as an anesthetic adjuvant was associated with better
outcomes in patients undergoing coronary artery bypass graft and valve
surgery. Randomized prospective controlled trials are warranted to confirm
our results.
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Affiliation(s)
- Paulo Gabriel Melo Brandão
- Division of Critical Care Medicine, Faculdade de Medicina de São José do Rio Preto (FAMERP), São José do Rio Preto, SP, Brazil
| | - Francisco Ricardo Lobo
- Division of Anesthesiology, Department of Surgery, Faculdade de Medicina de São José do Rio Preto (FAMERP), São José do Rio Preto, SP, Brazil
| | - Serginando Laudenir Ramin
- Division of Anesthesiology, Department of Surgery, Faculdade de Medicina de São José do Rio Preto (FAMERP), São José do Rio Preto, SP, Brazil
| | - Yasser Sakr
- Department of Anesthesiology and Intensive Care Medicine, Friedrich-Schiller-University, Jena, Germany
| | - Mauricio Nassau Machado
- Division of Cardiology. Faculdade de Medicina de São José do Rio Preto (FAMERP), São José do Rio Preto, SP, Brazil
| | - Suzana Margareth Lobo
- Division of Critical Care Medicine, Faculdade de Medicina de São José do Rio Preto (FAMERP), São José do Rio Preto, SP, Brazil
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Intraoperative monitoring of analgesia using nociceptive reflexes correlates with delayed extubation and immediate postoperative pain. Eur J Anaesthesiol 2017; 34:297-305. [DOI: 10.1097/eja.0000000000000597] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Enger TB, Pleym H, Stenseth R, Greiff G, Wahba A, Videm V. [Risk associated with open-heart surgery]. TIDSSKRIFT FOR DEN NORSKE LEGEFORENING 2017; 137:213-215. [PMID: 28181761 DOI: 10.4045/tidsskr.16.0456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
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Zayat R, Menon AK, Goetzenich A, Schaelte G, Autschbach R, Stoppe C, Simon TP, Tewarie L, Moza A. Benefits of ultra-fast-track anesthesia in left ventricular assist device implantation: a retrospective, propensity score matched cohort study of a four-year single center experience. J Cardiothorac Surg 2017; 12:10. [PMID: 28179009 PMCID: PMC5299681 DOI: 10.1186/s13019-017-0573-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Accepted: 01/25/2017] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND The use of left ventricular assist devices (LVADs) has gained significant importance for treatment of end-stage heart failure. Fast-track procedures are well established in cardiac surgery, whereas knowledge of their benefits after LVAD implantation is sparse. We hypothesized that ultra-fast-track anesthesia (UFTA) with in-theater extubation or at a maximum of 4 h. after surgery is feasible in Interagency Registry for Mechanically Assisted Circulatory Support (INTERMACS) level 3 and 4 patients and might prevent postoperative complications. METHODS From March, 2010 to March, 2012, 53 LVADs (50 Heart Mate II and 3 Heart Ware) were implanted in patients in our department. UFTA was successfully performed (LVAD ultra ) in 13 patients. After propensity score matching, we compared the LVAD ultra group with a matched group (LVAD match ) receiving conventional anesthesia management. RESULTS Patients in the LVAD ultra group had significantly lower incidences of pneumonia (p = 0.031), delirium (p = 0.031) and right ventricular failure (RVF) (p = 0.031). They showed a significantly higher cardiac index in the first 12 h. (p = 0.017); a significantly lower central venous pressure during the first 24 h. postoperatively (p = 0.005) and a significantly shorter intensive care unit (ICU) stay (p = 0.016). Kaplan-Meier analysis after four years of follow-up showed no significant difference in survival. CONCLUSION In this pilot study, we demonstrated the feasibility of ultra-fast-track anesthesia in LVAD implantation in selected patients with INTERMACS level 3-4. Patients had a lower incidence of postoperative complications, better hemodynamic performance, shorter length of ICU stay and lower incidence of RVF after UFTA. Prospective randomized investigations should examine the preservation of right ventricular function in larger numbers and identify appropriate selection criteria.
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Affiliation(s)
- Rashad Zayat
- Department of Thoracic and Cardiovascular Surgery, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany.
| | - Ares K Menon
- Department of Thoracic and Cardiovascular Surgery, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Andreas Goetzenich
- Department of Thoracic and Cardiovascular Surgery, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Gereon Schaelte
- Department of Anesthesiology, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Ruediger Autschbach
- Department of Thoracic and Cardiovascular Surgery, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Christian Stoppe
- Department of Intensive Care and Intermediate Care, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Tim-Philipp Simon
- Department of Intensive Care and Intermediate Care, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Lachmandath Tewarie
- Department of Thoracic and Cardiovascular Surgery, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
| | - Ajay Moza
- Department of Thoracic and Cardiovascular Surgery, University Hospital RWTH Aachen, Pauwelsstrasse 30, Aachen, 52074, Germany
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A derived and validated score to predict prolonged mechanical ventilation in patients undergoing cardiac surgery. J Thorac Cardiovasc Surg 2017; 153:108-115. [DOI: 10.1016/j.jtcvs.2016.08.020] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Revised: 05/07/2016] [Accepted: 08/19/2016] [Indexed: 11/20/2022]
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Enger TB, Pleym H, Stenseth R, Greiff G, Wahba A, Videm V. Reduced Long-Term Relative Survival in Females and Younger Adults Undergoing Cardiac Surgery: A Prospective Cohort Study. PLoS One 2016; 11:e0163754. [PMID: 27681368 PMCID: PMC5040400 DOI: 10.1371/journal.pone.0163754] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2016] [Accepted: 09/13/2016] [Indexed: 11/28/2022] Open
Abstract
OBJECTIVES To assess long-term survival and mortality in adult cardiac surgery patients. METHODS 8,564 consecutive patients undergoing cardiac surgery in Trondheim, Norway from 2000 until censoring 31.12.2014 were prospectively followed. Observed long-term mortality following surgery was compared to the expected mortality in the Norwegian population, matched on gender, age and calendar year. This enabled assessment of relative survival (observed/expected survival rates) and relative mortality (observed/expected deaths). Long-term mortality was compared across gender, age and surgical procedure. Predictors of reduced survival were assessed with multivariate analyses of observed and relative mortality. RESULTS During follow-up (median 6.4 years), 2,044 patients (23.9%) died. The observed 30-day, 1-, 3- and 5-year mortality rates were 2.2%, 4.4%, 8.2% and 13.8%, respectively, and remained constant throughout the study period. Comparing observed mortality to that expected in a matched sample from the general population, patients undergoing cardiac surgery showed excellent survival throughout the first seven years of follow-up (relative survival ≥ 1). Subsequently, survival decreased, which was more pronounced in females and patients undergoing other procedures than isolated coronary artery bypass grafting (CABG). Relative mortality was higher in younger age groups, females and patients undergoing aortic valve replacement (AVR). The female survival advantage in the general population was obliterated (relative mortality ratio (RMR) 1.35 (1.19-1.54), p<0.001). Increasing observed long-term mortality seen with ageing was due to population risk, and younger age was independently associated with increased relative mortality (RMR per 5 years 0.81 (0.79-0.84), p<0.001)). CONCLUSIONS Cardiac surgery patients showed comparable survival to that expected in the general Norwegian population, underlining the benefits of cardiac surgery in appropriately selected patients. The beneficial effect lasted shorter in younger patients, females and patients undergoing AVR or other procedures than isolated CABG. Thus, the study identified three groups that need increased attention for further improvement of outcomes.
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Affiliation(s)
- Tone Bull Enger
- Department of Laboratory Medicine, Children’s and Women’s Health, Faculty of Medicine, NTNU-Norwegian University of Science and Technology, Trondheim, Norway
- Department of Cardiothoracic Anaesthesia and Intensive Care, St. Olavs University Hospital, Trondheim, Norway
| | - Hilde Pleym
- Department of Circulation and Medical Imaging, Faculty of Medicine, NTNU-Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Anaesthesia and Intensive Care, St. Olavs University Hospital, Trondheim, Norway
| | - Roar Stenseth
- Department of Circulation and Medical Imaging, Faculty of Medicine, NTNU-Norwegian University of Science and Technology, Trondheim, Norway
- Department of Cardiothoracic Anaesthesia and Intensive Care, St. Olavs University Hospital, Trondheim, Norway
| | - Guri Greiff
- Department of Circulation and Medical Imaging, Faculty of Medicine, NTNU-Norwegian University of Science and Technology, Trondheim, Norway
- Department of Cardiothoracic Anaesthesia and Intensive Care, St. Olavs University Hospital, Trondheim, Norway
| | - Alexander Wahba
- Department of Circulation and Medical Imaging, Faculty of Medicine, NTNU-Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Cardiothoracic Surgery, St. Olavs University Hospital, Trondheim, Norway
| | - Vibeke Videm
- Department of Laboratory Medicine, Children’s and Women’s Health, Faculty of Medicine, NTNU-Norwegian University of Science and Technology, Trondheim, Norway
- Department of Immunology and Transfusion Medicine, St. Olavs University Hospital, Trondheim, Norway
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Zanini M, Nery RM, Buhler RP, de Lima JB, Stein R. Preoperative maximal expiratory pressure is associated with duration of invasive mechanical ventilation after cardiac surgery: An observational study. Heart Lung 2016; 45:244-8. [PMID: 26907196 DOI: 10.1016/j.hrtlng.2016.01.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2015] [Revised: 01/12/2016] [Accepted: 01/13/2016] [Indexed: 12/13/2022]
Abstract
OBJECTIVE To evaluate the association of maximal expiratory pressure (MEP), maximal inspiratory pressure (MIP), and peak expiratory flow (PEF) with total duration of invasive mechanical ventilation (IMV) in subjects undergoing cardiac surgery. BACKGROUND Prolonged IMV is associated with respiratory infections, prolonged hospitalization, and increased mortality. Pulmonary function tests can help predict postoperative outcomes after cardiac surgery. METHODS We recruited subjects admitted for cardiac surgery. All MIP, MEP, and PEF measurements were performed before surgery. Multivariable analysis was performed using a multiple linear regression model to control for possible confounders and test for association of MIP, MEP, and PEF with IMV duration. RESULTS Overall, 125 subjects were included in the study. Higher MEP was associated with reduced duration of IMV after adjustment for confounders (P = 0.015), but no such association was observed between MIP or PEF and IMV. CONCLUSIONS In subjects undergoing elective cardiac surgery, preoperative MEP is associated with IMV duration.
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Affiliation(s)
- Maurice Zanini
- Federal University of Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Brazil.
| | - Rosane Maria Nery
- Physical Medicine and Rehabilitation Division, Hospital de Clínicas de Porto Alegre, Brazil
| | | | - Juliana Beust de Lima
- Federal University of Rio Grande do Sul, Hospital de Clínicas de Porto Alegre, Brazil
| | - Ricardo Stein
- Department of Medicine, Federal University of Rio Grande do Sul, Brazil
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Comparison of Risk Scores for Prediction of Complications following Aortic Valve Replacement. Heart Lung Circ 2015; 24:595-601. [DOI: 10.1016/j.hlc.2014.11.021] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Revised: 08/23/2014] [Accepted: 11/24/2014] [Indexed: 11/23/2022]
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Greiff G, Pleym H, Stenseth R, Berg KS, Wahba A, Videm V. Prediction of Bleeding After Cardiac Surgery: Comparison of Model Performances: A Prospective Observational Study. J Cardiothorac Vasc Anesth 2015; 29:311-9. [DOI: 10.1053/j.jvca.2014.08.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Indexed: 11/11/2022]
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Early Ambulation Predicts Length of Stay and Discharge Location Following Left Ventricular Assist Device Implantation. Cardiopulm Phys Ther J 2014. [DOI: 10.1097/01823246-201409000-00003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Widyastuti Y, Stenseth R, Wahba A, Pleym H, Videm V. Length of intensive care unit stay following cardiac surgery: is it impossible to find a universal prediction model? Interact Cardiovasc Thorac Surg 2012; 15:825-32. [PMID: 22833511 DOI: 10.1093/icvts/ivs302] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES Accurate models for prediction of a prolonged intensive care unit (ICU) stay following cardiac surgery may be developed using Cox proportional hazards regression. Our aims were to develop a preoperative and intraoperative model to predict the length of the ICU stay and to compare our models with published risk models, including the EuroSCORE II. METHODS Models were developed using data from all patients undergoing cardiac surgery at St. Olavs Hospital, Trondheim, Norway from 2000-2007 (n = 4994). Internal validation and calibration were performed by bootstrapping. Discrimination was assessed by areas under the receiver operating characteristics curves and calibration for the published logistic regression models with the Hosmer-Lemeshow test. RESULTS Despite a diverse risk profile, 93.7% of the patients had an ICU stay <2 days, in keeping with our fast-track regimen. Our models showed good calibration and excellent discrimination for prediction of a prolonged stay of more than 2, 5 or 7 days. Discrimination by the EuroSCORE II and other published models was good, but calibration was poor (Hosmer-Lemeshow test: P < 0.0001), probably due to the short ICU stays of almost all our patients. None of the models were useful for prediction of ICU stay in individual patients because most patients in all risk categories of all models had short ICU stays (75th percentiles: 1 day). CONCLUSIONS A universal model for prediction of ICU stay may be difficult to develop, as the distribution of length of stay may depend on both medical factors and institutional policies governing ICU discharge.
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Affiliation(s)
- Yunita Widyastuti
- Department of Laboratory Medicine, Children's and Women's Health, Norwegian University of Science and Technology, Trondheim, Norway
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